diff --git a/CONTRIBUTION GUIDE.pdf b/CONTRIBUTION GUIDE.pdf
new file mode 100644
index 00000000..d0e4ffb2
Binary files /dev/null and b/CONTRIBUTION GUIDE.pdf differ
diff --git a/CONTRIBUTION GUIDELINES.md b/CONTRIBUTION GUIDELINES.md
new file mode 100644
index 00000000..2bb5257a
--- /dev/null
+++ b/CONTRIBUTION GUIDELINES.md
@@ -0,0 +1,103 @@
+# CONTRIBUTION GUIDE:
+
+WIEWoC encourages individuals to share their knowledge and ideas to develop technical skills and gain valuable experience in the field of technology. We are creating a PYTHON content repository which is full of valuable resources. Folders for different domains like Web Development, GUI, ML with Python have been created and contribution to a specific domain will go to that folder only. Inside each directory there will be subdirectories for sub-topics of that particular domain. There is a specific branch for each of the domains and participants need to contribute to that branch only. For example, if someone is contributing to Web Development or a subtopic of it, contributions to that domain should only go to that branch.
+
+## Types of contribution you can make
+Any contribution you make, code is necessary.
+1. Documentation + Code
+2. Code only
+3. Code + Self made Video/Audio (uploaded in youtube or gdrive)
+
+## Adding new subtopics under domains
+Create a folder with name of the sub topic, add your content and create PR in respective domain branch.
+For example you want to add subtopic JPython in GUI. Create a folder named JPython and upload in GUI Folder and create PR from gui branch.
+
+## Basics of Git and GitHub
+
+### Git & GitHub
+
+Before we proceed, it's better to know the difference between Git and Github. Git is a version control system (VCS) that allows us to keep track of the history of our source code , whereas GitHub is a service that hosts Git projects.
+
+We assume you have created an account on Github and installed Git on your System.
+
+Now enter your name and E-mail (used on Github) address in Git, by using following command.
+
+`$ git config --global user.name "YOUR NAME"`
+` $ git config --global user.email "YOUR EMAIL ADDRESS"`
+This is an important step to mark your commits to your name and email.
+
+
+Click on fork to create a copy of project to your account. This creates a separate copy for you to work on.
+
+`
+`$ git remote add upstream https://github.com/IEEE-WIE-VIT/WIE-WoC.git` `
+This will create a new branch out of master branch. Now start working on the problem and commit your changes.
+
+`$ git add --all`
+`$ git commit -m ""`
+The first command adds all the files or you can add specific files by removing -a and adding the file names. The second command gives a message to your changes so you can know in future what changes this commit makes. If you are solving an issue on original repository, you should add the issue number like #35 to your commit message. This will show the reference to commits in the issue.
+
+`
+Now you are ready to help the project by opening a pull request means you now tell the project managers to add the feature or bug fix to original repository. You can open a pull request by clicking on green icon -
+
+
+
+Remember your upstream base branch should be main and source should be your feature branch. Click on create pull request and add a name to your pull request. You can also describe your feature.
+
+Amazing! You've already made your first contribution.🥳
+
+#### BE OPEN FOR US TO CONTACT YOU!
+
+#### Happy Coding 👩💻👩💻
+
+
diff --git a/DSA Coding/Array/BinarySearch.py b/DSA Coding/Array/BinarySearch.py
new file mode 100644
index 00000000..b5635d06
--- /dev/null
+++ b/DSA Coding/Array/BinarySearch.py
@@ -0,0 +1,19 @@
+# Binary Search
+
+def binary_search(arr, target):
+ low = 0
+ high = len(arr) - 1
+ while low <= high:
+ mid = (low + high) // 2
+ if arr[mid] == target:
+ return mid
+ elif arr[mid] < target:
+ low = mid + 1
+ else:
+ high = mid - 1
+ return -1
+
+n = int(input("Enter number: "))
+arr = list(map(int, input().split()))
+target = int(input("Enter target: "))
+print(binary_search(arr, target))
diff --git a/DSA Coding/Array/BubbleSort.py b/DSA Coding/Array/BubbleSort.py
new file mode 100644
index 00000000..31797aef
--- /dev/null
+++ b/DSA Coding/Array/BubbleSort.py
@@ -0,0 +1,12 @@
+#Bubble Sort
+
+def bubbleSort(arr):
+ for i in range(len(arr)):
+ for j in range(len(arr)-1-i):
+ if arr[j] > arr[j+1]:
+ arr[j], arr[j+1] = arr[j+1], arr[j]
+ return arr
+
+n = int(input("Enter number: "))
+arr = list(map(int, input().split()))
+print(bubbleSort(arr))
diff --git a/DSA Coding/Array/Consecutive_Prime_Sum.py b/DSA Coding/Array/Consecutive_Prime_Sum.py
new file mode 100644
index 00000000..69b74560
--- /dev/null
+++ b/DSA Coding/Array/Consecutive_Prime_Sum.py
@@ -0,0 +1,40 @@
+def isPrime(num):
+ i=2
+ flag=0
+ while(i*i <= num):
+ if(num%i==0):
+ flag+=1
+ break
+ i+=1
+ if(flag==1):
+ return 0
+ else:
+ return 1
+
+t = int(input())
+
+for i in range(t):
+ n = int(input())
+ l = []
+ for k in range(2,n+1):
+ if isPrime(k):
+ l.append(k)
+ count = 0
+ sumt = 0
+ nl = l[2:]
+ for i in range(0,len(l)):
+ sumt += l[i]
+ if sumt in nl:
+ count += 1
+ print(count)
+
+
+
+
+
+
+
+
+
+
+
diff --git a/DSA Coding/Array/CountingSort.py b/DSA Coding/Array/CountingSort.py
new file mode 100644
index 00000000..2456d8b0
--- /dev/null
+++ b/DSA Coding/Array/CountingSort.py
@@ -0,0 +1,19 @@
+# Counting Sort
+
+def countingSort(arr):
+ max_val = max(arr)
+ min_val = min(arr)
+ count = [0] * (max_val - min_val + 1)
+ for i in arr:
+ count[i - min_val] += 1
+ index = 0
+ for i in range(len(count)):
+ while count[i] > 0:
+ arr[index] = i + min_val
+ index += 1
+ count[i] -= 1
+ return arr
+
+n = int(input("Enter number: "))
+arr = list(map(int, input().split()))
+print(*countingSort(arr))
diff --git a/DSA Coding/Array/HeapSort.py b/DSA Coding/Array/HeapSort.py
new file mode 100644
index 00000000..8021a5bd
--- /dev/null
+++ b/DSA Coding/Array/HeapSort.py
@@ -0,0 +1,26 @@
+#Heap Sort
+
+def heapify(arr, n, i):
+ largest = i
+ l = 2 * i + 1
+ r = 2 * i + 2
+ if l < n and arr[i] < arr[l]:
+ largest = l
+ if r < n and arr[largest] < arr[r]:
+ largest = r
+ if largest != i:
+ arr[i], arr[largest] = arr[largest], arr[i]
+ heapify(arr, n, largest)
+
+def heapSort(arr):
+ n = len(arr)
+ for i in range(n, -1, -1):
+ heapify(arr, n, i)
+ for i in range(n-1, 0, -1):
+ arr[i], arr[0] = arr[0], arr[i]
+ heapify(arr, i, 0)
+ return arr
+
+n = int(input("Enter number: "))
+arr = list(map(int, input().split()))
+print(*heapSort(arr))
\ No newline at end of file
diff --git a/DSA Coding/Array/InsertionSort.py b/DSA Coding/Array/InsertionSort.py
new file mode 100644
index 00000000..4469e9f7
--- /dev/null
+++ b/DSA Coding/Array/InsertionSort.py
@@ -0,0 +1,15 @@
+def insertion_sort(alist):
+ for i in range(1, len(alist)):
+ temp = alist[i]
+ j = i - 1
+ while (j >= 0 and temp < alist[j]):
+ alist[j + 1] = alist[j]
+ j = j - 1
+ alist[j + 1] = temp
+
+
+alist = input('Enter the list of numbers: ').split()
+alist = [int(x) for x in alist]
+insertion_sort(alist)
+print('Sorted list: ', end='')
+print(alist)
\ No newline at end of file
diff --git a/DSA Coding/Array/KadaneAlgo.py b/DSA Coding/Array/KadaneAlgo.py
new file mode 100644
index 00000000..399308a4
--- /dev/null
+++ b/DSA Coding/Array/KadaneAlgo.py
@@ -0,0 +1,15 @@
+def kadaneAlgorithm(n,arr):
+ sum_num = 0
+ max_sum = 0
+ for i in range(n):
+ sum_num += arr[i]; #maximum ending here
+ if arr[i] > sum_num:
+ sum_num = arr[i]
+ if max_sum < sum_num: #comparing maximum ending here , maximum so far
+ max_sum = sum_num
+ return max_sum
+
+size = int(input())
+l = [int(x) for x in input().split()]
+max_sm = kadaneAlgorithm(size,l)
+print(max_sm)
diff --git a/DSA Coding/Array/LargestNumber_formed_from_array.py b/DSA Coding/Array/LargestNumber_formed_from_array.py
new file mode 100644
index 00000000..3daa841a
--- /dev/null
+++ b/DSA Coding/Array/LargestNumber_formed_from_array.py
@@ -0,0 +1,12 @@
+def largestNumber(self, a):
+
+ largestnumber =''
+ for i in range(len(a)-1):
+ for j in range(i+1, len(a)):
+ string1 = str(a[i])+str(a[j])
+ string2 = str(a[j])+str(a[i])
+ if int(string2) > int(string1):
+ a[i] , a[j] = a[j] , a[i]
+ for i in range(len(a)):
+ largestnumber += str(a[i])
+ return int(largestnumber)
diff --git a/DSA Coding/Array/LinearSearch.py b/DSA Coding/Array/LinearSearch.py
new file mode 100644
index 00000000..e26efd6c
--- /dev/null
+++ b/DSA Coding/Array/LinearSearch.py
@@ -0,0 +1,13 @@
+#Linear Search
+
+def linear_search(arr, target):
+ for i in range(len(arr)):
+ if arr[i] == target:
+ return i
+ return -1
+
+
+n = int(input("Enter number: "))
+arr = list(map(int, input().split()))
+target = int(input("Enter target: "))
+print(linear_search(arr, target))
diff --git a/DSA Coding/Array/Matrix Difference/script.py b/DSA Coding/Array/Matrix Difference/script.py
new file mode 100644
index 00000000..6feb0209
--- /dev/null
+++ b/DSA Coding/Array/Matrix Difference/script.py
@@ -0,0 +1,45 @@
+r1 = int(input())
+c1 = int(input())
+M1 = []
+M3 = []
+for row_counter in range(r1):
+ matrix_row = input().strip() + " "
+ M_row = []
+ temp = ''
+ counter = 0
+ column_counter = 0
+ while column_counter < c1:
+ if matrix_row[counter] != ' ':
+ temp += matrix_row[counter]
+ else:
+ M_row.append(temp)
+ temp = ''
+ column_counter += 1
+ counter += 1
+ M1.append(M_row)
+ M3.append(M_row)
+r2 = int(input())
+c2 = int(input())
+M2 = []
+for row_counter in range(r2):
+ matrix_row = input().strip() + " "
+ temp = ''
+ counter = 0
+ column_counter = 0
+ while column_counter < c2:
+ if matrix_row[counter] != ' ':
+ temp += matrix_row[counter]
+ else:
+ M2.append(temp)
+ temp = ''
+ column_counter += 1
+ counter += 1
+for row_counter in range(r1):
+ for column_counter in range(c1):
+ if M1[row_counter][column_counter] in M2:
+ M3[row_counter][column_counter] = '0'
+for row_counter in range(r1):
+ for column_counter in range(c1):
+ print(M3[row_counter][column_counter], end=" ")
+ print()
+
diff --git a/DSA Coding/Array/Maximum_Absolute_Difference.py b/DSA Coding/Array/Maximum_Absolute_Difference.py
new file mode 100644
index 00000000..57995141
--- /dev/null
+++ b/DSA Coding/Array/Maximum_Absolute_Difference.py
@@ -0,0 +1,9 @@
+def maxArr(self, A):
+
+ mx = -10000000000
+ for i in range(len(A)):
+ for j in range(len(A)):
+ res = abs(A[i]-A[j])+abs(i-j)
+ if res > mx:
+ mx = res
+ return mx
diff --git a/DSA Coding/Array/Maximum_Non_Negative_Subarray.py b/DSA Coding/Array/Maximum_Non_Negative_Subarray.py
new file mode 100644
index 00000000..e1ecb744
--- /dev/null
+++ b/DSA Coding/Array/Maximum_Non_Negative_Subarray.py
@@ -0,0 +1,32 @@
+def maxset(self, A):
+ mxsum = -1
+ l = []
+ nl = []
+ for i in range(len(A)):
+ if A[i] < 0:
+ if sum(nl) > mxsum:
+ mxsum = sum(nl)
+ l = []
+ for num in nl:
+ l.append(num)
+
+ elif sum(nl) == mxsum and len(l) < len(nl):
+ l = []
+ for num in nl:
+ l.append(num)
+
+ nl = []
+ else:
+ nl.append(A[i])
+ if sum(nl) > mxsum:
+ mxsum = sum(nl)
+ l = []
+ for num in nl:
+ l.append(num)
+ nl = []
+ elif sum(nl) == mxsum and len(l) < len(nl):
+ l = []
+ for num in nl:
+ l.append(num)
+ nl = []
+ return l
diff --git a/DSA Coding/Array/MergeSort.py b/DSA Coding/Array/MergeSort.py
new file mode 100644
index 00000000..c6a3174a
--- /dev/null
+++ b/DSA Coding/Array/MergeSort.py
@@ -0,0 +1,28 @@
+# Merge Sort
+
+def merge(left, right):
+ result = []
+ i = j = 0
+ while i < len(left) and j < len(right):
+ if left[i] < right[j]:
+ result.append(left[i])
+ i += 1
+ else:
+ result.append(right[j])
+ j += 1
+ result += left[i:]
+
+def mergeSort(arr):
+ if len(arr) <= 1:
+ return arr
+ mid = len(arr) // 2
+ left = arr[:mid]
+ right = arr[mid:]
+ left = mergeSort(left)
+ right = mergeSort(right)
+ return merge(left, right)
+
+n = int(input("Enter number: "))
+arr = list(map(int, input().split()))
+print(*mergeSort(arr))
+
diff --git a/DSA Coding/Array/Number_subarrays_with_oddSum.py b/DSA Coding/Array/Number_subarrays_with_oddSum.py
new file mode 100644
index 00000000..cffa96fd
--- /dev/null
+++ b/DSA Coding/Array/Number_subarrays_with_oddSum.py
@@ -0,0 +1,16 @@
+def countOddSum(ar, n):
+ result = 0
+ for i in range(n):
+ val = 0
+ for j in range(i, n-1):
+ val = val + ar[j]
+ if (val % 2 != 0):
+ result +=1
+
+ return (result)
+
+l = int(input())
+ar = [int(x) for x in input().split()]
+print(str(countOddSum(ar, l+1)))
+
+
diff --git a/DSA Coding/Array/QuickSort.py b/DSA Coding/Array/QuickSort.py
new file mode 100644
index 00000000..3268b245
--- /dev/null
+++ b/DSA Coding/Array/QuickSort.py
@@ -0,0 +1,14 @@
+# Quiz Sort
+
+def quickSort(arr):
+ if len(arr) <= 1:
+ return arr
+ pivot = arr[0]
+ left = [x for x in arr[1:] if x < pivot]
+ right = [x for x in arr[1:] if x >= pivot]
+ return quickSort(left) + [pivot] + quickSort(right)
+
+
+
+arr = list(map(int, input().split()))
+print(*quickSort(arr))
diff --git a/DSA Coding/Array/ReverseArray.py b/DSA Coding/Array/ReverseArray.py
new file mode 100644
index 00000000..b037833b
--- /dev/null
+++ b/DSA Coding/Array/ReverseArray.py
@@ -0,0 +1,9 @@
+#Reverse Array
+#Given an array, reverse the order of the elements.
+
+def reverseArray(arr):
+ return arr[::-1]
+
+n = int(input("Enter number: "))
+arr = list(map(int, input().split()))
+print(*reverseArray(arr))
\ No newline at end of file
diff --git a/DSA Coding/Array/Roman_to_Integer.py b/DSA Coding/Array/Roman_to_Integer.py
new file mode 100644
index 00000000..22a8b3bd
--- /dev/null
+++ b/DSA Coding/Array/Roman_to_Integer.py
@@ -0,0 +1,19 @@
+class Solution:
+ def romanToInt(self, s):
+
+ s = str(s)
+ roman = {'I':1,'V':5,'X':10,'L':50,'C':100,'D':500,'M':1000}
+
+
+ num = 0
+ i = 0
+
+ while i < len(s)-1:
+ if i+1 < len(s)-1 and roman[s[i+1]] > roman[s[i]] :
+ num -= roman[s[i]]
+ else:
+ num+=roman[s[i]]
+ i+=1
+ return num
+
+
diff --git a/DSA Coding/Array/RotateMatrix_clockwise_90.py b/DSA Coding/Array/RotateMatrix_clockwise_90.py
new file mode 100644
index 00000000..9c0ca6c8
--- /dev/null
+++ b/DSA Coding/Array/RotateMatrix_clockwise_90.py
@@ -0,0 +1,10 @@
+def rotate(self, a):
+ #transpose
+ for i in range(len(a)):
+ for j in range(i+1,len(a)):
+ a[i][j],a[j][i] = a[j][i],a[i][j]
+
+ #reverse each row
+ for l in a:
+ l.reverse()
+ return a
diff --git a/DSA Coding/Array/Selectionsort.py b/DSA Coding/Array/Selectionsort.py
new file mode 100644
index 00000000..d485f38b
--- /dev/null
+++ b/DSA Coding/Array/Selectionsort.py
@@ -0,0 +1,19 @@
+def selection_sort(alist):
+ for i in range(0, len(alist) - 1):
+ smallest = i
+ for j in range(i + 1, len(alist)):
+ if alist[j] < alist[smallest]:
+ smallest = j
+ alist[i], alist[smallest] = alist[smallest], alist[i]
+
+
+alist = input('Enter the list of numbers: ').split(",")
+"""
+It should be preferred over split(" ") because here you will have to input no by leaving gaps
+which is little more cumbersome than simply inputting number by leaving commas
+"""
+
+alist = [int(x) for x in alist]
+selection_sort(alist)
+print('Sorted list: ', end='')
+print(alist)
diff --git a/DSA Coding/Array/ShellSort.py b/DSA Coding/Array/ShellSort.py
new file mode 100644
index 00000000..2888c28d
--- /dev/null
+++ b/DSA Coding/Array/ShellSort.py
@@ -0,0 +1,17 @@
+# Shell Sort
+
+def shellSort(arr):
+ n = len(arr)
+ gap = n // 2
+ while gap > 0:
+ for i in range(gap, n):
+ j = i
+ while j >= gap and arr[j] < arr[j - gap]:
+ arr[j], arr[j - gap] = arr[j - gap], arr[j]
+ j -= gap
+ gap //= 2
+ return arr
+
+n = int(input("Enter number: "))
+arr = list(map(int, input().split()))
+print(*shellSort(arr))
\ No newline at end of file
diff --git a/DSA Coding/Array/Two-Pointers/Three_Sum.py b/DSA Coding/Array/Two-Pointers/Three_Sum.py
new file mode 100644
index 00000000..f8d00160
--- /dev/null
+++ b/DSA Coding/Array/Two-Pointers/Three_Sum.py
@@ -0,0 +1,30 @@
+#https://leetcode.com/problems/3sum/
+
+class Solution:
+ def threeSum(self, nums: list[int]) -> list[list[int]]:
+ if len(nums) < 3:
+ return []
+ nums.sort()
+ res = []
+ for i in range(len(nums) - 2):
+ if i == 0 or (i > 0 and nums[i] != nums[i - 1]):
+ low = i + 1
+ high = len(nums) - 1
+ sum = 0 - nums[i]
+ while (low < high):
+ if nums[low] + nums[high] == sum:
+ res.append([nums[i], nums[low], nums[high]])
+ while low < high and nums[low] == nums[low + 1]:
+ low += 1
+ while low < high and nums[high] == nums[high - 1]:
+ high -= 1
+ low += 1
+ high -= 1
+ elif nums[low] + nums[high] < sum:
+ low += 1
+ else:
+ high -= 1
+ return res
+
+
+
\ No newline at end of file
diff --git a/DSA Coding/Array/Two-Pointers/Trapping_Rain_Water.py b/DSA Coding/Array/Two-Pointers/Trapping_Rain_Water.py
new file mode 100644
index 00000000..614a0bd6
--- /dev/null
+++ b/DSA Coding/Array/Two-Pointers/Trapping_Rain_Water.py
@@ -0,0 +1,25 @@
+#https://leetcode.com/problems/trapping-rain-water
+
+class Solution:
+ def trap(self, height: list[int]) -> int:
+ if len(height) < 3:
+ return 0
+ trappedWater = 0
+ maxLeft = height[0]
+ maxRight = height[-1]
+ left = 1
+ right = len(height) - 2
+ while left <= right:
+ if maxLeft <= maxRight:
+ if height[left] >= maxLeft:
+ maxLeft = height[left]
+ else:
+ trappedWater += maxLeft - height[left]
+ left += 1
+ else:
+ if height[right] >= maxRight:
+ maxRight = height[right]
+ else:
+ trappedWater += maxRight - height[right]
+ right -= 1
+ return trappedWater
\ No newline at end of file
diff --git a/DSA Coding/Array/array.md b/DSA Coding/Array/array.md
new file mode 100644
index 00000000..9c017c99
--- /dev/null
+++ b/DSA Coding/Array/array.md
@@ -0,0 +1 @@
+# Array
diff --git a/DSA Coding/Asymptotic Notation/README.md b/DSA Coding/Asymptotic Notation/README.md
new file mode 100644
index 00000000..c7f4db22
--- /dev/null
+++ b/DSA Coding/Asymptotic Notation/README.md
@@ -0,0 +1,93 @@
+# Asymptotic notations
+
+## ASYMPTOTIC NOTATION :
+- Efficiency of algorithm depends on amount of time ,storage and other resources required to execute an algorithm.
+- Efficiency is measured with help of asymptotic notations.
+- Asymptotic notations are mathematical notations used to decribe execution time of an algorithm when input tends towards a particular value or limiting value.
+
+## **THREE ASYMPTOTIC NOTATIONS :**
+1. Big-O notation : used to measure the worst case scenerio of an algorithm .
+ - It generally gives an upper bound. in simple words we can say that (O) notation is used to measure the maximum time that an algorithm can take to execute.
+2. Omega notations : used to measure the best case scenerio of an algorithm .It generally gives lower bound.
+ - In simple words we can say that theta notation is used to measure the minimum time that an alogrithm can take to execute.
+3. Theta notations : used to measure the average case scenerio of an alogrithm .It generally gives the average bound.
+ - In simple words we can say that omega notation is used to measure the average time that an algorithm can take to execute.
+
+How to find the time complexity of an algorithm with aymptotic notation?
+`let 'n' -> size of input`
+then , f(n) will represent the number of instruction executed for input value 'n'.
+## Lets try to find the time complexities with asymptotic notation with help of example:
+
+
+#include
+#include
+#include
+
+struct Edge
+{
+ //This structure tales the elements of edge like starting point, ending point and weight
+ int source, destination, weight;
+};
+
+
+struct Graph
+{
+ int V, E;
+
+
+ struct Edge* edge;
+
+};
+
+struct Graph* createGraph(int V, int E)
+{
+ struct Graph* graph = (struct Graph*) malloc( sizeof(struct Graph));
+
+
+ graph->V = V; //assigning the values taken from user
+
+ graph->E = E;
+
+ graph->edge = (struct Edge*) malloc( graph->E * sizeof( struct Edge ) );
+
+
+ return graph;
+}
+
+void FinalSolution(int dist[], int n)
+{
+//To print final shortest path
+ printf("\nVertex\tDistance from Source Vertex\n");
+ int i;
+
+ for (i = 0; i < n; ++i){
+printf("%d \t\t %d\n", i, dist[i]);
+}
+}
+
+void dijkstra_negative(struct Graph* graph, int source)
+{
+ int V = graph->V;
+
+ int E = graph->E;
+
+ int StoreDistance[V];
+
+ int i,j;
+
+ // we initialize all distance to infinity except source.
+// We assign source distance as 0(zero)
+
+ for (i = 0; i < V; i++)
+ StoreDistance[i] = INT_MAX;
+
+ StoreDistance[source] = 0;
+
+ //The shortest path of graph that contain V vertices has V-1 relaxations
+ for (i = 1; i <= V-1; i++)
+ {
+ for (j = 0; j < E; j++)
+ {
+ int u = graph->edge[j].source;
+
+ int v = graph->edge[j].destination;
+
+ int weight = graph->edge[j].weight;
+
+ if (StoreDistance[u] + weight < StoreDistance[v])
+ StoreDistance[v] = StoreDistance[u] + weight;
+ }
+ }
+
+
+
+ // If we get a shorter path, then there is a negative edge cycle.
+ for (i = 0; i < E; i++)
+ {
+ int u = graph->edge[i].source;
+
+ int v = graph->edge[i].destination;
+
+ int weight = graph->edge[i].weight;
+
+ if (StoreDistance[u] + weight < StoreDistance[v])
+ printf("This graph contains negative edge cycle\n");
+ }
+
+ FinalSolution(StoreDistance, V);
+
+ return;
+}
+
+int main()
+{
+ int V,E,S; //V = no.of Vertices, E = no.of Edges, S is source vertex
+
+ printf("Suvarna Lakshmi P \n");
+ printf("20BDS0322\n");
+
+
+printf("Enter number of vertices in graph\n");
+ scanf("%d",&V);
+
+printf("Enter number of edges in graph\n");
+ scanf("%d",&E);
+
+printf("Enter your source vertex number\n");
+scanf("%d",&S);
+
+ struct Graph* graph = createGraph(V, E); //calling the function to allocate space to vertices and edges
+
+ int i;
+ for(i=0;iedge[i].source);
+ scanf("%d",&graph->edge[i].destination);
+ scanf("%d",&graph->edge[i].weight);
+ }
+
+ dijkstra_negative(graph, S);
+//passing created graph and source vertex to dijkstra_negative function
+
+ return 0;
+}
diff --git a/DSA Coding/Graphs/GraphColoring.py b/DSA Coding/Graphs/GraphColoring.py
new file mode 100644
index 00000000..3e9d6cde
--- /dev/null
+++ b/DSA Coding/Graphs/GraphColoring.py
@@ -0,0 +1,54 @@
+#contributedByAasthaChauhan
+class Graph:
+ def __init__(self, edges, n):
+ self.adjList = [[] for _ in range(n)]
+
+
+ for (src, dest) in edges:
+ self.adjList[src].append(dest)
+ self.adjList[dest].append(src)
+
+
+# Function to assign colors to vertices of a graph
+def colorGraph(graph, n):
+
+
+ result = {}
+
+
+ for u in range(n):
+
+ assigned = set([result.get(i) for i in graph.adjList[u] if i in result])
+
+
+ color = 1
+ for c in assigned:
+ if color != c:
+ break
+ color = color + 1
+
+
+ result[u] = color
+
+ for v in range(n):
+ print(f'Color assigned to vertex {v} is {colors[result[v]]}')
+
+
+
+if __name__ == '__main__':
+
+
+ colors = ['', 'BLUE', 'GREEN', 'RED', 'YELLOW', 'ORANGE', 'PINK',
+ 'BLACK', 'BROWN', 'WHITE', 'PURPLE', 'VOILET']
+
+
+ edges = [(0, 1), (0, 4), (0, 5), (4, 5), (1, 4), (1, 3), (2, 3), (2, 4)]
+
+ n = 6
+
+
+ graph = Graph(edges, n)
+
+
+ colorGraph(graph, n)
+
diff --git a/DSA Coding/Graphs/graphs.md b/DSA Coding/Graphs/graphs.md
new file mode 100644
index 00000000..751c77db
--- /dev/null
+++ b/DSA Coding/Graphs/graphs.md
@@ -0,0 +1 @@
+# Graphs
\ No newline at end of file
diff --git a/DSA Coding/Hashmaps/Hashmaps.md b/DSA Coding/Hashmaps/Hashmaps.md
new file mode 100644
index 00000000..8e174dee
--- /dev/null
+++ b/DSA Coding/Hashmaps/Hashmaps.md
@@ -0,0 +1 @@
+# Hashmaps
\ No newline at end of file
diff --git a/DSA Coding/Heaps/heaps.md b/DSA Coding/Heaps/heaps.md
new file mode 100644
index 00000000..b1152320
--- /dev/null
+++ b/DSA Coding/Heaps/heaps.md
@@ -0,0 +1 @@
+# Heaps
\ No newline at end of file
diff --git a/DSA Coding/Linked Lists/Linkedlist.md b/DSA Coding/Linked Lists/Linkedlist.md
new file mode 100644
index 00000000..939e024b
--- /dev/null
+++ b/DSA Coding/Linked Lists/Linkedlist.md
@@ -0,0 +1,93 @@
+# Linked List
+
+Linked List can be defined as collection of objects
+called **nodes** that are randomly stored in the memory.
+
+A node contains two fields i.e. data stored at that
+particular address and the pointer which contains the address of the next node in the memory.
+
+The last node of the list contains pointer to the null.
+
+```py
+
+LinkedList:object
+Node:object
+
+# Start with the empty list
+llist = LinkedList()
+
+llist.head = Node(1)
+second = Node(2)
+third = Node(3)
+
+'''
+Three nodes have been created.
+We have references to these three blocks as head,
+second and third
+
+ llist.head second third
+ | | |
+ | | |
++----+------+ +----+------+ +----+------+
+| 1 | None | | 2 | None | | 3 | None |
++----+------+ +----+------+ +----+------+
+'''
+
+llist.head.next = second; # Link first node with second
+
+'''
+Now next of first Node refers to second. So they
+both are linked.
+
+ llist.head second third
+ | | |
+ | | |
++----+------+ +----+------+ +----+------+
+| 1 | o-------->| 2 | null | | 3 | null |
++----+------+ +----+------+ +----+------+
+'''
+
+second.next = third; # Link second node with the third node
+
+'''
+Now next of second Node refers to third. So all three
+nodes are linked.
+
+ llist.head second third
+ | | |
+ | | |
++----+------+ +----+------+ +----+------+
+| 1 | o-------->| 2 | o-------->| 3 | null |
++----+------+ +----+------+ +----+------+
+'''
+```
+
+
+
+#### Advantages of Linked Lists
+
+1. Dynamic size
+2. Ease of insertion/deletion
+
+#### Drawbacks of Linked Lists
+
+1. Random access is not allowed (Since elements aren't indexed)
+2. Extra memory required for the pointer/reference to next node
+3. takes a lot of time in traversing and changing the pointers
+
+
+### Linked List operations
+
+- Insertion
+ - [Inserting a node](https://www.geeksforgeeks.org/linked-list-set-2-inserting-a-node/)
+
+- Delete a node
+ - algorithm i used:
+ ```md
+ 1. find the node to be deleted
+ 2. link the nodes before and after the deleted node
+ 3. check if the head is shifted (if deleted node is first one)
+ ```
+
+ - [delete the first occurrence of data](https://www.geeksforgeeks.org/linked-list-set-3-deleting-node/)
+ - [Delete a Linked List node at a given position](https://www.geeksforgeeks.org/delete-a-linked-list-node-at-a-given-position/)
diff --git a/DSA Coding/Linked Lists/applications/stack_linked_list.py b/DSA Coding/Linked Lists/applications/stack_linked_list.py
new file mode 100644
index 00000000..0f357efc
--- /dev/null
+++ b/DSA Coding/Linked Lists/applications/stack_linked_list.py
@@ -0,0 +1,68 @@
+class node:
+ def __init__(self ,data ,link):
+ self.data = data
+ self.link = link
+
+class linked_list:
+ def __init__(self ):
+ self.head = None
+
+ def create_node(self ,data ,link):
+ new_node = node(data ,link)
+
+ return new_node
+
+ def insert_node(self ,data ):
+ if self.head == None:
+ self.head = self.create_node(data ,None)
+
+ else:
+ tmp =self.head
+ while tmp.link != None:
+ tmp = tmp.link
+
+ tmp.link = self.create_node(data ,None)
+
+ return self.head
+ def delete_node(self):
+ if self.head == None:
+ return "EMPTY-STACK"
+
+ tmp =self.head
+ while tmp.link.link != None:
+ tmp = tmp.link
+ tmp.link = None
+
+
+ def print_list(self):
+ tmp = self.head
+ while tmp.link != None:
+ print("> %d"%tmp.data)
+ tmp =tmp.link
+
+
+
+linklist = linked_list()
+linklist.head = node(0 ,None)
+linklist.print_list()
+
+head = linklist.insert_node(1)
+head = linklist.insert_node(2 )
+head = linklist.insert_node(3 )
+head = linklist.insert_node(4 )
+head = linklist.insert_node(5 )
+head = linklist.insert_node(6 )
+
+linklist.print_list()
+
+
+
+linklist.delete_node()
+
+linklist.print_list()
+
+linklist.delete_node()
+linklist.delete_node()
+
+
+linklist.print_list()
diff --git a/DSA Coding/Linked Lists/double_linked_list.py b/DSA Coding/Linked Lists/double_linked_list.py
new file mode 100644
index 00000000..40cce409
--- /dev/null
+++ b/DSA Coding/Linked Lists/double_linked_list.py
@@ -0,0 +1,38 @@
+##Implementation of Doubly linked list
+
+class node:
+ def __init__(self ,data):
+ self.data = data
+ self.prev = None
+ self.next = None
+
+class linked_list:
+ def __init__(self):
+ self.HEAD = None
+
+def forward_print_linked_list(link_list):
+
+ while link_list != None:
+ print(link_list.data )
+ link_list = link_list.next
+
+
+if __name__ == '__main__':
+
+ one = node(0)
+ scnd = node(1)
+ third = node(2)
+
+ one.prev = None
+ one.next = scnd
+
+ scnd.prev = one
+ scnd.next = third
+
+ third.prev = scnd
+ third.next = None
+
+ link_list = linked_list()
+ link_list.HEAD = one
+
+ forward_print_linked_list(link_list.HEAD)
diff --git a/DSA Coding/OOPS/inheritance.py b/DSA Coding/OOPS/inheritance.py
new file mode 100644
index 00000000..ac8e3a18
--- /dev/null
+++ b/DSA Coding/OOPS/inheritance.py
@@ -0,0 +1,28 @@
+class Person:
+ def learn(self):
+ print("I am learning")
+ def walk(self):
+ print("I am walking")
+ def eat(self):
+ print("I am eating")
+class Programmer(Person):
+ def code(self):
+ print("I am coding")
+class Dancer(Person):
+ def dance(self):
+ print("I am dancing")
+class Singer(Person):
+ def sing(self):
+ print("I am singing")
+ def guitar(self):
+ print("I am playing guitar")
+s = Singer()
+s.sing()
+s.guitar()
+s.learn()
+d = Dancer()
+d.dance()
+d.walk()
+p = Programmer()
+p.code()
+p.eat()
\ No newline at end of file
diff --git a/DSA Coding/OOPS/oops.md b/DSA Coding/OOPS/oops.md
new file mode 100644
index 00000000..c4293dc6
--- /dev/null
+++ b/DSA Coding/OOPS/oops.md
@@ -0,0 +1 @@
+# OOPS
\ No newline at end of file
diff --git a/DSA Coding/OOPS/src/App.java b/DSA Coding/OOPS/src/App.java
new file mode 100644
index 00000000..0a839f9b
--- /dev/null
+++ b/DSA Coding/OOPS/src/App.java
@@ -0,0 +1,5 @@
+public class App {
+ public static void main(String[] args) throws Exception {
+ System.out.println("Hello, World!");
+ }
+}
diff --git a/DSA Coding/OOPS/src/BTech.class b/DSA Coding/OOPS/src/BTech.class
new file mode 100644
index 00000000..cabee6e8
Binary files /dev/null and b/DSA Coding/OOPS/src/BTech.class differ
diff --git a/DSA Coding/OOPS/src/Booking.class b/DSA Coding/OOPS/src/Booking.class
new file mode 100644
index 00000000..494f90d4
Binary files /dev/null and b/DSA Coding/OOPS/src/Booking.class differ
diff --git a/DSA Coding/OOPS/src/Booking.java b/DSA Coding/OOPS/src/Booking.java
new file mode 100644
index 00000000..062688af
--- /dev/null
+++ b/DSA Coding/OOPS/src/Booking.java
@@ -0,0 +1,282 @@
+/**
+ * Author: Suvarna Lakshmi P
+ * Last Modified: 09/02/2022
+ * Requirement: Course Booking by students
+ */
+
+import java.util.*;
+
+class Institute {
+ private String streamName;
+ private String semester;
+ private int minCreds;
+ private Course[] course; // Composition from Course class
+ public Institute(int minCreds) {
+ this.minCreds=16;
+ }
+
+ public Institute(String streamName, String semester,Course[] course){
+ this.streamName = streamName;
+ this.semester=semester;
+ this.course = course;
+ }
+
+
+ /**
+ * @return int return the minCreds
+ */
+ public int getMinCreds() {
+ return minCreds;
+ }
+ /**
+ * @return String return the streamName
+ */
+ public String getStreamName() {
+ return streamName;
+ }
+
+ /**
+ * @param streamName the streamName to set
+ */
+ public void setStreamName(String streamName) {
+ this.streamName = streamName;
+ }
+
+ /**
+ * @return String return the semester
+ */
+ public String getSemester() {
+ return semester;
+ }
+
+ /**
+ * @param semester the semester to set
+ */
+ public void setSemester(String semester) {
+ this.semester = semester;
+ }
+
+}
+
+ class BTech extends Institute{ // for BTech students-Inheritence from Institute
+ private int maxCreds;
+
+
+
+ public BTech(String streamName, String semester,Course[] course){
+ super(streamName,semester,course);
+
+ this.maxCreds = 160;
+ }
+ /**
+ * @return int return the maxCreds
+ */
+ public int getMaxCreds() {
+ return maxCreds;
+ }
+}
+
+class MTech extends Institute{ // for Mtech Students-Inheritence from Institute
+
+ private int maxCreds;
+
+ public MTech(String streamName, String semester,Course[] course){
+ super(streamName,semester,course);
+ this.maxCreds = 72;
+
+ }
+ /**
+ * @return int return the maxCreds
+ */
+ public int getMaxCreds() {
+ return maxCreds;
+ }
+}
+
+class Course{ // For different Courses
+ public String courseName[];
+ public String courseCode[];
+ public int creds[];
+ public String courseType[];
+ public String facName[];
+
+
+
+ public Course(){
+ this.courseName = new String[]{"Java","Python","C++"};
+ this.courseCode =new String[]{"CSE1007","CSE1009","CSE1004"};
+ this.creds = new int[]{4,3,2};
+ this.courseType = new String[]{"ETL","LO","ETL"};
+ this.facName = new String[]{"Uma","Badri","Prem"};
+ }
+
+ /**
+ * @return String return the courseName
+ */
+ public String getCourseName(int index1) {
+ String cn;
+ cn = courseName[index1];
+ return cn;
+
+ }
+
+
+ /**
+ * @return String return the courseCode
+ */
+ public String getCourseCode(int index2) {
+ String cc;
+ cc= courseCode[index2];
+ return cc;
+ }
+ /**
+ * @return int return the creds
+ */
+ public int getCreds(int index3) {
+ int cred = creds[index3];
+ return cred;
+ }
+ /**
+ * @return String return the courseType
+ */
+ public String getCourseType(int index4) {
+ String ct = courseType[index4];
+ return ct;
+ }
+ /**
+ * @return String return the courseType
+ */
+ public String getFacName(int index5) {
+ String fn = facName[index5];
+ return fn;
+ }
+
+}
+
+
+
+class CourseBooking extends Course{ // Booking of the courses-Inheritance from Course
+ int seats;
+ int seatsC;
+ String minStat;
+ int CredsT;
+
+ CourseBooking(int seats ){
+
+ this.seats = 65;
+ }
+ /**
+ * @return String return the courseType
+ */
+ public int getSeats() {
+ return seats;
+ }
+
+ /**
+ * @param courseType the courseType to set
+ */
+ public void setSeats(int seats) {
+ this.seats= seats;
+ }
+ public int CredsTot(int index7){
+ CredsT=CredsT + creds[index7];
+ return CredsT;
+ }
+ public boolean minCredsCheck(){
+ if (CredsT <= 16){
+ return true;
+ }
+ else{
+ return false;
+ }
+ }
+ public boolean thLabCheck(int index6){//Checking if the course is ETL
+ String ct = courseType[index6];
+ if(ct.compareTo("ETL")==0){
+ return true;
+ }
+ else{
+ return false;
+ }
+ }
+
+ public int seatsCount(){//counting available seats
+ this.seats--;
+ return seats;
+ }
+
+ public int compulsoryCourse(int cs){// registering compulsory course
+ this.seats=cs;
+ seats--;
+ return seats;
+ }
+}
+
+public class Booking{//main class
+ public static void main(String args[]) {
+ Scanner sc = new Scanner(System.in);
+ Course course[] = new Course[3];//creating array of objects
+ CourseBooking coursebook= new CourseBooking(65);
+
+ String sn,sem,ch,stName,regNo;
+ int seatsAvailable,ci,i=0;
+ System.out.println("Enter name and reg no");
+ stName=sc.nextLine();
+ regNo = sc.next();
+ System.out.println("Enter Stream Name and semester");
+ sn=sc.next();
+ sem=sc.next();
+ Institute stud = new Institute(sn, sem, course);
+ seatsAvailable = coursebook.seats;
+ coursebook.compulsoryCourse(seatsAvailable);
+ while(true){
+ course[i]= new Course();
+ stud.getMinCreds();
+
+ if(sn.compareTo("BTech")==0){
+ BTech stb = new BTech(sn, sem, course);
+ stb.getMaxCreds();
+ System.out.println("Enter the index for getting course name [0,1,2]");
+ ci = sc.nextInt();
+ System.out.println("Course Code: "+ course[i].getCourseCode(ci));
+ System.out.println("Course Name: " + course[i].getCourseName(ci));
+ System.out.println("Credits: "+ course[i].getCreds(ci));
+ System.out.println("Faculty Name: "+course[i].getFacName(ci));
+ System.out.println("Seats available:" + coursebook.seatsCount());
+ System.out.println("Total Creds: "+ coursebook.CredsTot(ci));
+ if(coursebook.minCredsCheck()== true){
+ System.out.println("Less than Minimum Credits");
+ continue;
+ }
+
+ }
+ if(sn.compareTo("MTech")==0){
+
+ MTech stm = new MTech(sn, sem, course);
+ stm.getMaxCreds();
+ System.out.println("Enter the index for getting course name [0,1,2]");
+ ci = sc.nextInt();
+ System.out.println("Course Code: "+ course[i].getCourseCode(ci));
+ System.out.println("Course Name: " + course[i].getCourseName(ci));
+ System.out.println("Credits: "+ course[i].getCreds(ci));
+ System.out.println("Faculty Name: "+course[i].getFacName(ci));
+ System.out.println("Seats available:" + coursebook.seatsCount());
+ System.out.println("Total Creds: "+ coursebook.CredsTot(ci));
+ if(coursebook.minCredsCheck()== true){
+ System.out.println("Less than Minimum Credits");
+ continue;
+ }
+ }
+ System.out.println("Do you want to continue( press y/n)");
+ ch=sc.next();
+ if(ch.compareTo("y")==0)
+ continue;
+ else if(ch.compareTo("n")==0)
+ break;
+ }
+ System.out.println("Name: "+ stName);
+ System.out.println("Register Number: "+ regNo);
+}
+}
+
+
diff --git a/DSA Coding/OOPS/src/Course.class b/DSA Coding/OOPS/src/Course.class
new file mode 100644
index 00000000..6d4e7e5c
Binary files /dev/null and b/DSA Coding/OOPS/src/Course.class differ
diff --git a/DSA Coding/OOPS/src/CourseBooking.class b/DSA Coding/OOPS/src/CourseBooking.class
new file mode 100644
index 00000000..0ecb2ea0
Binary files /dev/null and b/DSA Coding/OOPS/src/CourseBooking.class differ
diff --git a/DSA Coding/OOPS/src/Institute.class b/DSA Coding/OOPS/src/Institute.class
new file mode 100644
index 00000000..00832e62
Binary files /dev/null and b/DSA Coding/OOPS/src/Institute.class differ
diff --git a/DSA Coding/OOPS/src/MTech.class b/DSA Coding/OOPS/src/MTech.class
new file mode 100644
index 00000000..a98103e7
Binary files /dev/null and b/DSA Coding/OOPS/src/MTech.class differ
diff --git a/DSA Coding/Operations/operations.md b/DSA Coding/Operations/operations.md
new file mode 100644
index 00000000..7d7de660
--- /dev/null
+++ b/DSA Coding/Operations/operations.md
@@ -0,0 +1 @@
+# Operations
\ No newline at end of file
diff --git a/DSA Coding/Patterns/BasicDecreasingPattern.py b/DSA Coding/Patterns/BasicDecreasingPattern.py
new file mode 100644
index 00000000..06cdefba
--- /dev/null
+++ b/DSA Coding/Patterns/BasicDecreasingPattern.py
@@ -0,0 +1,10 @@
+# Pattern
+# *****
+# ****
+# ***
+# **
+# *
+
+n = int(input("Enter number: "))
+for i in range(n):
+ print("*"*(n-i))
diff --git a/DSA Coding/Patterns/BasicIncreasingStars.py b/DSA Coding/Patterns/BasicIncreasingStars.py
new file mode 100644
index 00000000..0e639c1a
--- /dev/null
+++ b/DSA Coding/Patterns/BasicIncreasingStars.py
@@ -0,0 +1,10 @@
+# Pattern:
+# *
+# **
+# ***
+# ****
+
+n = int(input("Enter number: "))
+for i in range(n):
+ print("*"*(i+1))
+
\ No newline at end of file
diff --git a/DSA Coding/Patterns/Complex Welcome Pattern/script.py b/DSA Coding/Patterns/Complex Welcome Pattern/script.py
new file mode 100644
index 00000000..95db170d
--- /dev/null
+++ b/DSA Coding/Patterns/Complex Welcome Pattern/script.py
@@ -0,0 +1,25 @@
+temp = list(map(int, input().split(" ")))
+n = temp[0]
+m = temp[1]
+for row_counter in range(n // 2):
+ for column_counter1 in range(((m - 1) // 2) - (3 * row_counter + 1)):
+ print("-", end="")
+ for counter_counter2 in range(2 * row_counter + 1):
+ print(".|.", end="")
+ for column_counter3 in range(((m - 1) // 2) - (3 * row_counter + 1)):
+ print("-", end="")
+ print()
+for counter in range((m-7)//2):
+ print("-", end="")
+print("WELCOME", end="")
+for counter in range((m-7)//2):
+ print("-", end="")
+print()
+for row_counter in range(n // 2):
+ for column_counter1 in range(3*(row_counter+1)):
+ print("-", end="")
+ for counter_counter2 in range(n - (2 * row_counter + 2)):
+ print(".|.", end="")
+ for column_counter3 in range(3*(row_counter+1)):
+ print("-", end="")
+ print()
diff --git a/DSA Coding/Patterns/Full_Pyramid.py b/DSA Coding/Patterns/Full_Pyramid.py
new file mode 100644
index 00000000..255fb87b
--- /dev/null
+++ b/DSA Coding/Patterns/Full_Pyramid.py
@@ -0,0 +1,14 @@
+n = int(input())
+
+space = n-1
+
+for i in range(n):
+ for k in range(space):
+ print(" ",end="")
+ for j in range(i+1):
+ print("* ",end="")
+ print()
+ space -= 1
+
+
+
diff --git a/DSA Coding/Patterns/Half_Diamond.py b/DSA Coding/Patterns/Half_Diamond.py
new file mode 100644
index 00000000..52d4649a
--- /dev/null
+++ b/DSA Coding/Patterns/Half_Diamond.py
@@ -0,0 +1,15 @@
+n = int(input())
+
+for i in range(n):
+ for j in range(i+1):
+ print("* ",end="")
+ print()
+for i in range(n-1,0,-1):
+ for j in range(i):
+ print("* ",end="")
+ print()
+
+
+
+
+
diff --git a/DSA Coding/Patterns/Hollow_Diamond.py b/DSA Coding/Patterns/Hollow_Diamond.py
new file mode 100644
index 00000000..736202f1
--- /dev/null
+++ b/DSA Coding/Patterns/Hollow_Diamond.py
@@ -0,0 +1,30 @@
+n = int(input())
+
+space = n-1
+inSpace = 1
+for i in range(0,n):
+ for sp in range(space):
+ print(" ",end='')
+ print('*',end="")
+ if i != 0:
+ for sp in range(inSpace):
+ print(" ",end='')
+ print('*',end="")
+ inSpace += 2
+ space -=1
+ print()
+
+space += 2
+inSpace -= 4
+
+for i in range(n-1):
+ for sp in range(space):
+ print(" ",end='')
+ print('*',end="")
+ if i != n-2:
+ for sp in range(inSpace):
+ print(" ",end='')
+ print('*',end="")
+ inSpace -= 2
+ space +=1
+ print()
diff --git a/DSA Coding/Patterns/Inverted_full_pyramid.py b/DSA Coding/Patterns/Inverted_full_pyramid.py
new file mode 100644
index 00000000..29efd6a7
--- /dev/null
+++ b/DSA Coding/Patterns/Inverted_full_pyramid.py
@@ -0,0 +1,15 @@
+n = int(input())
+
+space = 0
+for j in range(n,0,-1):
+ for k in range(space):
+ print(' ',end='')
+ for i in range(j):
+ print('*',end=" ")
+ space +=1
+ print()
+
+
+
+
+
diff --git a/DSA Coding/Patterns/Inverted_hollow_full_pyramid.py b/DSA Coding/Patterns/Inverted_hollow_full_pyramid.py
new file mode 100644
index 00000000..b30b9fc6
--- /dev/null
+++ b/DSA Coding/Patterns/Inverted_hollow_full_pyramid.py
@@ -0,0 +1,22 @@
+num = int(input())
+for i in range(num):
+ print("*",end=" ")
+print()
+
+k = 1
+sp = 2*num-5
+for i in range(num-1):
+ for _ in range(k):
+ print("",end=" ")
+ k=k+1
+ print('*',end='')
+ if i != num-2:
+ for _ in range(sp):
+ print("",end=" ")
+ sp = sp-2
+ print('*',end='')
+ print()
+
+
+
+
diff --git a/DSA Coding/Patterns/Left_arrow_pattern.py b/DSA Coding/Patterns/Left_arrow_pattern.py
new file mode 100644
index 00000000..3653ffc3
--- /dev/null
+++ b/DSA Coding/Patterns/Left_arrow_pattern.py
@@ -0,0 +1,15 @@
+
+n = int(input())
+
+for i in range(n,0,-1):
+ for j in range(i*2):
+ print('*',end=' ')
+ print()
+
+for i in range(1,n+1):
+ for j in range(i*2):
+ print('*',end=' ')
+ print()
+
+
+
diff --git a/DSA Coding/Patterns/Repeat Step Number Pattern/script.py b/DSA Coding/Patterns/Repeat Step Number Pattern/script.py
new file mode 100644
index 00000000..34f9642f
--- /dev/null
+++ b/DSA Coding/Patterns/Repeat Step Number Pattern/script.py
@@ -0,0 +1,10 @@
+Height = int(input("Enter the height of the pattern : "))
+if Height < 0:
+ print("Invalid Input")
+elif Height == 0:
+ print()
+else:
+ for row_counter in range(1,Height+1):
+ for column_counter in range((Height + 1) - row_counter,0,-1):
+ print(row_counter, end=" ")
+ print()
diff --git a/DSA Coding/Patterns/Reverse Step Number Pattern/script.py b/DSA Coding/Patterns/Reverse Step Number Pattern/script.py
new file mode 100644
index 00000000..4c1920b0
--- /dev/null
+++ b/DSA Coding/Patterns/Reverse Step Number Pattern/script.py
@@ -0,0 +1,11 @@
+Height = int(input("Enter the height of the pattern : "))
+if Height < 0:
+ print("Invalid Input")
+elif Height == 0:
+ print()
+else:
+ for row_counter in range(1,Height+1):
+ column_counter = row_counter
+ for column_counter in range(row_counter,0,-1):
+ print(column_counter, end=" ")
+ print()
diff --git a/DSA Coding/Patterns/Right_Arrow_pattern.py b/DSA Coding/Patterns/Right_Arrow_pattern.py
new file mode 100644
index 00000000..004e8908
--- /dev/null
+++ b/DSA Coding/Patterns/Right_Arrow_pattern.py
@@ -0,0 +1,25 @@
+n = int(input())
+
+space = 0
+for i in range(n,0,-1):
+ for k in range(space):
+ print(' ',end='')
+ for j in range(i):
+ print('*',end='')
+ print()
+ space += 2
+
+space -= 4
+for i in range(2,n+1):
+ for k in range(space):
+ print(' ',end='')
+ for j in range(i):
+ print('*',end='')
+ print()
+ space -=2
+
+
+
+
+
+
diff --git a/DSA Coding/Patterns/Side Pyramid Pattern/script.py b/DSA Coding/Patterns/Side Pyramid Pattern/script.py
new file mode 100644
index 00000000..d5c1bcb9
--- /dev/null
+++ b/DSA Coding/Patterns/Side Pyramid Pattern/script.py
@@ -0,0 +1,14 @@
+Height = int(input("Enter the Height of the pyramid pattern : "))
+if Height < 0:
+ print("Invalid Input")
+elif Height == 0 :
+ print()
+else:
+ for row_counter in range(1, Height+1):
+ for column_counter in range(1, row_counter+1):
+ print("*", end=" ")
+ print()
+ for row_counter in range(1, Height+1):
+ for column_counter in range(Height-row_counter, 0, -1):
+ print("*", end=" ")
+ print()
diff --git a/DSA Coding/Patterns/Step Alphabets Pattern/script.py b/DSA Coding/Patterns/Step Alphabets Pattern/script.py
new file mode 100644
index 00000000..a47b9a2d
--- /dev/null
+++ b/DSA Coding/Patterns/Step Alphabets Pattern/script.py
@@ -0,0 +1,10 @@
+Height = int(input("Enter the height of the pattern : "))
+if Height < 0:
+ print("Invalid Input")
+elif Height == 0:
+ print()
+else:
+ for row_counter in range(1,Height+1):
+ for column_counter in range(1,row_counter+1):
+ print(chr(96 + column_counter), end=" ")
+ print()
diff --git a/DSA Coding/Patterns/Step Hash Pattern/script.py b/DSA Coding/Patterns/Step Hash Pattern/script.py
new file mode 100644
index 00000000..cf4ff204
--- /dev/null
+++ b/DSA Coding/Patterns/Step Hash Pattern/script.py
@@ -0,0 +1,10 @@
+Height = int(input("Enter the height of the pattern : "))
+if Height < 0:
+ print("Invalid Input")
+elif Height == 0:
+ print()
+else:
+ for row_counter in range(1,Height+1):
+ for column_counter in range(1,row_counter+1):
+ print("#", end=" ")
+ print()
diff --git a/DSA Coding/Patterns/Step Numbers Pattern/script.py b/DSA Coding/Patterns/Step Numbers Pattern/script.py
new file mode 100644
index 00000000..d45f687e
--- /dev/null
+++ b/DSA Coding/Patterns/Step Numbers Pattern/script.py
@@ -0,0 +1,10 @@
+Height = int(input("Enter the height of the pattern : "))
+if Height < 0:
+ print("Invalid Input")
+elif Height == 0:
+ print()
+else:
+ for row_counter in range(1,Height+1):
+ for column_counter in range(1,row_counter+1):
+ print(column_counter, end=" ")
+ print()
diff --git a/DSA Coding/Patterns/X_pattern.py b/DSA Coding/Patterns/X_pattern.py
new file mode 100644
index 00000000..07474e07
--- /dev/null
+++ b/DSA Coding/Patterns/X_pattern.py
@@ -0,0 +1,17 @@
+word = input()
+
+if len(word) % 2 == 0:
+ print("INVALID")
+else:
+ n = len(word)
+ for i in range(n):
+ for j in range(n):
+ if(i == j) or (j == n-i-1):
+ print(word[j],end='')
+ else:
+ print(' ',end='')
+ print()
+
+
+
+
diff --git a/DSA Coding/Patterns/patterns.md b/DSA Coding/Patterns/patterns.md
new file mode 100644
index 00000000..70ce0735
--- /dev/null
+++ b/DSA Coding/Patterns/patterns.md
@@ -0,0 +1 @@
+# Patterns
\ No newline at end of file
diff --git a/DSA Coding/Queues/dequeue.py b/DSA Coding/Queues/dequeue.py
new file mode 100644
index 00000000..884c6983
--- /dev/null
+++ b/DSA Coding/Queues/dequeue.py
@@ -0,0 +1,48 @@
+class Dequeue:
+ def __init__(self):
+ self.items = []
+
+ def is_empty(self):
+ return self.items == []
+
+ def append(self, data):
+ self.items.append(data)
+
+ def append_left(self, data):
+ self.items.insert(0, data)
+
+ def pop(self):
+ return self.items.pop()
+
+ def pop_left(self):
+ return self.items.pop(0)
+
+
+q = Dequeue()
+print('Menu')
+print('append ')
+print('appendleft ')
+print('pop')
+print('popleft')
+print('quit')
+
+while True:
+ do = input('What would you like to do? ').split()
+
+ operation = do[0].strip().lower()
+ if operation == 'append':
+ q.append(int(do[1]))
+ elif operation == 'appendleft':
+ q.append_left(int(do[1]))
+ elif operation == 'pop':
+ if q.is_empty():
+ print('Dequeue is empty.')
+ else:
+ print('Popped value from right: ', q.pop())
+ elif operation == 'popleft':
+ if q.is_empty():
+ print('Dequeue is empty.')
+ else:
+ print('Popped value from left: ', q.pop_left())
+ elif operation == 'quit':
+ break
\ No newline at end of file
diff --git a/DSA Coding/Queues/queue.py b/DSA Coding/Queues/queue.py
new file mode 100644
index 00000000..4b6f686a
--- /dev/null
+++ b/DSA Coding/Queues/queue.py
@@ -0,0 +1,29 @@
+class Queue:
+ def __init__(self):
+ self.items = []
+
+ def is_empty(self):
+ return self.items == []
+
+ def enqueue(self, data):
+ self.items.append(data)
+
+ def dequeue(self):
+ return self.items.pop(0)
+q = Queue()
+while True:
+ print('enqueue ')
+ print('dequeue')
+ print('quit')
+ do = input('What would you like to do? ').split()
+
+ operation = do[0].strip().lower()
+ if operation == 'enqueue':
+ q.enqueue(int(do[1]))
+ elif operation == 'dequeue':
+ if q.is_empty():
+ print('Queue is empty.')
+ else:
+ print('Dequeued value: ', q.dequeue())
+ elif operation == 'quit':
+ break
\ No newline at end of file
diff --git a/DSA Coding/Queues/queues.md b/DSA Coding/Queues/queues.md
new file mode 100644
index 00000000..b3e37379
--- /dev/null
+++ b/DSA Coding/Queues/queues.md
@@ -0,0 +1 @@
+# Queues
\ No newline at end of file
diff --git a/DSA Coding/Recursion/GCD.py b/DSA Coding/Recursion/GCD.py
new file mode 100644
index 00000000..e0af5082
--- /dev/null
+++ b/DSA Coding/Recursion/GCD.py
@@ -0,0 +1,9 @@
+def gcd(a,b):
+ if (b==0):
+ return a
+ else:
+ return gcd(b,a%b)
+n1=int(input("enter first number:"))
+n2=int(input("enter second number:"))
+d=gcd(n1,n2)
+print("GCD of",n1,"and",n2,"is:",d)
diff --git a/DSA Coding/Recursion/Recursive_Factorial.py b/DSA Coding/Recursion/Recursive_Factorial.py
new file mode 100644
index 00000000..5f86a07e
--- /dev/null
+++ b/DSA Coding/Recursion/Recursive_Factorial.py
@@ -0,0 +1,5 @@
+def Fac(self, n):
+ if(n==0):
+ return 1 # base case
+ else:
+ return( n * self.Fac(n-1) ) # recursive case
diff --git a/DSA Coding/Recursion/TowersOfHanoi.py b/DSA Coding/Recursion/TowersOfHanoi.py
new file mode 100644
index 00000000..2454a2fe
--- /dev/null
+++ b/DSA Coding/Recursion/TowersOfHanoi.py
@@ -0,0 +1,8 @@
+def Met(self, discs, start, helper, destination):
+ if discs == 1:
+ print(f"{start} to {destination}")
+ return()
+ else:
+ self. Met(discs-1, start, destination, helper)
+ print(f"{start} to {destination}")
+ self. Met(discs-1, helper, start, destination)
diff --git a/DSA Coding/Recursion/factorial.py b/DSA Coding/Recursion/factorial.py
new file mode 100644
index 00000000..357f8884
--- /dev/null
+++ b/DSA Coding/Recursion/factorial.py
@@ -0,0 +1,12 @@
+def factorial(x):
+ """This is a recursive function
+ to find the factorial of an integer"""
+
+ if x == 1:
+ return 1
+ else:
+ return (x * factorial(x-1))
+
+
+num = int(input("enter a "))
+print("The factorial of", num, "is", factorial(num))
\ No newline at end of file
diff --git a/DSA Coding/Recursion/fibo_recursion.py b/DSA Coding/Recursion/fibo_recursion.py
new file mode 100644
index 00000000..cbcc6b47
--- /dev/null
+++ b/DSA Coding/Recursion/fibo_recursion.py
@@ -0,0 +1,12 @@
+def fib(n):
+ if n==1:
+ return 0
+ elif n==2:
+ return 1
+ else:
+ return fib(n-1)+fib(n-2)
+n=int(input("enter a number"))
+for i in range(1,n+1):
+ print(fib(i),end=' , ')
+print("...")
+
diff --git a/DSA Coding/Recursion/power.py b/DSA Coding/Recursion/power.py
new file mode 100644
index 00000000..4753ca9e
--- /dev/null
+++ b/DSA Coding/Recursion/power.py
@@ -0,0 +1,10 @@
+def power(a,b):
+ if b==0:
+ return 1
+ else:
+ return a*power(a,b-1)
+print("enter positive numbers below")
+num=int(input("enter base number:"))
+p=int(input("raised to power of:"))
+result=power(num,p)
+print(num,"raised to power of",p,"is",result)
diff --git a/DSA Coding/Recursion/recursion.md b/DSA Coding/Recursion/recursion.md
new file mode 100644
index 00000000..a2765165
--- /dev/null
+++ b/DSA Coding/Recursion/recursion.md
@@ -0,0 +1 @@
+# Recursion
\ No newline at end of file
diff --git a/DSA Coding/Recursion/stack.py b/DSA Coding/Recursion/stack.py
new file mode 100644
index 00000000..044defd5
--- /dev/null
+++ b/DSA Coding/Recursion/stack.py
@@ -0,0 +1,40 @@
+class Stack:
+ def __init__(self):
+ self.items = []
+
+ def is_empty(self):
+ return self.items == []
+ def push(self, data):
+ self.items.append(data)
+
+ def pop(self):
+ return self.items.pop()
+
+ def display(self):
+ for data in reversed(self.items):
+ print(data)
+
+def insert_at_bottom(s, data):
+ if s.is_empty():
+ s.push(data)
+ else:
+ popped = s.pop()
+ insert_at_bottom(s, data)
+ s.push(popped)
+def reverse_stack(s):
+ if not s.is_empty():
+ popped = s.pop()
+ reverse_stack(s)
+ insert_at_bottom(s, popped)
+
+
+s = Stack()
+data_list = input('Please enter the elements to push: ').split()
+for data in data_list:
+ s.push(int(data))
+
+print('The stack:')
+s.display()
+reverse_stack(s)
+print('After reversing:')
+s.display()
\ No newline at end of file
diff --git a/DSA Coding/Recursion/string_backwards.py b/DSA Coding/Recursion/string_backwards.py
new file mode 100644
index 00000000..048c6168
--- /dev/null
+++ b/DSA Coding/Recursion/string_backwards.py
@@ -0,0 +1,8 @@
+def bg(sg,n):
+ if n>0:
+ print(sg[n],end=' ')
+ bg(sg,n-1)
+ elif n==0:
+ print(sg[0])
+s=input("enter a string")
+bg(s,len(s)-1)
diff --git a/DSA Coding/Searching Algorithms/Your Searching Algorithms Projects/Linear Search/Images/output.jpg b/DSA Coding/Searching Algorithms/Your Searching Algorithms Projects/Linear Search/Images/output.jpg
new file mode 100644
index 00000000..000a1252
Binary files /dev/null and b/DSA Coding/Searching Algorithms/Your Searching Algorithms Projects/Linear Search/Images/output.jpg differ
diff --git a/DSA Coding/Searching Algorithms/Your Searching Algorithms Projects/Linear Search/README.md b/DSA Coding/Searching Algorithms/Your Searching Algorithms Projects/Linear Search/README.md
new file mode 100644
index 00000000..ba76749f
--- /dev/null
+++ b/DSA Coding/Searching Algorithms/Your Searching Algorithms Projects/Linear Search/README.md
@@ -0,0 +1,55 @@
+# Linear Search Algorithm
+
+## Aim:
+
+To write a program for Linear search.
+
+
+## Purpose:
+
+To get a understanding about linear search algorithm practically
+
+
+## Short description of package/script:
+
+- It is a python program for linear search Algorithm.
+- It is written in a way that it takes user input.
+- It can be used to search an element from an array, list etc.
+
+## Workflow of the Project:
+
+- First a function is written to perform linear Search, which traverses the whole array and then finds the element.
+- Then outside the function user is prompted to input array size, array elements and element to be searched.
+
+## Detailed explanation of script, if needed:
+
+Linear Search is one of the easiest searching algorithm. The main aim of a searching algorithm is to search for a desired element in the whole array. Linear Search sequentially
+searches for an element in an array.
+
+## Algorithm:
+
+* In Linear Search, we start from the 0th index of the array, we compare each element with the key (desired element).
+
+* If the key is same as the element of array, we return the index of that element.
+
+* If the key does not match any element then, we return -1.
+
+## Example:
+```
+We need to search 6 in the array.
+
+|1|5|2|0|6|8|
+ |______________ is a[0]==6 no then we move to next element.
+ |_____________is a[1]==6 no then we move to next element.
+ |___________is a[2]==6 no we move to next element.
+ |________is a[3]==6 no we move to next element.
+ |_____is a[4]==6 yes ,thus we return 4.
+```
+
+## Output
+
+
+
+### Author
+
+Prathima Kadari
diff --git a/DSA Coding/Searching Algorithms/Your Searching Algorithms Projects/Linear Search/linear_search.py b/DSA Coding/Searching Algorithms/Your Searching Algorithms Projects/Linear Search/linear_search.py
new file mode 100644
index 00000000..643f361d
--- /dev/null
+++ b/DSA Coding/Searching Algorithms/Your Searching Algorithms Projects/Linear Search/linear_search.py
@@ -0,0 +1,28 @@
+#Linear Search in Python
+
+# Linear Search is one of the easiest searching algorithm. The main aim of a searching algorithm is to search for a desired element in the whole array. Linear Search sequentially searches for an element in an array.
+# In Linear Search, we start from the 0th index of the array, we compare each element with the key (desired element).
+# If the key is same as the element of array, we return the index of that element.
+# If the key does not match any element then, we return -1.
+
+def search(arr, x): #function to search.
+ for i in range(len(arr)): #traverses the whole array.
+ if arr[i] == x: #if element is found.
+ return i
+ return -1 #if element is not found.
+
+#user input
+
+n=int(input("Enter Size of array: "))
+arr=[]
+print("Enter array elements: ")
+for i in range(n):
+ e=int(input())
+ arr.append(e)
+x=int(input("Enter element to be searched: "))
+ans=search(arr,x) #function call
+if ans==-1:
+ print("Element not found ")
+else:
+ print("Element found at ",ans)
+
diff --git a/DSA Coding/Searching Algorithms/searching algo.md b/DSA Coding/Searching Algorithms/searching algo.md
new file mode 100644
index 00000000..d5307011
--- /dev/null
+++ b/DSA Coding/Searching Algorithms/searching algo.md
@@ -0,0 +1 @@
+# Searching Algorithms
\ No newline at end of file
diff --git a/DSA Coding/Sets/sets.md b/DSA Coding/Sets/sets.md
new file mode 100644
index 00000000..26fb0925
--- /dev/null
+++ b/DSA Coding/Sets/sets.md
@@ -0,0 +1 @@
+# Sets
\ No newline at end of file
diff --git a/DSA Coding/Sliding Window technique/slidingwindowtechnique.md b/DSA Coding/Sliding Window technique/slidingwindowtechnique.md
new file mode 100644
index 00000000..6f74f3b0
--- /dev/null
+++ b/DSA Coding/Sliding Window technique/slidingwindowtechnique.md
@@ -0,0 +1 @@
+# Sliding Window Technique
\ No newline at end of file
diff --git a/DSA Coding/Sorting Algorithms/InsertionSort.py b/DSA Coding/Sorting Algorithms/InsertionSort.py
new file mode 100644
index 00000000..150e1d4e
--- /dev/null
+++ b/DSA Coding/Sorting Algorithms/InsertionSort.py
@@ -0,0 +1,11 @@
+def insertionSort(self, Arr):
+
+ for i in range(1, len(Arr)):
+ key = Arr[i]
+ j = i-1
+ while j >= 0 and key < Arr[j] :
+ Arr[j + 1] = Arr[j]
+ j -= 1
+ Arr[j + 1] = key
+
+ return (Arr)
diff --git a/DSA Coding/Sorting Algorithms/sorting algo.md b/DSA Coding/Sorting Algorithms/sorting algo.md
new file mode 100644
index 00000000..e8653324
--- /dev/null
+++ b/DSA Coding/Sorting Algorithms/sorting algo.md
@@ -0,0 +1 @@
+# Sorting Algorithms
\ No newline at end of file
diff --git a/DSA Coding/Stacks/ParanthesesMatching.py b/DSA Coding/Stacks/ParanthesesMatching.py
new file mode 100644
index 00000000..b711820d
--- /dev/null
+++ b/DSA Coding/Stacks/ParanthesesMatching.py
@@ -0,0 +1,51 @@
+
+class Stack:
+ def __init__(self,s):
+ self.data = []
+ self.size=s
+ self.top = -1
+ def push(self, element):
+ self.data.append(element)
+ self.top = self.top + 1
+ def pop(self):
+ popped_element = None
+ if(self.top>-1):
+ popped_element = self.data.pop()
+ self.top = self.top - 1
+ return popped_element
+ def isEmpty(self):
+ if len(self.data) == 0:
+ return 1
+ return 0
+
+s = input()
+c = 0
+stack=Stack(len(s))
+for i in range(len(s)):
+ if s[i] == '(' or s[i] == '{' or s[i] == '[':
+ stack.push(s[i])
+ else:
+ if s[i] == ')':
+ if stack.pop() != '(':
+ print(i+1)
+ c = 1
+ break
+ if s[i] == '}':
+ if stack.pop() != '{':
+ print(i+1)
+ c = 1
+ break
+ if s[i] == ']':
+ if stack.pop() != '[':
+ print(i+1)
+ c = 1
+ break
+if stack.isEmpty() == 0 and c != 1:
+ c = 1
+ print(len(s)+1)
+if c == 0:
+ print(0)
+
+
+
+
diff --git a/DSA Coding/Stacks/StackImplementation_lists.py b/DSA Coding/Stacks/StackImplementation_lists.py
new file mode 100644
index 00000000..e83ca6b8
--- /dev/null
+++ b/DSA Coding/Stacks/StackImplementation_lists.py
@@ -0,0 +1,27 @@
+class Stack:
+ def __init__(self,s):
+ self.data = []
+ self.size=s
+ self.top = -1
+ def push(self, element):
+ self.data.append(element)
+ self.top = self.top + 1
+ def pop(self):
+ popped_element = None
+ if(self.top>-1):
+ popped_element = self.data.pop()
+ self.top = self.top - 1
+ return popped_element
+ def peek(self):
+ return self.data[self.top]
+ def isEmpty(self):
+ if len(self.data) == 0:
+ return 1
+ return 0
+ def isFull(self):
+ if len(self.data) == self.size :
+ return 1
+ else:
+ return 0
+
+
diff --git a/DSA Coding/Stacks/stacks.md b/DSA Coding/Stacks/stacks.md
new file mode 100644
index 00000000..28c2c8f0
--- /dev/null
+++ b/DSA Coding/Stacks/stacks.md
@@ -0,0 +1 @@
+# Stacks
\ No newline at end of file
diff --git a/DSA Coding/Strings/Decimal to Fraction Convertor/script.py b/DSA Coding/Strings/Decimal to Fraction Convertor/script.py
new file mode 100644
index 00000000..d235a5a9
--- /dev/null
+++ b/DSA Coding/Strings/Decimal to Fraction Convertor/script.py
@@ -0,0 +1,44 @@
+n = input()
+
+
+def simplification(num, denom):
+ while denom % 1 == 0:
+ if num % 2 == 0 and denom % 2 == 0:
+ num /= 2
+ denom /= 2
+ elif num % 3 == 0 and denom % 3 == 0:
+ num /= 3
+ denom /= 3
+ elif num % 5 == 0 and denom % 5 == 0:
+ num /= 5
+ denom /= 5
+ else:
+ break
+ return num, denom
+
+
+if 'r' in n:
+ pos1 = n.find(".")
+ pos2 = n.find("r")
+ Denominator1 = 1
+ Denominator2 = 9
+ Numerator1 = float(n[:pos2])
+ Numerator2 = float(n[(pos2+1):])
+ for counter in range(len(n)-(pos2+2)):
+ Denominator2 = (Denominator2*10) + 9
+ while Numerator1 % 1 != 0:
+ Numerator1 *= 10
+ Denominator1 *= 10
+ Denominator2 *= 10
+ Numerator = (Numerator1*Denominator2) + (Numerator2*Denominator1)
+ Denominator = Denominator1*Denominator2
+else:
+ Numerator = float(n)
+ Denominator = 1
+ while Numerator % 1 != 0:
+ Numerator *= 10
+ Denominator *= 10
+
+Numerator, Denominator = simplification(Numerator, Denominator)
+print("{}/{}".format(int(Numerator), int(Denominator)))
+
diff --git a/DSA Coding/Strings/Longest Ordered Vowel Sequence/script.py b/DSA Coding/Strings/Longest Ordered Vowel Sequence/script.py
new file mode 100644
index 00000000..3aed2acd
--- /dev/null
+++ b/DSA Coding/Strings/Longest Ordered Vowel Sequence/script.py
@@ -0,0 +1,28 @@
+line = input().split()
+unique = []
+unique_count = 0
+for word in line:
+ Flag = False
+ prev_letter = ''
+ for letter in word:
+ if letter in "aeiou":
+ if prev_letter <= letter:
+ Flag = True
+ prev_letter = letter
+ else:
+ Flag = False
+ break
+ else:
+ continue
+ if Flag:
+ check = []
+ for letter in word:
+ if letter in "aeiou" and letter not in check:
+ check.append(letter)
+ if unique_count < len(check):
+ unique = [word]
+ unique_count = len(check)
+ elif unique_count == len(check):
+ unique.append(word)
+for word in unique:
+ print(word)
diff --git a/DSA Coding/Strings/LongestPalindromeSubstring.py b/DSA Coding/Strings/LongestPalindromeSubstring.py
new file mode 100644
index 00000000..2185d878
--- /dev/null
+++ b/DSA Coding/Strings/LongestPalindromeSubstring.py
@@ -0,0 +1,37 @@
+
+def printSubStr(str, low, high):
+
+ for i in range(low, high + 1):
+ print(str[i], end = "")
+
+def longestPalSubstr(str):
+
+ n = len(str)
+
+ maxLength = 1
+ start = 0
+ for i in range(n):
+ for j in range(i, n):
+ flag = 1
+
+ for k in range(0, ((j - i) // 2) + 1):
+ if (str[i + k] != str[j - k]):
+ flag = 0
+
+ if (flag != 0 and (j - i + 1) > maxLength):
+ start = i
+ maxLength = j - i + 1
+
+
+ printSubStr(str, start, start + maxLength - 1)
+
+if __name__ == '__main__':
+ str = input()
+ longestPalSubstr(str)
+
+
+
+
+
+
+
diff --git a/DSA Coding/Strings/Longest_Common_Prefix.py b/DSA Coding/Strings/Longest_Common_Prefix.py
new file mode 100644
index 00000000..6374fc9c
--- /dev/null
+++ b/DSA Coding/Strings/Longest_Common_Prefix.py
@@ -0,0 +1,11 @@
+class Solution:
+ def longestCommonPrefix(self, A):
+ prefix = A[0]
+ n = len(prefix)
+
+ for i in range(len(A)):
+ while(prefix not in A[i]):
+ n = n-1
+ prefix = prefix[:n]
+
+ return prefix
diff --git a/DSA Coding/Strings/NextPermutation.py b/DSA Coding/Strings/NextPermutation.py
new file mode 100644
index 00000000..cf1d4b4e
--- /dev/null
+++ b/DSA Coding/Strings/NextPermutation.py
@@ -0,0 +1,37 @@
+def nextPermutation(self, a):
+
+ n=len(a)
+ t=n
+ if(a[0]==max(a)):
+ if(a[n-1]==min(a)):
+ i=0
+ while(i<=(t-(i+1))):
+ a[i],a[t-(i+1)]=a[t-(i+1)],a[i]
+ i=i+1
+ else:
+ a[n-1],a[n-2]=a[n-2],a[n-1]
+ else:
+ i=n-1
+ g=0
+ while(i>=0):
+ if(a[i-1] int(a[j+1]) :
+ a[j], a[j+1] = a[j+1], a[j]
+ j=k+1
+ while(1):
+ if(a[k] occurence:
+ occurence = word.count(temp_char)
+ char = temp_char
+position = []
+temp_position = 0
+for counter in range(0,occurence):
+ position.append((word.find(char,temp_position)))
+ temp_position = word.find(char,temp_position) + 1
+print(char)
+for counter in range(0,(occurence-1)):
+ distance = position[counter+1] - position[counter]
+ if distance == 1:
+ print("No characters")
+ elif distance == 2:
+ print("1 character")
+ else:
+ print("%s characters" %(distance-1))
+
diff --git a/DSA Coding/Strings/Stepped Strings/script.py b/DSA Coding/Strings/Stepped Strings/script.py
new file mode 100644
index 00000000..02af67a2
--- /dev/null
+++ b/DSA Coding/Strings/Stepped Strings/script.py
@@ -0,0 +1,36 @@
+s1 = input()
+temp = s1.split(" ")
+string1 = ""
+for element in temp:
+ string1 += element
+s2 = input()
+temp = s2.split(" ")
+string2 = ""
+for element in temp:
+ string2 += element
+Flag1 = True; Flag2 = True; Flag3 = False
+for element1 in string1:
+ if not element1.isalpha():
+ Flag1 = False
+ break
+for element2 in string2:
+ if not element2.isalpha():
+ Flag2 = False
+ break
+if len(s1) != len(s2):
+ print("Length different")
+elif not Flag1 or not Flag2:
+ print("Strings contain non alphabets")
+elif s1.find(" ") != s2.find(" "):
+ print("Strings differ in space")
+else:
+ for counter in range(len(string1)):
+ if abs(ord(string1[counter]) - ord(string2[counter])) == (counter+1):
+ Flag3 = True
+ else:
+ Flag3 = False
+ break
+ if not Flag3:
+ print("Strings are not stepped")
+ else:
+ print("Strings are stepped")
diff --git a/DSA Coding/Strings/Substring_of_size_3_unique.py b/DSA Coding/Strings/Substring_of_size_3_unique.py
new file mode 100644
index 00000000..2b3d5f1f
--- /dev/null
+++ b/DSA Coding/Strings/Substring_of_size_3_unique.py
@@ -0,0 +1,8 @@
+def countGoodSubstrings(self, s):
+
+ count = 0
+ for i in range(0,len(s)-2):
+ l = s[i:i+3]
+ if len(l) == len(list(set(l))):
+ count += 1
+ return count
diff --git a/DSA Coding/Strings/Vowel Based Blended Words/script.py b/DSA Coding/Strings/Vowel Based Blended Words/script.py
new file mode 100644
index 00000000..fdf7034d
--- /dev/null
+++ b/DSA Coding/Strings/Vowel Based Blended Words/script.py
@@ -0,0 +1,9 @@
+word1 = input()
+word2 = input()
+for char in word1:
+ if char == 'a' or char == 'e' or char == 'i' or char == 'o' or char == 'u':
+ vow1 = word1.find(char)
+ vow2 = word2.find(char)
+ break
+blended_word = word1[0:vow1] + word2[vow2:]
+print(blended_word)
diff --git a/DSA Coding/Strings/strings.md b/DSA Coding/Strings/strings.md
new file mode 100644
index 00000000..def95452
--- /dev/null
+++ b/DSA Coding/Strings/strings.md
@@ -0,0 +1 @@
+# Strings
\ No newline at end of file
diff --git a/DSA Coding/Trees/Implementations/AVL_Tree.py b/DSA Coding/Trees/Implementations/AVL_Tree.py
new file mode 100644
index 00000000..6997fc68
--- /dev/null
+++ b/DSA Coding/Trees/Implementations/AVL_Tree.py
@@ -0,0 +1,458 @@
+import collections
+import Binary_Search_Tree
+
+Node = Binary_Search_Tree.Node
+BSTree = Binary_Search_Tree.BSTree
+
+class AVLNode(Node):
+ """Represents a node of a balanced AVL Tree"""
+ def __init__(self,key,value):
+ """Initializes a BST node, then add height and balance attributes"""
+ Node.__init__(self,key,value)
+ self.height = 0
+ self.balance = 0
+
+class AVLTree(BSTree):
+ """
+ AVLTree implements a self-balancing AVL Tree.
+ An AVL Tree is an ordered node based tree key structure
+ in which each node has at most two children, and the heights
+ of each children of a node differ by at most one.
+ For more information regarding AVL Trees, see:
+ http://en.wikipedia.org/wiki/Avl_tree
+ Constructors:
+ AVLTree() -> Creates a new empty AVL Tree
+ AVLTree(seq) -> Creates a new AVL Tree from the elements in sequence [(k1,v1),(k2,v2),...,(kn,vn)]
+ For further explanation of some functions or their source code, see Binary_Search_Tree.py.
+ """
+ def __init__(self,*args):
+ """Initializes tree the same as a BST"""
+ BSTree.__init__(self,*args)
+
+ def is_valid(self, *args):
+ """
+ T.is_valid(...) -> Boolean. Produces True if and only if
+ T is a valid AVL Tree. Raises an exception otherwise.
+ """
+ if len(args) == 0:
+ node = self.Root
+ else:
+ node = args[0]
+
+ if not node:
+ return True
+
+ expected_height = self.get_height(node)
+ expected_balance = self.get_balance(node)
+
+ if not (node.height == expected_height):
+ raise Exception("Height of node " + str(node.key) + " is " + str(node.height) + " and should be " + str(expected_height))
+
+ if not (node.balance == expected_balance):
+ raise Exception("Balance of node " + str(node.key) + " is " + str(node.balance) + " and should be " + str(expected_balance))
+
+ if abs(expected_balance) > 1:
+ raise Exception("Tree is unbalanced at node " + str(node.key))
+
+ if node.left:
+ if not node.left.parent == node:
+ raise Exception("Left child of node " + str(node.key) + " is adopted by another node!")
+
+ if node.right:
+ if not node.right.parent == node:
+ raise Exception("Right child of node " + str(node.key) + " is adopted by another node!")
+
+ if node.parent and node.parent.left == node:
+ if node.key > node.parent.key:
+ raise Exception("Node " + str(node.key) + " is to the left of " + str(node.parent.key) + " but is larger")
+
+ if node.parent and node.parent.right == node:
+ if node.key < node.parent.key:
+ raise Exception("Node " + str(node.key) + " is to the right of " + str(node.parent.key) + " but is smaller")
+
+ return (self.is_valid(node.left) and self.is_valid(node.right))
+
+ def preorder(self,*args):
+ """
+ T.preorder(...) -> Sequence. Produces a sequence of the Nodes
+ in T, obtained in preorder.
+ """
+ return BSTree.preorder(self,*args)
+
+ def inorder(self,*args):
+ """
+ T.inorder(...) -> Sequence. Produces a sequence of the Nodes
+ in T, obtained in inorder.
+ """
+ return BSTree.inorder(self,*args)
+
+ def postorder(self,*args):
+ """
+ T.postorder(...) -> Sequence. Produces a sequence of the Nodes
+ in T, obtained in postorder.
+ """
+ return BSTree.postorder(self,*args)
+
+ def levelorder(self):
+ """
+ T.levelorder(...) -> Sequence. Produces a sequence of the Nodes
+ in T, obtained in levelorder.
+ """
+ return BSTree.levelorder(self,*args)
+
+ def get_node(self,key,*args):
+ """
+ T.get_node(key,...) -> Node. Produces the Node in T with key
+ attribute key. If there is no such Node, produces None.
+ """
+ return BSTree.get_node(self,key,*args)
+
+ def insert(self,key,value,*args):
+ """
+ T.insert(key,value...) <==> T[key] = value. Inserts
+ a new Node with key attribute key and value attribute
+ value into T. Balances if necessary.
+ """
+ if not isinstance(key,(int,long,float)):
+ raise TypeError(str(key) + " is not a number")
+ else:
+ if not self.Root:
+ self.Root = AVLNode(key,value)
+ elif len(args) == 0:
+ if not self.get_node(key,self.Root):
+ self.insert(key,value,self.Root)
+ else:
+ child = AVLNode(key,value)
+ parent = args[0]
+ if child.key > parent.key:
+ if not parent.right:
+ parent.right = child
+ child.parent = parent
+ self._update_height(parent)
+ self._update_balance(parent)
+ node = child
+ while node and abs(node.balance) <=1:
+ node = node.parent
+ if node:
+ self._balance(node)
+ else:
+ self.insert(key,value,parent.right)
+ else:
+ if not parent.left:
+ parent.left = child
+ child.parent = parent
+ self._update_height(parent)
+ self._update_balance(parent)
+ node = child
+ while abs(node.balance) <=1:
+ node = node.parent
+ if not node:
+ break
+ if node:
+ self._balance(node)
+ else:
+ self.insert(key,value,parent.left)
+
+ def insert_from(self,seq):
+ """
+ T.insert_from(seq). For every key, value pair in seq,
+ inserts a new Node into T with key and value attributes
+ as given.
+ """
+ BSTree.insert_from(self,seq)
+
+ def get_max(self,*args):
+ """
+ T.get_max(...) -> Node. Produces the Node that has the maximum
+ key attribute in T.
+ """
+ return BSTree.get_max(self,*args)
+
+ def get_min(self,*args):
+ """
+ T.get_min(...) -> Node. Produces the Node that has the minimum
+ key attribute in T.
+ """
+ return BSTree.get_min(self,*args)
+
+ def get_element_count(self,*args):
+ """
+ T.get_element_count(...) -> Nat. Produces the number of elements
+ in T.
+ """
+ return BSTree.get_element_count(self,*args)
+
+ def get_height(self,*args):
+ """
+ T.get_height(...) -> Nat. Produces the height of T, defined
+ as one added to the height of the tallest subtree.
+ """
+ return BSTree.get_height(self,*args)
+
+ def get_balance(self,*args):
+ """
+ T.get_balance(...) -> Nat. Produces the balance of T, defined
+ as the height of the right subtree taken away from the height
+ of the left subtree.
+ """
+ if len(args) == 0:
+ node = self.Root
+ else:
+ node = args[0]
+
+ return ((node.left.height if node.left else -1) -
+ (node.right.height if node.right else -1))
+
+ def _update_height(self,node):
+ """
+ T._update_height(node). Updates the height attribute
+ of Nodes in T starting from node backtracking up to the root.
+ """
+ if not node:
+ pass
+ else:
+ new_height = self.get_height(node)
+ if node.height == new_height:
+ pass
+ else:
+ node.height = new_height
+ self._update_height(node.parent)
+
+ def _update_balance(self,node):
+ """
+ T._update_balance(node). Updates the balance attribute
+ of Nodes in T starting from node backtracking up to the root.
+ """
+ if not node:
+ pass
+ else:
+ new_balance = self.get_balance(node)
+ if node.balance == new_balance:
+ pass
+ else:
+ node.balance = new_balance
+ self._update_balance(node.parent)
+
+ def _rotate_left(self,pivot):
+ """
+ T._rotate_left(pivot). Performs a left tree rotation in T
+ around the Node pivot.
+ """
+ old_root = pivot
+ par_node = old_root.parent
+
+ new_root = old_root.right
+ temp = new_root.right
+ old_root.right = new_root.left
+
+ if (old_root.right):
+ old_root.right.parent = old_root
+ new_root.left = old_root
+ old_root.parent = new_root
+
+ if par_node is None:
+ self.Root = new_root
+ self.Root.parent = None
+ else:
+ if par_node.right and par_node.right.key == old_root.key:
+ par_node.right = new_root
+ new_root.parent = par_node
+ elif par_node.left and par_node.left.key == old_root.key:
+ par_node.left = new_root
+ new_root.parent = par_node
+
+ self._update_height(new_root.left)
+ self._update_height(par_node)
+ self._update_balance(new_root.left)
+ self._update_balance(par_node)
+
+ def _rotate_right(self,pivot):
+ """
+ T._rotate_right(pivot). Performs a right tree rotation in T
+ around the Node pivot.
+ """
+ old_root = pivot
+ par_node = old_root.parent
+
+ new_root = old_root.left
+ temp = new_root.left
+ old_root.left = new_root.right
+
+ if (old_root.left):
+ old_root.left.parent = old_root
+
+ new_root.right = old_root
+ old_root.parent = new_root
+
+ if par_node is None:
+ self.Root = new_root
+ self.Root.parent = None
+ else:
+ if par_node.right and par_node.right.key == old_root.key:
+ par_node.right = new_root
+ new_root.parent = par_node
+ elif par_node.left and par_node.left.key == old_root.key:
+ par_node.left = new_root
+ new_root.parent = par_node
+
+ self._update_height(new_root.right)
+ self._update_height(par_node)
+ self._update_balance(new_root.right)
+ self._update_balance(par_node)
+
+ def _balance(self,pivot):
+ """
+ T._balance(pivot). Balances T at Node pivot, performing
+ appropriate tree rotations to ensure T remains a valid AVL Tree.
+ """
+ weight = self.get_balance(pivot)
+
+ if weight == -2:
+ if self.get_balance(pivot.right) == -1 or self.get_balance(pivot.right) == 0:
+ self._rotate_left(pivot)
+
+ elif self.get_balance(pivot.right) == 1:
+ self._rotate_right(pivot.right)
+ self._rotate_left(pivot)
+
+ elif weight == 2:
+ if self.get_balance(pivot.left) == 1 or self.get_balance(pivot.left) == 0:
+ self._rotate_right(pivot)
+
+ elif self.get_balance(pivot.left) == -1:
+ self._rotate_left(pivot.left)
+ self._rotate_right(pivot)
+
+ def _delete_leaf(self,node):
+ """
+ T._delete_leaf_parent(node). Deletes node from T, treating it
+ as a Node with only one child.
+ """
+ par_node = node.parent
+
+ if par_node:
+ if par_node.left == node:
+ par_node.left = None
+ else:
+ par_node.right = None
+
+ del node
+
+ self._update_height(par_node)
+ self._update_balance(par_node)
+ to_balance = par_node
+
+ while to_balance and abs(to_balance.balance) <=1:
+ to_balance = to_balance.parent
+ if to_balance:
+ self._balance(to_balance)
+
+ else:
+ self.Root = None
+
+ def _delete_leaf_parent(self,node):
+ """
+ T._delete_leaf_parent(node). Deletes node from T, treating it
+ as a Node with only one child.
+ """
+ par_node = node.parent
+
+ if node.key == self.Root.key:
+ if node.right:
+ self.Root = node.right
+ node.right = None
+ else:
+ self.Root = node.left
+ node.left = None
+
+ else:
+ if par_node.right == node:
+ if node.right:
+ par_node.right = node.right
+ par_node.right.parent = par_node
+ node.right = None
+ else:
+ par_node.right = node.left
+ par_node.right.parent = par_node
+ node.left = None
+ else:
+
+ if node.right:
+ par_node.left = node.right
+ par_node.left.parent = par_node
+ node.right = None
+ else:
+ par_node.left = node.left
+ par_node.left.parent = par_node
+ node.left = None
+
+ del node
+
+ self._update_height(par_node)
+ self._update_balance(par_node)
+ to_balance = par_node
+
+ while to_balance and abs(to_balance.balance) <=1:
+ to_balance = to_balance.parent
+ if to_balance:
+ self._balance(to_balance)
+
+ def _switch_nodes(self,node1,node2):
+ """
+ T._switch_nodes(node1,node2). Switches positions
+ of node1 and node2 in T.
+ """
+ BSTree._switch_nodes(self,node1,node2)
+
+ def _delete_node(self,node):
+ """
+ T._delete_node(node). Deletes node from T, treating it as
+ a Node with two children.
+ """
+ if self.get_height(node.left) > self.get_height(node.right):
+ to_switch = self.get_max(node.left)
+ self._switch_nodes(node,to_switch)
+
+ if not (to_switch.right or to_switch.left):
+ to_delete = self.get_max(node.left)
+ self._delete_leaf(to_delete)
+ else:
+ to_delete = self.get_max(node.left)
+ self._delete_leaf_parent(to_delete)
+ else:
+ to_switch = self.get_min(node.right)
+ self._switch_nodes(node,to_switch)
+
+ if not (to_switch.right or to_switch.left):
+ to_delete = self.get_min(node.right)
+ self._delete_leaf(to_delete)
+ else:
+ to_delete = self.get_min(node.right)
+ self._delete_leaf_parent(to_delete)
+
+ def delete(self,key):
+ """T.delete(key) <==> del T[key]. Deletes the Node
+ with key attribute key from T.
+ """
+ node = self.get_node(key,self.Root)
+
+ if node:
+ if not (node.left or node.right):
+ self._delete_leaf(node)
+
+ elif not (node.left and node.right):
+ self._delete_leaf_parent(node)
+
+ else:
+ self._delete_node(node)
+
+ def delete_from(self,seq):
+ """
+ T.delete_from(seq). For every keyin seq, deletes
+ the Node with that key attribute from T.
+ """
+ if isinstance(seq,collections.Iterable):
+ for x in seq:
+ self.delete(x)
+ else:
+ raise TypeError(str(iter) + " is not iterable")
diff --git a/DSA Coding/Trees/Implementations/Binary_Search_Tree.py b/DSA Coding/Trees/Implementations/Binary_Search_Tree.py
new file mode 100644
index 00000000..b08b7bf1
--- /dev/null
+++ b/DSA Coding/Trees/Implementations/Binary_Search_Tree.py
@@ -0,0 +1,407 @@
+import collections
+
+class Node:
+ """Represents a node of a binary tree"""
+ def __init__(self,key,value):
+ self.left = None
+ self.right = None
+ self.parent = None
+ self.key = key
+ self.value = value
+
+class BSTree:
+ """
+ BSTree implements an unbalanced Binary Search Tree.
+ A Binary Search Tree is an ordered node based tree key structure
+ in which each node has at most two children.
+ For more information regarding BSTs, see:
+ http://en.wikipedia.org/wiki/Binary_search_tree
+ Constructors:
+ BSTree() -> Creates a new empty Binary Search Tree
+ BSTree(seq) -> Creates a new Binary Search Tree from the elements in sequence [(k1,v1),(k2,v2),...,(kn,vn)]
+ """
+ def __init__(self,*args):
+
+ self.Root = None
+
+ if len(args) == 1:
+ if isinstance(args[0],collections.Iterable):
+ for x in args[0]:
+ self.insert(x[0],x[1])
+ else:
+ raise TypeError(str(args[0]) + " is not iterable")
+
+ def is_valid(self, *args):
+ """
+ T.is_valid(...) -> Boolean. Produces True if and only if
+ T is a valid Binary Search Tree. Raises an exception otherwise.
+ """
+ if len(args) == 0:
+ node = self.Root
+ else:
+ node = args[0]
+
+ if not node:
+ return True
+
+ if node.left:
+ if not node.left.parent == node:
+ raise Exception("Left child of node " + str(node.key) + " is adopted by another node!")
+
+ if node.right:
+ if not node.right.parent == node:
+ raise Exception("Right child of node " + str(node.key) + " is adopted by another node!")
+
+ if node.parent and node.parent.left == node:
+ if node.key > node.parent.key:
+ raise Exception("Node " + str(node.key) + " is to the left of " + str(node.parent.key) + " but is larger")
+
+ if node.parent and node.parent.right == node:
+ if node.key < node.parent.key:
+ raise Exception("Node " + str(node.key) + " is to the right of " + str(node.parent.key) + " but is smaller")
+
+ return (self.is_valid(node.left) and self.is_valid(node.right))
+
+ def preorder(self,*args):
+ """
+ T.preorder(...) -> Sequence. Produces a sequence of the Nodes
+ in T, obtained in preorder.
+ """
+ if len(args) == 0:
+ elements = []
+ node = self.Root
+ else:
+ node = args[0]
+ elements = args[1]
+
+ elements.append(node)
+
+ if node.left:
+ self.preorder(node.left,elements)
+ if node.right:
+ self.preorder(node.right,elements)
+
+ return elements
+
+ def inorder(self,*args):
+ """
+ T.inorder(...) -> Sequence. Produces a sequence of the Nodes
+ in T, obtained in inorder.
+ """
+ if len(args) == 0:
+ elements = []
+ node = self.Root
+ else:
+ node = args[0]
+ elements = args[1]
+
+ if node.left:
+ self.inorder(node.left,elements)
+
+ elements.append(node)
+
+ if node.right:
+ self.inorder(node.right,elements)
+
+ return elements
+
+ def postorder(self,*args):
+ """
+ T.postorder(...) -> Sequence. Produces a sequence of the Nodes
+ in T, obtained in postorder.
+ """
+ if len(args) == 0:
+ elements = []
+ node = self.Root
+ else:
+ node = args[0]
+ elements = args[1]
+
+ if node.left:
+ self.postorder(node.left,elements)
+
+ if node.right:
+ self.postorder(node.right,elements)
+
+ elements.append(node)
+
+ return elements
+
+ def levelorder(self):
+ """
+ T.levelorder(...) -> Sequence. Produces a sequence of the Nodes
+ in T, obtained in levelorder.
+ """
+ q = collections.deque()
+ q.appendleft(self.Root)
+ lst = []
+ while len(q) != 0:
+ removed = q.pop()
+ lst.append(removed)
+ visit = self.get_node(removed,self.Root)
+ if visit.left:
+ q.appendleft(visit.left)
+ if visit.right:
+ q.appendleft(visit.right)
+
+ return lst
+
+ def get_node(self,key,*args):
+ """
+ T.get_node(key,...) -> Node. Produces the Node in T with key
+ attribute key. If there is no such node, produces None.
+ """
+ if len(args) == 0:
+ start = self.Root
+ else:
+ start = args[0]
+
+ if not start:
+ return None
+ if key == start.key:
+ return start
+ elif key > start.key:
+ return self.get_node(key,start.right)
+ else:
+ return self.get_node(key,start.left)
+
+ def insert(self,key,value,*args):
+ """
+ T.insert(key,value...) <==> T[key] = value. Inserts
+ a new Node with key attribute key and value attribute
+ value into T.
+ """
+ if not isinstance(key,(int,long,float)):
+ raise TypeError(str(key) + " is not a number")
+ else:
+ if not self.Root:
+ self.Root = Node(key,value)
+ elif len(args) == 0:
+ if not self.get_node(key,self.Root):
+ self.insert(key,value,self.Root)
+ else:
+ child = Node(key,value)
+ parent = args[0]
+ if child.key > parent.key:
+ if not parent.right:
+ parent.right = child
+ child.parent = parent
+ else:
+ self.insert(key,value,parent.right)
+ else:
+ if not parent.left:
+ parent.left = child
+ child.parent = parent
+ else:
+ self.insert(key,value,parent.left)
+
+ def insert_from(self,seq):
+ """
+ T.insert_from(seq). For every key, value pair in seq,
+ inserts a new Node into T with key and value attributes
+ as given.
+ """
+ if isinstance(seq,collections.Iterable):
+ for x in seq:
+ self.insert(x[0],x[1])
+ else:
+ raise TypeError(str(iter) + " is not iterable")
+
+ def get_max(self,*args):
+ """
+ T.get_max(...) -> Node. Produces the Node that has the maximum
+ key attribute in T.
+ """
+ if len(args) == 0:
+ node = self.Root
+ else:
+ node = args[0]
+
+ if not node.right:
+ return node
+ else:
+ return self.get_max(node.right)
+
+ def get_min(self,*args):
+ """
+ T.get_min(...) -> Node. Produces the Node that has the minimum
+ key attribute in T.
+ """
+ if len(args) == 0:
+ node = self.Root
+ else:
+ node = args[0]
+
+ if not node.left:
+ return node
+ else:
+ return self.get_min(node.left)
+
+ def get_element_count(self,*args):
+ """
+ T.get_element_count(...) -> Nat. Produces the number of elements
+ in T.
+ """
+ if len(args) == 0:
+ node = self.Root
+ else:
+ node = args[0]
+
+ left = 0
+ right = 0
+
+ if node:
+ if node.left:
+ left = self.get_element_count(node.left)
+ if node.right:
+ right = self.get_element_count(node.right)
+
+ return 1 + left + right
+ else:
+ return 0
+
+ def get_height(self,*args):
+ """
+ T.get_height(...) -> Nat. Produces the height of T, defined
+ as one added to the height of the tallest subtree.
+ """
+ if len(args) == 0:
+ node = self.Root
+ else:
+ node = args[0]
+
+ if not node or (not node.left and not node.right):
+ return 0
+ else:
+ return 1 + max(self.get_height(node.left), self.get_height(node.right))
+
+ def _delete_leaf(self,node):
+ """
+ T._delete_leaf(node). Deletes node from T, treating it as a leaf.
+ """
+ par_node = node.parent
+
+ if par_node:
+ if par_node.left == node:
+ par_node.left = None
+ else:
+ par_node.right = None
+
+ del node
+
+ def _delete_leaf_parent(self,node):
+ """
+ T._delete_leaf_parent(node). Deletes node from T, treating it
+ as a node with only one child.
+ """
+ par_node = node.parent
+
+ if node.key == self.Root.key:
+ if node.right:
+ self.Root = node.right
+ node.right = None
+ else:
+ self.Root = node.left
+ node.left = None
+
+ else:
+ if par_node.right == node:
+ if node.right:
+ par_node.right = node.right
+ par_node.right.parent = par_node
+ node.right = None
+ else:
+ par_node.right = node.left
+ par_node.right.parent = par_node
+ node.left = None
+ else:
+
+ if node.right:
+ par_node.left = node.right
+ par_node.left.parent = par_node
+ node.right = None
+ else:
+ par_node.left = node.left
+ par_node.left.parent = par_node
+ node.left = None
+
+ del node
+
+ def _switch_nodes(self,node1,node2):
+ """
+ T._switch_nodes(node1,node2). Switches positions
+ of node1 and node2 in T.
+ """
+ switch1 = node1
+ switch2 = node2
+ temp_key = switch1.key
+ temp_value = switch1.value
+
+ if switch1.key == self.Root.key:
+ self.Root.key = node2.key
+ self.Root.value = node2.value
+ switch2.key = temp_key
+ switch2.value = temp_value
+
+ elif switch2.key == self.Root.key:
+ switch1.key = self.Root.key
+ self.Root.key = temp_key
+ self.Root.value = temp_value
+ else:
+ switch1.key = node2.key
+ switch1.value = node2.value
+ switch2.key = temp_key
+ switch2.value = temp_value
+
+ def _delete_node(self,node):
+ """
+ T._delete_node(node). Deletes node from T, treating it as
+ a node with two children.
+ """
+ if self.get_height(node.left) > self.get_height(node.right):
+ to_switch = self.get_max(node.left)
+ self._switch_nodes(node,to_switch)
+
+ if not (to_switch.right or to_switch.left):
+ to_delete = self.get_max(node.left)
+ self._delete_leaf(to_delete)
+ else:
+ to_delete = self.get_max(node.left)
+ self._delete_leaf_parent(to_delete)
+ else:
+ to_switch = self.get_min(node.right)
+ self._switch_nodes(node,to_switch)
+
+ if not (to_switch.right or to_switch.left):
+ to_delete = self.get_min(node.right)
+ self._delete_leaf(to_delete)
+ else:
+ to_delete = self.get_min(node.right)
+ self._delete_leaf_parent(to_delete)
+
+ def delete(self,key):
+ """T.delete(key) <==> del T[key]. Deletes the node
+ with key attribute key from T.
+ """
+ node = self.get_node(key,self.Root)
+
+ if node:
+ if not (node.left or node.right):
+ self._delete_leaf(node)
+
+ elif not (node.left and node.right):
+ self._delete_leaf_parent(node)
+
+ else:
+ self._delete_node(node)
+
+ def delete_from(self,seq):
+ """
+ T.delete_from(seq). For every keyin seq, deletes
+ the Node with that key attribute from T.
+ """
+ if isinstance(seq,collections.Iterable):
+ for x in seq:
+ self.delete(x)
+ else:
+ raise TypeError(str(iter) + " is not iterable")
diff --git a/DSA Coding/Trees/Implementations/InorderTraversal.py b/DSA Coding/Trees/Implementations/InorderTraversal.py
new file mode 100644
index 00000000..ce8f4774
--- /dev/null
+++ b/DSA Coding/Trees/Implementations/InorderTraversal.py
@@ -0,0 +1,2 @@
+def inorderTraversal(self, A):
+ return [] if not A else self.inorderTraversal(A.left) +[A.val] + self.inorderTraversal(A.right)
diff --git a/DSA Coding/Trees/Implementations/PostOrderTraversal.py b/DSA Coding/Trees/Implementations/PostOrderTraversal.py
new file mode 100644
index 00000000..6d1e886e
--- /dev/null
+++ b/DSA Coding/Trees/Implementations/PostOrderTraversal.py
@@ -0,0 +1,46 @@
+# AasthaChauhan
+
+class Node:
+ def __init__(self, data):
+ self.left = None
+ self.right = None
+ self.data = data
+
+ def insert(self, data):
+ if self.data:
+ if data < self.data:
+ if self.left is None:
+ self.left = Node(data)
+ else:
+ self.left.insert(data)
+ else if data > self.data:
+ if self.right is None:
+ self.right = Node(data)
+ else:
+
+ self.right.insert(data)
+ else:
+ self.data = data
+
+ def PrintTree(self):
+ if self.left:
+ self.left.PrintTree()
+print( self.data),
+if self.right:
+self.right.PrintTree()
+
+def PostorderTraversal(self, root):
+res = []
+if root:
+res = self.PostorderTraversal(root.left)
+res = res + self.PostorderTraversal(root.right)
+res.append(root.data)
+return res
+root = Node(27)
+root.insert(14)
+root.insert(35)
+root.insert(10)
+root.insert(19)
+root.insert(31)
+root.insert(42)
+print(root.PostorderTraversal(root))
diff --git a/DSA Coding/Trees/Implementations/PreOrderTraversal.py b/DSA Coding/Trees/Implementations/PreOrderTraversal.py
new file mode 100644
index 00000000..7f6a0fae
--- /dev/null
+++ b/DSA Coding/Trees/Implementations/PreOrderTraversal.py
@@ -0,0 +1,3 @@
+def preorderTraversal(self, A):
+ return [] if not A else [A.val] + self.preorderTraversal(A.left) + self.preorderTraversal(A.right)
+
diff --git a/DSA Coding/Trees/Implementations/Red_Black_Tree.py b/DSA Coding/Trees/Implementations/Red_Black_Tree.py
new file mode 100644
index 00000000..0b00875d
--- /dev/null
+++ b/DSA Coding/Trees/Implementations/Red_Black_Tree.py
@@ -0,0 +1,715 @@
+import collections
+import Binary_Search_Tree
+Node = Binary_Search_Tree.Node
+BSTree = Binary_Search_Tree.
+
+class RBNode(Node):
+ """Represents a node of a balanced Red Black Tree"""
+ def __init__(self,key,value):
+ """Initializes a BST node, then add color attribute"""
+ Node.__init__(self,key,value)
+ self.color = 'r'
+
+class RBTree(BSTree):
+ """
+ AVLTree implements a self-balancing Red Black Tree.
+ An AVL Tree is an ordered node based tree key structure
+ in which each node has at most two children, and follows these rules:
+ 1. A node is either red or black.
+ 2. The root is black. (This rule is sometimes omitted)
+ 3. All null children (children of leaves) are black.
+ 4. Both children of every red node are black.
+ 5. Every simple path from a given node to any of its descendant leaves
+ contains the same number of black nodes.
+ For more information regarding Red Black Trees, see:
+ http://en.wikipedia.org/wiki/Red_black_tree
+ Constructors:
+ RBTree() -> Creates a new empty Red Black tree
+ RBTree(seq) -> Creates a new Red Black Tree from the elements in sequence [(k1,v1),(k2,v2),...,(kn,vn)]
+ For further explanation of some functions or their source code, see Binary_Search_Tree.py.
+ """
+ def __init__(self,*args):
+ """Initializes tree the same as a BST"""
+ BSTree.__init__(self,*args)
+
+ def _get_all_leaf_paths(self):
+ """
+ T._get_all_leaf_paths() -> Sequence. Produces a sequence
+ of all simple paths from all nodes to leaves in T.
+ """
+ all_leafpaths = []
+ nodelist = self.preorder()
+ for node in nodelist:
+ all_leafpaths.append(self._get_all_leaf_paths_from(node))
+ return all_leafpaths
+
+ def _get_all_leaf_paths_from(self,node, acc=[]):
+ """
+ T._get_all_leaf_paths_from(node,acc) -> Sequence. Produes
+ a sequence of all simple paths from all nodes to leaves
+ in T starting from the Node node.
+ """
+ leafpaths = []
+
+ if not node.left and not node.right:
+ leafpaths.append([node]+acc)
+
+ if node.left:
+ for leaf_path in self._get_all_leaf_paths_from(node.left, [node]+acc):
+ leafpaths.append(leaf_path)
+ if node.right:
+ for leaf_path in self._get_all_leaf_paths_from(node.right, [node]+acc):
+ leafpaths.append(leaf_path)
+
+ return leafpaths
+
+ def is_valid(self,*args):
+ """
+ T.is_valid(...) -> Boolean. Produces True if and only if
+ T is a valid Red Black Tree. Raises an exception otherwise.
+ """
+ if len(args) == 0:
+ node = self.Root
+ all_leafpaths = self._get_all_leaf_paths()
+ for leafpaths in all_leafpaths:
+ black_count_list = []
+ for path in leafpaths:
+ black_count = 0
+ for node in path:
+ if node.color == 'k':
+ black_count = black_count + 1
+ black_count_list.append(black_count)
+
+ if not black_count_list[1:] == black_count_list[:-1]:
+ raise Exception("Not all simple paths in " + str(self) + " have same amount of black nodes!")
+
+ else:
+ node = args[0]
+
+ if not node:
+ return True
+
+ if node.left:
+ if not node.left.parent == node:
+ raise Exception("Left child of node " + str(node.key) + " is adopted by another node!")
+
+ if node.right:
+ if not node.right.parent == node:
+ raise Exception("Right child of node " + str(node.key) + " is adopted by another node!")
+
+ if node.parent and node.parent.left == node:
+ if node.key > node.parent.key:
+ raise Exception("Node " + str(node.key) + " is to the left of " + str(node.parent.key) + " but is larger")
+
+ if node.parent and node.parent.right == node:
+ if node.key < node.parent.key:
+ raise Exception("Node " + str(node.key) + " is to the right of " + str(node.parent.key) + " but is smaller")
+
+ if node.color == 'r':
+ if ((node.left and node.left.color == 'r') or
+ (node.right and node.right.color == 'r')):
+ raise Exception("Node " + str(node.key) + " is red and has a red child!")
+
+ return (self.is_valid(node.left) and self.is_valid(node.right))
+
+ def preorder(self,*args):
+ """
+ T.preorder(...) -> Sequence. Produces a sequence of the Nodes
+ in T, obtained in preorder.
+ """
+ return BSTree.preorder(self,*args)
+
+ def inorder(self,*args):
+ """
+ T.inorder(...) -> Sequence. Produces a sequence of the Nodes
+ in T, obtained in inorder.
+ """
+ return BSTree.inorder(self,*args)
+
+ def postorder(self,*args):
+ """
+ T.postorder(...) -> Sequence. Produces a sequence of the Nodes
+ in T, obtained in postorder.
+ """
+ return BSTree.postorder(self,*args)
+
+ def levelorder(self):
+ """
+ T.levelorder(...) -> Sequence. Produces a sequence of the Nodes
+ in T, obtained in levelorder.
+ """
+ return BSTree.levelorder(self,*args)
+
+ def get_node(self,key,*args):
+ """
+ T.get_node(key,...) -> Node. Produces the node in T with key
+ attribute key. If there is no such node, produces None.
+ """
+ return BSTree.get_node(self,key,*args)
+
+ def _rotate_left(self,pivot):
+ """
+ T.__rotate_left(pivot). Performs a left tree rotation in T
+ around the Node pivot.
+ """
+ old_root = pivot
+ par_node = old_root.parent
+
+ new_root = old_root.right
+ temp = new_root.right
+ old_root.right = new_root.left
+
+ if (old_root.right):
+ old_root.right.parent = old_root
+ new_root.left = old_root
+ old_root.parent = new_root
+
+ if par_node is None:
+ self.Root = new_root
+ self.Root.parent = None
+ else:
+ if par_node.right and par_node.right.key == old_root.key:
+ par_node.right = new_root
+ new_root.parent = par_node
+ elif par_node.left and par_node.left.key == old_root.key:
+ par_node.left = new_root
+ new_root.parent = par_node
+
+ def _rotate_right(self,pivot):
+ """
+ T.__rotate_right(pivot). Performs a right tree rotation in T
+ around the Node pivot.
+ """
+ if not pivot.left:
+ pass
+
+ else:
+
+ old_root = pivot
+ par_node = old_root.parent
+
+ new_root = old_root.left
+ temp = new_root.left
+ old_root.left = new_root.right
+
+ if (old_root.left):
+ old_root.left.parent = old_root
+
+ new_root.right = old_root
+ old_root.parent = new_root
+
+ if par_node is None:
+ self.Root = new_root
+ self.Root.parent = None
+ else:
+ if par_node.right and par_node.right.key == old_root.key:
+ par_node.right = new_root
+ new_root.parent = par_node
+ elif par_node.left and par_node.left.key == old_root.key:
+ par_node.left = new_root
+ new_root.parent = par_node
+
+ def _insert_case_one(self,child):
+ """
+ T._insert_case_one(child). Considers the case in which
+ child is at the root of the tree. Recolors black if so,
+ otherwise moves on to case two.
+ """
+ node = child
+ par_node = node.parent
+
+ if not par_node:
+ self.Root.color = 'k'
+ else:
+ self._insert_case_two(node)
+
+ def _insert_case_two(self,child):
+ """
+ T._insert_case_two(child). Considers the case in which
+ child's parent is black. If so, we are done. If not, moves
+ to case three.
+ """
+ node = child
+ par_node = node.parent
+
+ if par_node.color == 'r':
+ self._insert_case_three(node)
+
+ def _insert_case_three(self,child):
+ """
+ T._insert_case_three(child). Considers the case in which
+ child's parent and uncle are red. If so, recolors
+ the parent and uncle black, and child's grandparent red.
+ Note child's grandparent now may have a red parent, which
+ makes T invalid. So now we start over from case one at
+ the grandparent.
+ """
+ node = child
+ par_node = node.parent
+ grand_node = par_node.parent
+ if grand_node.left == par_node:
+ uncle = grand_node.right
+ else:
+ uncle = grand_node.left
+
+ if uncle and uncle.color == 'r':
+ grand_node.color = 'r'
+ par_node.color = 'k'
+ uncle.color = 'k'
+ self._insert_case_one(grand_node)
+ else:
+ self._insert_case_four(node)
+
+ def _insert_case_four(self,child):
+ """
+ T._insert_case_four(child). Considers the case in which
+ child's parent is red, child's uncle is black, and
+ the parent is the left child of the grandparent while
+ the child is the right child of the parent, or vice versa.
+ If so, performs an appropriate tree rotation around
+ child's parent and moves on to case five.
+ """
+ node = child
+ par_node = node.parent
+ grand_node = par_node.parent
+ if grand_node.left == par_node:
+ uncle = grand_node.right
+ else:
+ uncle = grand_node.left
+
+ if grand_node.left == par_node and par_node.right == node:
+ self._rotate_left(par_node)
+ node = node.left
+ elif grand_node.right == par_node and par_node.left == node:
+ self._rotate_right(par_node)
+ node = node.right
+
+ self._insert_case_five(node)
+
+ def _insert_case_five(self,child):
+ """
+ T._insert_case_five(child). Considers the case in which
+ child's parent is red, child's uncle is black, and the
+ parent is the left child of the grandparent while the child
+ is the left child of the parent, or vice versa. If so,
+ performs an appropriate tree rotation around the grandparent.
+ """
+ node = child
+ par_node = node.parent
+ grand_node = par_node.parent
+ if grand_node.left == par_node:
+ uncle = grand_node.right
+ else:
+ uncle = grand_node.left
+
+ if par_node.left == node:
+ grand_node.color = 'r'
+ par_node.color = 'k'
+ self._rotate_right(grand_node)
+ elif par_node.right == node:
+ grand_node.color = 'r'
+ par_node.color = 'k'
+ self._rotate_left(grand_node)
+
+ def insert(self,key,value,*args):
+ """
+ T.insert(key,value...) <==> T[key] = value. Inserts
+ a new Node with key attribute key and value attribute
+ value into T. Recolours T and performs tree rotations as necessary.
+ Note: For more information on the cases to be considered for insertion,
+ see: http://en.wikipedia.org/wiki/Red-black_tree
+ """
+ if not isinstance(key,(int,long,float)):
+ raise TypeError(str(key) + " is not a number")
+ else:
+ if not self.Root:
+ self.Root = RBNode(key,value)
+ self.Root.color = 'k'
+ elif len(args) == 0:
+ if not self.get_node(key,self.Root):
+ self.insert(key,value,self.Root)
+
+ else:
+ child = RBNode(key,value)
+ parent = args[0]
+ if child.key > parent.key:
+ if not parent.right:
+ parent.right = child
+ child.parent = parent
+ if parent.color == 'r':
+ self._insert_case_one(child)
+ else:
+ self.insert(key,value,parent.right)
+ else:
+ if not parent.left:
+ parent.left = child
+ child.parent = parent
+ if parent.color == 'r':
+ self._insert_case_one(child)
+ else:
+ self.insert(key,value,parent.left)
+
+ def insert_from(self,seq):
+ """
+ T.insert_from(seq). For every key, value pair in seq,
+ inserts a new Node into T with key and value attributes
+ as given.
+ """
+ BSTree.insert_from(self,seq)
+
+ def get_max(self,*args):
+ """
+ T.get_max(...) -> Node. Produces the Node that has the maximum
+ key attribute in T.
+ """
+ return BSTree.get_max(self,*args)
+
+ def get_min(self,*args):
+ """
+ T.get_min(...) -> Node. Produces the Node that has the minimum
+ key attribute in T.
+ """
+ return BSTree.get_min(self,*args)
+
+ def get_element_count(self,*args):
+ """
+ T.get_element_count(...) -> Nat. Produces the number of elements
+ in T.
+ """
+ return BSTree.get_element_count(self,*args)
+
+ def get_height(self,*args):
+ """
+ T.get_height(...) -> Nat. Produces the height of T, defined
+ as one added to the height of the tallest subtree.
+ """
+ return BSTree.get_height(self,*args)
+
+ def _delete_case_one(self,child,parent):
+ """
+ T._delete_case_one(child,parent). Considers the case in which
+ child is the new root. If so, we are done. If not, move on to
+ case two.
+ """
+ if parent:
+ self._delete_case_two(child,parent)
+
+ def _delete_case_two(self,child,parent):
+ """
+ T._delete_case_two(child,parent). Considers the case in which
+ child's sibling is red. If so, reverse the colors of parent
+ and sibling, and perform an appropriate tree rotation
+ around the parent. Move on to case three.
+ """
+ node = child
+ par_node = parent
+
+ if par_node.left == node:
+ sib_node = par_node.right
+ elif par_node.right == node:
+ sib_node = par_node.left
+
+ if sib_node and sib_node.color == 'r':
+ sib_node.color = 'k'
+ par_node.color = 'r'
+ if par_node.left == node:
+ self._rotate_left(par_node)
+ else:
+ self._rotate_right(par_node)
+
+ self._delete_case_three(node,par_node)
+
+ def _delete_case_three(self,child,parent):
+ """
+ T._delete_case_three(child,parent). Considers the case in which
+ parent, child's sibling, and the sibling's children are all
+ black. If so, recolor child's sibling red and start over
+ from case one from parent. If not, move on to case four.
+ """
+ node = child
+ par_node = parent
+
+ if par_node.left == node:
+ sib_node = par_node.right
+ elif par_node.right == node:
+ sib_node = par_node.left
+
+ if ((sib_node and sib_node.color == 'k') or (not sib_node)):
+ sib_color = 'k'
+ else:
+ sib_color = 'r'
+
+ if ((sib_node and sib_node.left and sib_node.left.color == 'k') or (not sib_node or not sib_node.left)):
+ sib_left_color = 'k'
+ else:
+ sib_left_color = 'r'
+
+ if ((sib_node and sib_node.right and sib_node.right.color == 'k') or (not sib_node or not sib_node.right)):
+ sib_right_color = 'k'
+ else:
+ sib_right_color = 'r'
+
+ if par_node.color == 'k' and sib_color == 'k' and sib_left_color == 'k' and sib_right_color == 'k':
+ sib_node.color = 'r'
+ self._delete_case_one(par_node,par_node.parent if par_node.parent else None)
+ else:
+ self._delete_case_four(node,par_node)
+
+ def _delete_case_four(self,child,parent):
+ """
+ T._delete_case_four(child,parent). Considers the case in which
+ child's sibling and its children are black, but parent is red.
+ If so, we swap the colors of the sibling and parent.
+ If not, move on to case five.
+ """
+ node = child
+ par_node = parent
+
+ if par_node.left == node:
+ sib_node = par_node.right
+ elif par_node.right == node:
+ sib_node = par_node.left
+
+ if ((sib_node and sib_node.color == 'k') or (not sib_node)):
+ sib_color = 'k'
+ else:
+ sib_color = 'r'
+
+ if ((sib_node and sib_node.left and sib_node.left.color == 'k') or (not sib_node or not sib_node.left)):
+ sib_left_color = 'k'
+ else:
+ sib_left_color = 'r'
+
+ if ((sib_node and sib_node.right and sib_node.right.color == 'k') or (not sib_node or not sib_node.right)):
+ sib_right_color = 'k'
+ else:
+ sib_right_color = 'r'
+
+ if par_node.color == 'r' and sib_color == 'k' and sib_left_color == 'k' and sib_right_color == 'k':
+ sib_node.color = 'r'
+ par_node.color = 'k'
+ else:
+ self._delete_case_five(node,par_node)
+
+ def _delete_case_five(self,child,parent):
+ """
+ T._delete_case_five(child,parent). Considers the case in which
+ child's sibling is black, its left child is red, its right
+ child is black, and child is the left child of parent.
+ Also considers the mirror case to this. If so, perform
+ an appropriate tree rotation around the sibling, and
+ swap the colors of the sibling and its new parent.
+ Move on to case six.
+ """
+ node = child
+ par_node = parent
+
+ if par_node.left == node:
+ sib_node = par_node.right
+ elif par_node.right == node:
+ sib_node = par_node.left
+
+ if ((sib_node and sib_node.color == 'k') or (not sib_node)):
+ sib_color = 'k'
+ else:
+ sib_color = 'r'
+
+ if ((sib_node and sib_node.left and sib_node.left.color == 'k') or (not sib_node or not sib_node.left)):
+ sib_left_color = 'k'
+ else:
+ sib_left_color = 'r'
+
+ if ((sib_node and sib_node.right and sib_node.right.color == 'k') or (not sib_node or not sib_node.right)):
+ sib_right_color = 'k'
+ else:
+ sib_right_color = 'r'
+
+ if sib_color == 'k':
+
+ if par_node.left == node and sib_right_color == 'k' and sib_left_color == 'r':
+ sib_node.color = 'r'
+ sib_node.left.color = 'k'
+ self._rotate_right(sib_node)
+ elif par_node.right == node and sib_left_color == 'k' and sib_right_color == 'r':
+ sib_node.color = 'r'
+ sib_node.right.color = 'k'
+ self._rotate_left(sib_node)
+
+ self._delete_case_six(node,par_node)
+
+ def _delete_case_six(self,child,parent):
+ """
+ Considers the case in which child's sibling is black,
+ its right child is red, and child is the left child of parent.
+ Also considers the mirror of this case. If so, perform
+ an appropriate tree rotation around parent, so that child's sibling
+ becomes the parent of parent and the sibling's right child.
+ Then exchange the colors of parent and child's sibling, and
+ make the sibling's red child black. We are done.
+ """
+ node = child
+ par_node = parent
+
+ if par_node.left == node:
+ sib_node = par_node.right
+ elif par_node.right == node:
+ sib_node = par_node.left
+
+ if ((sib_node and sib_node.color == 'k') or (not sib_node)):
+ sib_color = 'k'
+ else:
+ sib_color = 'r'
+
+ if ((sib_node and sib_node.left and sib_node.left.color == 'k') or (not sib_node or not sib_node.left)):
+ sib_left_color = 'k'
+ else:
+ sib_left_color = 'r'
+
+ if ((sib_node and sib_node.right and sib_node.right.color == 'k') or (not sib_node or not sib_node.right)):
+ sib_right_color = 'k'
+ else:
+ sib_right_color = 'r'
+
+ if par_node.left == node and sib_color == 'k' and sib_right_color == 'r':
+ sib_node.color = par_node.color
+ par_node.color = 'k'
+ sib_node.right.color = 'k'
+ self._rotate_left(par_node)
+ elif par_node.right == node and sib_color == 'k' and sib_left_color == 'r':
+ sib_node.color = par_node.color
+ par_node.color = 'k'
+ sib_node.left.color = 'k'
+ self._rotate_right(par_node)
+
+ def _delete_leaf(self,node):
+ """
+ T.__delete_leaf_parent(node). Deletes node from T, treating it
+ as a Node with only one child.
+ """
+ par_node = node.parent
+ node_color = node.color
+
+ if par_node:
+ if par_node.left == node:
+ par_node.left = None
+ new_node = None
+ else:
+ par_node.right = None
+ new_node = None
+
+ del node
+
+ new_parent = par_node
+
+ if node_color == 'k':
+ self._delete_case_one(new_node,new_parent)
+
+ def _delete_leaf_parent(self,node):
+ """
+ T.__delete_leaf_parent(node). Deletes node from T, treating it
+ as a Node with only one child.
+ """
+ par_node = node.parent
+ node_color = node.color
+ if node.left:
+ child_color = node.left.color
+ else:
+ child_color = node.right.color
+
+ if node.key == self.Root.key:
+ if node.right:
+ self.Root = node.right
+ self.Root.color = 'k'
+ node.right = None
+ new_node = node.right
+ else:
+ self.Root = node.left
+ self.Root.color = 'k'
+ node.left = None
+ new_node= node.left
+
+ else:
+ if par_node.right == node:
+ if node.right:
+ par_node.right = node.right
+ par_node.right.parent = par_node
+ node.right = None
+ if node_color == 'k' and child_color == 'r':
+ par_node.right.color = 'k'
+
+ else:
+ par_node.right = node.left
+ par_node.right.parent = par_node
+ node.left = None
+ if node_color == 'k' and child_color == 'r':
+ par_node.right.color = 'k'
+
+ new_node = par_node.right
+
+ else:
+
+ if node.right:
+ par_node.left = node.right
+ par_node.left.parent = par_node
+ node.right = None
+ if node_color == 'k' and child_color == 'r':
+ par_node.left.color = 'k'
+ else:
+ par_node.left = node.left
+ par_node.left.parent = par_node
+ node.left = None
+ if node_color == 'k' and child_color == 'r':
+ par_node.left.color = 'k'
+
+ new_node = par_node.left
+
+ del node
+
+ if node_color == 'k' and child_color == 'k':
+
+ self._delete_case_one(new_node,par_node)
+
+ def _switch_nodes(self,node1,node2):
+ """
+ T.__switch_nodes(node1,node2). Switches positions
+ of node1 and node2 in T.
+ """
+ BSTree._switch_nodes(self,node1,node2)
+
+ def _delete_node(self,node):
+ """
+ T.__delete_node(node). Deletes node from T, treating it as
+ a Node with two children.
+ """
+ BSTree._delete_node(self,node)
+
+ def delete(self,key):
+ """T.delete(key) <==> del T[key]. Deletes the Node
+ with key attribute key from T. Recolours T and
+ performs tree rotations as necessary. Note, for
+ more information regarding the cases to be considered
+ for deletion, see: http://en.wikipedia.org/wiki/Red-black_tree
+ """
+ node = self.get_node(key,self.Root)
+
+ if node:
+ if not (node.left or node.right):
+ if node.parent:
+ self._delete_leaf(node)
+
+ elif not (node.left and node.right):
+ self._delete_leaf_parent(node)
+
+ else:
+ self._delete_node(node)
+
+ def delete_from(self,seq):
+ """
+ T.delete_from(seq). For every keyin seq, deletes
+ the Node with that key attribute from T.
+ """
+ if isinstance(seq,collections.Iterable):
+ for x in seq:
+ self.delete(x)
+ else:
+ raise TypeError(str(iter) + " is not iterable")
diff --git a/DSA Coding/Trees/Kth_Smallest_element_in_tree.py b/DSA Coding/Trees/Kth_Smallest_element_in_tree.py
new file mode 100644
index 00000000..e9723712
--- /dev/null
+++ b/DSA Coding/Trees/Kth_Smallest_element_in_tree.py
@@ -0,0 +1,6 @@
+def inorderTraversal(self, A):
+ return [] if not A else self.inorderTraversal(A.left) +[A.val] + self.inorderTraversal(A.right)
+def kthSmallest(self, A, k):
+ l = []
+ l = self.inorderTraversal(A)
+ return l[k-1]
diff --git a/DSA Coding/Trees/trees.md b/DSA Coding/Trees/trees.md
new file mode 100644
index 00000000..bb315091
--- /dev/null
+++ b/DSA Coding/Trees/trees.md
@@ -0,0 +1 @@
+# Trees
\ No newline at end of file
diff --git a/DSA Coding/dictionary/Transformation of Word/script.py b/DSA Coding/dictionary/Transformation of Word/script.py
new file mode 100644
index 00000000..54e483f7
--- /dev/null
+++ b/DSA Coding/dictionary/Transformation of Word/script.py
@@ -0,0 +1,19 @@
+s = input()
+s_new = ""
+l = []
+dic = {}
+for counter in range(len(s)):
+ d = int(input())
+ l.append([s[counter], d])
+ dic[s[counter]] = counter+1
+for i in range(len(l)):
+ small = i
+ for j in range(i + 1, len(l)):
+ if l[small][1] > l[j][1]:
+ small = j
+ l[i], l[small] = l[small], l[i]
+for counter in range(len(l)):
+ s_new += l[counter][0]
+print(s_new)
+for counter in range(len(s_new)):
+ print(dic[s_new[counter]])
diff --git a/DSA Coding/dictionary/dictionary.md b/DSA Coding/dictionary/dictionary.md
new file mode 100644
index 00000000..fbf4a04a
--- /dev/null
+++ b/DSA Coding/dictionary/dictionary.md
@@ -0,0 +1 @@
+# Dictionary
\ No newline at end of file
diff --git a/DSA Coding/list/Image Transformation/script.py b/DSA Coding/list/Image Transformation/script.py
new file mode 100644
index 00000000..c16eb15c
--- /dev/null
+++ b/DSA Coding/list/Image Transformation/script.py
@@ -0,0 +1,39 @@
+n = int(input())
+list1 = []
+list2 = []
+for row_counter in range(n):
+ list1.append([])
+ for column_counter in range(n):
+ list1[row_counter].append(int(input()))
+for column_counter in range(n):
+ list2.append(list1[0][column_counter])
+for row_counter in range(1,n):
+ list2.append(list1[row_counter][n-1])
+for column_counter in range((n-2), -1, -1):
+ list2.append(list1[n-1][column_counter])
+for row_counter in range((n-2), 0, -1):
+ list2.append(list1[row_counter][0])
+for counter in range(0, len(list2)-2, 2):
+ x = list2[counter]
+ y = list2[counter+2]
+ list2.pop(counter)
+ list2.insert(counter, y)
+ list2.pop(counter+2)
+ list2.insert(counter+2, x)
+list2_counting = 0
+for column_counter in range(n):
+ list1[0][column_counter] = list2[list2_counting]
+ list2_counting += 1
+for row_counter in range(1,n):
+ list1[row_counter][n-1] = list2[list2_counting]
+ list2_counting += 1
+for column_counter in range((n-2), -1, -1):
+ list1[n-1][column_counter] = list2[list2_counting]
+ list2_counting += 1
+for row_counter in range((n-2), 0, -1):
+ list1[row_counter][0] = list2[list2_counting]
+ list2_counting += 1
+for row_counter in range(n):
+ for column_counter in range(n):
+ print(list1[row_counter][column_counter], end="\t")
+ print()
diff --git a/DSA Coding/list/Length of Closed Figures/script.py b/DSA Coding/list/Length of Closed Figures/script.py
new file mode 100644
index 00000000..544fe5d0
--- /dev/null
+++ b/DSA Coding/list/Length of Closed Figures/script.py
@@ -0,0 +1,24 @@
+n = int(input())
+list1 = []
+for counter in range(n):
+ temp = input().split()
+ list1.append([int(temp[0]), int(temp[1])])
+check_point = int(input())
+temp_check_point = check_point
+counting = 0
+for counter1 in range(n):
+ if counting != 0:
+ if check_point == temp_check_point:
+ break
+ for counter2 in range(n):
+ if list1[counter2][0] == temp_check_point:
+ temp_check_point = list1[counter2][1]
+ counting += 1
+ if counting != 0:
+ if check_point == temp_check_point:
+ break
+if temp_check_point != check_point:
+ print(0)
+else:
+ print(counting)
+
diff --git a/DSA Coding/list/Maximum Weaving Number/script.py b/DSA Coding/list/Maximum Weaving Number/script.py
new file mode 100644
index 00000000..ec6231ab
--- /dev/null
+++ b/DSA Coding/list/Maximum Weaving Number/script.py
@@ -0,0 +1,49 @@
+A = str(int(input()))
+B = str(int(input()))
+list1 = []
+temp_str = ""
+# Start from A
+for counter in range(min(len(A), len(B))):
+ temp_str = temp_str + A[counter] + B[counter]
+ if (counter+1) == len(A):
+ temp_str = temp_str + B[(counter + 1):]
+ break
+ elif (counter+1) == len(B):
+ temp_str = temp_str + A[(counter + 1):]
+ break
+list1.append(int(temp_str))
+temp_str = ''
+# Start from B
+for counter in range(min(len(A), len(B))):
+ temp_str = temp_str + B[counter] + A[counter]
+ if (counter+1) == len(A):
+ temp_str = temp_str + B[(counter + 1):]
+ break
+ elif (counter+1) == len(B):
+ temp_str = temp_str + A[(counter + 1):]
+ break
+list1.append(int(temp_str))
+temp_str = ''
+# End from A
+for counter in range(min(len(A), len(B))):
+ temp_str = temp_str + A[-(counter + 1)] + B[-(counter + 1)]
+ if (counter+1) == len(A):
+ temp_str = temp_str + B[-(counter +2): : -1]
+ break
+ elif (counter+1) == len(B):
+ temp_str = temp_str + A[-(counter +2): : -1]
+ break
+list1.append(int(temp_str))
+temp_str = ''
+# End from B
+for counter in range(min(len(A), len(B))):
+ temp_str = temp_str + B[-(counter + 1)] + A[-(counter + 1)]
+ if (counter+1) == len(A):
+ temp_str = temp_str + B[-(counter +2): : -1]
+ break
+ elif (counter+1) == len(B):
+ temp_str = temp_str + A[-(counter +2): : -1]
+ break
+list1.append(int(temp_str))
+print(max(list1))
+
diff --git a/DSA Coding/list/Migratory Birds/script.py b/DSA Coding/list/Migratory Birds/script.py
new file mode 100644
index 00000000..d271c02b
--- /dev/null
+++ b/DSA Coding/list/Migratory Birds/script.py
@@ -0,0 +1,14 @@
+n = int(input())
+ar = list(map(int, input().split(" ")))
+
+
+def migratoryBirds(arr):
+ typecount = [0 for i in range(5)]
+ for i in arr:
+ typecount[i-1] += 1
+ max_count = max(typecount)
+ for i in range(5):
+ if typecount[i] == max_count:
+ return i+1
+
+print(migratoryBirds(ar))
diff --git a/DSA Coding/list/Minor DNAs/script.py b/DSA Coding/list/Minor DNAs/script.py
new file mode 100644
index 00000000..0b376040
--- /dev/null
+++ b/DSA Coding/list/Minor DNAs/script.py
@@ -0,0 +1,10 @@
+from itertools import combinations
+d = input()
+k = int(input())
+list1 = []
+for counter in combinations(d, k):
+ list1.append(''.join(counter))
+list1.sort()
+for counter in range(len(list1)):
+ print(list1[counter])
+
diff --git a/DSA Coding/list/Pair with Same Divisor/script.py b/DSA Coding/list/Pair with Same Divisor/script.py
new file mode 100644
index 00000000..f93818e6
--- /dev/null
+++ b/DSA Coding/list/Pair with Same Divisor/script.py
@@ -0,0 +1,29 @@
+n = int(input())
+d = 0
+pairs = 0
+
+
+def factors(a, b):
+ la = []
+ lb = []
+ for counter in range(2, a):
+ if a%counter == 0:
+ la.append(counter)
+ for counter in range(2, b):
+ if b%counter == 0:
+ lb.append(counter)
+ if len(la) == len(lb):
+ return True
+ return False
+
+
+for counter in range(1, (int(n/2)+1)):
+ if n%counter == 0 and counter < n//counter:
+ pairs += 1
+ Flag1 = factors(counter, n//counter)
+ if Flag1:
+ d += 1
+if pairs > 0:
+ print(d)
+else:
+ print(-1)
diff --git a/DSA Coding/list/Substrings and Sweets/script.py b/DSA Coding/list/Substrings and Sweets/script.py
new file mode 100644
index 00000000..0c0bcaa6
--- /dev/null
+++ b/DSA Coding/list/Substrings and Sweets/script.py
@@ -0,0 +1,15 @@
+w = input()
+k = int(input())
+s = []
+l = []
+for substring_length in range(1, len(w)+1):
+ for start_letter in range(len(w)+1-substring_length):
+ s.append(w[start_letter:(start_letter+substring_length)])
+for word in s:
+ counting = 0
+ for letter in word:
+ if letter in ["a", "e", "i", "o", "u"]:
+ counting += 1
+ if counting == k:
+ l.append(word)
+print(l)
diff --git a/DSA Coding/list/Tic Tac Toe/script.py b/DSA Coding/list/Tic Tac Toe/script.py
new file mode 100644
index 00000000..cc623cb5
--- /dev/null
+++ b/DSA Coding/list/Tic Tac Toe/script.py
@@ -0,0 +1,89 @@
+# X-O Game
+flag = False
+print("Enter the row number followed by the column number, separated by a space")
+print("Player1 : X \nPlayer2 : O")
+Game = [['_', '_', '_'],
+ ['_', '_', '_'],
+ ['_', '_', '_']]
+
+
+def check(game):
+ # Vertical Check
+ for counter in range(3):
+ if game[0][counter] == "X" and game[1][counter] == "X" and game[2][counter] == "X":
+ return True
+ elif game[0][counter] == "O" and game[1][counter] == "O" and game[2][counter] == "O":
+ return True
+ # Horizontal check
+ for counter in range(3):
+ if game[counter][0] == "X" and game[counter][1] == "X" and game[counter][2] == "X":
+ return True
+ elif game[counter][0] == "O" and game[counter][1] == "O" and game[counter][2] == "O":
+ return True
+ # diagonal check
+ if game[0][0] == "X" and game[1][1] == "X" and game[2][2] == "X":
+ return True
+ elif game[0][2] == "O" and game[1][1] == "O" and game[2][0] == "O":
+ return True
+ return False
+
+
+def printer(game):
+ for row_counter in range(3):
+ for column_counter in range(3):
+ print(game[row_counter][column_counter], end=" ")
+ print()
+ return
+
+
+def player1():
+ temp = input("Player1, your move : ").split()
+ row = int(temp[0]) - 1
+ column = int(temp[1]) - 1
+ if Game[row][column] == "O":
+ print("Invalid Input, There is already an O at that position")
+ player1()
+ elif Game[row][column] == "X":
+ print("Invalid Input, There is already a X at that position")
+ player1()
+ Game[row][column] = "X"
+ # counting += 1
+ printer(Game)
+ flag = check(Game)
+ if flag:
+ print("Player1 WINS!!!")
+ return
+ fl_ag = False
+ for row_counter in range(3):
+ for column_counter in range(3):
+ if Game[row_counter][column_counter] == "_":
+ fl_ag = True
+ break
+ if not fl_ag:
+ print("Draw Match")
+ return
+ if not flag:
+ player2()
+
+
+def player2():
+ temp = input("Player2, your move : ").split()
+ row = int(temp[0]) - 1
+ column = int(temp[1]) - 1
+ if Game[row][column] == "X":
+ print("Invalid Input, There is already a X at that position")
+ player2()
+ elif Game[row][column] == "O":
+ print("Invalid Input, There is already a O at that position")
+ player2()
+ Game[row][column] = "O"
+ printer(Game)
+ flag = check(Game)
+ if flag:
+ print("Player2 WINS!!!")
+ return
+ else:
+ player1()
+
+
+player1()
diff --git a/DSA Coding/list/list.md b/DSA Coding/list/list.md
new file mode 100644
index 00000000..ee3413ee
--- /dev/null
+++ b/DSA Coding/list/list.md
@@ -0,0 +1 @@
+# List
\ No newline at end of file
diff --git a/DSA Coding/regex/Checking the Validity of Phone Number/script.py b/DSA Coding/regex/Checking the Validity of Phone Number/script.py
new file mode 100644
index 00000000..6f1bcfbb
--- /dev/null
+++ b/DSA Coding/regex/Checking the Validity of Phone Number/script.py
@@ -0,0 +1,7 @@
+PhoneNumber = (input("Enter the Phone Number : "))
+if len(PhoneNumber) != 10:
+ print("The Phone number is not of 10 digits")
+elif PhoneNumber[0] == '0':
+ print("The Phone number shouldn't start with a 0")
+else:
+ print("%s is a valid Phone Number" %PhoneNumber)
\ No newline at end of file
diff --git a/DSA Coding/regex/Checking the Validity of VIT Registration Number/main.py b/DSA Coding/regex/Checking the Validity of VIT Registration Number/main.py
new file mode 100644
index 00000000..cbe697db
--- /dev/null
+++ b/DSA Coding/regex/Checking the Validity of VIT Registration Number/main.py
@@ -0,0 +1,7 @@
+import re
+Reg_no = input("Enter your Registration Number : ")
+if re.match("^[^0][0-9][A-Za-z]{3}[0-9]{4}$",Reg_no.strip()):
+ print("{} is a valid Registration Number".format(Reg_no))
+else:
+ print("%s is an invalid Registration Number" %Reg_no)
+
diff --git a/DSA Coding/regex/Checking the Validity of a PAN Number/script.py b/DSA Coding/regex/Checking the Validity of a PAN Number/script.py
new file mode 100644
index 00000000..3c1bfad8
--- /dev/null
+++ b/DSA Coding/regex/Checking the Validity of a PAN Number/script.py
@@ -0,0 +1,6 @@
+import re
+PAN_Number = input("Enter a PAN Number : ")
+if re.match('^[a-zA-z]{5}[0-9]{4}[a-zA-z]$',PAN_Number.strip()):
+ print("{} is a valid PAN Number".format(PAN_Number))
+else:
+ print("%s is an invalid PAN Number" %PAN_Number)
\ No newline at end of file
diff --git a/DSA Coding/regex/Checking the Validity of an Email Address/script.py b/DSA Coding/regex/Checking the Validity of an Email Address/script.py
new file mode 100644
index 00000000..0fc86b6e
--- /dev/null
+++ b/DSA Coding/regex/Checking the Validity of an Email Address/script.py
@@ -0,0 +1,6 @@
+import re
+Email = input("Enter your Email Address : ")
+if re.match("^[A-Za-z][A-Za-z0-9]*[@][a-z]+[\.][a-z]+$",Email.strip()):
+ print("{} is a valid Email Address".format(Email))
+else:
+ print("%s is an invalid Email Address" %Email)
diff --git a/DSA Coding/regex/regex.md b/DSA Coding/regex/regex.md
new file mode 100644
index 00000000..51b0382f
--- /dev/null
+++ b/DSA Coding/regex/regex.md
@@ -0,0 +1 @@
+# REGEX
\ No newline at end of file
diff --git a/DSA Coding/regex/regex.py b/DSA Coding/regex/regex.py
new file mode 100644
index 00000000..3fbaff0d
--- /dev/null
+++ b/DSA Coding/regex/regex.py
@@ -0,0 +1,8 @@
+import re
+
+string = "The rain was coming. Everyone thought this would be a good thing. It hadn't rained in months and the earth was dry as a bone. It wasn't a surprise that everyone thought a good rain was what was needed, but they never expected how much rain would actually arrive."
+
+# this finds all the words that start with the letter I or the letter T
+word_list = re.findall(r'\b[tTiI]\w+', string)
+
+print(word_list)
\ No newline at end of file
diff --git a/DSA Coding/tuple/tuple.md b/DSA Coding/tuple/tuple.md
new file mode 100644
index 00000000..f37bec8c
--- /dev/null
+++ b/DSA Coding/tuple/tuple.md
@@ -0,0 +1 @@
+# Tuple
\ No newline at end of file
diff --git a/DataScience/Your Machine Learning Projects/Air Quality Prediction/Dataset/README.md b/DataScience/Your Machine Learning Projects/Air Quality Prediction/Dataset/README.md
new file mode 100644
index 00000000..5f16df47
--- /dev/null
+++ b/DataScience/Your Machine Learning Projects/Air Quality Prediction/Dataset/README.md
@@ -0,0 +1,22 @@
+# About the dataset
+Dataset can be downloaded from [here](https://www.kaggle.com/rohanrao/air-quality-data-in-india)
+
+## Attributes in the dataset
+- **City**: City
+- **Date**: Date
+- **PM2.5**: Particulate Matter 2.5-micrometer in ug / m3
+- **PM10**: Particulate Matter 10-micrometer in ug / m3
+- **NO**: Nitric Oxide in ug / m3
+- **NO2**:Nitric Dioxide in ug / m3
+- **NOx**:Any Nitric x-oxide in ppb
+- **CO**:Carbon Monoxide in mg / m3
+- **SO2**:Sulphur Dioxide in ug / m3
+- **O3**:Ozone in ug / m3
+- **Benzene**:Benzene in ug / m3
+- **Toluene**:Toluene in ug / m3
+- **Xylene**:Xylene in ug / m3
+- **AQI**:Air Quality Index
+- **AQI_Bucket**:Air Quality Index bucket
+
+
+
diff --git a/DataScience/Your Machine Learning Projects/Air Quality Prediction/Dataset/city_day.csv b/DataScience/Your Machine Learning Projects/Air Quality Prediction/Dataset/city_day.csv
new file mode 100644
index 00000000..a49fcf9a
--- /dev/null
+++ b/DataScience/Your Machine Learning Projects/Air Quality Prediction/Dataset/city_day.csv
@@ -0,0 +1,29532 @@
+City,Date,PM2.5,PM10,NO,NO2,NOx,NH3,CO,SO2,O3,Benzene,Toluene,Xylene,AQI,AQI_Bucket
+Ahmedabad,2015-01-01,,,0.92,18.22,17.15,,0.92,27.64,133.36,0.0,0.02,0.0,,
+Ahmedabad,2015-01-02,,,0.97,15.69,16.46,,0.97,24.55,34.06,3.68,5.5,3.77,,
+Ahmedabad,2015-01-03,,,17.4,19.3,29.7,,17.4,29.07,30.7,6.8,16.4,2.25,,
+Ahmedabad,2015-01-04,,,1.7,18.48,17.97,,1.7,18.59,36.08,4.43,10.14,1.0,,
+Ahmedabad,2015-01-05,,,22.1,21.42,37.76,,22.1,39.33,39.31,7.01,18.89,2.78,,
+Ahmedabad,2015-01-06,,,45.41,38.48,81.5,,45.41,45.76,46.51,5.42,10.83,1.93,,
+Ahmedabad,2015-01-07,,,112.16,40.62,130.77,,112.16,32.28,33.47,0.0,0.0,0.0,,
+Ahmedabad,2015-01-08,,,80.87,36.74,96.75,,80.87,38.54,31.89,0.0,0.0,0.0,,
+Ahmedabad,2015-01-09,,,29.16,31.0,48.0,,29.16,58.68,25.75,0.0,0.0,0.0,,
+Ahmedabad,2015-01-10,,,,7.04,0.0,,,8.29,4.55,0.0,0.0,0.0,,
+Ahmedabad,2015-01-11,,,132.07,55.8,24.53,,132.07,25.03,6.79,0.0,0.0,0.0,,
+Ahmedabad,2015-01-12,,,52.04,40.67,90.24,,52.04,51.84,45.89,2.41,0.03,7.88,,
+Ahmedabad,2015-01-13,,,48.82,44.2,87.09,,48.82,68.21,35.16,9.45,13.35,12.5,,
+Ahmedabad,2015-01-14,,,19.2,27.86,33.05,,19.2,52.65,20.96,2.16,2.26,5.19,,
+Ahmedabad,2015-01-15,,,0.6,16.96,16.6,,0.6,28.89,47.63,0.14,0.04,1.35,,
+Ahmedabad,2015-01-16,,,1.63,21.72,22.86,,1.63,38.27,46.03,0.35,0.05,2.01,,
+Ahmedabad,2015-01-17,,,11.44,24.73,34.75,,11.44,49.5,52.24,0.68,0.0,3.27,,
+Ahmedabad,2015-01-18,,,6.1,25.77,29.57,,6.1,48.43,53.49,0.74,0.21,2.75,,
+Ahmedabad,2015-01-19,,,2.51,26.88,27.45,,2.51,50.03,49.48,0.26,0.02,2.8,,
+Ahmedabad,2015-01-20,,,7.92,26.8,32.4,,7.92,58.87,56.37,0.24,0.01,3.97,,
+Ahmedabad,2015-01-21,,,9.52,33.56,39.28,,9.52,106.93,48.75,0.33,0.0,5.65,,
+Ahmedabad,2015-01-22,,,9.05,17.51,22.33,,9.05,23.71,42.22,0.0,0.0,4.51,,
+Ahmedabad,2015-01-23,,,22.53,27.96,47.79,,22.53,39.19,32.92,0.39,0.0,5.95,,
+Ahmedabad,2015-01-24,,,2.03,20.39,21.4,,2.03,40.07,32.49,0.47,0.7,1.54,,
+Ahmedabad,2015-01-25,,,1.42,20.43,20.19,,1.42,58.41,39.26,0.01,0.0,0.94,,
+Ahmedabad,2015-01-26,,,2.27,21.16,21.81,,2.27,43.73,39.83,0.06,0.0,1.55,,
+Ahmedabad,2015-01-27,,,2.19,21.7,23.26,,2.19,43.28,41.1,0.02,0.0,1.65,,
+Ahmedabad,2015-01-28,73.24,,5.72,21.11,25.84,,5.72,36.52,62.42,0.03,0.01,1.41,,
+Ahmedabad,2015-01-29,83.13,,6.93,28.71,33.72,,6.93,49.52,59.76,0.02,0.0,3.14,209.0,Poor
+Ahmedabad,2015-01-30,79.84,,13.85,28.68,41.08,,13.85,48.49,97.07,0.04,0.0,4.81,328.0,Very Poor
+Ahmedabad,2015-01-31,94.52,,24.39,32.66,52.61,,24.39,67.39,111.33,0.24,0.01,7.67,514.0,Severe
+Ahmedabad,2015-02-01,135.99,,43.48,42.08,84.57,,43.48,75.23,102.7,0.4,0.04,25.87,782.0,Severe
+Ahmedabad,2015-02-02,178.33,,54.56,35.31,72.8,,54.56,55.04,107.38,0.46,0.06,35.61,914.0,Severe
+Ahmedabad,2015-02-03,139.7,,30.61,28.4,56.73,,30.61,33.79,73.6,0.17,0.03,11.87,660.0,Severe
+Ahmedabad,2015-02-04,80.65,,2.37,22.83,24.0,,2.37,25.73,47.3,0.0,0.0,0.0,294.0,Poor
+Ahmedabad,2015-02-05,58.36,,2.6,21.39,23.31,,2.6,32.66,53.54,0.0,0.0,0.0,149.0,Moderate
+Ahmedabad,2015-02-06,79.29,,1.16,26.94,26.83,,1.16,67.41,59.3,0.0,0.0,0.0,190.0,Moderate
+Ahmedabad,2015-02-07,88.7,,7.29,31.32,37.73,,7.29,80.09,44.76,0.0,0.0,0.0,247.0,Poor
+Ahmedabad,2015-02-08,74.28,,8.92,27.3,33.42,,8.92,54.28,47.42,0.0,0.0,0.27,379.0,Very Poor
+Ahmedabad,2015-02-09,113.93,,4.32,24.27,26.86,,4.32,48.73,39.94,0.02,0.0,3.55,341.0,Very Poor
+Ahmedabad,2015-02-10,105.39,,1.41,18.21,18.75,,1.41,35.91,56.15,0.0,0.0,3.31,256.0,Poor
+Ahmedabad,2015-02-11,66.52,,6.34,23.8,28.24,,6.34,66.58,53.14,9.7,9.63,16.49,388.0,Very Poor
+Ahmedabad,2015-02-12,65.04,,14.19,30.1,44.21,,14.19,65.91,31.88,7.72,17.46,2.51,288.0,Poor
+Ahmedabad,2015-02-13,103.36,,18.18,39.56,57.33,,18.18,80.43,40.11,11.29,24.35,3.35,510.0,Severe
+Ahmedabad,2015-02-14,177.33,,37.49,47.58,77.85,,37.49,99.72,36.47,17.0,52.66,6.98,761.0,Severe
+Ahmedabad,2015-02-15,113.25,,15.55,30.5,44.87,,15.55,69.71,33.78,10.47,28.53,3.22,475.0,Severe
+Ahmedabad,2015-02-16,99.7,,19.85,28.1,47.31,,19.85,73.23,30.57,10.28,31.25,4.0,536.0,Severe
+Ahmedabad,2015-02-17,80.61,,15.96,21.04,35.67,,15.96,54.7,36.2,8.14,18.75,2.52,479.0,Severe
+Ahmedabad,2015-02-18,100.79,,16.24,25.93,41.91,,16.24,43.11,37.43,10.0,32.41,4.04,592.0,Severe
+Ahmedabad,2015-02-19,107.99,,11.25,30.09,40.47,,11.25,84.86,31.94,9.2,24.03,3.25,427.0,Severe
+Ahmedabad,2015-02-20,140.29,,33.84,36.14,68.85,,33.84,101.53,40.98,20.12,43.51,7.48,588.0,Severe
+Ahmedabad,2015-02-21,239.96,,61.95,46.25,106.92,,61.95,84.87,33.55,22.14,53.98,15.44,1141.0,Severe
+Ahmedabad,2015-02-22,142.96,,45.45,48.21,92.32,,45.45,62.96,34.77,7.35,22.4,8.47,669.0,Severe
+Ahmedabad,2015-02-23,238.41,,77.7,55.07,131.32,,77.7,89.07,37.3,50.61,163.64,28.46,1247.0,Severe
+Ahmedabad,2015-02-24,118.72,,12.56,32.01,42.56,,12.56,61.54,38.8,16.89,46.52,6.05,411.0,Severe
+Ahmedabad,2015-02-25,52.99,,2.23,10.45,10.39,,2.23,32.76,67.25,3.85,11.39,0.81,292.0,Poor
+Ahmedabad,2015-02-26,,,,,,,,,,,,,,
+Ahmedabad,2015-02-27,,,,,,,,,,,,,,
+Ahmedabad,2015-02-28,,,,,,,,,,,,,,
+Ahmedabad,2015-03-01,61.12,,3.58,16.81,20.92,,3.58,28.44,30.48,2.69,1.58,1.32,,
+Ahmedabad,2015-03-02,60.78,,9.07,18.21,27.34,,9.07,29.48,34.75,2.05,0.55,0.22,189.0,Moderate
+Ahmedabad,2015-03-03,91.83,,12.99,28.71,40.76,,12.99,39.71,38.46,2.69,1.74,2.25,408.0,Severe
+Ahmedabad,2015-03-04,93.88,,18.21,29.38,47.01,,18.21,62.75,46.79,5.21,2.55,1.55,383.0,Very Poor
+Ahmedabad,2015-03-05,173.01,,48.44,42.27,90.73,,48.44,78.76,59.39,9.72,9.96,4.13,780.0,Severe
+Ahmedabad,2015-03-06,,,,,,,,,,,,,,
+Ahmedabad,2015-03-07,105.45,,2.5,16.1,18.66,,2.5,29.29,69.9,17.77,5.75,0.39,,
+Ahmedabad,2015-03-08,71.56,,3.51,16.83,20.32,,3.51,30.28,57.16,3.95,8.01,0.63,190.0,Moderate
+Ahmedabad,2015-03-09,119.8,,4.13,24.07,27.9,,4.13,50.35,50.49,4.85,12.15,1.35,233.0,Poor
+Ahmedabad,2015-03-10,106.71,,5.39,25.59,30.51,,5.39,38.85,60.17,5.58,14.17,1.74,297.0,Poor
+Ahmedabad,2015-03-11,118.49,,4.11,28.94,31.83,,4.11,54.2,53.61,7.9,21.32,2.78,330.0,Very Poor
+Ahmedabad,2015-03-12,106.01,,4.28,27.31,30.54,,4.28,70.29,40.91,9.45,15.54,1.71,252.0,Poor
+Ahmedabad,2015-03-13,97.34,,3.67,21.58,24.62,,3.67,64.39,45.69,5.61,15.02,2.25,244.0,Poor
+Ahmedabad,2015-03-14,83.92,,6.42,25.03,30.8,,6.42,67.53,34.94,8.24,21.47,3.09,234.0,Poor
+Ahmedabad,2015-03-15,49.51,,3.1,14.16,16.15,,3.1,48.33,37.95,4.34,11.34,1.09,219.0,Poor
+Ahmedabad,2015-03-16,30.76,,2.72,14.14,16.98,,2.72,43.62,54.78,3.58,9.38,0.84,118.0,Moderate
+Ahmedabad,2015-03-17,50.29,,5.34,29.84,33.28,,5.34,59.23,45.44,5.45,15.12,1.65,231.0,Poor
+Ahmedabad,2015-03-18,57.69,,25.36,29.48,54.79,,25.36,58.33,52.87,9.55,32.11,4.53,286.0,Poor
+Ahmedabad,2015-03-19,105.06,,46.24,37.05,82.23,,46.24,53.62,45.65,20.89,75.36,12.7,883.0,Severe
+Ahmedabad,2015-03-20,94.1,,22.14,36.53,57.49,,22.14,61.31,46.77,17.5,52.01,7.9,720.0,Severe
+Ahmedabad,2015-03-21,111.89,,22.25,43.29,64.53,,22.25,66.44,50.57,18.03,56.86,8.86,570.0,Severe
+Ahmedabad,2015-03-22,108.59,,25.38,39.34,63.01,,25.38,75.8,46.68,15.78,48.41,7.07,589.0,Severe
+Ahmedabad,2015-03-23,130.76,,45.61,41.03,85.76,,45.61,65.77,41.58,24.12,85.31,12.56,818.0,Severe
+Ahmedabad,2015-03-24,143.55,,27.3,31.15,57.16,,27.3,50.98,35.38,18.61,72.78,10.15,737.0,Severe
+Ahmedabad,2015-03-25,165.07,,23.83,34.48,57.71,,23.83,64.32,43.79,29.14,64.01,8.51,585.0,Severe
+Ahmedabad,2015-03-26,166.85,,17.93,43.3,60.07,,17.93,79.71,53.44,24.09,67.38,9.76,616.0,Severe
+Ahmedabad,2015-03-27,147.38,,6.4,35.82,40.22,,6.4,46.89,17.94,14.23,41.88,5.7,437.0,Severe
+Ahmedabad,2015-03-28,158.25,,5.86,27.89,32.65,,5.86,142.36,38.54,13.67,21.24,2.83,321.0,Very Poor
+Ahmedabad,2015-03-29,237.76,,4.99,21.8,25.37,,4.99,96.28,39.77,8.68,14.95,1.28,372.0,Very Poor
+Ahmedabad,2015-03-30,133.37,,3.88,17.99,21.02,,3.88,57.34,39.66,5.76,11.74,1.04,339.0,Very Poor
+Ahmedabad,2015-03-31,133.3,,6.52,20.0,26.18,,6.52,51.58,59.03,9.94,21.13,2.31,339.0,Very Poor
+Ahmedabad,2015-04-01,96.04,,3.8,20.07,23.46,,3.8,62.42,46.61,7.54,13.44,1.65,324.0,Very Poor
+Ahmedabad,2015-04-02,77.69,,5.24,18.87,23.06,,5.24,100.48,27.14,9.49,11.77,1.6,222.0,Poor
+Ahmedabad,2015-04-03,53.07,,4.17,13.82,17.45,,4.17,40.36,21.76,4.47,6.94,0.42,169.0,Moderate
+Ahmedabad,2015-04-04,63.11,,5.63,15.5,18.49,,5.63,38.21,4.72,5.2,8.17,0.73,220.0,Poor
+Ahmedabad,2015-04-05,156.76,,3.92,16.7,20.97,,3.92,26.32,37.11,3.88,10.78,0.97,,
+Ahmedabad,2015-04-06,120.96,,4.23,20.86,25.02,,4.23,35.54,35.66,6.05,15.85,1.68,303.0,Very Poor
+Ahmedabad,2015-04-07,138.63,,5.65,25.47,30.67,,5.65,87.43,29.77,11.25,24.67,3.12,314.0,Very Poor
+Ahmedabad,2015-04-08,144.36,,15.82,30.69,46.1,,15.82,66.39,27.34,17.22,49.56,7.71,378.0,Very Poor
+Ahmedabad,2015-04-09,85.03,,3.3,26.7,27.41,,3.3,59.16,35.89,7.58,29.19,4.08,415.0,Severe
+Ahmedabad,2015-04-10,134.6,,5.9,26.27,28.7,,5.9,34.53,7.0,0.0,0.0,0.0,,
+Ahmedabad,2015-04-11,61.06,,3.52,14.03,17.59,,3.52,8.08,19.54,0.0,0.0,0.01,126.0,Moderate
+Ahmedabad,2015-04-12,39.42,,5.28,19.56,24.66,,5.28,17.66,31.3,0.0,0.0,0.0,175.0,Moderate
+Ahmedabad,2015-04-13,111.86,,3.89,22.51,25.17,,3.89,15.84,31.23,0.0,0.0,0.0,226.0,Poor
+Ahmedabad,2015-04-14,58.37,,5.74,21.71,27.69,,5.74,25.9,43.92,2.15,10.46,5.4,244.0,Poor
+Ahmedabad,2015-04-15,95.37,,18.01,26.23,44.34,,18.01,13.59,41.64,1.21,3.28,20.78,315.0,Very Poor
+Ahmedabad,2015-04-16,141.3,,30.8,36.88,66.53,,30.8,41.06,37.66,0.66,0.01,28.13,678.0,Severe
+Ahmedabad,2015-04-17,106.68,,19.91,46.38,54.77,,19.91,31.56,48.49,1.67,0.0,15.95,774.0,Severe
+Ahmedabad,2015-04-18,109.48,,4.3,20.27,22.86,,4.3,46.6,31.34,0.05,0.0,6.19,285.0,Poor
+Ahmedabad,2015-04-19,126.04,,6.99,20.18,26.78,,6.99,79.56,28.71,0.2,0.0,6.4,321.0,Very Poor
+Ahmedabad,2015-04-20,71.22,,16.73,21.32,37.58,,16.73,50.09,28.39,1.38,23.54,6.09,358.0,Very Poor
+Ahmedabad,2015-04-21,97.87,,6.3,17.96,23.45,,6.3,13.85,34.16,0.21,4.91,2.95,357.0,Very Poor
+Ahmedabad,2015-04-22,63.38,,3.44,13.28,15.44,,3.44,24.79,43.62,0.0,0.0,1.23,189.0,Moderate
+Ahmedabad,2015-04-23,75.29,,3.35,14.29,17.97,,3.35,76.05,60.71,0.0,0.01,2.27,,
+Ahmedabad,2015-04-24,80.9,,5.7,18.62,24.23,,5.7,65.44,22.8,0.05,0.09,3.46,214.0,Poor
+Ahmedabad,2015-04-25,103.29,,4.55,19.82,23.69,,4.55,85.42,22.18,0.06,1.17,2.58,253.0,Poor
+Ahmedabad,2015-04-26,107.5,,5.29,15.56,19.73,,5.29,74.37,10.12,0.09,0.16,2.91,239.0,Poor
+Ahmedabad,2015-04-27,161.14,,3.11,14.77,16.12,,3.11,118.35,59.73,0.0,2.55,0.0,,
+Ahmedabad,2015-04-28,102.58,,3.88,12.74,16.82,,3.88,41.94,26.89,0.02,6.4,0.76,,
+Ahmedabad,2015-04-29,138.42,,5.05,16.7,21.56,,5.05,77.74,27.18,0.01,0.88,2.01,300.0,Poor
+Ahmedabad,2015-04-30,129.04,,5.69,14.86,19.66,,5.69,78.27,18.67,0.0,0.0,1.54,317.0,Very Poor
+Ahmedabad,2015-05-01,96.65,,4.67,15.9,20.53,,4.67,39.41,11.83,0.01,0.0,3.11,240.0,Poor
+Ahmedabad,2015-05-02,126.77,,15.69,23.93,39.73,,15.69,93.18,36.71,0.22,0.04,10.0,344.0,Very Poor
+Ahmedabad,2015-05-03,106.15,,13.12,23.02,35.05,,13.12,65.95,81.6,0.3,0.02,9.69,503.0,Severe
+Ahmedabad,2015-05-04,86.31,,2.69,10.5,10.9,,2.69,50.13,90.54,0.47,0.15,12.8,308.0,Very Poor
+Ahmedabad,2015-05-05,83.99,,2.73,0.08,2.75,,2.73,34.06,69.57,0.28,0.05,8.97,227.0,Poor
+Ahmedabad,2015-05-06,65.11,,3.14,4.58,6.75,,3.14,22.27,32.26,0.17,0.04,5.84,120.0,Moderate
+Ahmedabad,2015-05-07,51.03,,6.24,20.47,26.2,,6.24,15.5,31.44,0.0,0.0,1.29,158.0,Moderate
+Ahmedabad,2015-05-08,38.73,,8.0,19.28,26.61,,8.0,20.13,25.7,0.0,0.0,2.08,177.0,Moderate
+Ahmedabad,2015-05-09,61.12,,9.94,17.82,27.18,,9.94,39.69,25.9,0.0,0.0,3.49,201.0,Poor
+Ahmedabad,2015-05-10,58.44,,10.68,17.24,27.38,,10.68,54.69,18.89,0.0,0.0,1.39,211.0,Poor
+Ahmedabad,2015-05-11,61.49,,11.44,16.69,27.61,,11.44,42.66,18.2,0.01,0.0,2.59,221.0,Poor
+Ahmedabad,2015-05-12,65.39,,12.3,16.08,27.86,,12.3,27.96,22.35,0.0,0.0,2.29,233.0,Poor
+Ahmedabad,2015-05-13,100.92,,20.42,18.9,37.83,,20.42,31.9,22.84,4.9,19.26,8.21,481.0,Severe
+Ahmedabad,2015-05-14,97.48,,5.31,30.02,33.62,,5.31,36.05,16.26,10.6,34.91,3.85,352.0,Very Poor
+Ahmedabad,2015-05-15,129.27,,14.28,28.33,41.92,,14.28,70.13,25.4,16.9,44.19,4.97,327.0,Very Poor
+Ahmedabad,2015-05-16,129.58,,21.23,28.79,45.4,,21.23,17.66,34.42,20.53,85.73,11.56,577.0,Severe
+Ahmedabad,2015-05-17,100.57,,7.56,18.79,24.33,,7.56,38.76,38.83,4.92,17.94,1.54,411.0,Severe
+Ahmedabad,2015-05-18,130.34,,7.14,17.43,23.72,,7.14,52.07,29.05,5.05,14.0,1.3,212.0,Poor
+Ahmedabad,2015-05-19,53.24,,8.05,15.86,23.34,,8.05,36.23,21.58,5.23,15.0,1.02,280.0,Poor
+Ahmedabad,2015-05-20,42.0,,10.44,18.16,21.8,,10.44,17.0,25.5,0.0,0.0,0.0,162.0,Moderate
+Ahmedabad,2015-05-21,50.1,,9.46,14.9,22.5,,9.46,30.67,12.91,0.41,1.89,1.44,,
+Ahmedabad,2015-05-22,83.69,,10.89,17.18,27.15,,10.89,41.12,35.61,12.62,20.2,17.84,569.0,Severe
+Ahmedabad,2015-05-23,38.88,,2.18,16.28,17.74,,2.18,26.4,12.47,3.0,6.96,6.37,128.0,Moderate
+Ahmedabad,2015-05-24,46.89,,2.96,16.17,18.49,,2.96,41.96,10.74,3.41,8.87,3.53,129.0,Moderate
+Ahmedabad,2015-05-25,70.96,,4.12,15.47,19.28,,4.12,23.67,16.01,3.72,8.13,4.06,152.0,Moderate
+Ahmedabad,2015-05-26,53.66,,4.23,14.43,18.06,,4.23,14.46,45.64,2.39,6.4,3.53,176.0,Moderate
+Ahmedabad,2015-05-27,45.49,,4.26,13.73,17.1,,4.26,12.85,71.85,2.5,5.96,3.36,167.0,Moderate
+Ahmedabad,2015-05-28,60.86,,5.27,16.61,21.42,,5.27,14.91,41.19,3.03,9.18,6.54,106.0,Moderate
+Ahmedabad,2015-05-29,51.93,,13.71,17.87,31.64,,13.71,15.33,12.88,6.32,19.17,10.57,231.0,Poor
+Ahmedabad,2015-05-30,77.87,,6.67,17.12,23.0,,6.67,46.82,16.67,4.79,9.78,5.1,327.0,Very Poor
+Ahmedabad,2015-05-31,57.59,,5.6,15.47,20.42,,5.6,41.68,25.51,2.64,6.3,3.08,174.0,Moderate
+Ahmedabad,2015-06-01,77.22,,7.02,15.47,21.13,,7.02,71.97,9.56,3.74,8.45,1.17,185.0,Moderate
+Ahmedabad,2015-06-02,45.29,,7.25,12.74,19.66,,7.25,18.64,6.32,2.73,6.99,0.76,179.0,Moderate
+Ahmedabad,2015-06-03,103.78,,6.36,13.9,19.86,,6.36,7.76,15.27,0.82,1.37,0.81,211.0,Poor
+Ahmedabad,2015-06-04,25.14,,6.01,18.73,24.74,,6.01,38.05,38.52,0.0,0.0,0.0,192.0,Moderate
+Ahmedabad,2015-06-05,87.03,,8.05,17.88,25.53,,8.05,23.84,48.22,0.0,0.0,0.0,310.0,Very Poor
+Ahmedabad,2015-06-06,89.6,,6.59,19.84,25.9,,6.59,48.05,44.78,0.0,0.0,0.0,223.0,Poor
+Ahmedabad,2015-06-07,80.69,,6.86,16.07,22.25,,6.86,39.85,32.65,0.0,0.0,0.0,192.0,Moderate
+Ahmedabad,2015-06-08,44.75,,7.76,16.53,24.29,,7.76,9.89,8.07,0.0,0.0,0.0,191.0,Moderate
+Ahmedabad,2015-06-09,38.11,,7.41,11.62,19.03,,7.41,3.13,6.69,2.5,5.93,0.74,184.0,Moderate
+Ahmedabad,2015-06-10,45.5,,8.56,15.59,24.15,,8.56,0.76,3.82,5.09,8.52,1.82,220.0,Poor
+Ahmedabad,2015-06-11,36.98,,8.21,11.52,19.74,,8.21,0.52,5.17,3.63,8.16,1.33,215.0,Poor
+Ahmedabad,2015-06-12,43.58,,8.26,13.33,21.58,,8.26,1.02,7.56,3.59,6.79,1.5,226.0,Poor
+Ahmedabad,2015-06-13,45.49,,9.63,14.91,24.53,,9.63,0.81,2.94,3.67,6.62,1.17,251.0,Poor
+Ahmedabad,2015-06-14,38.06,,8.67,18.57,27.25,,8.67,1.05,4.63,2.85,5.12,0.74,216.0,Poor
+Ahmedabad,2015-06-15,45.41,,9.35,20.55,29.9,,9.35,0.74,4.5,2.83,7.18,0.82,237.0,Poor
+Ahmedabad,2015-06-16,37.71,,8.54,16.26,24.8,,8.54,0.87,4.6,2.52,7.61,0.81,198.0,Moderate
+Ahmedabad,2015-06-17,32.37,,7.53,14.36,21.89,,7.53,2.17,12.17,1.88,7.92,0.69,195.0,Moderate
+Ahmedabad,2015-06-18,34.74,,7.59,13.51,21.11,,7.59,4.11,12.22,1.82,6.19,0.47,187.0,Moderate
+Ahmedabad,2015-06-19,32.56,,7.34,13.91,21.25,,7.34,4.04,11.85,2.55,9.3,0.97,181.0,Moderate
+Ahmedabad,2015-06-20,29.28,,7.55,11.68,19.23,,7.55,4.01,12.64,1.64,7.0,0.62,179.0,Moderate
+Ahmedabad,2015-06-21,20.46,,7.15,10.61,17.76,,7.15,5.62,12.7,1.26,5.17,0.32,188.0,Moderate
+Ahmedabad,2015-06-22,26.07,,7.99,11.07,19.06,,7.99,4.1,10.57,1.5,6.9,0.63,190.0,Moderate
+Ahmedabad,2015-06-23,21.43,,7.45,11.16,18.62,,7.45,4.99,7.38,1.4,6.69,0.76,185.0,Moderate
+Ahmedabad,2015-06-24,11.91,,7.34,10.1,17.44,,7.34,10.86,5.47,1.3,12.23,0.73,189.0,Moderate
+Ahmedabad,2015-06-25,57.75,,8.68,9.68,18.36,,8.68,12.28,3.06,1.98,6.51,0.74,196.0,Moderate
+Ahmedabad,2015-06-26,66.39,,8.58,12.79,21.36,,8.58,11.09,4.96,1.76,6.18,0.57,201.0,Poor
+Ahmedabad,2015-06-27,62.61,,9.15,9.83,18.98,,9.15,12.31,6.44,1.87,5.47,0.37,231.0,Poor
+Ahmedabad,2015-06-28,47.5,,8.07,9.53,17.59,,8.07,13.91,7.28,1.34,3.97,0.12,196.0,Moderate
+Ahmedabad,2015-06-29,111.8,,9.23,11.51,20.74,,9.23,5.27,5.99,1.84,5.69,0.28,220.0,Poor
+Ahmedabad,2015-06-30,30.0,,8.87,13.59,22.64,,8.87,8.09,6.31,1.32,4.59,0.16,244.0,Poor
+Ahmedabad,2015-07-01,4.66,,9.01,10.9,20.36,,9.01,7.31,6.38,1.27,3.94,0.13,223.0,Poor
+Ahmedabad,2015-07-02,48.72,,9.56,11.94,21.5,,9.56,5.72,6.61,1.77,4.96,0.39,230.0,Poor
+Ahmedabad,2015-07-03,49.7,,9.43,9.81,19.23,,9.43,6.78,6.42,2.0,4.79,0.31,243.0,Poor
+Ahmedabad,2015-07-04,48.1,,8.03,9.53,17.57,,8.03,9.33,7.6,1.68,4.41,0.18,215.0,Poor
+Ahmedabad,2015-07-05,47.43,,8.11,9.45,17.56,,8.11,7.93,7.08,2.1,3.6,0.13,199.0,Moderate
+Ahmedabad,2015-07-06,51.74,,8.91,12.38,21.28,,8.91,10.05,5.78,2.15,3.64,0.27,200.0,Moderate
+Ahmedabad,2015-07-07,42.68,,9.74,11.08,20.82,,9.74,10.87,4.44,1.62,4.96,0.39,226.0,Poor
+Ahmedabad,2015-07-08,38.45,,10.55,7.8,18.35,,10.55,10.28,3.24,2.46,4.79,0.41,241.0,Poor
+Ahmedabad,2015-07-09,46.69,,11.48,0.17,11.64,,11.48,10.25,5.76,1.77,4.34,0.15,222.0,Poor
+Ahmedabad,2015-07-10,55.27,,11.55,0.12,11.66,,11.55,12.7,6.55,1.69,4.17,0.22,223.0,Poor
+Ahmedabad,2015-07-11,149.03,,11.49,0.16,11.65,,11.49,10.07,7.27,1.71,5.72,0.19,248.0,Poor
+Ahmedabad,2015-07-12,86.57,,11.47,0.17,11.64,,11.47,11.09,6.53,1.57,3.85,0.09,300.0,Poor
+Ahmedabad,2015-07-13,111.77,,11.3,0.24,11.53,,11.3,7.73,4.67,1.72,4.52,0.16,232.0,Poor
+Ahmedabad,2015-07-14,151.4,,10.8,0.36,11.16,,10.8,7.8,5.46,0.95,3.54,0.12,330.0,Very Poor
+Ahmedabad,2015-07-15,51.35,,8.0,2.69,10.67,,8.0,10.0,5.76,1.54,4.32,0.35,223.0,Poor
+Ahmedabad,2015-07-16,65.37,,0.64,8.07,8.57,,0.64,16.31,8.02,1.63,4.34,0.28,105.0,Moderate
+Ahmedabad,2015-07-17,56.28,,0.6,8.02,8.51,,0.6,18.93,6.2,1.52,3.74,0.29,101.0,Moderate
+Ahmedabad,2015-07-18,48.17,,0.65,8.0,8.55,,0.65,18.99,7.97,1.23,4.74,0.12,93.0,Satisfactory
+Ahmedabad,2015-07-19,33.56,,0.72,7.89,8.56,,0.72,11.28,10.18,0.61,3.85,0.08,67.0,Satisfactory
+Ahmedabad,2015-07-20,31.3,,0.55,8.1,8.49,,0.55,10.29,7.44,0.52,2.31,0.06,60.0,Satisfactory
+Ahmedabad,2015-07-21,48.12,,0.67,7.9,8.43,,0.67,1.28,6.3,5.0,21.75,1.54,,
+Ahmedabad,2015-07-22,57.11,,0.55,8.28,8.42,,0.55,14.58,2.6,2.81,14.53,1.87,90.0,Satisfactory
+Ahmedabad,2015-07-23,34.72,,0.1,9.73,7.88,,0.1,13.62,4.87,1.44,5.22,0.38,78.0,Satisfactory
+Ahmedabad,2015-07-24,29.22,,0.06,9.57,7.77,,0.06,13.58,5.08,1.37,3.65,0.32,48.0,Good
+Ahmedabad,2015-07-25,29.79,,0.14,8.64,7.97,,0.14,15.11,5.34,0.36,1.05,0.14,53.0,Satisfactory
+Ahmedabad,2015-07-26,59.95,,0.18,8.78,8.16,,0.18,11.52,2.79,0.52,1.23,0.22,91.0,Satisfactory
+Ahmedabad,2015-07-27,19.2,,1.52,9.45,9.74,,1.52,11.23,4.61,1.29,3.29,0.15,70.0,Satisfactory
+Ahmedabad,2015-07-28,19.52,,5.89,11.26,17.15,,5.89,11.56,4.4,0.58,1.44,0.07,157.0,Moderate
+Ahmedabad,2015-07-29,35.16,,5.75,10.89,16.64,,5.75,14.7,3.67,1.61,3.71,0.48,158.0,Moderate
+Ahmedabad,2015-07-30,33.03,,7.01,10.58,17.58,,7.01,12.95,3.53,1.65,3.96,0.37,169.0,Moderate
+Ahmedabad,2015-07-31,40.95,,6.92,10.47,17.39,,6.92,19.8,3.38,2.05,5.08,0.44,174.0,Moderate
+Ahmedabad,2015-08-01,40.29,,6.74,10.52,17.26,,6.74,8.27,3.57,1.85,4.34,0.39,173.0,Moderate
+Ahmedabad,2015-08-02,41.16,,6.91,10.51,17.42,,6.91,13.48,3.69,1.8,4.23,0.33,172.0,Moderate
+Ahmedabad,2015-08-03,36.12,,7.21,11.56,17.07,,7.21,13.62,6.08,1.67,2.85,0.11,190.0,Moderate
+Ahmedabad,2015-08-04,28.51,,6.69,20.52,27.21,,6.69,5.69,7.65,1.36,2.17,0.09,171.0,Moderate
+Ahmedabad,2015-08-05,31.59,,6.99,20.42,27.41,,6.99,9.23,7.9,0.72,2.29,0.12,168.0,Moderate
+Ahmedabad,2015-08-06,42.56,,7.17,20.4,27.57,,7.17,6.28,9.86,1.36,2.94,0.28,172.0,Moderate
+Ahmedabad,2015-08-07,48.12,,7.14,20.3,27.45,,7.14,6.77,12.78,1.22,3.39,0.26,173.0,Moderate
+Ahmedabad,2015-08-08,37.09,,7.22,20.21,27.42,,7.22,8.66,7.94,0.86,2.98,0.16,175.0,Moderate
+Ahmedabad,2015-08-09,33.4,,7.4,20.09,27.5,,7.4,9.95,8.39,0.8,2.13,0.07,179.0,Moderate
+Ahmedabad,2015-08-10,38.64,,7.35,20.21,27.55,,7.35,9.74,6.28,1.31,2.8,0.27,174.0,Moderate
+Ahmedabad,2015-08-11,40.49,,7.48,20.23,27.71,,7.48,8.92,21.51,1.17,3.0,0.11,176.0,Moderate
+Ahmedabad,2015-08-12,41.37,,7.47,20.2,27.68,,7.47,11.73,19.8,1.82,2.85,0.17,179.0,Moderate
+Ahmedabad,2015-08-13,44.56,,7.49,20.06,27.55,,7.49,11.23,22.77,1.38,3.36,0.44,175.0,Moderate
+Ahmedabad,2015-08-14,65.68,,7.57,19.94,27.51,,7.57,8.21,30.21,3.62,5.79,1.0,177.0,Moderate
+Ahmedabad,2015-08-15,33.34,,7.3,20.27,27.57,,7.3,6.41,32.95,0.0,0.0,0.02,175.0,Moderate
+Ahmedabad,2015-08-16,39.17,,7.35,20.24,27.58,,7.35,9.17,26.64,0.79,0.76,0.14,174.0,Moderate
+Ahmedabad,2015-08-17,34.0,,7.41,20.1,27.51,,7.41,9.64,17.17,1.21,1.8,0.15,179.0,Moderate
+Ahmedabad,2015-08-18,36.38,,7.31,20.14,27.45,,7.31,10.65,13.35,2.0,4.33,0.35,177.0,Moderate
+Ahmedabad,2015-08-19,38.35,,7.41,20.16,27.57,,7.41,9.33,18.59,1.63,3.74,0.35,180.0,Moderate
+Ahmedabad,2015-08-20,38.5,,12.38,19.67,30.02,,12.38,10.37,16.33,1.56,2.97,0.42,274.0,Poor
+Ahmedabad,2015-08-21,39.61,,17.31,14.84,32.15,,17.31,10.76,5.38,1.67,3.17,0.24,310.0,Very Poor
+Ahmedabad,2015-08-22,61.79,,17.24,14.82,32.06,,17.24,12.39,8.06,0.91,1.81,0.2,303.0,Very Poor
+Ahmedabad,2015-08-23,43.22,,17.17,14.82,31.99,,17.17,11.68,37.87,1.29,3.06,0.14,302.0,Very Poor
+Ahmedabad,2015-08-24,33.41,,17.12,14.86,31.98,,17.12,12.96,86.83,1.08,2.1,0.05,302.0,Very Poor
+Ahmedabad,2015-08-25,36.9,,17.08,14.85,31.93,,17.08,4.73,54.01,0.91,1.25,0.16,302.0,Very Poor
+Ahmedabad,2015-08-26,36.36,,17.11,14.79,31.9,,17.11,8.86,77.3,0.0,0.0,0.06,302.0,Very Poor
+Ahmedabad,2015-08-27,32.64,,17.01,14.84,31.85,,17.01,7.05,62.31,0.0,0.0,0.01,302.0,Very Poor
+Ahmedabad,2015-08-28,38.23,,17.07,14.89,31.96,,17.07,10.9,55.94,0.0,0.0,0.01,302.0,Very Poor
+Ahmedabad,2015-08-29,39.86,,16.98,14.83,31.81,,16.98,10.02,96.83,0.0,0.01,0.02,301.0,Very Poor
+Ahmedabad,2015-08-30,72.74,,17.04,14.84,31.88,,17.04,4.23,99.03,0.0,0.0,0.0,302.0,Very Poor
+Ahmedabad,2015-08-31,43.2,,17.05,14.86,31.91,,17.05,5.96,59.99,0.0,0.0,0.11,302.0,Very Poor
+Ahmedabad,2015-09-01,63.2,,17.03,14.82,31.85,,17.03,3.69,7.57,0.0,0.0,0.0,302.0,Very Poor
+Ahmedabad,2015-09-02,64.73,,17.01,14.82,31.83,,17.01,6.45,12.13,0.0,0.0,0.0,302.0,Very Poor
+Ahmedabad,2015-09-03,65.28,,17.04,14.85,31.89,,17.04,6.13,18.2,0.0,0.0,0.0,301.0,Very Poor
+Ahmedabad,2015-09-04,67.86,,16.97,14.87,31.84,,16.97,8.87,16.53,0.0,0.0,0.0,302.0,Very Poor
+Ahmedabad,2015-09-05,52.4,,16.97,14.81,31.78,,16.97,9.89,22.55,0.0,0.0,0.0,301.0,Very Poor
+Ahmedabad,2015-09-06,33.33,,16.95,14.89,31.84,,16.95,6.88,33.58,0.0,0.0,0.0,302.0,Very Poor
+Ahmedabad,2015-09-07,29.52,,16.94,14.88,31.82,,16.94,8.56,40.65,0.0,0.0,0.02,301.0,Very Poor
+Ahmedabad,2015-09-08,15.53,,17.0,14.85,31.85,,17.0,15.13,34.18,0.0,0.0,0.0,301.0,Very Poor
+Ahmedabad,2015-09-09,57.51,,16.31,50.9,67.22,,16.31,8.73,15.39,0.0,10.52,4.88,,
+Ahmedabad,2015-09-10,50.24,,9.46,12.31,21.77,,9.46,11.63,13.61,0.0,3.42,0.29,226.0,Poor
+Ahmedabad,2015-09-11,61.77,,8.68,15.43,24.1,,8.68,8.1,18.69,0.0,4.83,0.38,276.0,Poor
+Ahmedabad,2015-09-12,46.93,,7.14,11.47,18.61,,7.14,7.92,19.03,0.0,3.08,0.12,209.0,Poor
+Ahmedabad,2015-09-13,43.01,,6.82,9.96,16.78,,6.82,11.58,20.59,0.0,2.5,0.13,179.0,Moderate
+Ahmedabad,2015-09-14,42.06,,8.43,11.35,19.78,,8.43,11.63,28.09,0.0,3.19,0.2,197.0,Moderate
+Ahmedabad,2015-09-15,44.94,,7.14,10.94,18.07,,7.14,5.85,59.38,0.0,2.21,0.24,229.0,Poor
+Ahmedabad,2015-09-16,29.58,,6.61,9.94,16.55,,6.61,8.82,42.9,0.0,1.87,0.13,170.0,Moderate
+Ahmedabad,2015-09-17,32.15,,6.5,9.7,16.2,,6.5,9.2,39.02,0.0,2.73,0.19,164.0,Moderate
+Ahmedabad,2015-09-18,36.33,,7.68,12.88,20.56,,7.68,8.28,43.35,0.0,4.29,0.36,195.0,Moderate
+Ahmedabad,2015-09-19,24.46,,8.45,10.99,19.44,,8.45,12.59,44.55,0.0,2.52,0.17,220.0,Poor
+Ahmedabad,2015-09-20,,,,,,,,,,,,,,
+Ahmedabad,2015-09-21,27.08,,9.95,12.25,22.19,,9.95,9.51,12.46,0.0,4.77,0.32,,
+Ahmedabad,2015-09-22,59.29,,9.21,9.68,18.89,,9.21,5.98,7.69,0.0,3.24,0.19,217.0,Poor
+Ahmedabad,2015-09-23,65.32,,10.61,9.62,20.23,,10.61,3.69,4.74,0.0,3.63,0.24,254.0,Poor
+Ahmedabad,2015-09-24,47.39,,9.26,10.48,19.74,,9.26,7.72,7.71,0.0,3.41,0.21,241.0,Poor
+Ahmedabad,2015-09-25,43.88,,8.69,19.75,28.44,,8.69,4.83,11.53,0.0,3.24,0.16,244.0,Poor
+Ahmedabad,2015-09-26,28.35,,9.05,13.62,22.68,,9.05,7.47,15.95,0.0,3.26,0.21,243.0,Poor
+Ahmedabad,2015-09-27,3.59,,11.26,14.17,25.44,,11.26,9.6,20.38,0.0,4.02,0.46,244.0,Poor
+Ahmedabad,2015-09-28,3.04,,16.31,21.5,37.81,,16.31,13.73,30.05,0.02,9.33,0.81,327.0,Very Poor
+Ahmedabad,2015-09-29,19.14,,10.33,30.6,40.93,,10.33,10.96,29.36,0.0,8.36,1.0,390.0,Very Poor
+Ahmedabad,2015-09-30,69.12,,8.85,32.41,41.26,,8.85,15.63,28.45,0.0,7.16,0.73,231.0,Poor
+Ahmedabad,2015-10-01,76.41,,17.96,34.7,52.67,,17.96,15.44,31.49,0.0,7.51,1.15,396.0,Very Poor
+Ahmedabad,2015-10-02,102.49,,33.31,37.85,71.17,,33.31,27.32,24.85,19.81,51.29,15.05,731.0,Severe
+Ahmedabad,2015-10-03,127.94,,11.14,28.38,39.52,,11.14,25.59,15.17,8.14,29.23,3.24,466.0,Severe
+Ahmedabad,2015-10-04,87.18,,7.83,21.51,29.34,,7.83,6.98,23.17,5.59,17.26,2.28,230.0,Poor
+Ahmedabad,2015-10-05,99.73,,20.16,30.23,50.39,,20.16,32.74,20.91,8.58,27.22,4.15,309.0,Very Poor
+Ahmedabad,2015-10-06,84.15,,15.83,32.1,47.93,,15.83,19.37,23.12,8.34,23.83,4.0,519.0,Severe
+Ahmedabad,2015-10-07,92.12,,18.21,32.5,50.71,,18.21,31.75,29.97,6.26,26.4,4.3,397.0,Very Poor
+Ahmedabad,2015-10-08,94.02,,27.14,36.97,64.11,,27.14,24.88,23.51,10.85,41.2,6.14,517.0,Severe
+Ahmedabad,2015-10-09,150.27,,15.9,34.86,50.77,,15.9,26.35,31.96,9.13,37.83,5.06,653.0,Severe
+Ahmedabad,2015-10-10,118.91,,5.42,29.22,34.64,,5.42,79.47,24.89,6.23,12.93,1.74,355.0,Very Poor
+Ahmedabad,2015-10-11,91.41,,5.19,23.45,28.63,,5.19,25.44,6.25,0.69,1.25,0.05,227.0,Poor
+Ahmedabad,2015-10-12,95.9,,10.38,33.63,44.01,,10.38,30.06,27.34,3.24,11.06,1.76,316.0,Very Poor
+Ahmedabad,2015-10-13,137.87,,20.2,32.98,53.18,,20.2,21.89,17.41,12.76,39.39,12.08,536.0,Severe
+Ahmedabad,2015-10-14,90.71,,18.12,25.73,43.85,,18.12,17.89,26.02,7.32,43.71,6.04,370.0,Very Poor
+Ahmedabad,2015-10-15,108.68,,17.03,32.87,49.9,,17.03,22.59,19.56,12.47,51.84,7.46,551.0,Severe
+Ahmedabad,2015-10-16,98.79,,17.72,31.2,48.92,,17.72,26.09,30.19,8.22,41.58,5.48,393.0,Very Poor
+Ahmedabad,2015-10-17,145.75,,20.61,34.71,55.33,,20.61,24.66,95.94,20.08,51.51,7.31,671.0,Severe
+Ahmedabad,2015-10-18,179.43,,52.33,39.42,91.75,,52.33,39.15,112.01,31.75,102.65,14.97,969.0,Severe
+Ahmedabad,2015-10-19,170.52,,15.49,35.22,48.6,,15.49,34.03,53.98,10.76,31.62,4.83,471.0,Severe
+Ahmedabad,2015-10-20,203.4,,23.03,36.63,59.66,,23.03,94.3,5.36,0.0,0.0,0.0,529.0,Severe
+Ahmedabad,2015-10-21,92.71,,12.92,30.65,43.57,,12.92,42.08,72.86,13.33,17.97,5.17,,
+Ahmedabad,2015-10-22,64.66,,4.79,23.83,28.61,,4.79,34.4,24.76,6.24,12.04,2.24,213.0,Poor
+Ahmedabad,2015-10-23,78.14,,10.58,28.93,39.51,,10.58,44.91,35.56,4.72,8.87,2.28,297.0,Poor
+Ahmedabad,2015-10-24,100.17,,32.27,34.16,66.43,,32.27,27.73,23.95,7.62,12.85,5.15,605.0,Severe
+Ahmedabad,2015-10-25,147.35,,34.64,39.1,73.74,,34.64,46.09,26.43,5.8,5.08,10.16,691.0,Severe
+Ahmedabad,2015-10-26,206.89,,145.32,55.67,201.0,,145.32,20.47,38.0,1.69,3.45,36.0,971.0,Severe
+Ahmedabad,2015-10-27,114.84,,38.09,40.31,78.39,,38.09,22.94,30.19,26.0,72.61,10.84,,
+Ahmedabad,2015-10-28,89.64,,5.42,25.75,31.18,,5.42,44.92,43.04,6.48,17.42,2.14,270.0,Poor
+Ahmedabad,2015-10-29,51.72,,1.89,21.15,23.04,,1.89,37.31,66.58,3.96,11.1,0.75,188.0,Moderate
+Ahmedabad,2015-10-30,54.59,,2.31,18.33,20.64,,2.31,19.08,42.43,3.47,10.25,1.12,114.0,Moderate
+Ahmedabad,2015-10-31,46.5,,1.22,12.1,13.32,,1.22,13.73,61.56,1.9,4.5,0.22,143.0,Moderate
+Ahmedabad,2015-11-01,,,,,,,,,,,,,,
+Ahmedabad,2015-11-02,122.54,,75.42,44.2,119.62,,75.42,13.78,60.66,73.38,105.07,17.55,,
+Ahmedabad,2015-11-03,147.18,,33.06,36.87,69.93,,33.06,21.24,131.12,25.83,60.82,9.26,557.0,Severe
+Ahmedabad,2015-11-04,214.67,,57.37,42.21,99.57,,57.37,22.18,,41.22,93.71,13.41,,
+Ahmedabad,2015-11-05,207.13,,28.41,35.31,60.37,,28.41,50.33,,28.86,55.93,8.74,536.0,Severe
+Ahmedabad,2015-11-06,191.01,,39.61,50.11,89.72,,39.61,40.78,27.9,17.39,60.02,11.13,354.0,Very Poor
+Ahmedabad,2015-11-07,192.35,,9.39,29.04,38.43,,9.39,29.18,33.21,22.88,52.49,10.86,381.0,Very Poor
+Ahmedabad,2015-11-08,127.64,,6.74,31.91,38.64,,6.74,26.94,47.33,9.55,20.72,4.32,355.0,Very Poor
+Ahmedabad,2015-11-09,,,,,,,,,,,,,,
+Ahmedabad,2015-11-10,,,,,,,,,,,,,,
+Ahmedabad,2015-11-11,,,,,,,,,,,,,,
+Ahmedabad,2015-11-12,,,,,,,,,,,,,,
+Ahmedabad,2015-11-13,,,,,,,,,,,,,,
+Ahmedabad,2015-11-14,,,,,,,,,,,,,,
+Ahmedabad,2015-11-15,,,,,,,,,,,,,,
+Ahmedabad,2015-11-16,,,,,,,,,,,,,,
+Ahmedabad,2015-11-17,,,,,,,,,,,,,,
+Ahmedabad,2015-11-18,,,,,,,,,,,,,,
+Ahmedabad,2015-11-19,,,,,,,,,,,,,,
+Ahmedabad,2015-11-20,,,,,,,,,,,,,,
+Ahmedabad,2015-11-21,,,,,,,,,,,,,,
+Ahmedabad,2015-11-22,,,,,,,,,,,,,,
+Ahmedabad,2015-11-23,,,,,,,,,,,,,,
+Ahmedabad,2015-11-24,,,,,,,,,,,,,,
+Ahmedabad,2015-11-25,,,,,,,,,,,,,,
+Ahmedabad,2015-11-26,,,,,,,,,,,,,,
+Ahmedabad,2015-11-27,,,,,,,,,,,,,,
+Ahmedabad,2015-11-28,,,,,,,,,,,,,,
+Ahmedabad,2015-11-29,,,,,,,,,,,,,,
+Ahmedabad,2015-11-30,,,,,,,,,,,,,,
+Ahmedabad,2015-12-01,,,,,,,,,,,,,,
+Ahmedabad,2015-12-02,,,,,,,,,,,,,,
+Ahmedabad,2015-12-03,,,,,,,,,,,,,,
+Ahmedabad,2015-12-04,,,,,,,,,,,,,,
+Ahmedabad,2015-12-05,,,,,,,,,,,,,,
+Ahmedabad,2015-12-06,,,,,,,,,,,,,,
+Ahmedabad,2015-12-07,,,,,,,,,,,,,,
+Ahmedabad,2015-12-08,,,,,,,,,,,,,,
+Ahmedabad,2015-12-09,,,,,,,,,,,,,,
+Ahmedabad,2015-12-10,,,,,,,,,,,,,,
+Ahmedabad,2015-12-11,,,,,,,,,,,,,,
+Ahmedabad,2015-12-12,,,,,,,,,,,,,,
+Ahmedabad,2015-12-13,,,,,,,,,,,,,,
+Ahmedabad,2015-12-14,,,,,,,,,,,,,,
+Ahmedabad,2015-12-15,,,,,,,,,,,,,,
+Ahmedabad,2015-12-16,,,,,,,,,,,,,,
+Ahmedabad,2015-12-17,,,,,,,,,,,,,,
+Ahmedabad,2015-12-18,,,,,,,,,,,,,,
+Ahmedabad,2015-12-19,,,,,,,,,,,,,,
+Ahmedabad,2015-12-20,,,,,,,,,,,,,,
+Ahmedabad,2015-12-21,,,,,,,,,,,,,,
+Ahmedabad,2015-12-22,,,,,,,,,,,,,,
+Ahmedabad,2015-12-23,,,,,,,,,,,,,,
+Ahmedabad,2015-12-24,,,,,,,,,,,,,,
+Ahmedabad,2015-12-25,,,,,,,,,,,,,,
+Ahmedabad,2015-12-26,,,,,,,,,,,,,,
+Ahmedabad,2015-12-27,,,,,,,,,,,,,,
+Ahmedabad,2015-12-28,,,,,,,,,,,,,,
+Ahmedabad,2015-12-29,,,,,,,,,,,,,,
+Ahmedabad,2015-12-30,,,,,,,,,,,,,,
+Ahmedabad,2015-12-31,,,,,,,,,,,,,,
+Ahmedabad,2016-01-01,,,,,,,,,,,,,,
+Ahmedabad,2016-01-02,,,,,,,,,,,,,,
+Ahmedabad,2016-01-03,,,,,,,,,,,,,,
+Ahmedabad,2016-01-04,,,,,,,,,,,,,,
+Ahmedabad,2016-01-05,,,,,,,,,,,,,,
+Ahmedabad,2016-01-06,,,,,,,,,,,,,,
+Ahmedabad,2016-01-07,,,,,,,,,,,,,,
+Ahmedabad,2016-01-08,,,,,,,,,,,,,,
+Ahmedabad,2016-01-09,,,,,,,,,,,,,,
+Ahmedabad,2016-01-10,,,,,,,,,,,,,,
+Ahmedabad,2016-01-11,,,,,,,,,,,,,,
+Ahmedabad,2016-01-12,,,,,,,,,,,,,,
+Ahmedabad,2016-01-13,,,,,,,,,,,,,,
+Ahmedabad,2016-01-14,,,,,,,,,,,,,,
+Ahmedabad,2016-01-15,,,,,,,,,,,,,,
+Ahmedabad,2016-01-16,,,,,,,,,,,,,,
+Ahmedabad,2016-01-17,,,,,,,,,,,,,,
+Ahmedabad,2016-01-18,,,,,,,,,,,,,,
+Ahmedabad,2016-01-19,,,,,,,,,,,,,,
+Ahmedabad,2016-01-20,,,,,,,,,,,,,,
+Ahmedabad,2016-01-21,,,,,,,,,,,,,,
+Ahmedabad,2016-01-22,,,,,,,,,,,,,,
+Ahmedabad,2016-01-23,,,,,,,,,,,,,,
+Ahmedabad,2016-01-24,,,,,,,,,,,,,,
+Ahmedabad,2016-01-25,,,,,,,,,,,,,,
+Ahmedabad,2016-01-26,,,,,,,,,,,,,,
+Ahmedabad,2016-01-27,,,,,,,,,,,,,,
+Ahmedabad,2016-01-28,,,,,,,,,,,,,,
+Ahmedabad,2016-01-29,,,,,,,,,,,,,,
+Ahmedabad,2016-01-30,,,,,,,,,,,,,,
+Ahmedabad,2016-01-31,,,,,,,,,,,,,,
+Ahmedabad,2016-02-01,,,,,,,,,,,,,,
+Ahmedabad,2016-02-02,,,,,,,,,,,,,,
+Ahmedabad,2016-02-03,,,,,,,,,,,,,,
+Ahmedabad,2016-02-04,,,,,,,,,,,,,,
+Ahmedabad,2016-02-05,,,,,,,,,,,,,,
+Ahmedabad,2016-02-06,,,,,,,,,,,,,,
+Ahmedabad,2016-02-07,,,,,,,,,,,,,,
+Ahmedabad,2016-02-08,,,,,,,,,,,,,,
+Ahmedabad,2016-02-09,,,,,,,,,,,,,,
+Ahmedabad,2016-02-10,,,,,,,,,,,,,,
+Ahmedabad,2016-02-11,,,,,,,,,,,,,,
+Ahmedabad,2016-02-12,,,,,,,,,,,,,,
+Ahmedabad,2016-02-13,,,,,,,,,,,,,,
+Ahmedabad,2016-02-14,,,,,,,,,,,,,,
+Ahmedabad,2016-02-15,,,,,,,,,,,,,,
+Ahmedabad,2016-02-16,,,,,,,,,,,,,,
+Ahmedabad,2016-02-17,,,,,,,,,,,,,,
+Ahmedabad,2016-02-18,,,,,,,,,,,,,,
+Ahmedabad,2016-02-19,,,,,,,,,,,,,,
+Ahmedabad,2016-02-20,,,,,,,,,,,,,,
+Ahmedabad,2016-02-21,,,,,,,,,,,,,,
+Ahmedabad,2016-02-22,,,,,,,,,,,,,,
+Ahmedabad,2016-02-23,,,,,,,,,,,,,,
+Ahmedabad,2016-02-24,,,,,,,,,,,,,,
+Ahmedabad,2016-02-25,,,,,,,,,,,,,,
+Ahmedabad,2016-02-26,,,,,,,,,,,,,,
+Ahmedabad,2016-02-27,,,,,,,,,,,,,,
+Ahmedabad,2016-02-28,,,,,,,,,,,,,,
+Ahmedabad,2016-02-29,,,,,,,,,,,,,,
+Ahmedabad,2016-03-01,,,,,,,,,,,,,,
+Ahmedabad,2016-03-02,,,,,,,,,,,,,,
+Ahmedabad,2016-03-03,,,,,,,,,,,,,,
+Ahmedabad,2016-03-04,,,,,,,,,,,,,,
+Ahmedabad,2016-03-05,,,,,,,,,,,,,,
+Ahmedabad,2016-03-06,,,,,,,,,,,,,,
+Ahmedabad,2016-03-07,,,,,,,,,,,,,,
+Ahmedabad,2016-03-08,,,,,,,,,,,,,,
+Ahmedabad,2016-03-09,,,,,,,,,,,,,,
+Ahmedabad,2016-03-10,,,,,,,,,,,,,,
+Ahmedabad,2016-03-11,,,,,,,,,,,,,,
+Ahmedabad,2016-03-12,,,,,,,,,,,,,,
+Ahmedabad,2016-03-13,,,,,,,,,,,,,,
+Ahmedabad,2016-03-14,,,,,,,,,,,,,,
+Ahmedabad,2016-03-15,,,,,,,,,,,,,,
+Ahmedabad,2016-03-16,,,,,,,,,,,,,,
+Ahmedabad,2016-03-17,,,,,,,,,,,,,,
+Ahmedabad,2016-03-18,,,,,,,,,,,,,,
+Ahmedabad,2016-03-19,,,,,,,,,,,,,,
+Ahmedabad,2016-03-20,,,,,,,,,,,,,,
+Ahmedabad,2016-03-21,,,,,,,,,,,,,,
+Ahmedabad,2016-03-22,,,,,,,,,,,,,,
+Ahmedabad,2016-03-23,,,,,,,,,,,,,,
+Ahmedabad,2016-03-24,,,,,,,,,,,,,,
+Ahmedabad,2016-03-25,,,,,,,,,,,,,,
+Ahmedabad,2016-03-26,,,,,,,,,,,,,,
+Ahmedabad,2016-03-27,,,,,,,,,,,,,,
+Ahmedabad,2016-03-28,,,,,,,,,,,,,,
+Ahmedabad,2016-03-29,,,,,,,,,,,,,,
+Ahmedabad,2016-03-30,,,,,,,,,,,,,,
+Ahmedabad,2016-03-31,,,,,,,,,,,,,,
+Ahmedabad,2016-04-01,,,,,,,,,,,,,,
+Ahmedabad,2016-04-02,,,,,,,,,,,,,,
+Ahmedabad,2016-04-03,,,,,,,,,,,,,,
+Ahmedabad,2016-04-04,,,,,,,,,,,,,,
+Ahmedabad,2016-04-05,,,,,,,,,,,,,,
+Ahmedabad,2016-04-06,,,,,,,,,,,,,,
+Ahmedabad,2016-04-07,,,,,,,,,,,,,,
+Ahmedabad,2016-04-08,,,,,,,,,,,,,,
+Ahmedabad,2016-04-09,,,,,,,,,,,,,,
+Ahmedabad,2016-04-10,,,,,,,,,,,,,,
+Ahmedabad,2016-04-11,,,,,,,,,,,,,,
+Ahmedabad,2016-04-12,,,,,,,,,,,,,,
+Ahmedabad,2016-04-13,,,,,,,,,,,,,,
+Ahmedabad,2016-04-14,,,,,,,,,,,,,,
+Ahmedabad,2016-04-15,,,,,,,,,,,,,,
+Ahmedabad,2016-04-16,,,,,,,,,,,,,,
+Ahmedabad,2016-04-17,,,,,,,,,,,,,,
+Ahmedabad,2016-04-18,,,,,,,,,,,,,,
+Ahmedabad,2016-04-19,,,,,,,,,,,,,,
+Ahmedabad,2016-04-20,,,,,,,,,,,,,,
+Ahmedabad,2016-04-21,,,,,,,,,,,,,,
+Ahmedabad,2016-04-22,,,,,,,,,,,,,,
+Ahmedabad,2016-04-23,,,,,,,,,,,,,,
+Ahmedabad,2016-04-24,,,,,,,,,,,,,,
+Ahmedabad,2016-04-25,,,,,,,,,,,,,,
+Ahmedabad,2016-04-26,,,,,,,,,,,,,,
+Ahmedabad,2016-04-27,,,,,,,,,,,,,,
+Ahmedabad,2016-04-28,,,,,,,,,,,,,,
+Ahmedabad,2016-04-29,,,,,,,,,,,,,,
+Ahmedabad,2016-04-30,,,,,,,,,,,,,,
+Ahmedabad,2016-05-01,,,,,,,,,,,,,,
+Ahmedabad,2016-05-02,,,,,,,,,,,,,,
+Ahmedabad,2016-05-03,,,,,,,,,,,,,,
+Ahmedabad,2016-05-04,,,,,,,,,,,,,,
+Ahmedabad,2016-05-05,,,,,,,,,,,,,,
+Ahmedabad,2016-05-06,,,,,,,,,,,,,,
+Ahmedabad,2016-05-07,,,,,,,,,,,,,,
+Ahmedabad,2016-05-08,,,,,,,,,,,,,,
+Ahmedabad,2016-05-09,,,,,,,,,,,,,,
+Ahmedabad,2016-05-10,,,,,,,,,,,,,,
+Ahmedabad,2016-05-11,,,,,,,,,,,,,,
+Ahmedabad,2016-05-12,,,,,,,,,,,,,,
+Ahmedabad,2016-05-13,,,,,,,,,,,,,,
+Ahmedabad,2016-05-14,,,,,,,,,,,,,,
+Ahmedabad,2016-05-15,,,,,,,,,,,,,,
+Ahmedabad,2016-05-16,,,,,,,,,,,,,,
+Ahmedabad,2016-05-17,,,,,,,,,,,,,,
+Ahmedabad,2016-05-18,,,,,,,,,,,,,,
+Ahmedabad,2016-05-19,,,,,,,,,,,,,,
+Ahmedabad,2016-05-20,,,,,,,,,,,,,,
+Ahmedabad,2016-05-21,,,,,,,,,,,,,,
+Ahmedabad,2016-05-22,,,,,,,,,,,,,,
+Ahmedabad,2016-05-23,,,,,,,,,,,,,,
+Ahmedabad,2016-05-24,,,,,,,,,,,,,,
+Ahmedabad,2016-05-25,,,,,,,,,,,,,,
+Ahmedabad,2016-05-26,,,,,,,,,,,,,,
+Ahmedabad,2016-05-27,,,,,,,,,,,,,,
+Ahmedabad,2016-05-28,,,,,,,,,,,,,,
+Ahmedabad,2016-05-29,,,,,,,,,,,,,,
+Ahmedabad,2016-05-30,,,,,,,,,,,,,,
+Ahmedabad,2016-05-31,,,,,,,,,,,,,,
+Ahmedabad,2016-06-01,,,,,,,,,,,,,,
+Ahmedabad,2016-06-02,,,,,,,,,,,,,,
+Ahmedabad,2016-06-03,,,,,,,,,,,,,,
+Ahmedabad,2016-06-04,,,,,,,,,,,,,,
+Ahmedabad,2016-06-05,,,,,,,,,,,,,,
+Ahmedabad,2016-06-06,,,,,,,,,,,,,,
+Ahmedabad,2016-06-07,,,,,,,,,,,,,,
+Ahmedabad,2016-06-08,,,,,,,,,,,,,,
+Ahmedabad,2016-06-09,,,,,,,,,,,,,,
+Ahmedabad,2016-06-10,,,,,,,,,,,,,,
+Ahmedabad,2016-06-11,,,,,,,,,,,,,,
+Ahmedabad,2016-06-12,,,,,,,,,,,,,,
+Ahmedabad,2016-06-13,,,,,,,,,,,,,,
+Ahmedabad,2016-06-14,,,,,,,,,,,,,,
+Ahmedabad,2016-06-15,,,,,,,,,,,,,,
+Ahmedabad,2016-06-16,,,,,,,,,,,,,,
+Ahmedabad,2016-06-17,,,,,,,,,,,,,,
+Ahmedabad,2016-06-18,,,,,,,,,,,,,,
+Ahmedabad,2016-06-19,,,,,,,,,,,,,,
+Ahmedabad,2016-06-20,,,,,,,,,,,,,,
+Ahmedabad,2016-06-21,,,,,,,,,,,,,,
+Ahmedabad,2016-06-22,,,,,,,,,,,,,,
+Ahmedabad,2016-06-23,,,,,,,,,,,,,,
+Ahmedabad,2016-06-24,,,,,,,,,,,,,,
+Ahmedabad,2016-06-25,,,,,,,,,,,,,,
+Ahmedabad,2016-06-26,,,,,,,,,,,,,,
+Ahmedabad,2016-06-27,33.02,,11.69,28.91,40.6,,11.69,1.38,36.04,0.0,0.0,0.0,,
+Ahmedabad,2016-06-28,27.29,,9.81,28.12,37.93,,9.81,1.61,39.26,0.0,0.0,0.0,272.0,Poor
+Ahmedabad,2016-06-29,41.43,,10.45,31.82,42.09,,10.45,1.7,28.05,0.0,0.0,0.0,253.0,Poor
+Ahmedabad,2016-06-30,30.16,,10.41,15.99,26.4,,10.41,1.6,23.76,0.0,0.0,0.0,256.0,Poor
+Ahmedabad,2016-07-01,29.42,,9.39,10.11,19.5,,9.39,1.57,16.42,0.0,0.0,0.0,257.0,Poor
+Ahmedabad,2016-07-02,20.87,,9.04,7.49,16.54,,9.04,1.6,14.27,0.0,0.0,0.0,213.0,Poor
+Ahmedabad,2016-07-03,35.08,,8.36,6.52,14.88,,8.36,1.63,19.44,0.0,0.0,0.0,218.0,Poor
+Ahmedabad,2016-07-04,40.23,,8.68,2.79,11.47,,8.68,1.69,15.16,0.0,0.0,0.0,214.0,Poor
+Ahmedabad,2016-07-05,54.25,,8.11,2.78,10.89,,8.11,1.42,18.46,0.0,0.0,0.0,207.0,Poor
+Ahmedabad,2016-07-06,49.04,,7.38,1.65,9.03,,7.38,1.44,15.33,0.0,0.0,0.0,169.0,Moderate
+Ahmedabad,2016-07-07,35.87,,7.5,1.67,9.13,,7.5,1.53,17.0,0.0,0.0,0.0,,
+Ahmedabad,2016-07-08,46.3,,7.3,1.8,9.1,,7.3,1.8,24.0,0.0,0.0,0.0,,
+Ahmedabad,2016-07-09,39.15,,7.05,1.9,8.95,,7.05,1.4,15.0,0.0,0.0,0.0,,
+Ahmedabad,2016-07-10,45.3,,6.7,2.5,9.3,,6.7,0.9,27.0,0.0,0.0,0.0,,
+Ahmedabad,2016-07-11,43.61,,7.7,3.93,11.62,,7.7,1.32,21.64,0.0,0.0,0.0,,
+Ahmedabad,2016-07-12,,,,,,,,,,,,,,
+Ahmedabad,2016-07-13,34.89,,24.46,11.73,27.15,,24.46,14.6,82.14,0.0,0.0,0.0,,
+Ahmedabad,2016-07-14,38.13,,46.51,48.06,43.98,,46.51,23.13,,0.0,0.0,0.0,1842.0,Severe
+Ahmedabad,2016-07-15,36.47,,0.98,37.13,22.38,,0.98,19.01,,0.0,0.0,0.0,72.0,Satisfactory
+Ahmedabad,2016-07-16,40.9,,4.09,36.77,24.99,,4.09,17.01,,0.0,0.0,0.0,91.0,Satisfactory
+Ahmedabad,2016-07-17,34.19,,6.02,34.38,20.93,,6.02,14.17,,0.0,0.0,0.0,124.0,Moderate
+Ahmedabad,2016-07-18,32.92,,4.92,36.8,25.92,,4.92,14.66,,0.0,0.0,0.0,145.0,Moderate
+Ahmedabad,2016-07-19,41.39,,100.77,54.7,48.42,,100.77,15.75,,0.0,0.0,0.13,499.0,Severe
+Ahmedabad,2016-07-20,31.71,,1.67,22.75,18.5,,1.67,15.47,,0.0,0.0,0.0,557.0,Severe
+Ahmedabad,2016-07-21,33.48,,1.94,30.88,27.87,,1.94,14.26,,0.0,0.0,0.0,114.0,Moderate
+Ahmedabad,2016-07-22,30.8,,2.57,25.15,24.2,,2.57,17.02,,0.0,0.0,0.0,148.0,Moderate
+Ahmedabad,2016-07-23,30.47,,1.64,38.78,36.5,,1.64,15.8,,0.0,0.01,0.0,99.0,Satisfactory
+Ahmedabad,2016-07-24,34.64,,6.67,39.23,38.7,,6.67,15.07,,0.0,0.0,0.0,117.0,Moderate
+Ahmedabad,2016-07-25,43.71,,8.85,39.95,40.31,,8.85,15.37,,0.0,0.0,0.0,275.0,Poor
+Ahmedabad,2016-07-26,46.52,,3.87,33.24,33.53,,3.87,15.0,6.9,0.0,0.0,0.0,183.0,Moderate
+Ahmedabad,2016-07-27,36.54,,18.76,20.32,33.01,,18.76,16.78,11.46,6.37,11.68,8.7,336.0,Very Poor
+Ahmedabad,2016-07-28,36.87,,26.51,23.28,47.75,,26.51,13.74,4.91,4.83,12.77,6.74,468.0,Severe
+Ahmedabad,2016-07-29,46.19,,86.72,29.66,116.39,,86.72,14.31,4.77,5.5,26.78,0.99,776.0,Severe
+Ahmedabad,2016-07-30,48.44,,84.21,30.66,114.87,,84.21,15.67,4.26,1.62,7.1,0.23,805.0,Severe
+Ahmedabad,2016-07-31,40.18,,72.58,28.27,100.85,,72.58,14.63,4.33,0.0,0.3,0.0,705.0,Severe
+Ahmedabad,2016-08-01,33.5,,79.53,30.42,109.95,,79.53,14.95,4.81,0.0,0.0,0.0,740.0,Severe
+Ahmedabad,2016-08-02,29.36,,83.72,29.75,113.47,,83.72,15.31,3.68,0.0,0.0,0.0,751.0,Severe
+Ahmedabad,2016-08-03,44.59,,89.85,29.34,119.19,,89.85,14.18,4.91,0.13,0.0,0.0,798.0,Severe
+Ahmedabad,2016-08-04,50.65,,10.63,13.0,19.88,,10.63,13.06,6.21,33.6,19.27,0.09,494.0,Severe
+Ahmedabad,2016-08-05,33.93,,5.06,13.41,16.13,,5.06,19.54,6.16,3.24,0.04,0.0,234.0,Poor
+Ahmedabad,2016-08-06,,,,,,,,,,,,,,
+Ahmedabad,2016-08-07,43.9,,2.77,28.09,22.68,,2.77,15.37,0.61,0.56,0.11,0.07,,
+Ahmedabad,2016-08-08,93.34,,9.72,27.88,34.75,,9.72,13.18,1.4,0.1,0.0,0.0,327.0,Very Poor
+Ahmedabad,2016-08-09,38.06,,6.96,22.63,29.58,,6.96,14.75,3.47,2.67,6.25,1.44,257.0,Poor
+Ahmedabad,2016-08-10,20.19,,10.41,18.13,28.54,,10.41,15.01,4.9,8.43,13.81,2.64,300.0,Poor
+Ahmedabad,2016-08-11,10.45,,12.59,17.81,30.41,,12.59,14.26,5.87,5.66,18.88,3.59,309.0,Very Poor
+Ahmedabad,2016-08-12,29.87,,13.53,14.69,28.22,,13.53,14.56,9.6,8.99,19.6,7.22,316.0,Very Poor
+Ahmedabad,2016-08-13,60.18,,8.64,13.25,21.89,,8.64,15.3,13.19,3.04,10.46,2.29,296.0,Poor
+Ahmedabad,2016-08-14,85.1,,8.14,12.91,21.04,,8.14,14.51,12.45,2.64,9.08,1.5,240.0,Poor
+Ahmedabad,2016-08-15,55.55,,8.38,13.45,21.83,,8.38,16.6,11.84,3.91,8.47,1.27,220.0,Poor
+Ahmedabad,2016-08-16,170.22,,15.47,17.88,33.33,,15.47,14.21,10.05,3.98,8.81,1.57,460.0,Severe
+Ahmedabad,2016-08-17,35.05,,7.66,16.07,23.73,,7.66,16.13,9.81,3.92,7.92,1.36,341.0,Very Poor
+Ahmedabad,2016-08-18,37.68,,6.39,9.49,15.88,,6.39,16.15,13.7,2.5,6.9,0.92,216.0,Poor
+Ahmedabad,2016-08-19,32.78,,6.08,12.1,20.94,,6.08,12.29,13.13,2.6,10.38,2.52,174.0,Moderate
+Ahmedabad,2016-08-20,53.5,,12.0,14.19,26.57,,12.0,16.32,5.48,7.94,13.77,2.91,252.0,Poor
+Ahmedabad,2016-08-21,48.24,,10.91,15.52,26.43,,10.91,16.16,5.98,6.48,11.94,2.44,283.0,Poor
+Ahmedabad,2016-08-22,63.27,,8.82,13.23,25.6,,8.82,24.81,8.68,4.04,11.75,1.63,282.0,Poor
+Ahmedabad,2016-08-23,40.43,,7.42,10.29,23.27,,7.42,12.24,5.0,2.99,8.49,1.36,189.0,Moderate
+Ahmedabad,2016-08-24,31.15,,8.91,9.94,18.86,,8.91,21.48,12.97,3.07,7.01,1.11,204.0,Poor
+Ahmedabad,2016-08-25,33.76,,9.15,12.22,21.37,,9.15,17.68,8.36,2.68,8.58,1.24,207.0,Poor
+Ahmedabad,2016-08-26,35.95,,10.05,9.75,19.8,,10.05,16.66,8.61,2.59,9.85,1.74,218.0,Poor
+Ahmedabad,2016-08-27,58.07,,10.51,8.67,19.18,,10.51,21.2,19.87,3.49,11.59,3.3,243.0,Poor
+Ahmedabad,2016-08-28,46.04,,9.72,8.75,18.46,,9.72,17.27,10.35,2.09,6.33,1.19,219.0,Poor
+Ahmedabad,2016-08-29,52.27,,10.79,9.23,20.02,,10.79,19.62,9.14,4.67,8.96,1.89,247.0,Poor
+Ahmedabad,2016-08-30,46.68,,10.08,9.3,19.73,,10.08,17.77,15.97,2.98,7.55,1.4,235.0,Poor
+Ahmedabad,2016-08-31,44.59,,10.47,7.39,17.86,,10.47,17.62,11.2,2.88,6.65,1.0,234.0,Poor
+Ahmedabad,2016-09-01,30.81,,9.36,7.86,17.22,,9.36,17.58,15.72,1.96,4.87,0.97,217.0,Poor
+Ahmedabad,2016-09-02,47.67,,9.63,8.39,18.02,,9.63,16.95,18.89,2.41,6.07,1.07,222.0,Poor
+Ahmedabad,2016-09-03,35.69,,9.38,8.14,18.2,,9.38,16.72,14.63,1.77,5.62,0.78,241.0,Poor
+Ahmedabad,2016-09-04,36.44,,9.59,7.07,16.66,,9.59,17.76,14.99,1.53,5.32,0.59,225.0,Poor
+Ahmedabad,2016-09-05,33.83,,10.14,7.82,18.27,,10.14,17.93,13.9,1.49,4.8,0.66,241.0,Poor
+Ahmedabad,2016-09-06,34.23,,10.17,7.14,17.3,,10.17,18.76,13.79,1.35,3.9,0.58,237.0,Poor
+Ahmedabad,2016-09-07,52.15,,10.7,7.15,17.85,,10.7,16.32,14.67,2.75,8.02,0.91,251.0,Poor
+Ahmedabad,2016-09-08,35.99,,9.91,8.65,18.56,,9.91,19.29,18.16,1.77,4.13,2.96,220.0,Poor
+Ahmedabad,2016-09-09,37.93,,9.75,9.2,18.95,,9.75,19.07,15.42,2.23,4.58,1.11,221.0,Poor
+Ahmedabad,2016-09-10,31.94,,9.5,7.84,17.34,,9.5,16.87,14.27,1.12,3.59,0.65,226.0,Poor
+Ahmedabad,2016-09-11,18.04,,7.3,7.02,17.19,,7.3,15.49,19.0,0.61,2.32,0.36,208.0,Poor
+Ahmedabad,2016-09-12,27.9,,9.52,9.55,21.06,,9.52,14.48,21.74,1.28,5.49,1.3,190.0,Moderate
+Ahmedabad,2016-09-13,36.51,,10.07,10.68,21.06,,10.07,18.22,22.56,1.53,6.64,1.82,250.0,Poor
+Ahmedabad,2016-09-14,55.71,,11.17,12.86,24.03,,11.17,17.75,21.14,2.55,10.55,3.43,280.0,Poor
+Ahmedabad,2016-09-15,57.01,,13.68,11.99,25.67,,13.68,18.36,20.81,3.0,15.01,4.97,306.0,Very Poor
+Ahmedabad,2016-09-16,53.94,,10.01,12.54,22.55,,10.01,18.85,24.79,2.72,9.57,2.13,249.0,Poor
+Ahmedabad,2016-09-17,49.34,,9.75,8.67,18.43,,9.75,15.82,26.39,2.02,6.6,0.97,213.0,Poor
+Ahmedabad,2016-09-18,,,,,,,,,,,,,135.0,Moderate
+Ahmedabad,2016-09-19,,,,,,,,,,,,,,
+Ahmedabad,2016-09-20,,,,,,,,,,,,,,
+Ahmedabad,2016-09-21,42.22,,10.17,9.74,19.91,,10.17,14.36,14.84,2.32,7.96,1.89,,
+Ahmedabad,2016-09-22,39.43,,12.67,10.1,22.77,,12.67,16.95,11.63,4.34,9.99,2.34,268.0,Poor
+Ahmedabad,2016-09-23,42.33,,11.31,9.31,20.62,,11.31,19.61,15.38,3.78,8.85,1.94,267.0,Poor
+Ahmedabad,2016-09-24,26.75,,9.8,6.77,16.57,,9.8,19.37,17.5,1.94,4.72,0.71,216.0,Poor
+Ahmedabad,2016-09-25,34.16,,9.66,5.46,15.12,,9.66,18.59,17.44,0.63,3.06,0.47,212.0,Poor
+Ahmedabad,2016-09-26,30.07,,9.82,5.73,15.55,,9.82,18.28,17.65,1.65,3.38,0.6,214.0,Poor
+Ahmedabad,2016-09-27,25.54,,9.5,5.56,15.63,,9.5,15.28,16.47,1.1,2.55,0.48,222.0,Poor
+Ahmedabad,2016-09-28,38.47,,10.63,5.7,16.34,,10.63,17.44,17.34,1.28,3.62,0.78,216.0,Poor
+Ahmedabad,2016-09-29,42.55,,10.36,6.59,16.95,,10.36,17.85,20.24,1.28,2.99,0.24,236.0,Poor
+Ahmedabad,2016-09-30,38.1,,10.2,7.04,17.24,,10.2,18.46,16.83,1.6,3.68,0.3,225.0,Poor
+Ahmedabad,2016-10-01,27.22,,12.02,6.34,18.36,,12.02,17.38,12.94,1.25,5.51,0.06,231.0,Poor
+Ahmedabad,2016-10-02,41.81,,10.75,9.77,20.52,,10.75,18.03,22.44,1.4,4.97,0.05,298.0,Poor
+Ahmedabad,2016-10-03,75.03,,11.23,9.47,20.7,,11.23,17.61,41.28,1.76,6.56,0.02,267.0,Poor
+Ahmedabad,2016-10-04,,,,,,,,,,,,,236.0,Poor
+Ahmedabad,2016-10-05,30.48,,16.49,7.43,23.91,,16.49,18.79,6.38,3.93,11.1,0.0,,
+Ahmedabad,2016-10-06,75.06,,14.78,6.35,21.13,,14.78,19.31,6.0,4.41,7.7,0.0,301.0,Very Poor
+Ahmedabad,2016-10-07,85.36,,14.48,7.59,22.5,,14.48,7.63,20.62,3.14,11.29,0.0,311.0,Very Poor
+Ahmedabad,2016-10-08,124.97,,13.2,9.72,22.91,,13.2,6.74,26.4,2.99,11.31,0.01,313.0,Very Poor
+Ahmedabad,2016-10-09,86.63,,11.74,6.39,18.13,,11.74,9.97,20.38,0.36,0.76,0.0,267.0,Poor
+Ahmedabad,2016-10-10,70.34,,11.25,7.1,18.35,,11.25,12.49,20.13,0.0,0.0,0.0,232.0,Poor
+Ahmedabad,2016-10-11,50.49,,10.91,5.04,15.95,,10.91,13.29,22.39,0.0,0.0,0.0,229.0,Poor
+Ahmedabad,2016-10-12,42.25,,11.07,6.55,17.62,,11.07,9.61,24.3,0.0,0.0,0.0,227.0,Poor
+Ahmedabad,2016-10-13,48.23,,11.09,9.01,19.25,,11.09,18.51,18.52,0.01,0.02,0.0,236.0,Poor
+Ahmedabad,2016-10-14,138.94,,10.27,16.9,27.16,,10.27,66.98,37.01,0.0,0.0,0.0,326.0,Very Poor
+Ahmedabad,2016-10-15,155.68,,16.66,19.69,36.35,,16.66,61.24,33.7,0.0,0.0,0.0,395.0,Very Poor
+Ahmedabad,2016-10-16,120.35,,20.67,16.95,37.63,,20.67,49.8,29.53,0.0,0.0,0.0,507.0,Severe
+Ahmedabad,2016-10-17,140.81,,18.56,19.3,37.86,,18.56,15.83,31.21,0.0,0.0,0.0,423.0,Severe
+Ahmedabad,2016-10-18,87.09,,10.15,13.98,24.12,,10.15,18.17,29.43,3.79,7.38,2.49,315.0,Very Poor
+Ahmedabad,2016-10-19,83.57,,7.8,10.61,18.41,,7.8,19.72,30.68,3.77,15.49,5.59,213.0,Poor
+Ahmedabad,2016-10-20,75.41,,12.23,11.07,23.3,,12.23,26.31,37.64,4.07,14.97,9.04,263.0,Poor
+Ahmedabad,2016-10-21,106.86,,9.38,10.22,19.6,,9.38,30.72,36.65,3.81,11.32,5.67,355.0,Very Poor
+Ahmedabad,2016-10-22,96.53,,9.03,10.8,19.83,,9.03,26.45,33.14,4.92,11.85,5.33,362.0,Very Poor
+Ahmedabad,2016-10-23,76.96,,6.95,9.04,16.0,,6.95,28.44,41.7,2.06,7.8,3.18,236.0,Poor
+Ahmedabad,2016-10-24,73.05,,7.04,8.37,15.4,,7.04,40.0,40.57,2.35,4.96,2.44,192.0,Moderate
+Ahmedabad,2016-10-25,72.52,,7.31,9.14,16.45,,7.31,28.08,32.65,1.76,5.73,3.64,230.0,Poor
+Ahmedabad,2016-10-26,109.22,,11.05,13.21,24.26,,11.05,60.04,33.06,3.87,10.35,5.17,278.0,Poor
+Ahmedabad,2016-10-27,122.63,,18.84,16.36,35.2,,18.84,24.52,31.59,4.44,18.43,10.12,390.0,Very Poor
+Ahmedabad,2016-10-28,214.36,,19.66,18.38,38.03,,19.66,46.6,33.34,6.05,20.53,11.69,509.0,Severe
+Ahmedabad,2016-10-29,381.69,,29.49,25.41,54.9,,29.49,49.33,15.74,13.1,28.16,14.59,472.0,Severe
+Ahmedabad,2016-10-30,182.59,,26.06,18.2,44.25,,26.06,23.81,41.0,8.18,19.9,10.1,457.0,Severe
+Ahmedabad,2016-10-31,271.85,,16.39,15.28,31.68,,16.39,33.31,41.24,3.52,8.61,5.31,721.0,Severe
+Ahmedabad,2016-11-01,230.76,,12.95,13.35,26.31,,12.95,19.34,50.18,2.21,5.96,3.59,420.0,Severe
+Ahmedabad,2016-11-02,203.3,,11.74,14.79,26.54,,11.74,16.14,47.43,2.23,6.43,4.65,417.0,Severe
+Ahmedabad,2016-11-03,152.03,,10.97,12.7,23.67,,10.97,16.78,56.43,1.56,5.4,4.23,390.0,Very Poor
+Ahmedabad,2016-11-04,176.02,,7.51,12.78,20.66,,7.51,66.19,35.0,0.79,2.16,1.69,361.0,Very Poor
+Ahmedabad,2016-11-05,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-11-06,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-11-07,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-11-08,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-11-09,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-11-10,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-11-11,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-11-12,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-11-13,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-11-14,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-11-15,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-11-16,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-11-17,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-11-18,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-11-19,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-11-20,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-11-21,,,,,,,,,,0.0,0.0,0.0,,
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+Ahmedabad,2016-11-23,,,,,,,,,,0.0,0.0,0.0,,
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+Ahmedabad,2016-11-30,,,,,,,,,,0.0,0.0,0.0,,
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+Ahmedabad,2016-12-03,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-12-04,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-12-05,,,,,,,,,,0.0,0.0,0.0,,
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+Ahmedabad,2016-12-07,,,,,,,,,,0.0,0.0,0.0,,
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+Ahmedabad,2016-12-20,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-12-21,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-12-22,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-12-23,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-12-24,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-12-25,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-12-26,,,,,,,,,,0.0,0.0,0.0,,
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+Ahmedabad,2016-12-28,,,,,,,,,,0.0,0.0,0.0,,
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+Ahmedabad,2016-12-30,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2016-12-31,,,,,,,,,,0.0,0.0,0.0,,
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+Ahmedabad,2017-01-03,,,,,,,,,,0.0,0.0,0.0,,
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+Ahmedabad,2017-04-30,,,,,,,,,,,,,,
+Ahmedabad,2017-05-01,,,,,,,,,,,,,,
+Ahmedabad,2017-05-02,,,,,,,,,,,,,,
+Ahmedabad,2017-05-03,,,,,,,,,,,,,,
+Ahmedabad,2017-05-04,,,,,,,,,,,,,,
+Ahmedabad,2017-05-05,,,,,,,,,,,,,,
+Ahmedabad,2017-05-06,,,,,,,,,,,,,,
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+Ahmedabad,2017-05-31,,,,,,,,,,,,,,
+Ahmedabad,2017-06-01,,,,,,,,,,,,,,
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+Ahmedabad,2017-07-01,,,,,,,,,,,,,,
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+Ahmedabad,2017-09-23,,,,,,,,,,,,,,
+Ahmedabad,2017-09-24,,,,,,,,,,,,,,
+Ahmedabad,2017-09-25,,,,,,,,,,,,,,
+Ahmedabad,2017-09-26,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2017-09-27,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2017-09-28,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2017-09-29,,,,,,,,,,0.0,0.0,0.0,,
+Ahmedabad,2017-09-30,,,,,,,,,,,,,,
+Ahmedabad,2017-10-01,,,,,,,,,,,,,,
+Ahmedabad,2017-10-02,,,,,,,,,,,,,,
+Ahmedabad,2017-10-03,,,,,,,,,,,,,,
+Ahmedabad,2017-10-04,,,,,,,,,,,,,,
+Ahmedabad,2017-10-05,,,,,,,,,,,,,,
+Ahmedabad,2017-10-06,,,,,,,,,,,,,,
+Ahmedabad,2017-10-07,,,,,,,,,,,,,,
+Ahmedabad,2017-10-08,,,,,,,,,,,,,,
+Ahmedabad,2017-10-09,,,,,,,,,,,,,,
+Ahmedabad,2017-10-10,64.55,,,,45.75,,,,17.7,5.11,18.77,1.11,,
+Ahmedabad,2017-10-11,61.72,,,,36.6,,,,9.73,4.67,15.99,0.64,105.0,Moderate
+Ahmedabad,2017-10-12,,,,,,,,,,,,,,
+Ahmedabad,2017-10-13,,,,,,,,,,,,,,
+Ahmedabad,2017-10-14,,,,,,,,,,,,,,
+Ahmedabad,2017-10-15,,,,,,,,,,,,,,
+Ahmedabad,2017-10-16,,,,,,,,,,,,,,
+Ahmedabad,2017-10-17,,,,,,,,,,,,,,
+Ahmedabad,2017-10-18,76.32,,,,75.0,,,,,10.89,34.37,2.43,,
+Ahmedabad,2017-10-19,,,,,,,,,,,,,,
+Ahmedabad,2017-10-20,109.16,,,,76.3,,,,40.28,7.6,22.13,1.42,,
+Ahmedabad,2017-10-21,126.57,,,,46.52,,,,27.85,11.85,22.28,2.42,319.0,Very Poor
+Ahmedabad,2017-10-22,59.26,,,,28.25,,,,26.22,5.08,10.27,1.19,146.0,Moderate
+Ahmedabad,2017-10-23,51.72,,,,34.62,,,,24.71,5.35,10.47,0.92,80.0,Satisfactory
+Ahmedabad,2017-10-24,67.4,,,,37.53,,,,19.89,7.54,15.47,1.19,102.0,Moderate
+Ahmedabad,2017-10-25,79.49,,175.81,28.34,89.33,,175.81,62.62,18.21,11.23,29.21,2.13,459.0,Severe
+Ahmedabad,2017-10-26,112.25,,104.94,36.61,141.28,,104.94,43.78,23.6,21.01,51.59,3.38,1426.0,Severe
+Ahmedabad,2017-10-27,133.07,,70.84,51.06,121.9,,70.84,61.91,32.46,22.32,55.28,4.05,1348.0,Severe
+Ahmedabad,2017-10-28,93.96,,71.28,46.94,118.1,,71.28,47.05,6.36,13.78,46.17,2.37,1073.0,Severe
+Ahmedabad,2017-10-29,93.7,,55.17,53.13,108.3,,55.17,47.28,21.54,19.04,55.69,3.75,952.0,Severe
+Ahmedabad,2017-10-30,,,,,,,,,,,,,,
+Ahmedabad,2017-10-31,77.12,,3.96,25.16,15.09,,3.96,28.73,56.01,2.56,8.52,1.16,,
+Ahmedabad,2017-11-01,,,,,0.0,,,,,0.0,0.0,0.0,,
+Ahmedabad,2017-11-02,,,,,0.0,,,,,0.0,0.0,0.0,,
+Ahmedabad,2017-11-03,96.65,,24.81,67.28,66.67,,24.81,67.31,33.84,21.21,60.08,3.37,550.0,Severe
+Ahmedabad,2017-11-04,107.09,,16.58,95.73,59.61,,16.58,104.29,44.5,22.37,76.3,5.22,538.0,Severe
+Ahmedabad,2017-11-05,119.02,,17.91,82.3,53.51,,17.91,101.88,77.28,21.71,68.45,6.02,498.0,Severe
+Ahmedabad,2017-11-06,83.86,,36.74,82.94,67.88,,36.74,90.76,52.82,23.48,82.75,14.62,517.0,Severe
+Ahmedabad,2017-11-07,72.67,,42.99,108.74,85.13,,42.99,106.41,27.74,33.58,117.04,39.38,901.0,Severe
+Ahmedabad,2017-11-08,94.32,,62.88,105.75,98.51,,62.88,127.84,55.03,45.36,173.76,51.5,929.0,Severe
+Ahmedabad,2017-11-09,89.0,,38.8,119.82,87.41,,38.8,131.99,42.9,40.31,152.39,44.36,850.0,Severe
+Ahmedabad,2017-11-10,85.35,,48.64,105.07,87.55,,48.64,111.22,62.31,35.32,143.01,39.8,669.0,Severe
+Ahmedabad,2017-11-11,101.25,,51.7,106.82,90.69,,51.7,113.03,58.29,34.08,134.63,40.55,1141.0,Severe
+Ahmedabad,2017-11-12,90.02,,47.15,99.02,83.49,,47.15,130.27,67.89,0.0,0.0,0.0,707.0,Severe
+Ahmedabad,2017-11-13,119.17,,98.33,98.11,121.12,,98.33,110.08,48.07,12.51,0.63,8.3,1577.0,Severe
+Ahmedabad,2017-11-14,207.19,,118.02,146.18,159.36,,118.02,160.06,37.21,63.79,2.22,32.14,1747.0,Severe
+Ahmedabad,2017-11-15,148.83,,45.88,29.79,48.57,,45.88,113.64,36.02,49.7,1.66,24.73,1065.0,Severe
+Ahmedabad,2017-11-16,85.32,,5.06,31.48,15.88,,5.06,124.92,28.71,14.55,0.55,6.98,195.0,Moderate
+Ahmedabad,2017-11-17,143.07,,5.85,73.39,40.17,,5.85,132.05,42.6,15.08,0.51,4.07,291.0,Poor
+Ahmedabad,2017-11-18,140.88,,6.11,76.05,41.66,,6.11,130.2,26.06,13.81,0.5,3.84,313.0,Very Poor
+Ahmedabad,2017-11-19,99.77,,10.23,73.33,43.4,,10.23,99.05,37.6,20.24,7.37,3.58,333.0,Very Poor
+Ahmedabad,2017-11-20,119.99,,6.84,73.41,40.92,,6.84,81.21,48.09,9.95,26.94,81.26,338.0,Very Poor
+Ahmedabad,2017-11-21,111.92,,15.17,81.11,50.89,,15.17,112.56,62.34,10.59,22.64,32.4,371.0,Very Poor
+Ahmedabad,2017-11-22,96.51,,15.07,84.06,52.25,,15.07,102.74,74.34,35.22,54.77,37.06,463.0,Severe
+Ahmedabad,2017-11-23,80.52,,24.0,88.07,60.87,,24.0,118.4,55.49,3.34,12.65,5.8,419.0,Severe
+Ahmedabad,2017-11-24,92.8,,45.76,102.15,83.98,,45.76,143.12,55.83,4.01,14.62,5.88,700.0,Severe
+Ahmedabad,2017-11-25,102.26,,37.88,111.94,117.06,,37.88,140.1,45.65,2.18,9.87,4.42,1043.0,Severe
+Ahmedabad,2017-11-26,108.19,,55.69,109.21,94.83,,55.69,117.82,47.4,12.43,18.84,16.9,1029.0,Severe
+Ahmedabad,2017-11-27,93.87,,69.71,102.93,102.24,,69.71,122.74,43.8,5.13,30.23,7.32,1041.0,Severe
+Ahmedabad,2017-11-28,109.53,,55.08,117.71,98.52,,55.08,123.22,43.0,8.31,39.7,8.85,1430.0,Severe
+Ahmedabad,2017-11-29,79.34,,14.63,106.33,62.78,,14.63,113.88,54.62,17.73,69.72,12.9,765.0,Severe
+Ahmedabad,2017-11-30,93.05,,40.22,94.66,76.19,,40.22,104.74,60.03,31.5,104.29,24.51,599.0,Severe
+Ahmedabad,2017-12-01,85.51,,30.39,98.09,70.53,,30.39,107.36,40.02,27.59,139.46,21.26,764.0,Severe
+Ahmedabad,2017-12-02,80.89,,6.14,71.52,39.47,,6.14,103.62,78.13,12.02,61.66,7.27,330.0,Very Poor
+Ahmedabad,2017-12-03,58.62,,5.49,61.64,34.16,,5.49,88.67,86.71,8.51,31.34,3.59,205.0,Poor
+Ahmedabad,2017-12-04,68.53,,5.78,61.38,34.25,,5.78,85.69,88.35,9.43,38.61,4.86,164.0,Moderate
+Ahmedabad,2017-12-05,81.38,,5.9,55.07,31.27,,5.9,58.91,39.29,11.0,41.5,16.69,187.0,Moderate
+Ahmedabad,2017-12-06,56.54,,5.46,32.13,19.75,,5.46,31.81,66.39,8.81,27.96,3.73,149.0,Moderate
+Ahmedabad,2017-12-07,74.08,,7.19,57.73,33.53,,7.19,45.02,40.27,15.38,53.13,9.9,215.0,Poor
+Ahmedabad,2017-12-08,62.76,,5.58,62.02,34.05,,5.58,74.08,83.18,14.84,67.56,10.1,284.0,Poor
+Ahmedabad,2017-12-09,86.09,,5.9,72.14,39.59,,5.9,114.3,59.39,16.74,75.26,9.42,167.0,Moderate
+Ahmedabad,2017-12-10,59.74,,26.28,77.12,57.23,,26.28,98.31,42.01,23.84,93.18,14.29,337.0,Very Poor
+Ahmedabad,2017-12-11,87.13,,28.06,56.52,48.51,,28.06,115.96,53.61,26.49,81.22,17.99,696.0,Severe
+Ahmedabad,2017-12-12,52.15,,15.98,65.44,43.85,,15.98,86.58,58.81,1.82,12.48,28.35,295.0,Poor
+Ahmedabad,2017-12-13,67.51,,20.79,88.83,58.85,,20.79,112.57,51.5,0.99,5.97,3.92,565.0,Severe
+Ahmedabad,2017-12-14,70.08,,11.42,81.65,48.35,,11.42,116.77,61.73,0.74,5.81,3.21,400.0,Very Poor
+Ahmedabad,2017-12-15,86.9,,7.54,76.2,42.8,,7.54,105.41,72.02,8.28,27.53,8.36,250.0,Poor
+Ahmedabad,2017-12-16,77.34,,6.33,61.41,34.68,,6.33,102.44,75.64,12.03,37.64,3.29,232.0,Poor
+Ahmedabad,2017-12-17,65.93,,5.7,45.55,26.48,,5.7,99.74,105.69,9.37,36.74,3.21,174.0,Moderate
+Ahmedabad,2017-12-18,66.58,,7.16,62.16,35.66,,7.16,98.89,66.87,11.34,52.45,9.93,198.0,Moderate
+Ahmedabad,2017-12-19,62.24,,17.88,88.65,56.59,,17.88,109.76,48.64,18.08,85.56,12.11,340.0,Very Poor
+Ahmedabad,2017-12-20,62.07,,8.72,72.18,41.72,,8.72,102.25,56.86,14.06,63.32,8.47,355.0,Very Poor
+Ahmedabad,2017-12-21,72.04,,7.78,73.92,41.87,,7.78,114.05,73.53,15.03,58.24,7.72,246.0,Poor
+Ahmedabad,2017-12-22,67.44,,5.95,62.74,35.05,,5.95,99.05,93.19,12.12,47.21,5.22,216.0,Poor
+Ahmedabad,2017-12-23,77.76,,25.81,78.94,57.77,,25.81,110.69,79.46,19.04,87.65,20.17,306.0,Very Poor
+Ahmedabad,2017-12-24,96.71,,19.89,101.08,64.15,,19.89,127.91,54.97,22.98,101.88,17.71,650.0,Severe
+Ahmedabad,2017-12-25,75.14,,29.6,89.68,65.84,,29.6,116.39,67.14,19.73,87.41,17.33,515.0,Severe
+Ahmedabad,2017-12-26,69.27,,15.17,79.33,52.7,,15.17,85.87,65.28,15.99,69.1,11.46,529.0,Severe
+Ahmedabad,2017-12-27,71.54,,26.95,89.06,63.56,,26.95,111.43,65.58,21.84,106.69,16.78,404.0,Severe
+Ahmedabad,2017-12-28,104.13,,43.47,101.35,81.88,,43.47,113.39,58.08,29.83,84.76,26.51,773.0,Severe
+Ahmedabad,2017-12-29,88.93,,30.55,93.2,68.26,,30.55,112.46,61.52,21.93,99.28,17.48,763.0,Severe
+Ahmedabad,2017-12-30,82.03,,14.9,92.12,56.06,,14.9,113.34,65.25,19.32,59.77,9.53,474.0,Severe
+Ahmedabad,2017-12-31,84.43,,6.85,74.68,41.54,,6.85,115.41,90.79,13.58,45.82,6.52,343.0,Very Poor
+Ahmedabad,2018-01-01,84.46,,7.58,87.62,48.4,,7.58,102.36,69.02,14.48,45.6,6.33,278.0,Poor
+Ahmedabad,2018-01-02,76.51,,9.26,76.69,44.32,,9.26,103.46,93.51,14.29,61.83,7.48,256.0,Poor
+Ahmedabad,2018-01-03,63.88,,13.87,69.32,44.16,,13.87,70.3,105.33,12.77,60.99,9.5,300.0,Poor
+Ahmedabad,2018-01-04,81.1,,19.42,109.07,67.15,,19.42,93.3,65.69,19.56,72.46,11.29,532.0,Severe
+Ahmedabad,2018-01-05,73.61,,25.96,173.08,103.8,,25.96,93.86,36.51,17.69,61.48,9.93,534.0,Severe
+Ahmedabad,2018-01-06,75.79,,31.55,146.8,95.16,,31.55,113.82,41.95,21.18,64.94,11.11,738.0,Severe
+Ahmedabad,2018-01-07,77.87,,23.19,137.62,84.44,,23.19,107.58,50.46,16.52,56.8,10.21,622.0,Severe
+Ahmedabad,2018-01-08,77.72,,8.91,135.66,72.82,,8.91,101.93,48.73,14.27,49.51,6.42,517.0,Severe
+Ahmedabad,2018-01-09,66.89,,5.86,92.57,49.53,,5.86,89.53,68.56,9.0,37.96,4.21,216.0,Poor
+Ahmedabad,2018-01-10,74.57,,16.31,133.53,77.31,,16.31,103.2,55.23,12.18,55.8,8.0,316.0,Very Poor
+Ahmedabad,2018-01-11,89.1,,44.57,137.16,100.17,,44.57,92.55,59.41,18.16,59.55,18.01,586.0,Severe
+Ahmedabad,2018-01-12,110.34,,30.4,150.93,94.57,,30.4,95.48,47.58,16.99,102.25,16.31,898.0,Severe
+Ahmedabad,2018-01-13,82.53,,20.58,150.48,88.76,,20.58,106.65,43.23,15.93,76.58,13.48,421.0,Severe
+Ahmedabad,2018-01-14,108.01,,22.69,132.63,81.63,,22.69,86.78,10.99,15.14,58.18,10.19,542.0,Severe
+Ahmedabad,2018-01-15,92.94,,14.34,114.26,66.44,,14.34,83.85,51.68,11.26,38.97,7.45,610.0,Severe
+Ahmedabad,2018-01-16,87.3,,44.01,163.43,112.56,,44.01,127.99,12.21,18.24,77.88,13.33,716.0,Severe
+Ahmedabad,2018-01-17,89.06,,29.54,132.69,86.77,,29.54,119.07,41.74,25.0,85.81,13.5,804.0,Severe
+Ahmedabad,2018-01-18,51.61,,32.42,127.3,86.29,,32.42,100.99,31.7,14.07,54.29,9.53,656.0,Severe
+Ahmedabad,2018-01-19,91.13,,65.07,169.17,131.09,,65.07,128.78,25.03,21.46,61.87,9.84,1201.0,Severe
+Ahmedabad,2018-01-20,88.69,,52.45,164.88,122.7,,52.45,100.85,60.49,26.98,118.22,24.42,,
+Ahmedabad,2018-01-21,108.92,,30.7,273.39,155.55,,30.7,113.34,59.23,39.79,189.75,48.76,595.0,Severe
+Ahmedabad,2018-01-22,89.63,,9.92,141.29,76.32,,9.92,124.11,70.9,14.07,48.33,4.11,384.0,Very Poor
+Ahmedabad,2018-01-23,55.27,,29.44,86.96,66.11,,29.44,91.67,47.71,7.96,40.51,7.73,332.0,Very Poor
+Ahmedabad,2018-01-24,97.88,,52.63,123.1,111.32,,52.63,100.55,40.9,25.75,109.29,18.66,1155.0,Severe
+Ahmedabad,2018-01-25,128.56,,89.57,160.65,157.6,,89.57,124.43,40.06,36.0,111.01,29.73,1355.0,Severe
+Ahmedabad,2018-01-26,103.63,,52.92,173.52,132.44,,52.92,96.19,43.5,24.12,102.83,20.09,1367.0,Severe
+Ahmedabad,2018-01-27,102.16,,15.17,145.55,82.32,,15.17,137.02,63.22,13.51,56.14,5.82,795.0,Severe
+Ahmedabad,2018-01-28,89.53,,35.38,122.51,94.35,,35.38,156.59,83.69,14.9,82.3,12.69,430.0,Severe
+Ahmedabad,2018-01-29,101.92,,65.27,189.67,141.23,,65.27,125.54,41.52,18.18,69.89,13.38,1153.0,Severe
+Ahmedabad,2018-01-30,117.99,,83.78,203.41,161.75,,83.78,147.58,41.0,24.68,100.81,19.45,1414.0,Severe
+Ahmedabad,2018-01-31,115.79,,42.54,166.11,124.97,,42.54,151.92,32.24,12.32,41.88,8.79,1042.0,Severe
+Ahmedabad,2018-02-01,189.12,,94.0,178.13,160.97,,94.0,168.44,39.06,0.74,5.81,3.21,1613.0,Severe
+Ahmedabad,2018-02-02,88.37,,15.14,155.73,87.26,,15.14,106.29,44.14,0.74,5.81,3.21,433.0,Severe
+Ahmedabad,2018-02-03,96.64,,73.16,201.59,152.93,,73.16,146.13,7.97,0.74,5.81,3.21,692.0,Severe
+Ahmedabad,2018-02-04,98.0,,71.48,201.17,151.47,,71.48,146.25,7.94,0.74,5.81,3.21,620.0,Severe
+Ahmedabad,2018-02-05,93.31,,49.85,186.16,128.01,,49.85,142.83,32.93,0.74,5.81,3.21,617.0,Severe
+Ahmedabad,2018-02-06,104.89,,25.46,153.96,94.11,,25.46,121.22,38.11,0.74,5.81,3.21,590.0,Severe
+Ahmedabad,2018-02-07,109.34,,27.03,156.18,96.35,,27.03,121.57,49.84,0.74,5.81,3.21,856.0,Severe
+Ahmedabad,2018-02-08,70.25,,48.11,140.78,105.05,,48.11,97.56,55.79,0.74,5.81,3.21,587.0,Severe
+Ahmedabad,2018-02-09,103.17,,108.99,173.67,166.23,,108.99,125.46,42.09,0.74,5.81,3.21,1423.0,Severe
+Ahmedabad,2018-02-10,185.77,,124.01,172.84,186.66,,124.01,120.94,40.97,0.74,5.81,3.21,1917.0,Severe
+Ahmedabad,2018-02-11,84.48,,20.33,99.65,63.78,,20.33,151.24,29.52,0.74,5.81,3.21,471.0,Severe
+Ahmedabad,2018-02-12,89.41,,28.93,130.93,85.46,,28.93,110.86,34.08,0.74,5.81,3.21,488.0,Severe
+Ahmedabad,2018-02-13,64.61,,10.31,117.16,64.84,,10.31,104.81,51.44,0.74,5.81,3.21,471.0,Severe
+Ahmedabad,2018-02-14,65.35,,6.17,104.31,53.74,,6.17,59.29,64.67,0.74,5.81,3.21,172.0,Moderate
+Ahmedabad,2018-02-15,52.18,,32.36,106.89,76.29,,32.36,84.2,62.74,0.74,5.81,3.21,390.0,Very Poor
+Ahmedabad,2018-02-16,75.13,,36.67,176.38,113.4,,36.67,124.9,67.84,0.74,5.81,3.21,802.0,Severe
+Ahmedabad,2018-02-17,83.65,,47.49,180.34,123.41,,47.49,130.27,47.95,0.74,5.81,3.21,1035.0,Severe
+Ahmedabad,2018-02-18,220.49,,108.73,177.19,178.15,,108.73,133.39,41.76,0.74,5.81,3.21,1477.0,Severe
+Ahmedabad,2018-02-19,242.66,,132.47,199.17,246.03,,132.47,,44.06,0.74,5.81,3.21,2049.0,Severe
+Ahmedabad,2018-02-20,114.78,,74.41,159.18,138.66,,74.41,122.06,32.35,9.83,41.52,10.93,1314.0,Severe
+Ahmedabad,2018-02-21,92.92,,66.96,164.78,130.45,,66.96,123.47,46.91,18.99,134.73,29.26,1215.0,Severe
+Ahmedabad,2018-02-22,91.66,,92.86,135.71,136.23,,92.86,108.4,46.15,27.37,129.03,30.26,1483.0,Severe
+Ahmedabad,2018-02-23,138.4,,134.85,141.97,169.89,,134.85,127.68,25.63,28.04,205.68,40.05,1526.0,Severe
+Ahmedabad,2018-02-24,,,,,,,,,,,,,,
+Ahmedabad,2018-02-25,38.82,,27.81,125.35,81.9,,27.81,91.52,46.78,7.73,72.55,16.33,,
+Ahmedabad,2018-02-26,49.18,,30.05,135.69,88.62,,30.05,123.83,40.63,10.88,75.24,15.72,460.0,Severe
+Ahmedabad,2018-02-27,56.42,,35.02,152.62,100.58,,35.02,124.25,44.79,11.98,88.61,18.38,700.0,Severe
+Ahmedabad,2018-02-28,60.36,,18.78,177.23,100.47,,18.78,124.95,51.14,15.64,93.04,18.76,831.0,Severe
+Ahmedabad,2018-03-01,54.45,,8.51,116.22,63.04,,8.51,167.13,9.36,11.97,70.75,17.01,291.0,Poor
+Ahmedabad,2018-03-02,53.5,,4.52,105.31,54.74,,4.52,171.32,,11.62,69.29,16.62,132.0,Moderate
+Ahmedabad,2018-03-03,41.64,,13.79,104.44,61.23,,13.79,109.4,63.12,12.47,69.84,13.17,212.0,Poor
+Ahmedabad,2018-03-04,32.36,,25.68,78.27,57.34,,25.68,71.59,44.82,7.3,76.14,12.58,717.0,Severe
+Ahmedabad,2018-03-05,29.98,,22.14,114.5,72.38,,22.14,97.02,37.0,8.94,64.57,11.58,525.0,Severe
+Ahmedabad,2018-03-06,33.3,,52.23,128.12,111.18,,52.23,99.65,42.05,20.61,91.72,19.35,777.0,Severe
+Ahmedabad,2018-03-07,56.51,,10.58,121.56,66.9,,10.58,81.19,54.42,8.42,53.98,13.31,807.0,Severe
+Ahmedabad,2018-03-08,88.85,,46.93,147.44,109.62,,46.93,82.23,67.24,13.08,69.23,13.24,520.0,Severe
+Ahmedabad,2018-03-09,111.68,,41.3,119.71,108.46,,41.3,94.48,53.57,17.49,68.66,16.0,1171.0,Severe
+Ahmedabad,2018-03-10,114.06,,52.37,131.09,118.44,,52.37,82.54,56.94,56.27,107.66,25.67,1332.0,Severe
+Ahmedabad,2018-03-11,116.93,,31.48,118.96,104.3,,31.48,98.31,53.2,24.48,128.41,25.34,1260.0,Severe
+Ahmedabad,2018-03-12,84.19,,51.41,136.64,105.02,,51.41,101.89,50.69,21.27,63.94,9.42,708.0,Severe
+Ahmedabad,2018-03-13,98.53,,70.03,101.27,105.37,,70.03,82.76,38.63,14.37,58.25,11.7,1108.0,Severe
+Ahmedabad,2018-03-14,84.16,,17.12,91.61,57.46,,17.12,72.88,24.38,13.56,35.06,6.01,761.0,Severe
+Ahmedabad,2018-03-15,71.82,,37.72,77.57,75.31,,37.72,59.98,46.07,15.85,41.29,8.02,541.0,Severe
+Ahmedabad,2018-03-16,80.51,,80.75,83.56,104.64,,80.75,45.11,36.86,19.32,76.59,13.9,1274.0,Severe
+Ahmedabad,2018-03-17,133.48,,54.16,112.13,95.12,,54.16,93.54,45.02,14.09,54.92,9.61,1241.0,Severe
+Ahmedabad,2018-03-18,116.54,,45.17,140.86,103.35,,45.17,118.35,10.65,11.53,66.97,9.89,1210.0,Severe
+Ahmedabad,2018-03-19,98.49,,17.14,87.62,55.53,,17.14,56.14,,7.12,31.65,5.03,301.0,Very Poor
+Ahmedabad,2018-03-20,160.68,,14.93,97.06,58.49,,14.93,51.32,59.78,7.58,39.23,4.58,549.0,Severe
+Ahmedabad,2018-03-21,102.05,,15.35,81.15,51.04,,15.35,57.4,47.29,0.99,7.55,6.0,414.0,Severe
+Ahmedabad,2018-03-22,100.33,,9.58,92.44,52.24,,9.58,37.78,60.16,0.74,5.89,3.79,484.0,Severe
+Ahmedabad,2018-03-23,99.73,,30.04,152.23,96.68,,30.04,75.71,62.24,0.74,6.68,3.21,577.0,Severe
+Ahmedabad,2018-03-24,104.22,,39.51,142.95,118.86,,39.51,72.1,52.74,0.74,5.81,3.21,862.0,Severe
+Ahmedabad,2018-03-25,109.8,,30.62,132.61,87.54,,30.62,99.72,57.77,0.74,5.81,3.21,889.0,Severe
+Ahmedabad,2018-03-26,124.44,,42.25,147.48,125.33,,42.25,119.98,51.56,0.74,5.81,3.21,1001.0,Severe
+Ahmedabad,2018-03-27,180.27,,63.29,156.21,132.31,,63.29,118.43,50.27,7.21,31.9,6.99,1156.0,Severe
+Ahmedabad,2018-03-28,138.6,,13.28,93.81,55.67,,13.28,116.67,55.1,12.15,41.59,6.18,691.0,Severe
+Ahmedabad,2018-03-29,139.21,,61.15,148.06,117.86,,61.15,103.12,63.73,16.49,48.57,8.29,308.0,Very Poor
+Ahmedabad,2018-03-30,154.09,,51.8,101.12,94.39,,51.8,111.55,48.08,17.66,60.63,10.61,965.0,Severe
+Ahmedabad,2018-03-31,121.0,,14.95,93.59,56.81,,14.95,119.43,50.94,9.17,34.15,4.39,1434.0,Severe
+Ahmedabad,2018-04-01,80.56,,44.37,126.32,95.06,,44.37,118.21,52.22,10.26,49.38,7.55,579.0,Severe
+Ahmedabad,2018-04-02,103.75,,22.81,98.54,65.46,,22.81,117.34,50.17,11.45,56.31,8.65,1034.0,Severe
+Ahmedabad,2018-04-03,75.68,,10.93,70.57,42.58,,10.93,106.94,68.45,8.15,32.62,4.76,498.0,Severe
+Ahmedabad,2018-04-04,62.83,,21.11,68.69,49.24,,21.11,67.09,71.3,9.24,29.75,5.67,265.0,Poor
+Ahmedabad,2018-04-05,104.23,,40.3,69.08,63.98,,40.3,19.21,42.57,15.3,42.19,8.47,740.0,Severe
+Ahmedabad,2018-04-06,91.04,,5.88,64.6,35.89,,5.88,74.09,29.65,7.72,23.75,3.88,856.0,Severe
+Ahmedabad,2018-04-07,90.13,,15.24,81.38,51.07,,15.24,73.62,73.07,8.88,32.62,5.49,304.0,Very Poor
+Ahmedabad,2018-04-08,160.43,,19.45,65.53,46.48,,19.45,49.95,55.47,11.37,31.65,4.75,657.0,Severe
+Ahmedabad,2018-04-09,94.55,,20.11,58.27,43.43,,20.11,51.53,57.33,3.6,24.02,3.49,403.0,Severe
+Ahmedabad,2018-04-10,124.59,,30.88,67.31,55.88,,30.88,82.97,27.52,9.43,37.02,3.85,596.0,Severe
+Ahmedabad,2018-04-11,92.5,,18.14,61.82,43.69,,18.14,77.85,22.98,7.83,26.62,3.21,392.0,Very Poor
+Ahmedabad,2018-04-12,86.29,,16.35,60.84,41.88,,16.35,82.34,31.03,6.17,25.77,3.63,414.0,Severe
+Ahmedabad,2018-04-13,104.21,,22.52,72.51,52.07,,22.52,65.42,39.14,10.93,36.5,7.05,442.0,Severe
+Ahmedabad,2018-04-14,88.5,,26.61,60.36,49.28,,26.61,3.3,32.95,10.73,32.52,5.64,438.0,Severe
+Ahmedabad,2018-04-15,84.47,,23.17,61.41,47.25,,23.17,3.3,45.89,7.15,33.77,4.58,561.0,Severe
+Ahmedabad,2018-04-16,73.54,,29.4,62.95,52.65,,29.4,3.3,,9.83,39.22,5.94,660.0,Severe
+Ahmedabad,2018-04-17,53.89,,31.91,58.22,52.21,,31.91,18.91,60.58,2.32,14.65,3.73,616.0,Severe
+Ahmedabad,2018-04-18,60.08,,48.77,47.34,60.53,,48.77,22.65,51.62,6.72,30.49,6.85,855.0,Severe
+Ahmedabad,2018-04-19,53.13,,12.2,44.61,30.87,,12.2,94.03,36.42,4.19,20.03,4.64,633.0,Severe
+Ahmedabad,2018-04-20,71.3,,7.93,35.8,23.38,,7.93,63.28,34.83,0.74,6.61,3.21,274.0,Poor
+Ahmedabad,2018-04-21,37.9,,4.96,31.24,18.93,,4.96,16.31,34.76,0.74,15.2,3.21,210.0,Poor
+Ahmedabad,2018-04-22,78.18,,20.3,71.56,50.06,,20.3,51.41,10.44,6.65,35.04,5.1,478.0,Severe
+Ahmedabad,2018-04-23,56.35,,25.34,86.03,60.88,,25.34,15.96,77.4,7.94,40.35,8.15,465.0,Severe
+Ahmedabad,2018-04-24,59.66,,47.44,77.68,77.3,,47.44,26.01,63.51,11.44,63.31,9.05,836.0,Severe
+Ahmedabad,2018-04-25,114.6,,42.76,36.29,49.36,,42.76,22.99,56.47,9.97,51.66,10.88,1235.0,Severe
+Ahmedabad,2018-04-26,74.48,,9.84,51.25,32.34,,9.84,48.6,37.97,5.49,26.4,3.76,525.0,Severe
+Ahmedabad,2018-04-27,81.11,,25.37,48.95,42.76,,25.37,40.55,26.21,8.55,37.83,5.85,525.0,Severe
+Ahmedabad,2018-04-28,100.39,,10.39,42.83,28.5,,10.39,42.89,30.16,5.91,23.33,3.34,650.0,Severe
+Ahmedabad,2018-04-29,39.97,,7.15,32.39,19.83,,7.15,30.7,36.08,2.62,15.35,3.21,219.0,Poor
+Ahmedabad,2018-04-30,53.61,,16.93,37.01,19.98,,16.93,51.64,16.92,6.99,21.11,2.51,328.0,Very Poor
+Ahmedabad,2018-05-01,63.06,,13.88,28.22,24.09,,13.88,69.46,25.88,9.26,28.44,0.65,351.0,Very Poor
+Ahmedabad,2018-05-02,46.17,,10.7,30.48,22.85,,10.7,51.35,27.9,6.65,28.04,0.65,286.0,Poor
+Ahmedabad,2018-05-03,61.24,,14.21,35.33,27.84,,14.21,82.15,9.69,8.99,32.13,0.65,337.0,Very Poor
+Ahmedabad,2018-05-04,41.81,,8.66,27.69,19.91,,8.66,36.92,,5.04,23.67,0.65,249.0,Poor
+Ahmedabad,2018-05-05,55.09,,15.63,33.93,28.21,,15.63,57.46,,15.19,32.95,1.79,376.0,Very Poor
+Ahmedabad,2018-05-06,65.54,,13.95,36.07,27.95,,13.95,87.14,,11.0,31.53,0.65,415.0,Severe
+Ahmedabad,2018-05-07,41.04,,7.56,28.36,19.48,,7.56,54.07,,5.02,20.38,0.65,228.0,Poor
+Ahmedabad,2018-05-08,49.71,,9.59,28.6,21.11,,9.59,53.54,34.54,7.95,26.87,0.65,266.0,Poor
+Ahmedabad,2018-05-09,44.75,,10.25,28.9,21.64,,10.25,65.8,28.02,7.63,26.17,1.04,257.0,Poor
+Ahmedabad,2018-05-10,45.84,,26.72,29.72,34.15,,26.72,61.44,35.85,13.84,45.8,4.61,409.0,Severe
+Ahmedabad,2018-05-11,76.36,,8.33,33.82,22.72,,8.33,96.8,51.0,7.07,30.0,0.65,524.0,Severe
+Ahmedabad,2018-05-12,44.79,,7.28,32.12,21.1,,7.28,74.84,37.9,6.22,30.82,0.65,222.0,Poor
+Ahmedabad,2018-05-13,50.16,,13.86,28.17,24.09,,13.86,80.78,28.52,7.5,31.48,0.65,332.0,Very Poor
+Ahmedabad,2018-05-14,49.07,,8.51,30.74,21.34,,8.51,88.3,27.48,6.89,31.88,0.65,272.0,Poor
+Ahmedabad,2018-05-15,46.06,,7.07,27.6,18.74,,7.07,59.55,32.54,5.54,27.16,0.65,232.0,Poor
+Ahmedabad,2018-05-16,52.82,,9.88,28.48,21.26,,9.88,73.73,27.07,6.94,29.35,0.96,247.0,Poor
+Ahmedabad,2018-05-17,53.39,,6.91,30.28,19.9,,6.91,56.45,31.93,6.21,32.04,0.82,254.0,Poor
+Ahmedabad,2018-05-18,59.44,,6.67,31.77,20.48,,6.67,86.73,38.54,5.65,31.0,0.65,236.0,Poor
+Ahmedabad,2018-05-19,71.01,,7.69,38.17,24.36,,7.69,106.62,24.78,9.05,35.54,0.93,273.0,Poor
+Ahmedabad,2018-05-20,59.98,,8.89,31.95,22.22,,8.89,97.46,,7.68,31.62,0.87,273.0,Poor
+Ahmedabad,2018-05-21,50.7,,8.58,33.44,22.69,,8.58,27.74,59.94,6.92,32.76,0.65,256.0,Poor
+Ahmedabad,2018-05-22,69.87,,6.96,34.82,22.14,,6.96,16.35,40.76,8.23,32.22,0.65,217.0,Poor
+Ahmedabad,2018-05-23,61.53,,10.41,42.53,28.52,,10.41,17.94,48.3,9.75,38.71,1.37,291.0,Poor
+Ahmedabad,2018-05-24,67.03,,10.37,38.68,26.61,,10.37,21.21,32.34,9.79,33.02,0.65,314.0,Very Poor
+Ahmedabad,2018-05-25,43.37,,20.03,35.01,32.02,,20.03,56.38,40.07,8.28,43.42,3.43,355.0,Very Poor
+Ahmedabad,2018-05-26,60.05,,22.86,40.83,36.98,,22.86,95.07,33.52,16.03,50.15,4.78,587.0,Severe
+Ahmedabad,2018-05-27,56.93,,10.46,30.45,22.62,,10.46,102.66,37.12,6.98,33.54,0.87,535.0,Severe
+Ahmedabad,2018-05-28,44.14,,18.18,18.82,24.15,,18.18,109.33,31.1,5.48,30.25,0.65,366.0,Very Poor
+Ahmedabad,2018-05-29,69.0,,25.24,7.32,21.03,,25.24,131.7,,4.74,30.99,0.65,404.0,Severe
+Ahmedabad,2018-05-30,43.53,,17.41,58.56,25.49,,17.41,56.99,20.24,4.3,28.74,1.97,,
+Ahmedabad,2018-05-31,16.63,,14.05,73.8,42.09,,14.05,62.47,19.51,4.46,28.21,0.88,,
+Ahmedabad,2018-06-01,78.16,,18.21,55.31,40.57,,18.21,59.64,15.87,5.1,30.68,0.65,355.0,Very Poor
+Ahmedabad,2018-06-02,83.27,,15.82,50.38,36.38,,15.82,46.16,18.23,6.38,27.68,0.65,338.0,Very Poor
+Ahmedabad,2018-06-03,63.79,,14.35,48.44,34.34,,14.35,56.5,,5.66,23.81,0.65,351.0,Very Poor
+Ahmedabad,2018-06-04,50.27,,9.53,46.15,29.62,,9.53,43.76,,4.93,23.3,0.65,280.0,Poor
+Ahmedabad,2018-06-05,51.54,,13.48,51.04,34.95,,13.48,37.58,6.9,5.61,31.16,0.65,297.0,Poor
+Ahmedabad,2018-06-06,54.35,,11.58,50.45,33.25,,11.58,49.66,14.85,5.31,25.54,0.65,319.0,Very Poor
+Ahmedabad,2018-06-07,53.59,,10.18,45.53,29.81,,10.18,59.53,17.93,4.73,22.97,0.65,247.0,Poor
+Ahmedabad,2018-06-08,55.77,,13.06,45.87,32.12,,13.06,44.42,13.14,5.04,23.88,0.65,321.0,Very Poor
+Ahmedabad,2018-06-09,63.58,,13.97,43.32,31.56,,13.97,63.59,5.08,6.97,29.52,0.65,319.0,Very Poor
+Ahmedabad,2018-06-10,103.08,,16.31,59.19,39.35,,16.31,53.73,,9.25,31.08,2.75,345.0,Very Poor
+Ahmedabad,2018-06-11,78.25,,24.41,35.12,35.35,,24.41,44.25,14.76,4.86,44.1,1.03,492.0,Severe
+Ahmedabad,2018-06-12,77.84,,35.49,31.88,42.03,,35.49,44.19,21.0,7.51,65.42,1.39,491.0,Severe
+Ahmedabad,2018-06-13,69.99,,39.53,43.61,50.77,,39.53,30.82,21.49,7.39,57.46,0.72,503.0,Severe
+Ahmedabad,2018-06-14,78.7,,43.78,42.9,53.6,,43.78,31.43,20.06,8.43,59.55,1.17,523.0,Severe
+Ahmedabad,2018-06-15,59.96,,43.3,36.48,50.1,,43.3,34.88,17.65,8.2,63.22,0.84,539.0,Severe
+Ahmedabad,2018-06-16,48.27,,38.0,36.24,46.04,,38.0,34.93,18.73,6.47,60.4,1.3,492.0,Severe
+Ahmedabad,2018-06-17,44.81,,41.38,35.46,48.18,,41.38,37.6,,5.08,62.54,0.94,513.0,Severe
+Ahmedabad,2018-06-18,55.21,,39.11,35.74,46.62,,39.11,39.57,,4.61,64.19,0.96,497.0,Severe
+Ahmedabad,2018-06-19,40.89,,29.34,44.16,43.44,,29.34,31.95,,4.36,62.59,0.8,433.0,Severe
+Ahmedabad,2018-06-20,41.59,,35.38,49.96,50.77,,35.38,43.99,,4.88,66.45,1.15,484.0,Severe
+Ahmedabad,2018-06-21,39.02,,33.35,49.53,49.05,,33.35,40.84,,4.85,66.65,1.88,471.0,Severe
+Ahmedabad,2018-06-22,33.5,,38.95,49.55,53.24,,38.95,41.5,,4.28,67.57,1.39,502.0,Severe
+Ahmedabad,2018-06-23,39.42,,35.54,51.25,51.52,,35.54,47.27,,4.0,65.57,1.1,495.0,Severe
+Ahmedabad,2018-06-24,46.84,,65.72,54.72,73.09,,65.72,36.48,23.07,9.31,78.82,13.73,486.0,Severe
+Ahmedabad,2018-06-25,51.63,,44.96,43.38,54.71,,44.96,27.32,,7.05,64.39,2.56,524.0,Severe
+Ahmedabad,2018-06-26,38.12,,40.63,45.66,52.59,,40.63,26.76,,6.64,58.54,0.65,556.0,Severe
+Ahmedabad,2018-06-27,27.79,,37.69,41.59,48.41,,37.69,39.2,13.74,6.64,55.54,1.1,508.0,Severe
+Ahmedabad,2018-06-28,36.27,,25.63,45.79,41.46,,25.63,54.98,10.53,7.39,39.1,5.67,413.0,Severe
+Ahmedabad,2018-06-29,76.41,,26.44,53.18,45.67,,26.44,43.42,2.05,6.07,43.73,1.54,421.0,Severe
+Ahmedabad,2018-06-30,62.72,,21.89,50.49,40.97,,21.89,22.02,0.72,7.76,21.06,2.85,400.0,Very Poor
+Ahmedabad,2018-07-01,48.12,,19.06,61.63,44.28,,19.06,24.98,0.91,4.82,21.34,1.19,361.0,Very Poor
+Ahmedabad,2018-07-02,36.8,,21.07,53.33,41.74,,21.07,24.97,1.16,5.02,33.98,1.11,385.0,Very Poor
+Ahmedabad,2018-07-03,41.37,,25.53,38.1,37.64,,25.53,18.91,1.08,4.73,42.94,0.65,428.0,Severe
+Ahmedabad,2018-07-04,302.08,,27.2,28.1,34.0,,27.2,46.94,0.88,5.26,43.43,0.65,440.0,Severe
+Ahmedabad,2018-07-05,37.15,,34.33,58.02,53.92,,34.33,34.41,1.04,7.62,47.28,5.26,510.0,Severe
+Ahmedabad,2018-07-06,59.76,,29.58,57.8,50.27,,29.58,17.67,2.02,6.57,44.61,0.8,513.0,Severe
+Ahmedabad,2018-07-07,71.94,,17.35,98.32,60.91,,17.35,25.74,2.03,6.49,55.23,6.37,365.0,Very Poor
+Ahmedabad,2018-07-08,47.95,,17.08,151.73,87.48,,17.08,25.91,2.51,4.57,103.81,2.86,336.0,Very Poor
+Ahmedabad,2018-07-09,55.91,,19.87,66.69,47.36,,19.87,32.64,1.8,4.73,68.95,1.92,377.0,Very Poor
+Ahmedabad,2018-07-10,72.06,,24.72,59.1,47.28,,24.72,32.64,1.26,6.55,29.36,0.75,442.0,Severe
+Ahmedabad,2018-07-11,127.23,,29.02,37.32,39.86,,29.02,26.37,0.38,9.88,43.19,1.07,421.0,Severe
+Ahmedabad,2018-07-12,127.37,,25.58,40.59,38.89,,25.58,34.39,2.77,9.63,41.09,2.52,428.0,Severe
+Ahmedabad,2018-07-13,36.42,,30.52,49.52,46.93,,30.52,37.17,3.29,5.56,58.37,0.65,472.0,Severe
+Ahmedabad,2018-07-14,40.97,,29.94,113.8,77.86,,29.94,22.82,3.69,7.93,52.09,0.94,478.0,Severe
+Ahmedabad,2018-07-15,33.38,,20.68,62.15,45.75,,20.68,21.06,4.35,4.45,21.03,0.65,422.0,Severe
+Ahmedabad,2018-07-16,33.51,,17.84,40.85,33.24,,17.84,28.85,7.95,4.82,20.33,0.65,347.0,Very Poor
+Ahmedabad,2018-07-17,29.56,,30.82,74.11,59.15,,30.82,19.34,3.34,8.73,35.82,6.65,461.0,Severe
+Ahmedabad,2018-07-18,21.89,,27.75,63.9,51.88,,27.75,16.32,3.02,5.8,30.43,0.65,447.0,Severe
+Ahmedabad,2018-07-19,44.87,,31.41,68.29,56.75,,31.41,17.39,3.24,10.48,40.62,0.65,486.0,Severe
+Ahmedabad,2018-07-20,33.16,,31.02,54.23,49.6,,31.02,17.09,4.47,11.79,37.99,1.16,510.0,Severe
+Ahmedabad,2018-07-21,45.25,,35.01,61.65,56.2,,35.01,23.87,2.96,13.66,45.89,0.9,576.0,Severe
+Ahmedabad,2018-07-22,48.95,,25.57,63.01,49.82,,25.57,19.19,2.96,9.86,57.34,1.03,485.0,Severe
+Ahmedabad,2018-07-23,42.89,,34.86,51.28,51.03,,34.86,19.96,,8.55,56.71,0.79,488.0,Severe
+Ahmedabad,2018-07-24,48.36,,43.24,57.71,60.42,,43.24,21.19,,9.96,55.29,0.79,613.0,Severe
+Ahmedabad,2018-07-25,51.7,,39.25,54.05,55.65,,39.25,20.02,,10.25,37.19,0.72,577.0,Severe
+Ahmedabad,2018-07-26,43.18,,29.79,51.27,47.24,,29.79,18.21,,6.41,27.58,0.65,474.0,Severe
+Ahmedabad,2018-07-27,35.8,,29.72,48.89,46.03,,29.72,19.94,,5.77,26.88,0.65,458.0,Severe
+Ahmedabad,2018-07-28,37.76,,23.91,45.39,39.98,,23.91,19.83,,4.59,25.32,0.65,428.0,Severe
+Ahmedabad,2018-07-29,38.1,,27.77,47.92,44.1,,27.77,25.27,,4.78,26.7,0.65,429.0,Severe
+Ahmedabad,2018-07-30,39.43,,29.96,47.83,45.69,,29.96,24.1,,4.98,28.67,0.65,461.0,Severe
+Ahmedabad,2018-07-31,51.78,,28.69,45.29,43.51,,28.69,61.88,,5.42,25.96,0.65,450.0,Severe
+Ahmedabad,2018-08-01,63.4,,26.58,48.24,43.36,,26.58,109.6,,5.72,24.87,0.65,453.0,Severe
+Ahmedabad,2018-08-02,58.21,,25.51,49.85,43.35,,25.51,106.17,,5.99,28.19,0.65,459.0,Severe
+Ahmedabad,2018-08-03,47.83,,25.73,49.36,43.28,,25.73,113.31,3.22,6.3,23.79,0.65,468.0,Severe
+Ahmedabad,2018-08-04,53.64,,22.52,52.64,42.05,,22.52,96.72,2.86,4.54,22.09,0.65,424.0,Severe
+Ahmedabad,2018-08-05,48.18,,18.31,51.41,38.75,,18.31,104.62,2.81,4.08,19.29,0.65,366.0,Very Poor
+Ahmedabad,2018-08-06,56.75,,28.82,59.07,49.74,,28.82,126.12,4.84,5.84,29.82,0.65,465.0,Severe
+Ahmedabad,2018-08-07,41.21,,25.18,38.73,37.68,,25.18,83.84,9.92,4.42,26.35,0.65,434.0,Severe
+Ahmedabad,2018-08-08,37.33,,29.18,47.75,45.07,,29.18,58.25,6.63,5.0,35.8,0.65,470.0,Severe
+Ahmedabad,2018-08-09,28.74,,25.17,45.61,41.03,,25.17,41.84,20.2,5.46,24.83,0.65,455.0,Severe
+Ahmedabad,2018-08-10,34.05,,27.58,46.79,43.41,,27.58,29.66,22.77,5.79,24.71,0.65,489.0,Severe
+Ahmedabad,2018-08-11,28.94,,21.18,53.02,41.66,,21.18,26.92,16.38,5.76,20.92,0.65,431.0,Severe
+Ahmedabad,2018-08-12,25.06,,25.26,54.71,45.54,,25.26,21.64,10.33,4.72,21.53,0.65,402.0,Severe
+Ahmedabad,2018-08-13,32.05,,29.19,48.62,45.5,,29.19,42.09,10.76,5.34,21.8,0.65,469.0,Severe
+Ahmedabad,2018-08-14,44.02,,30.74,54.33,49.44,,30.74,48.99,7.14,4.95,21.77,0.65,476.0,Severe
+Ahmedabad,2018-08-15,48.73,,27.87,47.11,43.78,,27.87,31.19,11.25,5.89,22.14,0.65,459.0,Severe
+Ahmedabad,2018-08-16,43.54,,12.25,39.05,28.19,,12.25,43.71,22.45,4.41,19.58,0.65,342.0,Very Poor
+Ahmedabad,2018-08-17,28.66,,18.31,55.15,40.57,,18.31,32.57,15.68,4.86,19.27,0.65,311.0,Very Poor
+Ahmedabad,2018-08-18,31.01,,26.43,63.76,50.83,,26.43,128.43,18.69,6.33,27.76,3.17,467.0,Severe
+Ahmedabad,2018-08-19,33.95,,30.33,67.31,55.47,,30.33,152.48,14.95,8.26,51.62,16.89,429.0,Severe
+Ahmedabad,2018-08-20,33.7,,24.01,59.07,46.74,,24.01,156.24,23.59,7.07,31.28,0.65,490.0,Severe
+Ahmedabad,2018-08-21,48.21,,29.28,66.43,54.26,,29.28,151.44,13.38,5.93,25.08,0.65,445.0,Severe
+Ahmedabad,2018-08-22,40.66,,30.95,61.16,52.93,,30.95,120.48,14.02,5.55,27.97,0.65,499.0,Severe
+Ahmedabad,2018-08-23,38.65,,30.68,60.26,52.29,,30.68,146.84,16.31,5.28,28.84,1.07,482.0,Severe
+Ahmedabad,2018-08-24,49.47,,34.28,63.28,56.19,,34.28,88.36,13.94,4.75,23.45,0.65,527.0,Severe
+Ahmedabad,2018-08-25,33.2,,36.15,56.35,54.46,,36.15,96.68,8.76,4.88,22.06,0.65,556.0,Severe
+Ahmedabad,2018-08-26,34.52,,31.19,51.26,48.28,,31.19,66.48,,4.46,19.16,0.65,482.0,Severe
+Ahmedabad,2018-08-27,44.57,,33.12,57.85,52.94,,33.12,34.74,,4.75,23.18,1.02,597.0,Severe
+Ahmedabad,2018-08-28,58.92,,26.74,67.8,53.03,,26.74,56.88,,4.68,28.77,0.79,491.0,Severe
+Ahmedabad,2018-08-29,51.03,,26.37,63.05,50.44,,26.37,49.27,,6.52,26.46,0.65,460.0,Severe
+Ahmedabad,2018-08-30,45.77,,33.34,54.56,51.5,,33.34,25.47,,5.48,25.45,0.83,510.0,Severe
+Ahmedabad,2018-08-31,38.22,,41.0,60.3,60.01,,41.0,59.94,,6.74,29.19,0.65,623.0,Severe
+Ahmedabad,2018-09-01,34.44,,35.18,58.49,54.79,,35.18,85.34,,4.8,25.59,0.65,577.0,Severe
+Ahmedabad,2018-09-02,28.8,,28.47,49.07,45.18,,28.47,101.38,,4.38,23.87,0.65,440.0,Severe
+Ahmedabad,2018-09-03,,,,,,,,,,,,,,
+Ahmedabad,2018-09-04,114.85,,33.16,85.74,66.57,,33.16,28.74,17.57,3.94,16.02,0.65,,
+Ahmedabad,2018-09-05,20.8,,26.8,70.32,54.3,,26.8,53.18,22.44,3.94,16.02,0.65,,
+Ahmedabad,2018-09-06,22.14,,28.37,68.25,54.47,,28.37,49.31,22.93,3.94,16.02,0.65,520.0,Severe
+Ahmedabad,2018-09-07,19.66,,24.39,65.16,49.98,,24.39,56.92,26.6,3.94,16.02,0.65,518.0,Severe
+Ahmedabad,2018-09-08,22.3,,34.43,74.87,62.22,,34.43,60.72,,3.94,16.02,0.65,524.0,Severe
+Ahmedabad,2018-09-09,22.33,,40.34,74.32,66.36,,40.34,111.98,,3.94,16.02,0.65,576.0,Severe
+Ahmedabad,2018-09-10,18.54,,43.81,58.57,61.27,,43.81,102.83,,3.94,16.02,0.65,688.0,Severe
+Ahmedabad,2018-09-11,17.91,,32.15,57.3,51.94,,32.15,74.72,,3.94,16.02,0.65,521.0,Severe
+Ahmedabad,2018-09-12,16.28,,26.67,57.19,47.8,,26.67,50.26,,3.94,16.02,0.65,447.0,Severe
+Ahmedabad,2018-09-13,21.06,,29.17,53.85,48.04,,29.17,65.55,,3.94,16.02,0.65,477.0,Severe
+Ahmedabad,2018-09-14,20.82,,31.54,53.22,49.5,,31.54,60.88,,3.94,16.02,0.65,481.0,Severe
+Ahmedabad,2018-09-15,18.18,,33.85,62.81,55.9,,33.85,71.39,,3.94,16.02,0.65,500.0,Severe
+Ahmedabad,2018-09-16,21.41,,32.1,75.42,60.74,,32.1,73.4,,3.94,16.02,0.65,530.0,Severe
+Ahmedabad,2018-09-17,24.51,,34.65,82.95,66.32,,34.65,63.4,,3.94,16.02,0.65,696.0,Severe
+Ahmedabad,2018-09-18,28.15,,29.08,88.14,64.7,,29.08,70.24,,3.94,16.02,0.65,580.0,Severe
+Ahmedabad,2018-09-19,23.65,,22.79,74.6,53.4,,22.79,65.46,,3.94,16.02,0.65,546.0,Severe
+Ahmedabad,2018-09-20,25.32,,38.95,85.39,70.72,,38.95,43.6,,3.94,16.02,0.65,631.0,Severe
+Ahmedabad,2018-09-21,25.87,,23.11,100.26,66.16,,23.11,30.28,,3.94,16.02,0.65,876.0,Severe
+Ahmedabad,2018-09-22,22.62,,23.36,121.4,76.65,,23.36,42.11,,3.94,16.02,0.65,493.0,Severe
+Ahmedabad,2018-09-23,21.12,,22.46,66.12,49.02,,22.46,27.9,,3.94,16.02,0.65,410.0,Severe
+Ahmedabad,2018-09-24,21.79,,25.94,63.21,50.19,,25.94,25.39,,3.94,16.02,0.65,398.0,Very Poor
+Ahmedabad,2018-09-25,18.87,,27.35,85.35,62.04,,27.35,38.27,,3.94,16.02,0.65,457.0,Severe
+Ahmedabad,2018-09-26,22.11,,24.68,100.39,67.38,,24.68,78.83,,3.94,16.02,0.65,428.0,Severe
+Ahmedabad,2018-09-27,24.07,,20.32,133.0,80.04,,20.32,45.29,75.33,3.94,16.02,0.65,413.0,Severe
+Ahmedabad,2018-09-28,25.9,,40.29,165.62,110.86,,40.29,56.95,37.07,3.94,16.02,0.65,680.0,Severe
+Ahmedabad,2018-09-29,29.8,,42.91,169.17,114.54,,42.91,64.17,53.0,3.94,16.02,0.65,787.0,Severe
+Ahmedabad,2018-09-30,29.37,,42.88,163.3,111.66,,42.88,60.33,44.38,3.94,16.02,0.65,862.0,Severe
+Ahmedabad,2018-10-01,33.95,,59.21,191.14,136.93,,59.21,74.04,45.36,3.94,16.02,0.65,951.0,Severe
+Ahmedabad,2018-10-02,31.13,,26.73,177.13,106.35,,26.73,53.57,67.63,4.26,14.93,1.28,712.0,Severe
+Ahmedabad,2018-10-03,58.28,,15.84,127.95,74.24,,15.84,128.38,66.85,4.41,12.36,3.3,483.0,Severe
+Ahmedabad,2018-10-04,63.92,,12.95,102.78,46.66,,12.95,92.16,69.39,3.65,12.86,4.34,379.0,Very Poor
+Ahmedabad,2018-10-05,73.89,,4.5,53.74,28.34,,4.5,46.31,59.52,3.65,12.86,4.34,214.0,Poor
+Ahmedabad,2018-10-06,79.37,,30.71,62.42,50.34,,30.71,80.71,69.32,3.77,17.32,5.84,508.0,Severe
+Ahmedabad,2018-10-07,78.64,,32.81,68.8,58.04,,32.81,75.18,57.87,3.87,21.26,7.16,713.0,Severe
+Ahmedabad,2018-10-08,122.92,,34.89,94.67,72.22,,34.89,119.78,40.0,3.87,21.26,7.16,688.0,Severe
+Ahmedabad,2018-10-09,160.05,,34.65,115.92,82.4,,34.65,90.5,48.77,3.87,21.26,7.16,844.0,Severe
+Ahmedabad,2018-10-10,113.9,,46.02,68.38,63.36,,46.02,100.12,65.26,3.87,21.26,7.16,786.0,Severe
+Ahmedabad,2018-10-11,126.66,,33.97,112.69,45.73,,33.97,76.09,55.06,3.87,21.26,7.16,664.0,Severe
+Ahmedabad,2018-10-12,116.02,,44.47,98.22,48.04,,44.47,64.62,39.74,3.87,21.26,7.16,914.0,Severe
+Ahmedabad,2018-10-13,96.65,,25.15,110.33,40.26,,25.15,53.75,59.62,3.87,21.26,7.16,536.0,Severe
+Ahmedabad,2018-10-14,110.05,,19.73,114.23,38.17,,19.73,101.29,51.12,3.87,21.26,7.16,403.0,Severe
+Ahmedabad,2018-10-15,109.84,,23.16,104.87,37.85,,23.16,72.69,60.82,3.87,21.26,7.16,427.0,Severe
+Ahmedabad,2018-10-16,140.06,,28.2,146.82,50.64,,28.2,98.85,57.6,3.87,21.26,7.16,685.0,Severe
+Ahmedabad,2018-10-17,109.11,,29.19,118.85,44.54,,29.19,94.22,60.25,3.87,21.26,7.16,558.0,Severe
+Ahmedabad,2018-10-18,107.26,,26.76,94.48,37.38,,26.76,90.9,48.62,3.87,21.26,7.16,487.0,Severe
+Ahmedabad,2018-10-19,105.87,,18.18,90.33,31.62,,18.18,97.98,46.82,3.87,21.26,7.16,453.0,Severe
+Ahmedabad,2018-10-20,101.86,,27.99,105.96,40.8,,27.99,89.37,54.3,3.87,21.26,7.16,559.0,Severe
+Ahmedabad,2018-10-21,96.15,,94.41,80.49,71.73,,94.41,76.61,42.8,3.87,21.26,7.16,1291.0,Severe
+Ahmedabad,2018-10-22,88.58,,112.71,85.92,85.03,,112.71,90.9,57.78,3.87,21.26,7.16,1350.0,Severe
+Ahmedabad,2018-10-23,129.98,,81.12,97.96,69.53,,81.12,70.06,,3.87,21.26,7.16,1561.0,Severe
+Ahmedabad,2018-10-24,103.71,,34.72,111.67,45.91,,34.72,54.23,119.43,3.87,21.26,7.16,906.0,Severe
+Ahmedabad,2018-10-25,121.11,,51.7,137.41,61.49,,51.7,78.64,58.07,3.87,21.26,7.16,824.0,Severe
+Ahmedabad,2018-10-26,82.49,,30.47,80.4,36.1,,30.47,61.13,48.85,3.87,21.26,7.16,578.0,Severe
+Ahmedabad,2018-10-27,72.93,,90.96,78.54,73.82,,90.96,39.24,69.95,3.87,21.26,7.16,161.0,Moderate
+Ahmedabad,2018-10-28,94.08,,34.06,50.69,30.89,,34.06,68.42,47.74,3.87,21.26,7.16,849.0,Severe
+Ahmedabad,2018-10-29,82.88,,18.59,73.74,27.9,,18.59,56.89,47.67,7.12,27.68,33.44,574.0,Severe
+Ahmedabad,2018-10-30,88.69,,26.91,70.9,31.3,,26.91,68.94,53.16,38.06,34.91,109.23,509.0,Severe
+Ahmedabad,2018-10-31,82.52,,24.13,69.94,30.08,,24.13,44.95,64.07,10.47,23.09,3.27,556.0,Severe
+Ahmedabad,2018-11-01,72.11,,48.7,85.77,47.36,,48.7,42.51,54.52,8.43,46.89,7.26,669.0,Severe
+Ahmedabad,2018-11-02,78.48,,49.94,110.63,54.14,,49.94,67.06,46.93,16.41,36.27,6.95,1217.0,Severe
+Ahmedabad,2018-11-03,103.22,,68.97,102.84,62.88,,68.97,57.8,52.79,32.77,39.01,15.09,1033.0,Severe
+Ahmedabad,2018-11-04,70.39,,44.04,55.52,37.71,,44.04,69.83,59.5,77.43,72.18,53.35,625.0,Severe
+Ahmedabad,2018-11-05,107.9,,43.47,109.59,50.08,,43.47,49.76,55.01,34.93,68.8,26.9,803.0,Severe
+Ahmedabad,2018-11-06,117.08,,37.42,106.21,46.11,,37.42,77.6,55.05,16.14,53.75,11.36,741.0,Severe
+Ahmedabad,2018-11-07,162.18,,59.53,94.35,59.82,,59.53,42.01,67.0,16.62,52.51,11.42,776.0,Severe
+Ahmedabad,2018-11-08,205.21,,93.31,100.87,77.22,,93.31,75.95,61.17,20.41,55.29,13.92,1630.0,Severe
+Ahmedabad,2018-11-09,165.37,,70.6,95.3,61.99,,70.6,52.45,39.6,17.88,48.01,11.32,1160.0,Severe
+Ahmedabad,2018-11-10,110.7,,38.01,107.13,76.89,,38.01,57.58,,19.05,52.97,12.11,1056.0,Severe
+Ahmedabad,2018-11-11,143.72,,65.62,102.87,75.79,,65.62,51.92,,18.27,54.64,15.01,1256.0,Severe
+Ahmedabad,2018-11-12,91.56,,79.42,118.89,73.26,,79.42,60.97,,21.11,56.47,13.11,1154.0,Severe
+Ahmedabad,2018-11-13,133.13,,77.55,155.59,80.21,,77.55,101.13,,26.28,59.96,15.48,1548.0,Severe
+Ahmedabad,2018-11-14,143.52,,41.62,138.89,56.23,,41.62,91.74,89.17,3.97,32.2,6.81,820.0,Severe
+Ahmedabad,2018-11-15,83.28,,33.47,97.9,41.93,,33.47,48.93,36.84,3.97,32.2,6.81,688.0,Severe
+Ahmedabad,2018-11-16,75.58,,44.07,68.01,40.73,,44.07,47.43,68.17,3.97,32.2,6.81,595.0,Severe
+Ahmedabad,2018-11-17,93.73,,68.52,84.54,96.09,,68.52,62.65,50.29,3.97,32.2,6.81,1354.0,Severe
+Ahmedabad,2018-11-18,127.46,,108.81,77.65,129.43,,108.81,63.63,48.32,3.97,32.2,6.81,1672.0,Severe
+Ahmedabad,2018-11-19,98.6,,90.33,86.74,70.77,,90.33,85.76,52.53,3.97,32.2,6.81,1472.0,Severe
+Ahmedabad,2018-11-20,84.71,,88.34,83.28,83.77,,88.34,70.31,40.06,3.97,32.2,6.81,1295.0,Severe
+Ahmedabad,2018-11-21,86.52,,115.87,66.59,81.77,,115.87,44.24,36.0,3.97,32.2,6.81,1646.0,Severe
+Ahmedabad,2018-11-22,90.1,,57.16,87.75,52.58,,57.16,60.45,41.82,3.97,32.2,6.81,1329.0,Severe
+Ahmedabad,2018-11-23,68.52,,39.47,72.83,39.22,,39.47,60.58,50.1,3.97,32.2,6.81,530.0,Severe
+Ahmedabad,2018-11-24,86.43,,34.52,82.76,38.92,,34.52,62.48,47.34,3.97,32.2,6.81,798.0,Severe
+Ahmedabad,2018-11-25,70.51,,25.76,98.98,37.9,,25.76,67.36,47.72,3.97,32.2,6.81,689.0,Severe
+Ahmedabad,2018-11-26,78.48,,16.91,84.74,29.58,,16.91,61.98,56.39,3.97,32.2,6.81,413.0,Severe
+Ahmedabad,2018-11-27,63.75,,11.7,77.73,25.01,,11.7,64.78,59.28,3.97,32.2,6.81,415.0,Severe
+Ahmedabad,2018-11-28,68.3,,8.69,73.99,22.45,,8.69,50.93,72.2,3.99,32.22,6.84,228.0,Poor
+Ahmedabad,2018-11-29,91.23,,32.82,65.66,33.9,,32.82,34.58,56.17,4.0,32.25,6.89,392.0,Very Poor
+Ahmedabad,2018-11-30,92.74,,28.91,80.7,35.3,,28.91,44.35,46.56,4.03,32.27,6.9,657.0,Severe
+Ahmedabad,2018-12-01,96.58,,42.1,80.15,42.52,,42.1,52.73,42.37,4.04,32.3,6.9,657.0,Severe
+Ahmedabad,2018-12-02,91.37,,28.26,91.43,37.49,,28.26,51.83,38.19,4.04,32.27,6.89,702.0,Severe
+Ahmedabad,2018-12-03,88.02,,25.92,83.26,34.25,,25.92,37.48,42.7,4.07,32.29,6.88,488.0,Severe
+Ahmedabad,2018-12-04,96.82,,31.36,78.81,36.22,,31.36,31.51,42.71,4.06,32.31,6.93,605.0,Severe
+Ahmedabad,2018-12-05,96.89,,28.4,92.83,37.91,,28.4,33.05,41.44,4.09,32.31,6.94,687.0,Severe
+Ahmedabad,2018-12-06,109.2,,37.47,104.9,45.83,,37.47,76.7,43.34,4.08,32.3,6.93,714.0,Severe
+Ahmedabad,2018-12-07,94.95,,30.29,96.97,39.95,,30.29,65.02,43.5,4.05,32.34,6.95,667.0,Severe
+Ahmedabad,2018-12-08,75.42,,11.02,75.02,23.99,,11.02,49.3,54.91,4.07,32.31,6.93,423.0,Severe
+Ahmedabad,2018-12-09,73.07,,32.21,86.61,38.54,,32.21,45.82,51.18,4.08,32.35,6.96,417.0,Severe
+Ahmedabad,2018-12-10,98.25,,57.51,110.07,58.22,,57.51,59.11,39.64,4.07,32.35,6.94,1158.0,Severe
+Ahmedabad,2018-12-11,118.16,,60.28,102.68,58.0,,60.28,104.49,32.76,4.11,32.32,6.95,938.0,Severe
+Ahmedabad,2018-12-12,95.4,,41.8,78.91,42.06,,41.8,51.61,39.05,4.09,32.36,6.95,920.0,Severe
+Ahmedabad,2018-12-13,70.04,,14.87,78.1,26.87,,14.87,69.86,55.89,4.05,32.32,6.94,336.0,Very Poor
+Ahmedabad,2018-12-14,56.71,,7.45,60.4,18.52,,7.45,42.48,61.74,4.07,32.3,6.9,275.0,Poor
+Ahmedabad,2018-12-15,59.4,,7.23,47.87,15.42,,7.23,21.53,71.46,4.07,32.33,6.97,191.0,Moderate
+Ahmedabad,2018-12-16,54.75,,6.99,43.7,14.29,,6.99,19.99,76.37,4.06,32.31,6.94,172.0,Moderate
+Ahmedabad,2018-12-17,62.18,,7.67,55.29,17.43,,7.67,29.22,73.67,4.06,32.31,6.93,198.0,Moderate
+Ahmedabad,2018-12-18,238.42,,26.3,73.22,32.07,,26.3,34.63,63.89,4.08,32.34,6.94,381.0,Very Poor
+Ahmedabad,2018-12-19,125.16,,46.84,96.16,48.74,,46.84,63.66,55.2,4.11,32.33,6.96,800.0,Severe
+Ahmedabad,2018-12-20,106.45,,56.46,78.1,50.03,,56.46,83.62,55.5,4.08,32.39,7.0,967.0,Severe
+Ahmedabad,2018-12-21,92.45,,46.89,85.56,46.28,,46.89,60.42,,4.1,32.39,7.0,978.0,Severe
+Ahmedabad,2018-12-22,111.75,,89.19,90.59,88.27,,89.19,80.9,62.55,4.09,32.36,6.99,1558.0,Severe
+Ahmedabad,2018-12-23,106.19,,45.76,89.03,47.49,,45.76,55.16,53.79,4.1,32.37,6.96,1300.0,Severe
+Ahmedabad,2018-12-24,72.1,,11.61,94.32,28.91,,11.61,54.74,63.46,4.08,32.37,6.95,355.0,Very Poor
+Ahmedabad,2018-12-25,79.15,,12.74,92.85,29.19,,12.74,64.9,70.54,4.08,32.34,6.94,370.0,Very Poor
+Ahmedabad,2018-12-26,94.8,,23.18,79.56,31.84,,23.18,56.2,63.95,4.08,32.3,6.94,448.0,Severe
+Ahmedabad,2018-12-27,80.14,,86.91,71.98,65.41,,86.91,64.7,47.86,4.09,32.31,6.99,1084.0,Severe
+Ahmedabad,2018-12-28,89.14,,63.43,81.71,55.88,,63.43,70.0,44.86,4.07,32.37,6.93,1319.0,Severe
+Ahmedabad,2018-12-29,68.29,,16.94,82.74,29.12,,16.94,61.27,51.76,4.05,32.32,6.94,379.0,Very Poor
+Ahmedabad,2018-12-30,67.75,,17.63,81.78,29.28,,17.63,57.37,63.34,4.07,32.3,6.98,396.0,Very Poor
+Ahmedabad,2018-12-31,80.54,,71.11,77.0,61.31,,71.11,64.49,60.07,4.05,32.33,6.93,744.0,Severe
+Ahmedabad,2019-01-01,110.71,,63.03,111.56,100.04,,63.03,80.15,57.12,4.08,32.33,6.93,1474.0,Severe
+Ahmedabad,2019-01-02,147.57,,59.56,107.46,129.87,,59.56,47.7,48.23,4.1,32.34,6.99,1246.0,Severe
+Ahmedabad,2019-01-03,131.5,,119.68,75.82,88.04,,119.68,55.29,43.25,4.09,32.42,7.0,1719.0,Severe
+Ahmedabad,2019-01-04,102.12,,57.92,95.29,54.93,,57.92,69.02,51.71,4.09,32.38,6.98,1264.0,Severe
+Ahmedabad,2019-01-05,115.0,,63.86,111.04,61.99,,63.86,86.65,59.25,4.12,32.43,6.97,1127.0,Severe
+Ahmedabad,2019-01-06,84.84,,40.16,72.85,39.55,,40.16,52.52,59.42,4.12,32.35,7.02,908.0,Severe
+Ahmedabad,2019-01-07,74.62,,8.16,73.22,21.96,,8.16,48.21,74.83,4.12,32.35,6.99,236.0,Poor
+Ahmedabad,2019-01-08,89.72,,13.83,80.78,26.92,,13.83,56.43,73.64,4.09,32.39,6.99,313.0,Very Poor
+Ahmedabad,2019-01-09,84.03,,26.24,90.66,36.19,,26.24,63.72,72.75,4.13,32.39,7.07,471.0,Severe
+Ahmedabad,2019-01-10,82.79,,32.14,79.69,36.86,,32.14,59.98,60.48,4.14,32.36,7.02,661.0,Severe
+Ahmedabad,2019-01-11,76.38,,42.44,82.76,43.33,,42.44,70.61,59.68,4.12,32.37,7.02,711.0,Severe
+Ahmedabad,2019-01-12,66.01,,53.08,73.79,46.37,,53.08,61.71,73.43,4.11,32.35,6.96,854.0,Severe
+Ahmedabad,2019-01-13,116.42,,63.2,82.77,54.86,,63.2,64.52,59.07,4.16,32.4,6.95,1258.0,Severe
+Ahmedabad,2019-01-14,75.49,,9.04,61.8,19.74,,9.04,34.03,80.26,4.16,32.44,7.03,407.0,Severe
+Ahmedabad,2019-01-15,66.97,,6.96,37.35,12.77,,6.96,28.48,89.73,4.11,32.42,7.03,172.0,Moderate
+Ahmedabad,2019-01-16,161.09,,101.89,116.48,108.56,,101.89,64.92,84.85,4.06,32.36,6.94,116.0,Moderate
+Ahmedabad,2019-01-17,124.45,,96.21,97.63,81.12,,96.21,56.28,53.72,4.11,32.36,6.97,1302.0,Severe
+Ahmedabad,2019-01-18,95.15,,48.24,95.6,49.59,,48.24,79.66,52.85,4.12,32.33,6.96,1275.0,Severe
+Ahmedabad,2019-01-19,73.58,,32.68,80.71,37.41,,32.68,56.74,36.97,4.1,32.3,6.96,527.0,Severe
+Ahmedabad,2019-01-20,86.32,,49.43,104.79,54.37,,49.43,79.76,35.32,4.1,32.33,6.95,839.0,Severe
+Ahmedabad,2019-01-21,149.26,,78.38,85.92,65.56,,78.38,98.89,27.07,4.1,32.4,6.95,1537.0,Severe
+Ahmedabad,2019-01-22,70.06,,26.17,55.69,27.82,,26.17,62.14,23.56,4.09,32.34,7.02,547.0,Severe
+Ahmedabad,2019-01-23,86.59,,40.08,82.87,42.04,,40.08,83.72,32.62,4.11,32.35,6.95,716.0,Severe
+Ahmedabad,2019-01-24,74.12,,18.26,81.45,29.55,,18.26,94.78,39.51,4.12,32.33,6.92,464.0,Severe
+Ahmedabad,2019-01-25,52.92,,11.03,63.81,21.32,,11.03,63.17,43.54,4.07,32.32,6.95,302.0,Very Poor
+Ahmedabad,2019-01-26,47.26,,16.22,64.71,24.43,,16.22,63.03,20.0,4.04,32.31,6.95,260.0,Poor
+Ahmedabad,2019-01-27,52.79,,18.13,59.21,24.19,,18.13,37.29,,4.07,32.34,6.93,430.0,Severe
+Ahmedabad,2019-01-28,63.68,,22.56,67.41,28.61,,22.56,37.73,53.12,4.06,32.32,6.93,477.0,Severe
+Ahmedabad,2019-01-29,73.37,,16.1,77.92,27.51,,16.1,38.59,39.08,4.05,32.28,6.92,491.0,Severe
+Ahmedabad,2019-01-30,55.24,,34.37,83.79,39.08,,34.37,78.4,40.04,4.01,32.3,6.94,470.0,Severe
+Ahmedabad,2019-01-31,83.1,,37.91,110.77,47.47,,37.91,94.79,44.33,4.06,32.31,6.93,847.0,Severe
+Ahmedabad,2019-02-01,76.87,,17.85,77.35,28.34,,17.85,87.94,36.28,4.05,32.3,6.93,559.0,Severe
+Ahmedabad,2019-02-02,47.01,,13.12,66.95,23.24,,13.12,71.48,45.06,4.04,32.33,6.92,334.0,Very Poor
+Ahmedabad,2019-02-03,54.77,,11.01,77.02,24.46,,11.01,64.47,53.55,4.08,32.36,6.94,346.0,Very Poor
+Ahmedabad,2019-02-04,103.13,,46.91,80.34,45.24,,46.91,56.3,52.37,4.08,32.31,7.02,529.0,Severe
+Ahmedabad,2019-02-05,117.59,,61.13,116.34,61.73,,61.13,76.89,42.29,4.12,32.36,7.06,1261.0,Severe
+Ahmedabad,2019-02-06,50.15,,9.02,67.96,21.2,,9.02,57.09,47.5,4.08,32.29,6.94,254.0,Poor
+Ahmedabad,2019-02-07,94.1,,10.62,44.91,16.6,,10.62,42.04,55.84,4.08,32.31,6.93,308.0,Very Poor
+Ahmedabad,2019-02-08,105.03,,10.13,56.09,18.99,,10.13,41.4,43.09,4.07,32.3,6.97,290.0,Poor
+Ahmedabad,2019-02-09,46.5,,15.39,79.42,27.47,,15.39,41.88,41.7,4.08,32.33,6.9,340.0,Very Poor
+Ahmedabad,2019-02-10,41.76,,20.48,77.13,29.76,,20.48,55.24,44.7,4.06,32.31,6.91,492.0,Severe
+Ahmedabad,2019-02-11,46.91,,14.6,86.07,28.61,,14.6,51.46,51.3,4.05,32.32,6.92,343.0,Very Poor
+Ahmedabad,2019-02-12,59.98,,50.93,76.66,46.6,,50.93,53.21,53.67,4.09,32.32,6.9,604.0,Severe
+Ahmedabad,2019-02-13,82.79,,45.8,86.15,47.96,,45.8,93.37,52.04,4.11,32.28,6.99,1028.0,Severe
+Ahmedabad,2019-02-14,62.6,,19.59,65.12,26.31,,19.59,38.05,57.79,4.1,32.36,6.95,755.0,Severe
+Ahmedabad,2019-02-15,72.53,,20.61,102.5,35.87,,20.61,45.85,46.37,4.12,32.31,6.98,489.0,Severe
+Ahmedabad,2019-02-16,44.69,,32.07,75.36,35.79,,32.07,39.99,53.96,4.1,32.37,6.98,373.0,Very Poor
+Ahmedabad,2019-02-17,54.18,,35.1,83.9,39.51,,35.1,51.23,51.56,4.09,32.34,7.03,914.0,Severe
+Ahmedabad,2019-02-18,81.84,,28.68,104.86,40.93,,28.68,87.99,43.05,4.1,32.4,7.02,895.0,Severe
+Ahmedabad,2019-02-19,46.48,,17.55,60.72,24.22,,17.55,42.93,39.32,4.22,32.37,6.99,502.0,Severe
+Ahmedabad,2019-02-20,62.32,,64.13,83.57,55.67,,64.13,38.91,32.1,4.16,32.41,7.0,834.0,Severe
+Ahmedabad,2019-02-21,37.26,,8.83,37.95,13.95,,8.83,23.36,29.13,4.1,32.37,7.03,826.0,Severe
+Ahmedabad,2019-02-22,37.96,,16.2,48.69,20.61,,16.2,19.56,15.47,4.11,32.4,7.03,403.0,Severe
+Ahmedabad,2019-02-23,34.1,,12.42,67.07,22.88,,12.42,42.34,59.67,4.09,32.42,6.97,253.0,Poor
+Ahmedabad,2019-02-24,64.5,,56.57,77.32,49.9,,56.57,52.95,39.14,4.14,32.38,7.02,789.0,Severe
+Ahmedabad,2019-02-25,50.97,,42.41,49.52,35.15,,42.41,38.67,43.21,4.1,32.38,7.02,904.0,Severe
+Ahmedabad,2019-02-26,64.44,,13.19,45.6,18.2,,13.19,33.91,33.88,4.15,32.37,7.08,467.0,Severe
+Ahmedabad,2019-02-27,51.5,,12.26,52.88,19.41,,12.26,29.79,38.45,4.17,32.4,7.09,296.0,Poor
+Ahmedabad,2019-02-28,33.38,,14.07,73.92,25.42,,14.07,50.46,48.39,4.15,32.38,7.04,307.0,Very Poor
+Ahmedabad,2019-03-01,42.11,,14.18,84.67,28.04,,14.18,49.29,47.63,4.11,32.38,6.94,350.0,Very Poor
+Ahmedabad,2019-03-02,46.35,,9.25,69.51,21.69,,9.25,62.8,69.79,4.08,32.34,7.07,318.0,Very Poor
+Ahmedabad,2019-03-03,61.32,,15.88,48.4,20.36,,15.88,49.88,21.17,4.16,32.45,7.04,338.0,Very Poor
+Ahmedabad,2019-03-04,48.84,,9.85,42.96,15.71,,9.85,26.4,51.34,4.1,32.38,7.04,276.0,Poor
+Ahmedabad,2019-03-05,39.23,,12.69,67.29,23.08,,12.69,33.79,59.73,4.07,32.33,7.03,286.0,Poor
+Ahmedabad,2019-03-06,45.37,,23.56,72.21,30.3,,23.56,45.56,49.33,4.17,32.33,6.98,461.0,Severe
+Ahmedabad,2019-03-07,55.7,,34.47,72.07,36.24,,34.47,51.26,52.99,4.12,32.38,7.03,824.0,Severe
+Ahmedabad,2019-03-08,54.11,,48.38,54.45,38.8,,48.38,45.55,41.35,4.15,32.45,7.1,754.0,Severe
+Ahmedabad,2019-03-09,52.68,,29.23,47.19,26.52,,29.23,15.13,57.32,4.16,32.43,7.08,926.0,Severe
+Ahmedabad,2019-03-10,44.12,,10.66,79.99,24.97,,10.66,60.68,61.08,4.17,32.44,7.06,280.0,Poor
+Ahmedabad,2019-03-11,46.52,,17.55,48.97,21.43,,17.55,38.16,47.77,4.12,32.42,7.08,310.0,Very Poor
+Ahmedabad,2019-03-12,57.06,,34.49,100.8,43.19,,34.49,60.72,48.13,4.11,32.35,7.05,606.0,Severe
+Ahmedabad,2019-03-13,84.14,,15.24,107.41,34.05,,15.24,79.47,50.53,4.07,32.43,7.04,632.0,Severe
+Ahmedabad,2019-03-14,52.24,,10.75,61.88,20.71,,10.75,24.81,56.16,4.1,32.37,6.95,262.0,Poor
+Ahmedabad,2019-03-15,62.44,,26.15,84.42,34.65,,26.15,48.85,58.49,4.1,32.38,6.98,428.0,Severe
+Ahmedabad,2019-03-16,66.97,,17.21,91.72,31.41,,17.21,62.66,59.98,4.11,32.39,7.03,625.0,Severe
+Ahmedabad,2019-03-17,75.05,,12.67,96.99,30.14,,12.67,58.55,64.12,4.11,32.4,6.97,321.0,Very Poor
+Ahmedabad,2019-03-18,60.5,,18.21,104.48,35.0,,18.21,41.81,56.66,4.11,32.34,7.03,353.0,Very Poor
+Ahmedabad,2019-03-19,88.33,,80.16,95.95,73.2,,80.16,39.24,45.03,4.08,32.36,7.01,1017.0,Severe
+Ahmedabad,2019-03-20,78.11,,13.65,60.29,21.95,,13.65,40.62,29.9,4.13,32.29,6.97,876.0,Severe
+Ahmedabad,2019-03-21,62.04,,24.16,60.52,29.65,,24.16,38.14,41.42,4.12,32.34,6.98,380.0,Very Poor
+Ahmedabad,2019-03-22,73.98,,43.21,64.62,40.71,,43.21,28.52,48.02,4.1,32.34,6.99,730.0,Severe
+Ahmedabad,2019-03-23,75.84,,41.7,95.28,46.74,,41.7,54.31,50.85,4.14,32.29,7.02,998.0,Severe
+Ahmedabad,2019-03-24,92.21,,26.17,69.96,60.01,,26.17,39.96,43.76,4.13,32.37,7.03,917.0,Severe
+Ahmedabad,2019-03-25,64.71,,20.95,81.65,31.09,,20.95,65.11,38.94,4.09,32.4,6.99,402.0,Severe
+Ahmedabad,2019-03-26,67.44,,15.64,86.7,29.34,,15.64,61.6,47.12,4.13,32.33,6.98,404.0,Severe
+Ahmedabad,2019-03-27,69.51,,54.2,85.74,53.69,,54.2,69.03,63.51,4.13,32.34,7.03,559.0,Severe
+Ahmedabad,2019-03-28,112.44,,61.37,88.16,69.9,,61.37,88.25,41.77,4.19,32.47,7.03,1459.0,Severe
+Ahmedabad,2019-03-29,133.21,,50.0,62.67,47.93,,50.0,45.16,24.82,4.2,32.49,7.06,1222.0,Severe
+Ahmedabad,2019-03-30,89.74,,33.94,68.97,35.31,,33.94,9.65,17.76,4.14,32.47,7.07,869.0,Severe
+Ahmedabad,2019-03-31,74.35,,11.84,58.93,24.38,,11.84,10.22,28.63,4.16,32.38,7.0,471.0,Severe
+Ahmedabad,2019-04-01,96.96,,16.25,88.34,42.22,,16.25,15.4,30.19,4.21,32.45,7.08,353.0,Very Poor
+Ahmedabad,2019-04-02,122.78,,36.74,99.37,75.89,,36.74,15.97,25.6,4.21,32.53,7.11,679.0,Severe
+Ahmedabad,2019-04-03,109.21,,47.6,90.25,79.91,,47.6,13.25,26.93,4.22,32.5,7.17,688.0,Severe
+Ahmedabad,2019-04-04,94.41,,20.27,84.32,56.25,,20.27,9.95,21.82,4.2,32.43,7.17,1044.0,Severe
+Ahmedabad,2019-04-05,97.92,,23.05,75.36,53.96,,23.05,11.42,17.98,4.21,32.54,7.06,537.0,Severe
+Ahmedabad,2019-04-06,97.68,,21.56,72.48,51.45,,21.56,12.63,20.2,4.18,32.42,7.08,420.0,Severe
+Ahmedabad,2019-04-07,99.9,,24.47,56.89,46.01,,24.47,15.72,15.01,4.21,32.43,7.08,534.0,Severe
+Ahmedabad,2019-04-08,78.55,,26.28,69.17,53.36,,26.28,11.52,18.04,4.18,32.45,7.09,472.0,Severe
+Ahmedabad,2019-04-09,73.58,,19.53,63.23,45.42,,19.53,11.56,26.46,4.22,32.51,7.09,493.0,Severe
+Ahmedabad,2019-04-10,64.02,,51.44,40.04,56.47,,51.44,6.21,13.73,4.16,32.52,7.14,566.0,Severe
+Ahmedabad,2019-04-11,81.22,,65.1,44.75,67.79,,65.1,7.27,15.7,4.23,32.46,7.16,1121.0,Severe
+Ahmedabad,2019-04-12,75.74,,21.38,67.43,48.85,,21.38,8.99,17.56,4.2,32.5,7.11,944.0,Severe
+Ahmedabad,2019-04-13,70.14,,20.83,68.1,48.76,,20.83,5.29,27.51,4.23,32.6,7.14,395.0,Very Poor
+Ahmedabad,2019-04-14,67.2,,11.75,57.38,36.76,,11.75,7.75,46.45,4.23,32.52,7.18,406.0,Severe
+Ahmedabad,2019-04-15,225.49,,29.7,62.65,51.85,,29.7,30.33,36.29,4.18,32.5,7.11,649.0,Severe
+Ahmedabad,2019-04-16,182.46,,15.24,59.22,40.26,,15.24,49.94,48.98,4.23,32.5,7.17,428.0,Severe
+Ahmedabad,2019-04-17,95.69,,9.19,60.62,36.3,,9.19,85.28,75.85,4.19,32.5,7.12,392.0,Very Poor
+Ahmedabad,2019-04-18,93.12,,8.88,72.4,41.94,,8.88,36.52,74.03,4.19,32.49,7.11,274.0,Poor
+Ahmedabad,2019-04-19,64.3,,10.74,95.27,54.49,,10.74,57.46,74.2,4.19,32.52,7.15,354.0,Very Poor
+Ahmedabad,2019-04-20,81.71,,23.23,128.87,79.56,,23.23,91.79,77.88,4.2,32.51,7.08,419.0,Severe
+Ahmedabad,2019-04-21,66.39,,60.25,77.36,83.16,,60.25,50.53,63.95,4.16,32.47,7.06,1205.0,Severe
+Ahmedabad,2019-04-22,92.59,,35.37,92.43,71.48,,35.37,72.51,63.21,4.18,32.45,7.07,778.0,Severe
+Ahmedabad,2019-04-23,84.47,,27.88,85.23,63.88,,27.88,70.3,59.98,4.21,32.42,7.08,730.0,Severe
+Ahmedabad,2019-04-24,76.98,,9.49,43.57,28.34,,9.49,51.35,40.16,4.31,32.51,7.17,608.0,Severe
+Ahmedabad,2019-04-25,,,,,,,,,,,,,,
+Ahmedabad,2019-04-26,,,,,,,,,,,,,,
+Ahmedabad,2019-04-27,84.95,,38.54,63.41,79.01,,38.54,54.58,69.89,4.19,32.44,7.12,,
+Ahmedabad,2019-04-28,91.99,,75.71,46.84,82.03,,75.71,42.2,51.25,4.14,32.49,7.13,1346.0,Severe
+Ahmedabad,2019-04-29,110.7,,11.92,49.22,32.91,,11.92,49.14,57.93,4.15,32.46,7.1,1015.0,Severe
+Ahmedabad,2019-04-30,132.76,,9.13,65.49,38.76,,9.13,55.8,78.36,4.16,32.36,7.03,255.0,Poor
+Ahmedabad,2019-05-01,113.47,,23.43,70.08,51.67,,23.43,83.88,49.54,4.15,32.44,7.07,518.0,Severe
+Ahmedabad,2019-05-02,101.68,,24.04,76.61,55.31,,24.04,106.65,64.47,4.14,32.48,7.02,604.0,Severe
+Ahmedabad,2019-05-03,86.07,,13.77,62.42,40.29,,13.77,96.27,41.5,4.19,32.43,7.13,315.0,Very Poor
+Ahmedabad,2019-05-04,72.58,,14.52,54.32,37.33,,14.52,77.82,2.97,4.21,32.49,7.08,326.0,Very Poor
+Ahmedabad,2019-05-05,81.79,,19.4,58.23,42.89,,19.4,136.27,3.02,4.15,32.45,7.11,449.0,Severe
+Ahmedabad,2019-05-06,72.54,,23.99,74.87,54.42,,23.99,98.42,3.11,4.19,32.45,7.06,455.0,Severe
+Ahmedabad,2019-05-07,58.71,,12.69,70.34,31.99,,12.69,66.1,2.16,4.18,32.32,7.06,398.0,Very Poor
+Ahmedabad,2019-05-08,72.51,,15.56,57.84,39.83,,15.56,88.54,3.12,4.19,32.52,7.11,346.0,Very Poor
+Ahmedabad,2019-05-09,43.83,,11.8,43.77,17.0,,11.8,46.28,3.13,4.09,32.35,6.94,291.0,Poor
+Ahmedabad,2019-05-10,15.52,,,,0.0,,,1.31,,3.78,28.55,6.81,,
+Ahmedabad,2019-05-11,,,,,0.0,,,,,0.0,0.0,0.0,,
+Ahmedabad,2019-05-12,,,,,0.0,,,,,0.0,0.0,0.0,,
+Ahmedabad,2019-05-13,,,,,0.0,,,,,0.0,0.0,0.0,,
+Ahmedabad,2019-05-14,46.04,141.54,17.26,130.23,49.54,,17.26,107.28,48.32,8.89,52.6,8.78,,
+Ahmedabad,2019-05-15,37.55,122.41,15.08,85.12,58.72,,15.08,163.01,48.23,16.44,85.54,14.19,281.0,Poor
+Ahmedabad,2019-05-16,33.97,116.32,14.67,79.71,55.61,,14.67,91.26,51.86,15.55,83.89,13.15,330.0,Very Poor
+Ahmedabad,2019-05-17,35.48,130.07,18.02,77.61,58.41,,18.02,98.35,38.99,15.88,83.83,13.34,356.0,Very Poor
+Ahmedabad,2019-05-18,34.11,138.31,13.27,75.23,51.83,,13.27,88.66,42.22,15.93,82.73,13.44,359.0,Very Poor
+Ahmedabad,2019-05-19,33.69,111.73,34.56,68.9,69.77,,34.56,80.9,36.95,15.53,84.17,13.19,547.0,Severe
+Ahmedabad,2019-05-20,42.31,118.65,17.47,81.84,59.84,,17.47,89.57,46.68,15.98,83.87,13.6,813.0,Severe
+Ahmedabad,2019-05-21,24.6,103.88,11.03,81.24,52.21,,11.03,80.74,46.65,15.31,82.95,11.66,321.0,Very Poor
+Ahmedabad,2019-05-22,27.93,103.3,11.44,76.75,50.49,,11.44,86.48,54.34,15.6,84.17,13.6,270.0,Poor
+Ahmedabad,2019-05-23,41.39,135.65,14.29,89.1,59.76,,14.29,105.96,49.7,16.33,83.95,13.48,323.0,Very Poor
+Ahmedabad,2019-05-24,46.79,148.0,14.31,93.27,61.82,,14.31,131.04,56.31,15.21,82.4,11.95,344.0,Very Poor
+Ahmedabad,2019-05-25,51.63,156.97,17.96,89.18,63.98,,17.96,134.22,49.62,15.72,83.2,13.93,404.0,Severe
+Ahmedabad,2019-05-26,63.15,177.87,28.03,100.08,80.78,,28.03,122.43,50.32,17.05,84.59,13.16,558.0,Severe
+Ahmedabad,2019-05-27,57.47,163.36,21.39,112.68,79.36,,21.39,143.3,52.19,16.47,84.11,13.58,435.0,Severe
+Ahmedabad,2019-05-28,50.27,156.63,21.02,103.05,74.24,,21.02,118.55,49.86,16.92,85.28,14.2,440.0,Severe
+Ahmedabad,2019-05-29,42.02,140.66,16.43,71.51,53.58,,16.43,82.75,52.44,16.99,85.25,13.8,374.0,Very Poor
+Ahmedabad,2019-05-30,48.74,153.69,19.89,91.02,67.08,,19.89,138.12,52.86,17.04,83.72,13.55,515.0,Severe
+Ahmedabad,2019-05-31,46.51,136.34,16.75,85.37,60.74,,16.75,145.55,44.53,15.68,84.55,13.67,360.0,Very Poor
+Ahmedabad,2019-06-01,48.1,142.06,23.83,70.71,61.67,,23.83,142.52,40.22,15.5,84.08,12.18,467.0,Severe
+Ahmedabad,2019-06-02,41.38,119.91,21.8,70.35,59.18,,21.8,134.76,41.5,15.9,83.78,14.01,402.0,Severe
+Ahmedabad,2019-06-03,46.46,134.2,22.33,74.31,61.71,,22.33,137.83,47.63,14.5,81.45,10.98,419.0,Severe
+Ahmedabad,2019-06-04,39.68,117.51,20.89,77.12,61.44,,20.89,139.31,71.62,12.58,79.02,7.46,408.0,Severe
+Ahmedabad,2019-06-05,38.27,113.84,18.87,61.74,51.63,,18.87,112.15,82.73,115.14,371.65,,402.0,Severe
+Ahmedabad,2019-06-06,35.06,127.56,12.63,68.94,48.03,,12.63,101.14,75.71,26.24,85.15,94.48,303.0,Very Poor
+Ahmedabad,2019-06-07,30.07,124.01,15.49,122.88,78.85,,15.49,31.67,70.29,,,,354.0,Very Poor
+Ahmedabad,2019-06-08,48.74,135.9,16.38,154.42,94.0,,16.38,58.6,73.95,7.29,80.04,2.05,358.0,Very Poor
+Ahmedabad,2019-06-09,35.3,120.77,15.2,146.65,88.87,,15.2,127.62,81.55,29.46,141.33,14.86,324.0,Very Poor
+Ahmedabad,2019-06-10,34.31,115.46,16.31,127.02,80.56,,16.31,121.46,80.39,26.9,256.09,56.49,360.0,Very Poor
+Ahmedabad,2019-06-11,33.97,107.59,15.38,135.26,83.52,,15.38,100.23,90.29,7.91,123.47,49.93,348.0,Very Poor
+Ahmedabad,2019-06-12,41.08,156.33,12.8,140.5,83.14,,12.8,91.23,85.2,6.3,87.51,33.1,333.0,Very Poor
+Ahmedabad,2019-06-13,25.56,77.07,13.75,120.8,74.61,,13.75,58.37,88.79,6.3,80.04,1.48,321.0,Very Poor
+Ahmedabad,2019-06-14,26.75,103.12,14.4,112.66,71.38,,14.4,60.94,77.88,6.3,80.04,1.48,338.0,Very Poor
+Ahmedabad,2019-06-15,32.71,96.84,18.89,116.69,78.46,,18.89,48.67,53.57,6.3,80.04,1.48,369.0,Very Poor
+Ahmedabad,2019-06-16,32.79,107.15,25.17,103.69,79.28,,25.17,30.37,30.45,6.3,80.04,1.48,397.0,Very Poor
+Ahmedabad,2019-06-17,28.02,104.64,25.92,115.78,86.11,,25.92,42.55,21.04,6.3,80.04,1.48,414.0,Severe
+Ahmedabad,2019-06-18,26.92,72.7,22.25,130.64,89.1,,22.25,25.9,24.37,6.3,80.04,1.48,363.0,Very Poor
+Ahmedabad,2019-06-19,69.38,171.87,19.2,145.75,92.99,,19.2,37.85,7.21,6.3,80.04,1.48,371.0,Very Poor
+Ahmedabad,2019-06-20,42.08,125.62,30.2,155.72,113.35,,30.2,33.25,41.97,6.3,80.04,1.48,565.0,Severe
+Ahmedabad,2019-06-21,35.67,103.64,18.86,147.44,93.61,,18.86,25.28,74.84,6.3,80.04,1.48,348.0,Very Poor
+Ahmedabad,2019-06-22,63.09,152.67,12.65,163.54,110.17,,12.65,26.31,113.94,6.3,80.04,1.48,184.0,Moderate
+Ahmedabad,2019-06-23,46.13,102.66,14.35,146.55,87.86,,14.35,39.92,108.07,6.3,80.04,1.48,328.0,Very Poor
+Ahmedabad,2019-06-24,57.49,115.42,21.05,277.31,162.63,,21.05,37.43,101.47,6.3,80.04,1.48,440.0,Severe
+Ahmedabad,2019-06-25,49.23,97.91,19.38,174.15,107.05,,19.38,20.97,90.33,6.3,80.04,1.48,411.0,Severe
+Ahmedabad,2019-06-26,70.03,136.54,24.95,213.58,136.58,,24.95,28.94,52.14,6.3,80.04,1.48,469.0,Severe
+Ahmedabad,2019-06-27,60.03,109.4,25.55,176.24,117.3,,25.55,35.87,52.95,6.3,80.04,1.48,436.0,Severe
+Ahmedabad,2019-06-28,49.43,102.77,29.88,164.64,114.39,,29.88,44.06,31.31,6.3,80.04,1.48,517.0,Severe
+Ahmedabad,2019-06-29,59.63,112.5,41.59,184.07,141.36,,41.59,38.49,21.31,6.3,80.04,1.48,640.0,Severe
+Ahmedabad,2019-06-30,53.13,117.3,29.06,107.86,84.37,,29.06,30.43,43.43,6.23,79.21,1.46,465.0,Severe
+Ahmedabad,2019-07-01,43.22,104.74,28.45,168.15,117.79,,28.45,40.42,69.91,6.23,79.21,1.46,486.0,Severe
+Ahmedabad,2019-07-02,44.75,114.84,24.72,119.51,88.78,,24.72,48.21,58.82,6.3,80.04,1.48,446.0,Severe
+Ahmedabad,2019-07-03,44.27,96.61,24.13,118.73,95.73,,24.13,47.13,49.16,6.3,80.04,1.48,426.0,Severe
+Ahmedabad,2019-07-04,47.77,102.68,39.11,144.03,114.85,,39.11,44.8,21.77,6.3,80.04,1.48,534.0,Severe
+Ahmedabad,2019-07-05,47.88,116.88,37.12,106.12,94.1,,37.12,35.22,23.22,6.3,80.04,1.48,610.0,Severe
+Ahmedabad,2019-07-06,47.71,100.89,34.67,171.04,122.97,,34.67,40.63,21.04,6.3,80.04,1.48,491.0,Severe
+Ahmedabad,2019-07-07,34.72,80.67,26.15,148.91,102.6,,26.15,32.86,50.85,6.3,80.04,1.48,451.0,Severe
+Ahmedabad,2019-07-08,37.99,113.3,35.85,113.12,96.06,,35.85,32.57,27.37,6.3,80.04,1.48,509.0,Severe
+Ahmedabad,2019-07-09,41.69,120.12,36.14,137.36,108.22,,36.14,30.42,27.49,6.3,80.04,1.48,491.0,Severe
+Ahmedabad,2019-07-10,45.31,128.97,40.51,157.22,122.89,,40.51,31.64,33.43,6.3,80.04,1.48,524.0,Severe
+Ahmedabad,2019-07-11,43.48,116.84,37.34,103.67,93.15,,37.34,91.4,30.35,6.3,80.04,1.48,575.0,Severe
+Ahmedabad,2019-07-12,41.97,109.2,30.92,107.17,87.53,,30.92,96.35,34.38,6.3,80.04,1.48,490.0,Severe
+Ahmedabad,2019-07-13,38.49,101.6,36.22,117.03,98.39,,36.22,103.19,33.11,6.3,80.04,1.48,503.0,Severe
+Ahmedabad,2019-07-14,41.7,109.85,24.82,102.72,78.41,,24.82,102.03,49.25,6.3,80.04,1.48,469.0,Severe
+Ahmedabad,2019-07-15,42.43,116.7,32.1,114.44,92.42,,32.1,142.27,38.2,6.3,80.04,1.48,455.0,Severe
+Ahmedabad,2019-07-16,38.99,114.94,31.97,103.79,87.09,,31.97,156.48,32.57,6.3,80.04,1.48,488.0,Severe
+Ahmedabad,2019-07-17,34.92,114.11,30.5,110.39,88.63,,30.5,116.97,37.07,6.3,80.04,1.48,513.0,Severe
+Ahmedabad,2019-07-18,32.7,105.78,26.0,103.72,80.25,,26.0,132.41,45.92,6.3,80.04,1.48,466.0,Severe
+Ahmedabad,2019-07-19,44.65,120.74,25.34,135.12,94.8,,25.34,104.15,58.38,6.3,80.04,1.48,429.0,Severe
+Ahmedabad,2019-07-20,51.63,130.55,27.48,156.06,107.47,,27.48,109.13,52.03,6.3,80.04,1.48,459.0,Severe
+Ahmedabad,2019-07-21,48.67,104.86,17.33,152.96,94.37,,17.33,92.83,76.38,6.3,80.04,1.48,385.0,Very Poor
+Ahmedabad,2019-07-22,37.73,82.63,13.1,115.28,71.17,,13.1,53.67,113.3,6.3,80.04,1.48,309.0,Very Poor
+Ahmedabad,2019-07-23,73.98,202.3,17.81,168.45,107.32,,17.81,35.04,70.3,6.3,80.04,1.48,587.0,Severe
+Ahmedabad,2019-07-24,52.55,172.36,27.02,99.11,79.15,,27.02,46.88,57.81,6.3,80.04,1.48,482.0,Severe
+Ahmedabad,2019-07-25,48.26,165.97,35.25,157.23,116.89,,35.25,50.5,29.11,6.3,80.04,1.48,502.0,Severe
+Ahmedabad,2019-07-26,46.8,98.91,34.26,32.44,54.89,,34.26,57.06,42.64,6.3,80.04,1.48,469.0,Severe
+Ahmedabad,2019-07-27,39.43,98.23,26.55,43.0,50.78,,26.55,94.84,52.09,6.23,79.17,1.46,413.0,Severe
+Ahmedabad,2019-07-28,47.55,100.1,32.36,30.99,49.24,,32.36,83.52,47.92,6.17,78.37,1.45,478.0,Severe
+Ahmedabad,2019-07-29,43.84,148.04,33.11,42.69,58.58,,33.11,70.53,64.25,6.3,80.04,1.48,515.0,Severe
+Ahmedabad,2019-07-30,41.45,,31.74,30.62,50.01,,31.74,63.85,43.27,5.77,71.74,1.7,461.0,Severe
+Ahmedabad,2019-07-31,28.8,,32.52,50.61,61.74,,32.52,53.38,34.57,2.88,24.5,3.39,,
+Ahmedabad,2019-08-01,47.31,110.65,59.19,23.06,66.37,,59.19,50.69,24.93,2.88,24.5,3.39,957.0,Severe
+Ahmedabad,2019-08-02,56.72,139.31,45.45,45.13,68.12,,45.45,52.12,28.08,2.88,24.5,3.39,685.0,Severe
+Ahmedabad,2019-08-03,45.43,118.95,36.56,30.0,55.58,,36.56,41.96,30.53,2.51,28.31,1.94,492.0,Severe
+Ahmedabad,2019-08-04,37.7,106.26,25.9,37.43,47.63,,25.9,39.98,40.88,2.14,32.05,0.52,464.0,Severe
+Ahmedabad,2019-08-05,43.43,153.39,29.34,33.44,49.72,,29.34,44.51,43.28,2.14,32.05,0.52,477.0,Severe
+Ahmedabad,2019-08-06,50.53,181.39,38.94,57.64,70.29,,38.94,39.45,41.18,2.14,32.05,0.52,564.0,Severe
+Ahmedabad,2019-08-07,60.09,199.34,40.91,30.12,60.02,,40.91,40.22,26.52,2.14,32.05,0.52,545.0,Severe
+Ahmedabad,2019-08-08,57.61,195.84,35.46,47.73,62.52,,35.46,39.76,37.96,2.12,31.72,0.51,530.0,Severe
+Ahmedabad,2019-08-09,44.1,99.59,26.54,72.53,65.64,,26.54,42.51,45.15,2.14,32.05,0.52,448.0,Severe
+Ahmedabad,2019-08-10,22.26,50.03,28.38,41.31,52.51,,28.38,45.34,37.92,2.14,32.05,0.52,440.0,Severe
+Ahmedabad,2019-08-11,37.97,95.65,33.04,39.57,56.91,,33.04,39.94,34.34,2.14,32.05,0.52,452.0,Severe
+Ahmedabad,2019-08-12,46.3,160.82,40.24,47.9,65.63,,40.24,41.94,33.06,2.1,31.38,0.51,573.0,Severe
+Ahmedabad,2019-08-13,41.77,175.24,28.77,49.65,57.0,,28.77,37.04,47.71,2.14,32.05,0.52,467.0,Severe
+Ahmedabad,2019-08-14,47.52,184.48,33.11,36.01,55.0,,33.11,40.95,41.86,2.14,32.05,0.52,492.0,Severe
+Ahmedabad,2019-08-15,50.55,117.04,31.12,52.84,61.24,,31.12,39.98,31.08,2.14,32.05,0.52,471.0,Severe
+Ahmedabad,2019-08-16,27.6,75.1,33.81,48.35,60.52,,33.81,42.4,34.06,2.14,32.05,0.52,505.0,Severe
+Ahmedabad,2019-08-17,41.4,143.82,30.09,41.39,53.51,,30.09,40.05,42.78,2.14,32.05,0.52,473.0,Severe
+Ahmedabad,2019-08-18,44.46,134.58,36.78,73.54,77.37,,36.78,37.46,45.93,2.14,32.05,0.52,539.0,Severe
+Ahmedabad,2019-08-19,39.88,184.17,34.38,60.79,67.29,,34.38,26.36,55.36,2.1,31.43,0.51,627.0,Severe
+Ahmedabad,2019-08-20,46.58,138.91,26.7,53.62,56.13,,26.7,45.91,61.08,2.14,32.05,0.52,466.0,Severe
+Ahmedabad,2019-08-21,36.44,151.31,24.36,60.1,54.16,,24.36,40.9,69.33,2.03,30.38,0.49,465.0,Severe
+Ahmedabad,2019-08-22,45.37,176.7,24.41,64.69,59.39,,24.41,43.82,68.52,2.14,32.05,0.52,462.0,Severe
+Ahmedabad,2019-08-23,47.67,182.75,25.81,53.56,53.89,,25.81,51.27,57.64,2.14,32.05,0.52,523.0,Severe
+Ahmedabad,2019-08-24,41.31,142.75,18.93,55.93,48.86,,18.93,37.66,76.75,,,,385.0,Very Poor
+Ahmedabad,2019-08-25,30.82,119.98,21.13,57.44,52.11,,21.13,39.97,69.77,,,,360.0,Very Poor
+Ahmedabad,2019-08-26,45.77,164.31,36.07,56.76,68.79,,36.07,55.67,29.03,2.14,32.05,0.52,532.0,Severe
+Ahmedabad,2019-08-27,58.51,142.29,46.11,36.67,70.31,,46.11,44.52,24.36,2.14,32.05,0.52,651.0,Severe
+Ahmedabad,2019-08-28,36.1,88.66,27.22,46.87,53.9,,27.22,40.52,51.74,2.14,32.05,0.52,434.0,Severe
+Ahmedabad,2019-08-29,38.5,93.7,37.89,47.69,66.19,,37.89,63.22,28.61,2.14,32.05,0.52,517.0,Severe
+Ahmedabad,2019-08-30,40.53,118.21,36.0,43.33,61.43,,36.0,49.29,32.49,2.14,32.05,0.52,563.0,Severe
+Ahmedabad,2019-08-31,37.05,111.11,30.71,48.51,58.68,,30.71,46.13,37.33,2.14,32.05,0.52,464.0,Severe
+Ahmedabad,2019-09-01,31.28,87.45,24.16,47.49,50.72,,24.16,47.71,47.56,2.14,32.05,0.52,420.0,Severe
+Ahmedabad,2019-09-02,25.64,69.07,25.23,52.47,54.36,,25.23,48.58,44.0,2.14,32.05,0.52,419.0,Severe
+Ahmedabad,2019-09-03,40.18,82.81,29.4,49.59,57.71,,29.4,50.91,42.54,2.14,32.05,0.52,447.0,Severe
+Ahmedabad,2019-09-04,39.16,86.22,16.72,62.06,49.34,,16.72,48.32,77.97,2.14,32.05,0.52,401.0,Severe
+Ahmedabad,2019-09-05,45.55,69.01,20.81,82.99,64.08,,20.81,50.79,73.91,2.14,32.05,0.52,446.0,Severe
+Ahmedabad,2019-09-06,55.43,80.39,22.28,81.63,67.29,,22.28,50.6,84.1,2.14,32.05,0.52,432.0,Severe
+Ahmedabad,2019-09-07,35.05,77.28,25.02,54.26,54.98,,25.02,48.29,53.43,2.14,32.05,0.52,454.0,Severe
+Ahmedabad,2019-09-08,33.15,59.41,18.87,48.34,45.05,,18.87,44.03,57.52,2.14,32.05,0.52,408.0,Severe
+Ahmedabad,2019-09-09,38.7,69.84,21.33,61.48,54.01,,21.33,53.34,71.99,2.14,32.05,0.52,381.0,Very Poor
+Ahmedabad,2019-09-10,45.2,69.26,23.33,72.02,63.4,,23.33,50.39,39.15,2.14,32.05,0.52,468.0,Severe
+Ahmedabad,2019-09-11,59.4,196.25,45.92,46.05,74.61,,45.92,81.09,33.47,2.17,32.76,0.55,,
+Ahmedabad,2019-09-12,,,49.78,39.61,79.26,,49.78,52.59,22.98,2.14,32.05,0.52,,
+Ahmedabad,2019-09-13,64.45,,51.32,58.92,82.4,,51.32,66.72,9.64,2.14,32.05,0.52,,
+Ahmedabad,2019-09-14,59.96,,40.14,69.61,82.74,,40.14,64.63,13.0,2.14,32.05,0.52,629.0,Severe
+Ahmedabad,2019-09-15,66.21,171.53,37.54,44.57,56.46,,37.54,68.54,20.67,2.14,32.05,0.52,793.0,Severe
+Ahmedabad,2019-09-16,38.0,107.96,23.87,53.2,52.89,,23.87,63.42,26.28,2.14,32.05,0.52,495.0,Severe
+Ahmedabad,2019-09-17,44.41,102.31,36.34,236.79,156.68,,36.34,59.59,32.92,2.14,32.05,0.52,528.0,Severe
+Ahmedabad,2019-09-18,50.66,126.48,25.45,94.87,76.75,,25.45,33.42,34.64,2.14,32.05,0.52,570.0,Severe
+Ahmedabad,2019-09-19,73.61,133.78,31.7,129.85,99.5,,31.7,78.7,31.11,2.93,35.37,2.65,708.0,Severe
+Ahmedabad,2019-09-20,27.17,55.41,11.26,61.34,42.53,,11.26,78.36,42.49,0.66,0.04,0.02,314.0,Very Poor
+Ahmedabad,2019-09-21,39.27,73.22,17.41,132.09,84.28,,17.41,82.79,48.66,,,,386.0,Very Poor
+Ahmedabad,2019-09-22,45.4,85.77,13.26,128.45,77.78,,13.26,90.46,51.35,,,,356.0,Very Poor
+Ahmedabad,2019-09-23,59.74,108.29,19.33,112.62,76.98,,19.33,114.51,43.41,0.96,19.48,1.7,398.0,Very Poor
+Ahmedabad,2019-09-24,58.49,89.47,18.72,124.86,82.26,,18.72,102.52,60.11,1.31,23.57,2.28,476.0,Severe
+Ahmedabad,2019-09-25,61.46,103.64,23.56,112.12,81.56,,23.56,81.76,60.38,1.15,23.41,2.04,572.0,Severe
+Ahmedabad,2019-09-26,39.34,59.29,18.91,96.73,68.75,,18.91,90.49,48.71,1.15,23.37,2.04,427.0,Severe
+Ahmedabad,2019-09-27,28.2,40.35,18.36,80.73,60.32,,18.36,82.95,40.22,1.15,23.37,2.04,466.0,Severe
+Ahmedabad,2019-09-28,30.18,48.65,24.72,99.02,76.5,,24.72,82.66,34.33,1.15,23.37,2.04,438.0,Severe
+Ahmedabad,2019-09-29,20.71,44.65,14.94,79.1,55.63,,14.94,107.18,33.31,1.15,23.37,2.04,432.0,Severe
+Ahmedabad,2019-09-30,21.94,34.95,11.62,65.04,44.98,,11.62,101.99,42.88,1.15,23.37,2.04,322.0,Very Poor
+Ahmedabad,2019-10-01,33.66,56.01,11.85,92.52,58.64,,11.85,137.97,72.52,1.15,23.37,2.04,266.0,Poor
+Ahmedabad,2019-10-02,51.11,106.2,21.47,118.26,82.17,,21.47,129.38,41.28,1.15,23.37,2.04,430.0,Severe
+Ahmedabad,2019-10-03,57.08,126.9,18.9,98.77,69.73,,18.9,99.59,43.21,14.63,27.09,4.1,528.0,Severe
+Ahmedabad,2019-10-04,49.88,127.47,25.05,101.3,77.98,,25.05,120.8,48.48,40.9,27.42,6.04,512.0,Severe
+Ahmedabad,2019-10-05,57.65,138.99,49.58,168.74,138.85,,49.58,153.44,41.05,1.15,23.37,2.04,614.0,Severe
+Ahmedabad,2019-10-06,68.62,117.69,55.22,132.77,102.54,,55.22,158.04,68.56,1.15,23.37,2.04,954.0,Severe
+Ahmedabad,2019-10-07,99.81,155.39,36.34,162.56,119.48,,36.34,146.33,68.81,1.15,23.37,2.04,1217.0,Severe
+Ahmedabad,2019-10-08,73.52,153.75,45.99,171.17,132.92,,45.99,154.99,70.66,1.15,23.37,2.04,659.0,Severe
+Ahmedabad,2019-10-09,108.07,195.19,82.73,204.06,176.45,,82.73,130.56,67.73,1.15,23.37,2.04,1389.0,Severe
+Ahmedabad,2019-10-10,117.13,188.14,59.24,199.03,144.33,,59.24,134.87,62.92,1.15,23.37,2.04,1195.0,Severe
+Ahmedabad,2019-10-11,70.26,153.84,34.88,211.8,143.1,,34.88,139.0,67.9,1.15,23.37,2.04,615.0,Severe
+Ahmedabad,2019-10-12,109.48,212.8,68.52,245.62,197.94,,68.52,178.58,54.14,1.15,23.37,2.04,904.0,Severe
+Ahmedabad,2019-10-13,194.36,335.86,119.3,207.05,223.66,,119.3,,27.16,1.15,23.37,2.04,1595.0,Severe
+Ahmedabad,2019-10-14,98.5,231.88,45.18,221.25,160.39,,45.18,172.85,69.56,1.15,23.37,2.04,,
+Ahmedabad,2019-10-15,96.74,208.83,57.78,229.45,160.83,,57.78,156.5,59.05,1.15,23.37,2.04,919.0,Severe
+Ahmedabad,2019-10-16,90.7,188.75,51.18,219.01,162.35,,51.18,135.76,77.07,1.15,23.37,2.04,1190.0,Severe
+Ahmedabad,2019-10-17,100.06,175.79,39.85,239.1,160.51,,39.85,134.84,59.32,1.15,23.37,2.04,956.0,Severe
+Ahmedabad,2019-10-18,109.01,174.56,40.53,217.53,148.54,,40.53,,73.44,1.15,23.37,2.04,1124.0,Severe
+Ahmedabad,2019-10-19,87.87,154.68,6.94,186.56,98.87,,6.94,100.46,93.28,1.15,23.37,2.04,318.0,Very Poor
+Ahmedabad,2019-10-20,89.05,129.36,5.69,159.1,83.99,,5.69,105.73,76.58,1.15,23.37,2.04,228.0,Poor
+Ahmedabad,2019-10-21,81.62,118.57,1.7,121.02,60.92,,1.7,117.2,114.49,1.15,23.37,2.04,225.0,Poor
+Ahmedabad,2019-10-22,84.9,128.62,3.67,108.85,57.21,,3.67,113.16,133.14,1.15,23.37,2.04,258.0,Poor
+Ahmedabad,2019-10-23,46.84,83.85,6.05,114.63,62.81,,6.05,118.83,91.42,1.15,23.37,2.04,249.0,Poor
+Ahmedabad,2019-10-24,53.59,106.77,4.79,152.09,79.64,,4.79,119.97,116.38,1.15,23.37,2.04,270.0,Poor
+Ahmedabad,2019-10-25,82.74,148.8,7.26,186.72,99.36,,7.26,133.53,90.23,1.15,23.37,2.04,334.0,Very Poor
+Ahmedabad,2019-10-26,62.7,108.91,1.41,86.91,43.97,,1.41,88.46,162.43,1.15,23.37,2.04,273.0,Poor
+Ahmedabad,2019-10-27,57.54,81.3,7.32,72.14,43.54,,7.32,120.11,103.24,1.15,23.37,2.04,199.0,Moderate
+Ahmedabad,2019-10-28,75.12,158.06,7.95,68.64,42.55,,7.95,106.2,55.96,1.15,23.37,2.04,212.0,Poor
+Ahmedabad,2019-10-29,37.74,93.24,7.42,62.2,38.81,,7.42,110.11,51.34,1.15,23.37,2.04,200.0,Moderate
+Ahmedabad,2019-10-30,20.1,52.97,16.72,74.41,55.36,,16.72,134.66,50.0,1.15,23.37,2.04,305.0,Very Poor
+Ahmedabad,2019-10-31,54.57,135.53,22.31,115.84,81.95,,22.31,129.06,51.69,1.15,23.37,2.04,502.0,Severe
+Ahmedabad,2019-11-01,63.17,145.88,9.85,112.58,66.15,,9.85,136.87,46.54,1.15,23.37,2.04,362.0,Very Poor
+Ahmedabad,2019-11-02,42.27,111.98,10.87,87.8,55.23,,10.87,129.66,39.52,1.15,23.37,2.04,275.0,Poor
+Ahmedabad,2019-11-03,33.68,69.15,23.59,115.67,83.3,,23.59,133.73,36.66,1.44,23.55,1.89,351.0,Very Poor
+Ahmedabad,2019-11-04,69.31,112.61,28.8,175.04,118.22,,28.8,136.74,62.53,2.14,27.52,1.91,636.0,Severe
+Ahmedabad,2019-11-05,84.29,131.73,17.04,203.26,118.58,,17.04,138.03,59.57,2.14,27.52,1.91,346.0,Very Poor
+Ahmedabad,2019-11-06,112.08,171.65,28.47,192.27,126.26,,28.47,120.4,79.31,2.14,27.52,1.91,561.0,Severe
+Ahmedabad,2019-11-07,56.86,79.47,15.77,156.28,94.22,,15.77,163.2,46.86,2.14,27.52,1.91,358.0,Very Poor
+Ahmedabad,2019-11-08,64.96,92.32,14.87,157.51,93.79,,14.87,174.83,27.22,2.14,27.52,1.91,316.0,Very Poor
+Ahmedabad,2019-11-09,48.99,107.67,14.05,163.7,95.88,,14.05,167.13,38.58,2.14,27.52,1.91,358.0,Very Poor
+Ahmedabad,2019-11-10,68.07,133.46,9.16,155.92,86.5,,9.16,168.45,51.38,2.14,27.52,1.91,282.0,Poor
+Ahmedabad,2019-11-11,84.08,170.94,17.69,208.92,122.08,,17.69,,49.3,2.14,27.52,1.91,289.0,Poor
+Ahmedabad,2019-11-12,100.47,217.53,47.92,292.02,197.09,,47.92,,34.64,2.14,27.52,1.91,733.0,Severe
+Ahmedabad,2019-11-13,88.0,145.34,18.8,226.03,131.69,,18.8,,32.59,2.14,27.52,1.91,638.0,Severe
+Ahmedabad,2019-11-14,49.19,116.2,20.01,202.95,121.82,,20.01,155.16,27.68,2.14,27.52,1.91,415.0,Severe
+Ahmedabad,2019-11-15,43.56,94.58,10.3,121.43,70.98,,10.3,145.89,16.36,2.14,27.52,1.91,411.0,Severe
+Ahmedabad,2019-11-16,70.05,133.55,28.74,145.72,103.85,,28.74,156.97,16.41,2.14,27.52,1.91,433.0,Severe
+Ahmedabad,2019-11-17,58.66,78.4,29.52,136.69,100.34,,29.52,135.46,16.08,2.14,27.52,1.91,632.0,Severe
+Ahmedabad,2019-11-18,62.15,94.91,42.34,147.33,120.16,,42.34,143.33,15.8,2.14,27.52,1.91,883.0,Severe
+Ahmedabad,2019-11-19,52.04,85.17,39.43,112.69,99.94,,39.43,158.25,15.84,2.14,27.52,1.91,884.0,Severe
+Ahmedabad,2019-11-20,46.54,93.8,34.48,97.74,87.15,,34.48,172.68,16.99,2.14,27.52,1.91,552.0,Severe
+Ahmedabad,2019-11-21,55.43,91.22,17.98,109.17,73.76,,17.98,157.33,15.43,2.14,27.52,1.91,662.0,Severe
+Ahmedabad,2019-11-22,55.5,95.86,17.1,99.44,68.01,,17.1,176.88,16.02,2.14,27.52,1.91,356.0,Very Poor
+Ahmedabad,2019-11-23,58.97,104.2,19.45,106.63,74.19,,19.45,132.97,14.99,2.14,27.52,1.91,477.0,Severe
+Ahmedabad,2019-11-24,60.38,98.67,17.72,98.24,68.13,,17.72,137.97,16.21,2.14,27.52,1.91,443.0,Severe
+Ahmedabad,2019-11-25,73.87,106.75,20.3,110.17,76.89,,20.3,127.11,15.31,2.14,27.52,1.91,378.0,Very Poor
+Ahmedabad,2019-11-26,64.06,101.44,16.8,92.88,64.46,,16.8,139.64,30.45,1.83,31.73,1.78,441.0,Severe
+Ahmedabad,2019-11-27,53.91,108.89,11.11,98.4,60.11,,11.11,142.7,46.08,4.92,38.32,2.02,411.0,Severe
+Ahmedabad,2019-11-28,38.15,89.99,7.78,140.56,77.43,,7.78,166.39,40.11,1.46,23.05,1.8,236.0,Poor
+Ahmedabad,2019-11-29,48.47,87.26,5.55,103.61,56.87,,5.55,186.08,44.3,3.84,46.94,1.65,212.0,Poor
+Ahmedabad,2019-11-30,46.95,86.39,8.07,86.67,51.48,,8.07,147.78,41.06,3.5,43.31,1.72,199.0,Moderate
+Ahmedabad,2019-12-01,43.06,79.08,5.26,81.68,45.84,,5.26,137.18,42.68,2.75,35.25,1.87,248.0,Poor
+Ahmedabad,2019-12-02,46.74,76.39,4.02,60.49,34.1,,4.02,112.45,48.16,2.75,35.25,1.87,192.0,Moderate
+Ahmedabad,2019-12-03,41.61,83.5,3.87,54.14,30.83,,3.87,123.27,57.81,2.75,35.25,1.87,134.0,Moderate
+Ahmedabad,2019-12-04,77.66,99.48,4.32,62.09,35.21,,4.32,93.11,51.79,2.75,35.25,1.87,140.0,Moderate
+Ahmedabad,2019-12-05,65.48,121.86,7.8,82.62,48.13,,7.8,66.09,42.3,2.75,35.25,1.87,197.0,Moderate
+Ahmedabad,2019-12-06,64.87,122.33,14.15,71.51,50.36,,14.15,36.29,47.75,,,,344.0,Very Poor
+Ahmedabad,2019-12-07,93.24,157.33,9.08,83.89,51.27,,9.08,36.22,53.07,,,,276.0,Poor
+Ahmedabad,2019-12-08,92.26,135.81,12.09,76.33,51.02,,12.09,31.8,53.65,,,,293.0,Poor
+Ahmedabad,2019-12-09,78.95,123.59,12.83,54.51,38.77,,12.83,41.87,54.56,,,,329.0,Very Poor
+Ahmedabad,2019-12-10,86.88,143.98,26.73,35.11,36.8,,26.73,58.5,35.3,,,,458.0,Severe
+Ahmedabad,2019-12-11,72.3,118.19,26.27,24.48,29.66,,26.27,54.58,32.36,,,,538.0,Severe
+Ahmedabad,2019-12-12,62.39,116.84,14.39,14.9,16.14,,14.39,60.87,24.18,,,,520.0,Severe
+Ahmedabad,2019-12-13,52.59,92.57,6.92,11.32,10.69,,6.92,25.09,23.94,,,,242.0,Poor
+Ahmedabad,2019-12-14,63.33,99.3,4.66,14.79,10.69,,4.66,29.4,24.07,,,,157.0,Moderate
+Ahmedabad,2019-12-15,48.58,93.92,2.56,12.0,7.76,,2.56,20.56,27.73,,,,177.0,Moderate
+Ahmedabad,2019-12-16,45.47,89.73,5.2,20.62,13.94,,5.2,18.8,30.45,,,,145.0,Moderate
+Ahmedabad,2019-12-17,54.42,102.4,5.67,25.45,16.65,,5.67,26.19,29.22,,,,237.0,Poor
+Ahmedabad,2019-12-18,72.45,116.1,8.84,25.88,19.22,,8.84,29.77,24.83,,,,231.0,Poor
+Ahmedabad,2019-12-19,89.97,155.63,28.91,28.82,33.61,,28.91,39.43,18.76,,,,391.0,Very Poor
+Ahmedabad,2019-12-20,104.25,163.95,29.17,23.33,32.46,,29.17,35.42,15.46,,,,712.0,Severe
+Ahmedabad,2019-12-21,64.25,121.71,10.97,34.29,24.92,,10.97,73.34,12.43,,,,206.0,Poor
+Ahmedabad,2019-12-22,60.17,104.08,3.75,18.36,11.75,,3.75,39.26,8.94,,,,170.0,Moderate
+Ahmedabad,2019-12-23,57.99,97.02,2.2,17.47,10.16,,2.2,52.32,6.35,,,,113.0,Moderate
+Ahmedabad,2019-12-24,49.63,95.51,1.89,19.99,11.16,,1.89,79.47,4.87,,,,113.0,Moderate
+Ahmedabad,2019-12-25,53.0,98.1,4.07,20.11,12.85,,4.07,69.13,5.4,,,,166.0,Moderate
+Ahmedabad,2019-12-26,52.77,95.25,6.64,31.26,20.2,,6.64,50.74,10.61,,,,216.0,Poor
+Ahmedabad,2019-12-27,39.89,83.69,17.34,50.41,37.37,,17.34,53.83,19.03,,,,381.0,Very Poor
+Ahmedabad,2019-12-28,43.95,85.68,11.4,45.51,30.71,,11.4,73.27,19.15,,,,288.0,Poor
+Ahmedabad,2019-12-29,53.52,89.41,30.94,43.92,44.52,,30.94,49.84,23.66,,,,398.0,Very Poor
+Ahmedabad,2019-12-30,69.1,115.57,34.49,45.08,45.8,,34.49,68.73,23.67,66.38,271.92,65.59,703.0,Severe
+Ahmedabad,2019-12-31,74.18,126.67,6.36,22.77,15.85,,6.36,95.2,23.67,3.62,17.96,2.74,385.0,Very Poor
+Ahmedabad,2020-01-01,79.57,131.62,3.78,12.64,8.99,,3.78,27.7,23.67,4.21,31.42,2.52,216.0,Poor
+Ahmedabad,2020-01-02,72.59,128.86,3.63,14.38,9.73,,3.63,23.96,23.67,3.71,31.14,2.52,162.0,Moderate
+Ahmedabad,2020-01-03,69.54,128.99,7.06,15.13,12.65,,7.06,35.78,23.66,4.78,31.14,2.52,220.0,Poor
+Ahmedabad,2020-01-04,66.2,138.47,8.97,20.79,16.84,,8.97,38.98,23.65,4.12,31.14,2.52,254.0,Poor
+Ahmedabad,2020-01-05,55.99,110.41,5.41,15.34,11.53,,5.41,45.83,23.61,3.3,31.14,2.52,255.0,Poor
+Ahmedabad,2020-01-06,46.96,109.44,7.17,16.88,13.58,,7.17,38.11,23.64,2.75,31.14,2.52,175.0,Moderate
+Ahmedabad,2020-01-07,70.06,161.09,7.37,22.67,16.56,,7.37,58.67,23.58,2.75,31.14,2.52,285.0,Poor
+Ahmedabad,2020-01-08,61.4,118.44,2.38,16.33,9.74,,2.38,30.54,23.59,2.75,31.14,2.52,157.0,Moderate
+Ahmedabad,2020-01-09,38.89,93.4,2.41,14.14,8.7,,2.41,46.78,23.64,2.75,31.14,2.52,129.0,Moderate
+Ahmedabad,2020-01-10,56.14,108.83,2.5,11.65,7.55,,2.5,26.75,23.58,2.75,31.14,2.52,129.0,Moderate
+Ahmedabad,2020-01-11,59.96,109.98,2.38,14.37,8.79,,2.38,45.44,23.58,2.75,31.14,2.52,114.0,Moderate
+Ahmedabad,2020-01-12,83.9,152.94,8.81,20.66,16.65,,8.81,58.01,23.56,4.42,31.14,2.52,212.0,Poor
+Ahmedabad,2020-01-13,89.34,143.84,8.08,19.05,15.32,,8.08,62.71,23.69,4.45,31.14,2.52,368.0,Very Poor
+Ahmedabad,2020-01-14,39.83,44.53,3.26,16.42,10.29,,3.26,25.78,23.62,2.72,30.82,2.49,189.0,Moderate
+Ahmedabad,2020-01-15,53.27,90.4,3.59,16.01,10.43,,3.59,19.5,23.66,2.72,30.82,2.49,142.0,Moderate
+Ahmedabad,2020-01-16,40.07,79.32,3.75,13.41,9.34,,3.75,10.67,23.6,2.75,31.14,2.52,152.0,Moderate
+Ahmedabad,2020-01-17,80.24,219.84,20.06,15.61,22.26,,20.06,36.88,23.62,2.36,34.32,2.3,334.0,Very Poor
+Ahmedabad,2020-01-18,59.51,106.43,24.98,25.39,30.87,,24.98,71.69,23.57,1.82,38.68,2.0,547.0,Severe
+Ahmedabad,2020-01-19,36.05,79.23,13.05,22.26,20.59,,13.05,46.67,23.6,1.82,38.68,2.0,375.0,Very Poor
+Ahmedabad,2020-01-20,36.21,82.86,20.86,15.65,22.94,,20.86,44.86,23.6,1.47,34.83,1.49,384.0,Very Poor
+Ahmedabad,2020-01-21,51.15,123.03,33.0,25.32,36.81,,33.0,84.52,23.61,1.15,31.37,1.04,529.0,Severe
+Ahmedabad,2020-01-22,51.32,121.82,20.18,23.56,26.48,,20.18,50.3,23.6,1.15,31.37,1.04,449.0,Severe
+Ahmedabad,2020-01-23,38.71,88.47,10.39,16.11,15.61,,10.39,34.63,23.56,1.15,31.37,1.04,483.0,Severe
+Ahmedabad,2020-01-24,40.83,96.12,18.14,19.84,3.56,,18.14,54.28,23.58,0.18,4.83,0.16,,
+Ahmedabad,2020-01-25,61.05,132.46,19.52,23.86,26.05,,19.52,144.29,47.16,1.15,31.37,1.04,,
+Ahmedabad,2020-01-26,62.03,191.09,118.0,12.48,74.5,,118.0,112.57,36.76,1.15,31.37,1.04,,
+Ahmedabad,2020-01-27,33.93,85.43,9.53,30.39,21.94,,9.53,51.25,41.25,1.15,31.37,1.04,,
+Ahmedabad,2020-01-28,18.03,66.54,11.31,18.02,17.23,,11.31,35.39,30.29,1.15,31.37,1.04,289.0,Poor
+Ahmedabad,2020-01-29,28.77,73.99,20.76,21.98,25.69,,20.76,40.13,32.37,1.05,30.73,1.07,204.0,Poor
+Ahmedabad,2020-01-30,41.74,92.88,36.07,26.88,38.15,,36.07,100.04,30.37,1.02,30.57,1.08,528.0,Severe
+Ahmedabad,2020-01-31,57.28,109.84,36.16,50.06,51.39,,36.16,83.08,34.61,1.39,30.64,1.05,660.0,Severe
+Ahmedabad,2020-02-01,88.79,125.19,15.2,54.23,37.8,,15.2,56.67,45.39,1.82,31.52,1.04,483.0,Severe
+Ahmedabad,2020-02-02,52.31,97.67,9.38,38.28,25.67,,9.38,36.8,26.07,1.82,31.52,1.04,336.0,Very Poor
+Ahmedabad,2020-02-03,68.19,106.14,10.08,45.94,29.93,,10.08,31.18,43.72,1.53,34.6,0.81,272.0,Poor
+Ahmedabad,2020-02-04,80.59,127.97,29.48,59.9,51.22,,29.48,48.18,41.9,1.15,38.57,0.52,571.0,Severe
+Ahmedabad,2020-02-05,77.56,137.39,30.93,59.03,51.88,,30.93,59.11,36.15,1.15,38.57,0.52,568.0,Severe
+Ahmedabad,2020-02-06,56.5,121.52,6.1,55.49,31.62,,6.1,51.41,41.16,1.15,38.57,0.52,387.0,Very Poor
+Ahmedabad,2020-02-07,66.87,127.71,23.75,53.47,43.78,,23.75,47.32,53.97,1.15,38.57,0.52,322.0,Very Poor
+Ahmedabad,2020-02-08,95.25,160.18,14.56,54.77,37.58,,14.56,55.99,68.81,1.15,38.57,0.52,652.0,Severe
+Ahmedabad,2020-02-09,69.85,124.4,6.25,40.74,24.54,,6.25,27.16,,1.15,38.57,0.52,215.0,Poor
+Ahmedabad,2020-02-10,64.94,116.45,8.62,47.28,29.5,,8.62,31.84,71.69,1.15,38.57,0.52,223.0,Poor
+Ahmedabad,2020-02-11,79.58,145.12,12.48,55.78,36.51,,12.48,48.28,42.4,1.15,38.57,0.52,340.0,Very Poor
+Ahmedabad,2020-02-12,83.67,164.2,27.61,56.27,48.05,,27.61,52.9,44.73,1.15,38.57,0.52,475.0,Severe
+Ahmedabad,2020-02-13,88.83,182.12,57.7,45.43,63.19,,57.7,40.9,51.73,1.15,38.57,0.52,974.0,Severe
+Ahmedabad,2020-02-14,50.55,116.51,18.72,57.55,42.05,,18.72,54.6,31.28,1.15,38.57,0.52,412.0,Severe
+Ahmedabad,2020-02-15,73.04,136.02,24.78,67.15,51.25,,24.78,57.08,53.88,1.08,37.29,0.56,480.0,Severe
+Ahmedabad,2020-02-16,59.47,124.36,14.28,63.11,41.44,,14.28,66.39,76.89,1.16,35.51,0.61,388.0,Very Poor
+Ahmedabad,2020-02-17,62.48,147.78,43.22,50.12,52.43,,43.22,57.29,63.76,0.99,34.54,0.59,543.0,Severe
+Ahmedabad,2020-02-18,85.33,163.52,59.34,54.08,67.01,,59.34,64.71,75.45,1.42,32.61,0.56,1226.0,Severe
+Ahmedabad,2020-02-19,114.79,217.94,42.62,80.38,70.43,,42.62,118.91,43.63,1.76,32.61,0.56,1291.0,Severe
+Ahmedabad,2020-02-20,65.74,164.24,22.33,70.75,51.18,,22.33,72.14,50.08,0.99,32.61,0.56,493.0,Severe
+Ahmedabad,2020-02-21,60.61,133.31,10.49,52.78,33.57,,10.49,52.84,38.67,0.99,32.61,0.56,407.0,Severe
+Ahmedabad,2020-02-22,36.35,97.03,4.78,52.87,29.36,,4.78,42.9,52.15,0.99,32.61,0.56,168.0,Moderate
+Ahmedabad,2020-02-23,54.06,104.74,4.22,51.33,28.19,,4.22,48.07,39.74,0.99,32.61,0.56,219.0,Poor
+Ahmedabad,2020-02-24,68.68,141.39,10.92,74.32,44.41,,10.92,42.37,44.44,0.99,32.61,0.56,282.0,Poor
+Ahmedabad,2020-02-25,73.18,193.22,31.41,94.67,69.62,,31.41,62.73,46.23,1.79,32.61,0.56,528.0,Severe
+Ahmedabad,2020-02-26,137.81,242.98,70.45,124.33,113.23,,70.45,103.5,37.79,0.99,32.61,0.56,983.0,Severe
+Ahmedabad,2020-02-27,94.27,177.11,92.96,92.35,114.42,,92.96,68.76,52.7,2.63,39.93,0.86,1262.0,Severe
+Ahmedabad,2020-02-28,79.68,169.52,57.77,91.2,87.59,,57.77,64.67,50.27,2.85,46.56,1.13,962.0,Severe
+Ahmedabad,2020-02-29,53.86,136.6,17.8,75.13,49.93,,17.8,64.67,52.74,2.85,46.56,1.13,421.0,Severe
+Ahmedabad,2020-03-01,53.06,123.32,22.34,59.64,45.76,,22.34,70.8,41.7,2.85,46.56,1.13,475.0,Severe
+Ahmedabad,2020-03-02,56.2,149.92,23.13,62.85,47.92,,23.13,81.42,34.18,3.02,46.56,1.13,508.0,Severe
+Ahmedabad,2020-03-03,77.58,155.65,21.26,60.32,45.29,,21.26,119.95,39.83,2.85,46.56,1.13,460.0,Severe
+Ahmedabad,2020-03-04,49.16,125.88,7.4,31.08,20.69,,7.4,51.07,45.99,2.85,46.56,1.13,246.0,Poor
+Ahmedabad,2020-03-05,43.75,115.5,8.43,24.16,18.08,,8.43,63.99,38.62,2.85,46.56,1.13,261.0,Poor
+Ahmedabad,2020-03-06,54.05,128.08,10.7,28.74,22.0,,10.7,61.9,45.82,2.85,46.56,1.13,308.0,Very Poor
+Ahmedabad,2020-03-07,51.32,140.9,12.19,41.31,29.25,,12.19,45.6,64.01,3.45,46.56,1.13,359.0,Very Poor
+Ahmedabad,2020-03-08,35.04,85.35,7.87,45.21,27.93,,7.87,32.78,,2.85,46.56,1.13,325.0,Very Poor
+Ahmedabad,2020-03-09,37.02,90.26,5.55,32.91,20.2,,5.55,42.98,67.75,2.85,46.56,1.13,170.0,Moderate
+Ahmedabad,2020-03-10,37.67,94.36,2.28,17.52,10.25,,2.28,26.68,16.92,2.85,46.56,1.13,116.0,Moderate
+Ahmedabad,2020-03-11,31.12,80.79,3.56,21.51,13.13,,3.56,19.43,16.68,2.85,46.56,1.13,152.0,Moderate
+Ahmedabad,2020-03-12,41.19,114.05,6.04,31.18,19.72,,6.04,40.38,,2.85,46.56,1.13,218.0,Poor
+Ahmedabad,2020-03-13,41.72,97.7,6.95,24.99,17.38,,6.95,27.3,72.25,2.85,46.56,1.13,302.0,Very Poor
+Ahmedabad,2020-03-14,39.57,111.46,4.0,35.3,20.2,,4.0,49.34,39.51,2.85,46.56,1.13,170.0,Moderate
+Ahmedabad,2020-03-15,39.42,115.8,5.11,31.33,19.1,,5.11,27.4,33.16,2.85,46.56,1.13,215.0,Poor
+Ahmedabad,2020-03-16,36.03,90.32,3.89,34.32,19.65,,3.89,28.6,53.81,2.85,46.56,1.13,222.0,Poor
+Ahmedabad,2020-03-17,53.07,112.92,16.02,37.65,30.33,,16.02,34.49,,2.85,46.56,1.13,310.0,Very Poor
+Ahmedabad,2020-03-18,58.54,124.58,15.45,44.39,33.18,,15.45,42.86,81.35,2.85,46.56,1.13,487.0,Severe
+Ahmedabad,2020-03-19,101.09,162.86,15.07,43.66,31.13,,15.07,42.07,44.44,2.85,46.56,1.13,988.0,Severe
+Ahmedabad,2020-03-20,50.47,109.06,4.67,35.13,13.3,,4.67,44.08,45.98,0.0,0.0,0.0,,
+Ahmedabad,2020-03-21,74.43,132.17,9.82,31.56,22.73,,9.82,67.89,36.14,,,,296.0,Poor
+Ahmedabad,2020-03-22,48.16,122.17,5.47,18.27,12.99,,5.47,52.62,33.69,,,,180.0,Moderate
+Ahmedabad,2020-03-23,44.61,112.32,4.98,31.4,17.08,,4.98,34.25,49.45,6.81,28.18,7.52,247.0,Poor
+Ahmedabad,2020-03-24,31.89,98.52,2.96,25.2,14.5,,2.96,44.87,47.99,4.01,23.25,3.33,135.0,Moderate
+Ahmedabad,2020-03-25,33.25,91.38,4.28,33.45,19.44,,4.28,61.4,38.86,4.9,18.98,2.85,195.0,Moderate
+Ahmedabad,2020-03-26,43.67,91.12,7.11,26.61,17.61,,7.11,34.72,39.74,4.71,19.16,2.8,216.0,Poor
+Ahmedabad,2020-03-27,22.93,37.12,5.23,18.52,12.87,,5.23,16.19,34.41,1.58,7.5,1.08,193.0,Moderate
+Ahmedabad,2020-03-28,37.73,72.43,4.67,35.52,20.77,,4.67,16.06,34.72,6.37,26.05,3.56,160.0,Moderate
+Ahmedabad,2020-03-29,20.67,75.48,3.08,26.98,15.46,,3.08,22.76,40.17,4.79,15.29,1.95,125.0,Moderate
+Ahmedabad,2020-03-30,28.55,89.1,4.11,38.65,21.89,,4.11,19.14,31.5,8.51,37.5,4.88,140.0,Moderate
+Ahmedabad,2020-03-31,29.97,98.96,3.85,22.08,13.64,,3.85,32.01,36.86,7.0,29.53,2.5,145.0,Moderate
+Ahmedabad,2020-04-01,24.79,86.06,4.5,21.29,13.7,,4.5,22.16,36.76,3.58,15.89,1.88,153.0,Moderate
+Ahmedabad,2020-04-02,25.52,88.12,4.46,24.24,15.15,,4.46,18.54,38.17,4.59,19.84,2.09,164.0,Moderate
+Ahmedabad,2020-04-03,33.48,87.96,4.51,41.44,23.58,,4.51,23.84,46.53,9.31,40.13,5.44,173.0,Moderate
+Ahmedabad,2020-04-04,39.44,84.83,3.82,39.88,22.28,,3.82,27.53,58.08,9.71,36.32,4.85,182.0,Moderate
+Ahmedabad,2020-04-05,43.77,87.96,3.35,40.99,22.49,,3.35,31.4,53.61,10.92,46.65,5.63,152.0,Moderate
+Ahmedabad,2020-04-06,46.64,95.3,3.75,29.6,17.24,,3.75,22.2,49.67,7.65,37.78,3.94,145.0,Moderate
+Ahmedabad,2020-04-07,45.8,104.5,3.87,16.8,11.04,,3.87,31.04,48.2,5.44,20.89,1.47,159.0,Moderate
+Ahmedabad,2020-04-08,36.3,90.07,5.19,15.65,11.51,,5.19,30.8,49.83,4.66,14.64,1.08,183.0,Moderate
+Ahmedabad,2020-04-09,32.12,89.74,5.07,21.61,14.33,,5.07,20.75,62.53,5.64,18.82,2.04,168.0,Moderate
+Ahmedabad,2020-04-10,30.73,78.56,4.36,28.65,17.23,,0.59,32.01,42.61,6.91,32.15,3.51,113.0,Moderate
+Ahmedabad,2020-04-11,30.18,74.99,3.06,34.81,19.26,,0.45,25.09,39.0,8.52,51.18,6.71,89.0,Satisfactory
+Ahmedabad,2020-04-12,26.7,72.83,2.72,27.0,15.18,,0.36,21.57,42.16,5.63,34.1,3.97,101.0,Moderate
+Ahmedabad,2020-04-13,18.77,61.54,2.81,23.01,13.01,,0.39,26.86,47.88,3.41,25.88,2.56,95.0,Satisfactory
+Ahmedabad,2020-04-14,31.16,72.09,3.22,25.9,14.73,,0.37,21.85,43.35,4.75,31.33,3.61,89.0,Satisfactory
+Ahmedabad,2020-04-15,23.69,64.81,2.28,17.18,10.04,,0.43,23.5,44.04,2.14,29.17,1.67,88.0,Satisfactory
+Ahmedabad,2020-04-16,38.65,81.47,3.7,26.76,14.75,,0.36,22.03,54.24,5.84,34.58,3.22,95.0,Satisfactory
+Ahmedabad,2020-04-17,30.8,76.25,4.22,25.97,12.68,,0.36,18.03,37.28,3.22,22.59,1.83,92.0,Satisfactory
+Ahmedabad,2020-04-18,30.69,107.31,3.43,22.57,11.7,,0.41,36.24,39.3,3.89,31.0,2.45,96.0,Satisfactory
+Ahmedabad,2020-04-19,21.27,65.12,3.66,13.93,9.31,,0.36,21.0,40.56,1.67,14.29,0.95,99.0,Satisfactory
+Ahmedabad,2020-04-20,29.84,77.98,3.91,15.77,10.58,,0.34,25.22,38.31,2.27,15.74,1.02,86.0,Satisfactory
+Ahmedabad,2020-04-21,27.81,73.99,3.41,16.32,10.46,,0.39,19.16,38.23,2.33,17.57,1.5,87.0,Satisfactory
+Ahmedabad,2020-04-22,32.11,94.34,3.68,17.95,11.49,,0.45,15.83,42.22,5.48,33.62,2.16,101.0,Moderate
+Ahmedabad,2020-04-23,31.67,81.09,3.93,16.17,10.82,,0.35,32.39,43.6,3.97,20.74,1.23,106.0,Moderate
+Ahmedabad,2020-04-24,27.19,82.36,3.52,16.13,9.85,,0.28,20.59,51.81,1.78,9.02,0.67,110.0,Moderate
+Ahmedabad,2020-04-25,28.25,70.48,4.83,13.88,10.25,,0.38,16.51,41.74,1.17,9.32,0.56,98.0,Satisfactory
+Ahmedabad,2020-04-26,25.91,73.35,4.78,13.82,10.29,,0.4,10.58,44.44,1.8,10.39,0.75,101.0,Moderate
+Ahmedabad,2020-04-27,31.76,81.16,3.99,19.95,12.7,,0.46,29.73,52.46,3.52,20.49,1.34,117.0,Moderate
+Ahmedabad,2020-04-28,32.55,87.41,3.53,23.58,14.12,,0.46,42.86,50.2,4.92,32.73,2.51,130.0,Moderate
+Ahmedabad,2020-04-29,27.15,76.73,3.18,24.82,14.4,,0.67,32.97,54.81,3.39,32.14,2.46,122.0,Moderate
+Ahmedabad,2020-04-30,26.93,74.38,2.76,17.05,10.37,,0.46,37.7,56.97,1.92,18.54,1.64,128.0,Moderate
+Ahmedabad,2020-05-01,28.71,89.91,2.83,13.32,8.6,,0.54,26.36,49.97,1.59,15.82,0.92,128.0,Moderate
+Ahmedabad,2020-05-02,22.56,63.23,3.68,15.16,10.09,,0.56,25.87,55.72,1.55,10.29,0.65,131.0,Moderate
+Ahmedabad,2020-05-03,23.82,62.1,4.69,16.38,11.49,,0.64,22.71,54.35,2.83,16.27,0.89,121.0,Moderate
+Ahmedabad,2020-05-04,23.73,69.88,4.85,15.87,11.36,,0.73,20.04,58.72,2.38,16.23,0.9,130.0,Moderate
+Ahmedabad,2020-05-05,33.47,134.83,3.6,29.05,13.84,,0.54,2.42,54.8,3.57,26.59,1.91,143.0,Moderate
+Ahmedabad,2020-05-06,26.52,79.38,4.06,18.06,11.7,,0.67,,59.96,3.7,19.68,1.57,146.0,Moderate
+Ahmedabad,2020-05-07,30.45,75.08,3.74,21.48,13.23,,0.4,,58.31,7.47,34.84,1.72,135.0,Moderate
+Ahmedabad,2020-05-08,26.79,66.34,3.71,14.99,10.06,,0.51,,57.81,3.26,20.64,0.86,127.0,Moderate
+Ahmedabad,2020-05-09,23.79,74.56,5.61,16.64,11.91,,0.55,,52.49,4.37,20.72,1.14,122.0,Moderate
+Ahmedabad,2020-05-10,26.17,62.14,1.93,14.73,8.61,,0.77,,56.28,2.65,16.72,0.84,125.0,Moderate
+Ahmedabad,2020-05-11,21.31,66.1,1.85,15.01,8.68,,0.54,,57.55,1.9,13.92,0.76,125.0,Moderate
+Ahmedabad,2020-05-12,21.94,69.06,2.95,16.95,10.47,,0.58,,57.89,3.3,16.19,0.97,135.0,Moderate
+Ahmedabad,2020-05-13,23.19,67.28,4.12,17.46,11.59,,0.48,,52.31,2.85,18.48,0.88,117.0,Moderate
+Ahmedabad,2020-05-14,21.9,64.39,2.98,18.73,11.33,,0.49,,51.86,2.28,16.67,0.81,127.0,Moderate
+Ahmedabad,2020-05-15,19.15,78.8,3.93,19.59,12.47,,0.51,,61.79,4.14,25.58,1.62,125.0,Moderate
+Ahmedabad,2020-05-16,35.75,107.68,2.54,18.72,11.0,,0.39,,54.31,3.02,18.12,1.25,136.0,Moderate
+Ahmedabad,2020-05-17,27.28,63.5,2.5,18.56,10.84,,0.68,,55.52,2.91,17.83,1.29,137.0,Moderate
+Ahmedabad,2020-05-18,20.85,61.13,2.6,21.35,12.35,,0.62,,54.41,2.95,20.62,3.15,133.0,Moderate
+Ahmedabad,2020-05-19,23.98,56.9,4.15,26.56,16.04,,0.61,,59.05,4.36,22.17,2.43,133.0,Moderate
+Ahmedabad,2020-05-20,25.6,82.26,2.86,22.47,13.05,,0.69,,60.12,5.5,25.02,1.96,132.0,Moderate
+Ahmedabad,2020-05-21,33.35,84.99,2.64,25.02,14.15,,0.56,,62.4,6.41,21.6,1.86,130.0,Moderate
+Ahmedabad,2020-05-22,31.38,90.28,4.54,35.67,20.77,,0.65,,62.39,7.75,32.76,2.64,142.0,Moderate
+Ahmedabad,2020-05-23,29.26,82.26,2.58,22.23,12.73,,0.67,,55.64,5.36,25.91,1.69,135.0,Moderate
+Ahmedabad,2020-05-24,25.47,67.79,2.73,17.85,10.7,,0.81,,57.16,2.62,11.5,1.34,140.0,Moderate
+Ahmedabad,2020-05-25,24.84,70.95,3.98,16.03,10.65,,0.57,,57.53,2.24,12.49,0.98,126.0,Moderate
+Ahmedabad,2020-05-26,29.78,99.14,2.88,19.35,11.55,,0.59,,50.52,1.68,10.42,0.99,126.0,Moderate
+Ahmedabad,2020-05-27,31.25,89.65,3.65,21.42,13.17,,0.83,,54.58,4.01,15.74,1.08,123.0,Moderate
+Ahmedabad,2020-05-28,30.7,86.02,3.56,18.84,11.85,,0.56,,55.49,8.88,17.32,1.41,117.0,Moderate
+Ahmedabad,2020-05-29,23.91,81.0,3.29,18.6,11.52,,0.57,,44.9,5.47,15.33,1.37,126.0,Moderate
+Ahmedabad,2020-05-30,25.71,66.36,3.4,16.46,10.53,,0.41,,47.74,4.67,15.53,1.27,112.0,Moderate
+Ahmedabad,2020-05-31,22.83,67.92,3.82,15.35,10.31,,0.4,,53.06,3.03,15.14,1.13,104.0,Moderate
+Ahmedabad,2020-06-01,31.02,312.28,2.74,22.62,13.07,,0.64,,66.9,6.78,23.27,3.08,126.0,Moderate
+Ahmedabad,2020-06-02,131.88,173.4,2.71,41.56,22.26,,0.45,20.08,34.26,10.84,43.9,5.19,152.0,Moderate
+Ahmedabad,2020-06-03,,586.27,2.23,43.36,21.25,,0.44,23.71,73.66,8.04,42.98,3.65,,
+Ahmedabad,2020-06-04,26.08,84.25,4.99,37.3,21.51,,0.79,21.29,56.78,5.69,32.56,3.39,101.0,Moderate
+Ahmedabad,2020-06-05,30.72,88.9,3.76,33.6,19.08,,0.63,14.73,4.08,7.45,43.04,2.98,92.0,Satisfactory
+Ahmedabad,2020-06-06,33.19,65.77,3.91,39.76,22.28,,0.71,14.4,40.28,8.11,25.23,3.18,95.0,Satisfactory
+Ahmedabad,2020-06-07,20.67,69.5,5.19,34.11,20.48,,0.82,13.05,36.32,6.71,20.69,3.63,93.0,Satisfactory
+Ahmedabad,2020-06-08,22.92,70.97,4.88,28.47,17.52,,0.57,11.6,30.16,7.93,20.35,3.84,97.0,Satisfactory
+Ahmedabad,2020-06-09,21.17,81.73,5.23,25.68,16.39,,0.86,12.69,39.69,4.48,18.91,3.27,84.0,Satisfactory
+Ahmedabad,2020-06-10,23.62,94.06,5.9,20.92,14.59,,0.85,16.22,44.32,5.27,23.65,6.7,101.0,Moderate
+Ahmedabad,2020-06-11,20.4,66.21,5.3,26.94,17.05,,0.68,18.41,37.38,8.21,38.36,7.98,92.0,Satisfactory
+Ahmedabad,2020-06-12,21.4,93.89,5.28,22.4,14.85,,0.85,16.27,45.05,7.9,40.74,13.19,105.0,Moderate
+Ahmedabad,2020-06-13,21.72,62.28,3.93,28.15,16.62,,1.18,17.51,30.53,7.01,30.2,8.68,98.0,Satisfactory
+Ahmedabad,2020-06-14,24.1,87.14,3.16,27.53,15.77,,0.86,20.82,35.29,6.89,28.99,6.74,96.0,Satisfactory
+Ahmedabad,2020-06-15,21.21,92.72,4.03,31.93,18.56,,0.85,19.3,33.59,21.69,44.29,6.77,96.0,Satisfactory
+Ahmedabad,2020-06-16,31.49,94.09,6.95,24.73,17.23,,0.85,11.26,38.44,7.54,45.98,3.36,80.0,Satisfactory
+Ahmedabad,2020-06-17,14.79,11.5,4.88,19.65,13.18,,0.81,9.4,18.2,4.6,49.52,3.04,95.0,Satisfactory
+Ahmedabad,2020-06-18,12.1,89.23,6.87,36.24,20.97,,0.56,11.72,75.83,3.28,45.51,2.98,,
+Ahmedabad,2020-06-19,17.65,135.16,19.86,33.84,22.86,,0.71,9.9,40.03,3.99,51.14,3.62,108.0,Moderate
+Ahmedabad,2020-06-20,22.9,120.7,11.79,15.81,10.1,,0.5,10.1,46.04,3.37,42.06,3.59,124.0,Moderate
+Ahmedabad,2020-06-21,24.28,138.12,3.45,12.44,8.23,,0.7,11.45,57.31,3.17,58.65,2.87,106.0,Moderate
+Ahmedabad,2020-06-22,19.02,98.37,4.48,16.76,11.49,,0.52,13.32,45.85,3.33,53.61,2.67,75.0,Satisfactory
+Ahmedabad,2020-06-23,22.2,88.99,7.13,15.67,12.2,,0.51,13.0,64.75,3.18,60.9,2.46,85.0,Satisfactory
+Ahmedabad,2020-06-24,30.29,,13.07,25.92,21.72,,0.75,11.99,43.31,1.95,55.13,1.19,91.0,Satisfactory
+Ahmedabad,2020-06-25,32.56,142.43,8.29,24.83,18.21,,0.65,11.73,40.54,0.98,51.94,1.22,95.0,Satisfactory
+Ahmedabad,2020-06-26,36.48,150.65,8.96,30.78,20.8,,0.59,10.41,44.47,1.76,49.31,1.72,93.0,Satisfactory
+Ahmedabad,2020-06-27,62.12,118.67,9.18,56.35,19.86,,0.49,12.44,68.05,1.32,37.76,1.62,92.0,Satisfactory
+Ahmedabad,2020-06-28,31.57,,6.37,23.99,16.4,,0.52,11.01,26.34,1.37,49.58,1.34,82.0,Satisfactory
+Ahmedabad,2020-06-29,29.75,127.98,9.06,25.15,18.92,,0.67,12.1,34.99,1.39,60.21,0.79,74.0,Satisfactory
+Ahmedabad,2020-06-30,40.02,121.1,7.09,58.92,33.41,,0.73,16.39,41.64,1.21,44.1,1.35,98.0,Satisfactory
+Ahmedabad,2020-07-01,37.63,,4.42,35.04,20.17,,0.28,14.4,9.69,1.73,47.05,1.87,119.0,Moderate
+Aizawl,2020-03-11,32.69,47.91,6.99,2.85,11.93,26.64,0.6,4.53,4.48,0.03,0.3,,,
+Aizawl,2020-03-12,31.21,38.66,7.2,1.27,10.65,25.63,0.56,4.22,2.81,0.01,0.08,,52.0,Satisfactory
+Aizawl,2020-03-13,38.39,46.68,7.19,0.91,10.37,29.16,0.57,4.46,0.18,0.0,0.0,,60.0,Satisfactory
+Aizawl,2020-03-14,43.23,50.83,7.14,1.07,10.48,28.95,0.57,4.53,0.41,0.0,0.0,,62.0,Satisfactory
+Aizawl,2020-03-15,33.82,41.03,7.09,0.36,9.73,28.41,0.48,4.63,0.3,0.0,0.0,,70.0,Satisfactory
+Aizawl,2020-03-16,27.14,35.04,5.63,2.32,8.09,23.98,0.5,4.71,13.02,0.13,0.68,,54.0,Satisfactory
+Aizawl,2020-03-17,27.32,35.75,3.07,2.14,3.41,24.57,0.48,4.84,6.03,0.25,1.34,,40.0,Good
+Aizawl,2020-03-18,31.76,41.51,3.0,1.48,5.24,23.42,0.47,5.04,8.76,0.24,1.19,,51.0,Satisfactory
+Aizawl,2020-03-19,43.8,53.59,2.97,1.31,4.97,23.41,0.48,5.3,9.96,0.26,1.11,,63.0,Satisfactory
+Aizawl,2020-03-20,35.48,44.02,3.01,0.83,4.64,24.85,0.49,5.32,6.43,0.27,1.15,,69.0,Satisfactory
+Aizawl,2020-03-21,51.27,60.05,3.01,0.88,4.62,24.44,0.49,5.63,8.62,49.66,50.11,,70.0,Satisfactory
+Aizawl,2020-03-22,33.24,40.33,2.93,0.13,3.65,18.55,0.37,5.41,5.64,13.07,13.69,,71.0,Satisfactory
+Aizawl,2020-03-23,35.34,41.55,2.98,0.16,3.71,20.24,0.32,5.63,5.73,62.93,62.45,,53.0,Satisfactory
+Aizawl,2020-03-24,47.34,56.65,2.96,0.14,3.66,20.21,0.37,6.17,5.59,0.33,0.33,,66.0,Satisfactory
+Aizawl,2020-03-25,53.64,62.86,2.96,0.17,3.77,25.43,0.44,6.75,6.44,0.23,0.84,,92.0,Satisfactory
+Aizawl,2020-03-26,54.9,62.7,2.96,0.13,3.69,25.48,0.42,6.8,5.87,0.25,0.92,,89.0,Satisfactory
+Aizawl,2020-03-27,44.64,53.86,2.94,0.11,3.59,28.26,0.4,7.34,6.42,0.22,0.82,,82.0,Satisfactory
+Aizawl,2020-03-28,51.33,60.03,2.92,0.35,3.89,29.89,0.44,7.69,8.76,0.23,0.66,,71.0,Satisfactory
+Aizawl,2020-03-29,34.54,41.95,2.93,0.13,3.64,28.47,0.36,7.8,7.99,0.19,0.6,,81.0,Satisfactory
+Aizawl,2020-03-30,39.47,48.07,2.93,0.24,3.79,29.05,0.42,7.67,7.4,0.19,0.73,,60.0,Satisfactory
+Aizawl,2020-03-31,27.27,33.9,2.95,0.25,3.8,30.99,0.4,7.9,6.74,0.18,0.8,,51.0,Satisfactory
+Aizawl,2020-04-01,38.6,49.19,2.98,0.26,3.94,32.95,0.45,8.11,6.12,36.6,37.17,,62.0,Satisfactory
+Aizawl,2020-04-02,36.22,48.66,2.93,0.25,3.86,32.94,0.4,8.36,9.24,0.15,0.55,,64.0,Satisfactory
+Aizawl,2020-04-03,30.35,39.84,2.9,0.21,3.75,23.37,0.29,8.25,10.87,0.08,0.47,,54.0,Satisfactory
+Aizawl,2020-04-04,24.05,41.95,2.97,0.25,3.79,21.6,0.26,8.16,11.09,0.08,0.42,,43.0,Good
+Aizawl,2020-04-05,26.47,33.51,2.96,0.08,3.5,26.0,0.31,8.79,5.76,10.03,10.52,,44.0,Good
+Aizawl,2020-04-06,35.13,43.65,2.96,0.15,3.69,25.1,0.31,8.49,7.94,0.12,0.52,,48.0,Good
+Aizawl,2020-04-07,33.19,42.17,2.92,0.3,3.85,22.71,0.3,8.78,13.38,0.12,0.38,,61.0,Satisfactory
+Aizawl,2020-04-08,24.92,31.74,2.97,0.18,3.74,23.73,0.27,8.69,9.67,0.08,0.41,,45.0,Good
+Aizawl,2020-04-09,39.15,45.79,3.32,0.31,4.47,22.95,0.39,7.81,7.66,6.27,6.66,,59.0,Satisfactory
+Aizawl,2020-04-10,38.01,45.39,4.41,0.13,5.7,27.97,0.41,4.52,5.62,0.16,0.7,,64.0,Satisfactory
+Aizawl,2020-04-11,30.06,35.53,4.37,0.17,5.74,30.0,0.37,4.77,6.71,0.15,0.71,,55.0,Satisfactory
+Aizawl,2020-04-12,21.7,27.32,4.33,0.12,5.6,26.24,0.27,4.54,8.47,8.27,8.6,,41.0,Good
+Aizawl,2020-04-13,28.33,33.24,6.24,0.39,8.44,28.53,0.36,5.3,10.16,0.12,0.57,,42.0,Good
+Aizawl,2020-04-14,46.26,49.81,10.26,0.45,14.04,31.28,0.47,5.66,2.97,29.29,29.74,,64.0,Satisfactory
+Aizawl,2020-04-15,40.72,48.87,11.4,0.51,15.65,30.38,0.42,5.71,0.72,1.55,2.05,,76.0,Satisfactory
+Aizawl,2020-04-16,22.63,28.06,11.4,0.33,15.49,23.59,0.28,5.52,0.79,4.18,4.62,,49.0,Good
+Aizawl,2020-04-17,15.06,19.85,11.4,0.36,15.51,14.87,0.22,5.43,2.46,0.05,0.35,,33.0,Good
+Aizawl,2020-04-18,19.5,25.12,11.44,0.25,15.38,17.65,0.25,6.06,1.17,0.05,0.31,,31.0,Good
+Aizawl,2020-04-19,10.48,14.73,11.44,0.11,15.2,19.03,0.22,6.4,1.27,0.03,0.33,,24.0,Good
+Aizawl,2020-04-20,11.79,18.9,11.47,0.95,16.08,19.13,0.25,6.79,8.71,1.02,1.41,,24.0,Good
+Aizawl,2020-04-21,9.53,20.94,11.54,0.75,15.94,16.64,0.27,6.62,7.67,10.19,10.54,,23.0,Good
+Aizawl,2020-04-22,8.53,11.26,11.47,0.34,15.48,15.61,0.24,6.61,1.3,0.05,0.45,,20.0,Good
+Aizawl,2020-04-23,10.42,14.56,11.56,0.26,15.49,16.78,0.26,6.96,1.75,0.06,0.49,,19.0,Good
+Aizawl,2020-04-24,5.74,9.67,11.53,0.34,15.57,12.4,0.21,6.79,1.16,0.03,0.31,,19.0,Good
+Aizawl,2020-04-25,3.14,5.83,11.51,0.2,14.68,17.91,0.18,7.47,0.55,7.73,8.0,,19.0,Good
+Aizawl,2020-04-26,1.97,4.06,11.54,0.13,15.25,12.44,0.18,6.98,1.78,6.7,6.95,,18.0,Good
+Aizawl,2020-04-27,5.4,9.88,11.62,0.27,15.57,17.69,0.25,7.21,0.22,8.33,8.74,,19.0,Good
+Aizawl,2020-04-28,3.55,7.84,11.7,0.18,15.6,17.07,0.26,6.97,,6.89,7.42,,19.0,Good
+Aizawl,2020-04-29,3.85,6.78,11.6,0.17,15.4,15.28,0.21,7.23,,13.67,14.03,,19.0,Good
+Aizawl,2020-04-30,4.49,8.9,11.7,0.3,15.65,14.49,0.24,6.6,1.55,20.86,21.42,,19.0,Good
+Aizawl,2020-05-01,7.92,12.97,11.68,0.35,15.71,18.21,0.3,6.47,1.61,0.06,0.76,,20.0,Good
+Aizawl,2020-05-02,8.24,13.13,11.6,0.23,15.48,16.69,0.28,6.46,0.1,10.3,10.91,,20.0,Good
+Aizawl,2020-05-03,5.48,9.88,11.53,0.08,15.15,14.56,0.19,6.42,0.07,16.64,17.0,,19.0,Good
+Aizawl,2020-05-04,6.32,11.92,11.56,0.22,15.43,15.74,0.23,6.93,0.41,22.57,22.98,,19.0,Good
+Aizawl,2020-05-05,10.16,14.63,11.58,0.25,15.58,18.64,0.27,7.6,0.12,6.11,6.56,,19.0,Good
+Aizawl,2020-05-06,6.15,8.99,13.16,0.63,16.56,15.26,0.24,7.36,2.82,3.21,3.68,,20.0,Good
+Aizawl,2020-05-07,3.93,6.85,11.51,0.18,15.43,19.43,0.27,8.04,0.19,10.76,11.43,,20.0,Good
+Aizawl,2020-05-08,13.61,17.4,11.52,0.49,15.75,22.37,0.32,8.51,2.66,22.22,22.76,,20.0,Good
+Aizawl,2020-05-09,13.29,19.14,11.54,0.34,15.65,27.89,0.37,8.6,0.24,0.07,1.0,,24.0,Good
+Aizawl,2020-05-10,16.09,20.04,11.47,0.09,15.21,32.66,0.31,8.61,0.06,0.06,0.82,,24.0,Good
+Aizawl,2020-05-11,25.35,31.71,11.55,0.69,15.98,29.77,0.39,8.87,7.63,12.22,13.15,,35.0,Good
+Aizawl,2020-05-12,27.97,33.56,11.51,0.44,15.73,29.94,0.42,8.91,0.18,0.12,1.04,,46.0,Good
+Aizawl,2020-05-13,23.72,28.88,11.51,0.6,15.86,21.17,0.37,8.41,1.74,5.14,5.68,,46.0,Good
+Aizawl,2020-05-14,21.05,24.86,11.46,0.65,15.85,23.68,0.32,9.08,7.27,8.15,8.56,,33.0,Good
+Aizawl,2020-05-15,14.82,19.67,11.65,0.35,15.83,23.19,0.31,9.06,0.05,10.0,10.96,,31.0,Good
+Aizawl,2020-05-16,8.3,12.62,11.6,0.29,15.67,22.47,0.27,9.19,,14.93,15.51,,21.0,Good
+Aizawl,2020-05-17,12.42,18.0,11.49,0.12,15.26,25.82,0.23,9.84,0.04,,,,20.0,Good
+Aizawl,2020-05-18,17.92,25.29,11.55,0.56,15.89,28.94,0.38,10.05,4.03,39.79,40.5,,26.0,Good
+Aizawl,2020-05-19,18.83,24.52,11.59,0.48,15.9,25.16,0.36,9.84,1.16,13.31,13.96,,32.0,Good
+Aizawl,2020-05-20,6.53,10.27,11.81,0.51,16.12,17.62,0.31,9.81,0.44,3.61,3.97,,24.0,Good
+Aizawl,2020-05-21,8.97,14.44,11.41,0.34,15.53,13.24,0.21,10.1,2.88,0.02,0.22,,20.0,Good
+Aizawl,2020-05-22,14.67,19.13,11.48,0.36,15.59,11.35,0.25,9.92,1.07,0.02,0.3,,22.0,Good
+Aizawl,2020-05-23,16.13,21.52,11.49,0.27,15.52,16.11,0.25,10.88,0.28,28.67,28.82,,22.0,Good
+Aizawl,2020-05-24,13.4,19.09,11.38,0.09,15.1,15.75,0.19,11.19,0.68,16.38,16.57,,27.0,Good
+Aizawl,2020-05-25,9.72,14.84,11.49,0.28,15.49,14.45,0.19,11.14,1.77,11.99,12.1,,20.0,Good
+Aizawl,2020-05-26,9.03,13.23,11.57,0.42,15.65,12.13,0.22,11.09,2.5,0.04,0.26,,19.0,Good
+Aizawl,2020-05-27,1.96,4.32,15.59,0.62,20.63,16.72,0.21,11.13,4.82,3.34,3.51,,21.0,Good
+Aizawl,2020-05-28,3.47,9.67,11.6,0.35,15.67,19.71,0.24,11.89,2.67,0.38,4.02,,21.0,Good
+Aizawl,2020-05-29,3.62,7.84,11.59,0.47,15.72,12.68,0.24,11.24,1.98,3.06,3.58,,20.0,Good
+Aizawl,2020-05-30,3.43,7.24,11.61,0.21,15.46,12.93,0.22,11.38,0.24,30.73,31.04,,20.0,Good
+Aizawl,2020-05-31,3.68,7.45,11.54,0.08,15.13,12.87,0.17,11.58,0.1,,,,19.0,Good
+Aizawl,2020-06-01,4.52,9.11,12.06,0.59,15.89,12.84,0.22,11.83,3.37,14.32,14.63,,19.0,Good
+Aizawl,2020-06-02,3.96,8.56,11.74,0.21,15.7,13.28,0.24,12.13,,,,,20.0,Good
+Aizawl,2020-06-03,2.33,6.33,11.68,0.29,15.65,14.43,0.24,12.24,2.76,36.41,36.5,,20.0,Good
+Aizawl,2020-06-04,2.17,4.57,11.64,0.22,15.57,16.06,0.19,12.61,2.8,3.74,4.0,,19.0,Good
+Aizawl,2020-06-05,2.49,7.33,20.36,0.7,25.15,25.23,0.24,12.97,3.3,17.11,17.44,,31.0,Good
+Aizawl,2020-06-06,2.81,6.19,11.75,0.15,15.62,18.88,0.21,12.82,,,,,20.0,Good
+Aizawl,2020-06-07,5.2,,11.58,0.09,15.25,19.16,0.18,12.16,,,,,19.0,Good
+Aizawl,2020-06-08,14.44,22.3,11.79,0.76,16.31,22.38,0.41,13.0,0.87,10.9,11.62,,25.0,Good
+Aizawl,2020-06-09,10.08,13.04,11.62,0.13,15.49,24.75,0.33,13.48,,0.04,0.55,,23.0,Good
+Aizawl,2020-06-10,1.54,2.79,11.77,0.1,15.52,21.4,0.22,13.44,,65.53,65.67,,19.0,Good
+Aizawl,2020-06-11,,6.11,11.79,0.31,15.78,20.59,0.21,13.53,1.92,1.59,1.9,,,
+Aizawl,2020-06-12,0.99,8.1,11.67,0.25,15.53,21.22,0.2,11.92,3.6,0.03,0.33,,19.0,Good
+Aizawl,2020-06-13,1.4,5.8,11.65,0.07,15.31,22.03,0.17,8.11,4.35,81.92,82.01,,19.0,Good
+Aizawl,2020-06-14,0.98,4.59,11.63,0.07,15.17,24.59,0.16,8.82,3.77,,,,19.0,Good
+Aizawl,2020-06-15,1.19,4.99,11.66,0.07,15.3,24.48,0.17,8.52,4.17,,,,19.0,Good
+Aizawl,2020-06-16,1.14,6.19,11.83,0.37,15.85,20.36,0.17,8.62,4.86,12.62,12.86,,19.0,Good
+Aizawl,2020-06-17,,1.99,13.01,0.33,15.57,19.46,0.16,5.65,4.5,35.02,35.09,,20.0,Good
+Aizawl,2020-06-18,1.25,9.1,11.7,0.22,15.6,24.03,0.15,1.76,2.0,23.25,23.25,,20.0,Good
+Aizawl,2020-06-19,5.92,19.02,11.74,0.26,15.74,36.73,0.2,2.84,1.58,13.67,13.94,,20.0,Good
+Aizawl,2020-06-20,2.46,12.72,11.74,0.08,15.47,34.12,0.22,2.39,,0.04,0.25,,19.0,Good
+Aizawl,2020-06-21,2.63,9.03,11.55,0.06,15.15,29.9,0.15,2.33,0.34,,,,19.0,Good
+Aizawl,2020-06-22,2.88,13.68,11.74,0.32,15.79,29.98,0.16,1.91,1.79,12.27,12.38,,20.0,Good
+Aizawl,2020-06-23,2.76,13.65,11.61,0.38,15.67,25.38,0.05,0.95,2.6,20.29,20.36,,20.0,Good
+Aizawl,2020-06-24,8.62,32.1,11.57,0.14,15.41,25.57,0.07,1.08,1.84,17.08,17.17,,25.0,Good
+Aizawl,2020-06-25,7.98,28.92,11.57,0.16,15.5,23.4,0.05,1.03,1.76,,,,33.0,Good
+Aizawl,2020-06-26,1.39,7.21,11.8,0.18,15.71,22.46,0.03,1.24,1.08,,,,21.0,Good
+Aizawl,2020-06-27,0.16,3.16,11.69,0.07,15.41,22.42,0.02,1.08,1.29,,,,19.0,Good
+Aizawl,2020-06-28,0.24,1.15,11.56,0.05,15.14,25.45,0.02,1.38,1.4,,,,19.0,Good
+Aizawl,2020-06-29,0.28,10.02,12.04,0.13,15.96,28.73,0.12,2.03,0.95,,,,20.0,Good
+Aizawl,2020-06-30,1.89,9.27,11.91,0.1,15.75,28.68,0.11,2.23,1.16,,,,20.0,Good
+Aizawl,2020-07-01,4.49,5.39,11.44,0.07,15.11,19.41,0.02,2.07,3.39,,,,20.0,Good
+Amaravati,2017-11-24,71.36,115.75,1.75,20.65,12.4,12.19,0.1,10.76,109.26,0.17,5.92,0.1,,
+Amaravati,2017-11-25,81.4,124.5,1.44,20.5,12.08,10.72,0.12,15.24,127.09,0.2,6.5,0.06,184.0,Moderate
+Amaravati,2017-11-26,78.32,129.06,1.26,26.0,14.85,10.28,0.14,26.96,117.44,0.22,7.95,0.08,197.0,Moderate
+Amaravati,2017-11-27,88.76,135.32,6.6,30.85,21.77,12.91,0.11,33.59,111.81,0.29,7.63,0.12,198.0,Moderate
+Amaravati,2017-11-28,64.18,104.09,2.56,28.07,17.01,11.42,0.09,19.0,138.18,0.17,5.02,0.07,188.0,Moderate
+Amaravati,2017-11-29,72.47,114.84,5.23,23.2,16.59,12.25,0.16,10.55,109.74,0.21,4.71,0.08,173.0,Moderate
+Amaravati,2017-11-30,69.8,114.86,4.69,20.17,14.54,10.95,0.12,14.07,118.09,0.16,3.52,0.06,165.0,Moderate
+Amaravati,2017-12-01,73.96,113.56,4.58,19.29,13.97,10.95,0.1,13.9,123.8,0.17,2.85,0.04,191.0,Moderate
+Amaravati,2017-12-02,89.9,140.2,7.71,26.19,19.87,13.12,0.1,19.37,128.73,0.25,2.79,0.07,191.0,Moderate
+Amaravati,2017-12-03,87.14,130.52,0.97,21.31,12.12,14.36,0.15,11.41,114.8,0.23,3.82,0.04,227.0,Poor
+Amaravati,2017-12-04,84.64,125.0,4.02,26.98,17.58,14.41,0.18,9.84,112.41,0.31,3.53,0.09,168.0,Moderate
+Amaravati,2017-12-05,88.36,121.77,3.7,20.23,13.75,13.72,0.12,14.02,117.93,0.24,2.92,0.03,198.0,Moderate
+Amaravati,2017-12-06,96.83,139.36,1.6,25.65,14.99,15.12,0.11,16.54,117.21,0.29,4.45,0.07,201.0,Poor
+Amaravati,2017-12-07,117.46,181.64,4.26,41.1,25.32,17.34,0.13,28.79,94.63,0.36,6.21,0.17,252.0,Poor
+Amaravati,2017-12-08,122.88,208.86,5.56,54.87,33.71,17.96,0.27,22.97,68.6,0.36,6.28,0.21,310.0,Very Poor
+Amaravati,2017-12-09,74.28,141.22,6.1,44.97,28.88,15.73,0.09,21.9,60.62,0.26,4.79,0.16,196.0,Moderate
+Amaravati,2017-12-10,50.32,102.77,1.73,33.85,19.41,12.56,0.1,13.65,68.15,0.2,4.29,0.1,132.0,Moderate
+Amaravati,2017-12-11,58.47,115.27,4.93,41.64,26.15,15.2,0.16,18.37,73.75,0.23,5.51,0.16,147.0,Moderate
+Amaravati,2017-12-12,89.35,131.48,7.97,42.1,28.88,21.24,0.24,7.42,44.67,0.28,7.01,0.19,179.0,Moderate
+Amaravati,2017-12-13,64.42,99.74,7.2,34.78,24.36,17.63,0.15,5.81,50.16,0.24,6.11,0.14,145.0,Moderate
+Amaravati,2017-12-14,69.4,98.94,5.81,29.97,20.67,19.34,0.14,5.8,55.0,0.23,5.09,0.14,115.0,Moderate
+Amaravati,2017-12-15,71.07,109.65,4.19,25.0,16.7,16.0,0.1,8.33,79.04,0.18,3.45,0.07,140.0,Moderate
+Amaravati,2017-12-16,79.76,129.81,8.77,40.92,28.84,15.56,0.17,8.51,73.17,0.24,4.41,0.13,156.0,Moderate
+Amaravati,2017-12-17,108.06,167.62,7.29,47.05,30.94,18.52,0.08,16.05,70.74,0.31,4.32,0.24,225.0,Poor
+Amaravati,2017-12-18,100.75,172.04,7.63,53.94,33.45,18.49,0.11,14.05,59.2,0.26,3.77,0.19,251.0,Poor
+Amaravati,2017-12-19,106.25,171.56,2.74,43.09,21.78,19.66,0.13,15.45,66.9,0.28,3.13,0.18,228.0,Poor
+Amaravati,2017-12-20,83.79,141.83,6.77,47.47,30.74,17.37,0.3,13.35,77.54,0.29,3.7,0.15,223.0,Poor
+Amaravati,2017-12-21,79.98,147.74,7.02,49.55,32.07,17.28,0.14,13.58,79.71,0.33,3.95,0.19,170.0,Moderate
+Amaravati,2017-12-22,76.27,152.59,7.51,56.0,35.9,19.53,0.15,29.88,56.97,0.29,4.44,0.19,165.0,Moderate
+Amaravati,2017-12-23,86.5,147.95,5.24,42.0,26.6,20.78,0.15,11.85,73.09,0.31,3.9,0.17,159.0,Moderate
+Amaravati,2017-12-24,100.62,167.75,3.75,47.68,28.41,23.68,0.22,10.85,62.78,0.34,4.81,0.29,232.0,Poor
+Amaravati,2017-12-25,110.73,171.47,1.69,31.06,17.89,21.66,0.1,12.23,76.07,0.33,3.96,0.16,242.0,Poor
+Amaravati,2017-12-26,107.7,170.21,4.97,43.54,27.2,22.52,0.17,18.07,64.6,0.33,4.01,0.16,274.0,Poor
+Amaravati,2017-12-27,104.81,192.2,9.59,63.48,41.57,21.06,0.23,17.01,63.87,0.38,4.1,0.36,259.0,Poor
+Amaravati,2017-12-28,89.95,175.16,10.95,64.53,43.23,18.87,0.27,15.52,62.49,0.36,4.12,0.23,225.0,Poor
+Amaravati,2017-12-29,74.58,138.6,6.14,46.65,29.81,18.2,0.17,9.47,67.11,0.32,3.76,0.18,177.0,Moderate
+Amaravati,2017-12-30,56.68,109.33,4.6,33.26,21.44,16.86,0.1,8.26,66.91,0.25,3.28,0.14,120.0,Moderate
+Amaravati,2017-12-31,61.03,131.62,5.51,39.5,25.49,17.82,0.08,11.45,61.91,0.33,4.16,0.19,120.0,Moderate
+Amaravati,2018-01-01,59.03,108.83,3.45,23.36,15.23,18.03,0.09,26.05,87.55,0.23,3.2,0.09,120.0,Moderate
+Amaravati,2018-01-02,61.88,109.82,3.87,23.14,15.45,19.57,0.09,12.81,81.38,0.2,3.84,0.04,132.0,Moderate
+Amaravati,2018-01-03,71.57,137.48,5.01,39.99,25.36,25.61,0.09,16.82,80.3,0.24,6.55,0.11,136.0,Moderate
+Amaravati,2018-01-04,92.44,174.75,5.84,53.79,33.36,19.45,0.11,16.93,71.09,0.3,7.23,0.23,182.0,Moderate
+Amaravati,2018-01-05,92.9,162.69,6.38,56.39,35.19,21.02,0.08,23.11,68.79,0.29,7.88,0.2,222.0,Poor
+Amaravati,2018-01-06,85.15,151.97,11.05,61.55,41.72,18.71,0.07,11.86,90.8,0.26,7.14,0.16,230.0,Poor
+Amaravati,2018-01-07,81.47,145.68,6.45,46.9,30.18,20.18,0.07,9.63,96.49,0.25,7.26,0.15,224.0,Poor
+Amaravati,2018-01-08,81.58,132.66,3.97,34.93,21.81,21.59,0.09,12.81,118.91,0.29,6.16,0.15,217.0,Poor
+Amaravati,2018-01-09,79.56,146.64,4.44,37.58,23.6,17.71,0.05,17.77,137.61,0.05,1.1,0.02,230.0,Poor
+Amaravati,2018-01-10,87.43,155.95,3.9,37.31,23.02,22.35,0.1,13.4,121.72,0.1,1.93,0.01,229.0,Poor
+Amaravati,2018-01-11,87.33,153.97,3.95,42.52,25.82,23.66,0.08,35.39,106.17,0.22,6.61,0.07,229.0,Poor
+Amaravati,2018-01-12,110.39,182.54,4.54,52.24,31.49,24.74,0.04,36.01,82.2,0.28,8.48,0.12,235.0,Poor
+Amaravati,2018-01-13,77.51,125.01,3.85,36.41,22.49,20.06,0.05,14.36,72.16,0.19,7.12,0.07,214.0,Poor
+Amaravati,2018-01-14,86.96,129.99,3.65,28.32,18.03,21.23,0.05,4.83,62.6,0.23,6.93,0.07,186.0,Moderate
+Amaravati,2018-01-15,76.29,115.53,2.96,21.35,13.75,20.38,0.05,8.75,69.99,0.18,7.71,0.07,172.0,Moderate
+Amaravati,2018-01-16,67.06,100.34,3.22,20.25,13.29,18.78,0.06,4.7,54.92,0.15,6.52,0.07,138.0,Moderate
+Amaravati,2018-01-17,68.34,104.45,3.71,26.26,16.99,20.29,0.06,6.43,45.63,0.15,6.54,0.07,125.0,Moderate
+Amaravati,2018-01-18,66.28,117.3,7.36,45.13,29.99,21.68,0.05,7.21,45.97,0.19,6.81,0.1,132.0,Moderate
+Amaravati,2018-01-19,64.98,116.14,6.98,45.4,29.83,21.32,0.06,8.83,50.28,0.18,6.79,0.14,111.0,Moderate
+Amaravati,2018-01-20,75.46,132.84,9.56,56.53,37.84,21.88,0.13,30.48,51.98,0.2,6.58,0.14,137.0,Moderate
+Amaravati,2018-01-21,81.58,141.85,4.99,38.15,24.35,19.33,0.05,11.04,59.76,0.16,5.83,0.07,172.0,Moderate
+Amaravati,2018-01-22,78.27,142.86,5.98,45.36,29.01,19.12,0.06,10.32,58.53,0.16,5.57,0.06,160.0,Moderate
+Amaravati,2018-01-23,79.01,138.14,6.16,45.43,29.17,20.29,0.06,10.18,58.04,0.18,5.76,0.07,163.0,Moderate
+Amaravati,2018-01-24,77.98,137.31,5.09,44.96,28.04,21.11,0.06,7.22,50.69,0.17,6.37,0.08,165.0,Moderate
+Amaravati,2018-01-25,77.96,155.73,8.4,59.92,38.7,23.45,0.06,31.01,40.77,0.18,7.39,0.13,139.0,Moderate
+Amaravati,2018-01-26,79.04,143.38,6.19,43.61,28.23,26.0,0.08,8.67,45.46,0.19,7.14,0.1,176.0,Moderate
+Amaravati,2018-01-27,77.78,131.14,6.1,43.84,28.33,26.3,0.09,7.62,43.26,0.18,6.61,0.07,162.0,Moderate
+Amaravati,2018-01-28,76.48,131.86,4.06,33.37,21.04,22.05,0.06,7.49,45.71,0.16,4.43,0.06,160.0,Moderate
+Amaravati,2018-01-29,74.2,135.97,4.3,35.82,22.55,20.24,0.07,12.16,53.0,0.15,4.24,0.05,142.0,Moderate
+Amaravati,2018-01-30,78.23,140.66,5.36,45.76,28.7,21.73,0.05,12.45,45.35,0.19,4.83,0.08,172.0,Moderate
+Amaravati,2018-01-31,68.53,147.48,8.28,61.52,39.46,19.74,0.04,23.68,37.99,0.18,5.11,0.11,134.0,Moderate
+Amaravati,2018-02-01,62.08,152.59,10.08,62.18,41.29,19.42,0.05,8.97,34.93,0.16,4.65,0.13,136.0,Moderate
+Amaravati,2018-02-02,50.64,130.36,6.48,45.52,29.49,19.89,0.07,10.61,40.57,0.18,3.9,0.11,130.0,Moderate
+Amaravati,2018-02-03,44.21,119.52,3.63,34.37,21.23,23.31,0.07,5.86,31.73,0.09,3.54,0.06,111.0,Moderate
+Amaravati,2018-02-04,50.71,115.65,7.91,35.16,25.13,11.19,0.06,8.16,32.58,0.13,3.19,0.08,117.0,Moderate
+Amaravati,2018-02-05,42.27,100.54,4.95,30.69,20.33,13.4,0.66,8.99,32.18,0.12,2.8,0.09,102.0,Moderate
+Amaravati,2018-02-06,39.41,101.1,3.21,28.53,17.83,17.9,0.81,5.86,28.72,0.12,3.07,0.11,108.0,Moderate
+Amaravati,2018-02-07,50.56,116.89,6.93,37.27,25.44,11.05,0.97,5.25,23.36,0.08,2.3,0.1,99.0,Satisfactory
+Amaravati,2018-02-08,50.54,120.05,2.91,26.96,16.74,13.02,0.9,17.9,36.66,0.1,2.28,0.21,121.0,Moderate
+Amaravati,2018-02-09,26.22,62.82,2.24,20.1,12.54,12.32,0.61,8.25,23.74,0.07,3.07,0.12,86.0,Satisfactory
+Amaravati,2018-02-10,31.83,66.74,2.76,16.83,11.14,11.9,0.61,5.87,24.72,0.05,2.64,0.11,57.0,Satisfactory
+Amaravati,2018-02-11,70.26,112.29,0.4,11.87,6.57,13.05,0.62,7.29,31.4,0.06,2.1,0.1,107.0,Moderate
+Amaravati,2018-02-12,59.47,99.73,0.54,12.85,7.18,11.94,0.68,7.62,30.57,0.04,1.88,0.11,118.0,Moderate
+Amaravati,2018-02-13,58.71,99.04,0.41,13.88,7.62,11.99,0.86,6.89,36.2,0.12,1.84,0.1,110.0,Moderate
+Amaravati,2018-02-14,56.29,107.96,0.25,16.71,9.02,10.89,0.95,12.91,48.39,0.16,2.37,0.1,114.0,Moderate
+Amaravati,2018-02-15,50.41,118.62,1.68,25.6,15.01,20.24,0.69,11.81,33.46,0.17,3.82,0.11,111.0,Moderate
+Amaravati,2018-02-16,57.53,128.81,1.94,25.03,14.88,33.72,0.78,25.39,31.15,0.15,3.02,0.14,117.0,Moderate
+Amaravati,2018-02-17,43.82,97.19,1.45,16.01,9.45,22.52,0.67,17.62,27.62,0.09,2.52,0.12,107.0,Moderate
+Amaravati,2018-02-18,42.71,80.24,15.9,17.35,22.25,24.68,0.49,9.53,30.68,0.1,3.09,0.12,87.0,Satisfactory
+Amaravati,2018-02-19,54.73,94.12,3.49,12.79,9.73,22.79,0.58,8.21,30.21,0.08,2.23,0.15,89.0,Satisfactory
+Amaravati,2018-02-20,50.91,99.84,4.55,16.33,12.39,23.18,0.64,10.34,26.24,0.1,2.51,0.1,97.0,Satisfactory
+Amaravati,2018-02-21,38.5,106.7,4.5,16.82,12.69,19.54,0.58,11.02,26.62,0.1,2.68,0.11,100.0,Satisfactory
+Amaravati,2018-02-22,32.21,107.43,7.39,17.33,15.32,18.13,0.6,11.81,24.84,0.12,3.28,0.13,105.0,Moderate
+Amaravati,2018-02-23,35.36,107.25,6.13,17.75,14.52,16.57,0.85,10.87,23.99,0.09,2.92,0.2,114.0,Moderate
+Amaravati,2018-02-24,59.65,127.26,8.21,19.14,16.94,20.46,0.7,10.82,21.64,0.16,2.67,0.15,116.0,Moderate
+Amaravati,2018-02-25,46.16,115.95,11.52,17.19,18.59,16.35,,9.18,16.94,0.13,2.51,0.13,116.0,Moderate
+Amaravati,2018-02-26,34.31,107.74,9.19,20.85,18.66,15.88,,13.97,16.28,0.1,2.44,0.12,98.0,Satisfactory
+Amaravati,2018-02-27,39.52,113.31,19.35,21.18,27.0,18.5,0.81,15.02,18.8,0.15,2.65,0.2,116.0,Moderate
+Amaravati,2018-02-28,43.08,116.06,5.34,19.02,14.54,22.46,0.79,22.7,25.64,0.09,2.16,0.12,108.0,Moderate
+Amaravati,2018-03-01,38.1,97.0,7.1,22.21,17.68,19.27,0.79,13.89,22.73,0.06,2.12,0.11,100.0,Satisfactory
+Amaravati,2018-03-02,33.08,83.16,5.37,18.83,14.38,14.52,0.72,8.98,23.63,0.05,2.04,0.1,92.0,Satisfactory
+Amaravati,2018-03-03,29.7,77.45,4.45,17.33,13.01,12.72,0.65,9.71,29.26,0.05,1.85,0.1,80.0,Satisfactory
+Amaravati,2018-03-04,38.67,82.67,4.45,22.81,15.74,12.41,0.66,12.63,22.9,0.06,2.18,0.11,88.0,Satisfactory
+Amaravati,2018-03-05,30.04,83.07,11.58,24.74,22.65,12.52,0.78,8.98,17.81,0.05,1.91,0.21,83.0,Satisfactory
+Amaravati,2018-03-06,39.72,103.81,19.66,26.29,30.06,14.03,0.81,9.68,17.53,0.11,2.46,0.17,100.0,Satisfactory
+Amaravati,2018-03-07,38.21,78.95,5.71,19.03,14.85,14.15,0.75,8.03,22.81,0.05,2.19,0.1,81.0,Satisfactory
+Amaravati,2018-03-08,58.31,124.64,11.93,28.85,25.14,14.0,1.03,10.21,22.24,0.12,2.38,0.16,112.0,Moderate
+Amaravati,2018-03-09,62.49,113.56,8.08,22.65,18.7,16.53,0.91,12.68,26.26,0.09,2.18,0.12,113.0,Moderate
+Amaravati,2018-03-10,49.04,102.46,5.75,19.92,15.26,14.09,0.64,6.82,26.52,0.1,2.5,0.1,105.0,Moderate
+Amaravati,2018-03-11,41.67,80.09,2.74,13.08,9.19,13.51,0.78,8.35,30.38,0.11,2.08,0.1,88.0,Satisfactory
+Amaravati,2018-03-12,32.44,75.3,6.01,19.07,15.02,12.65,0.68,7.75,21.52,0.09,2.72,0.15,78.0,Satisfactory
+Amaravati,2018-03-13,26.43,80.85,10.73,20.82,19.8,11.64,0.72,9.43,16.52,0.08,2.24,0.13,78.0,Satisfactory
+Amaravati,2018-03-14,25.08,60.67,7.17,15.22,13.94,14.1,0.56,8.63,13.8,0.05,2.19,0.12,69.0,Satisfactory
+Amaravati,2018-03-15,26.09,63.05,4.9,10.42,9.51,10.74,0.58,11.33,21.38,0.02,1.26,0.1,60.0,Satisfactory
+Amaravati,2018-03-16,16.62,39.94,4.9,8.18,8.43,11.53,0.58,6.37,12.68,0.01,1.52,,51.0,Satisfactory
+Amaravati,2018-03-17,49.58,82.95,4.98,19.05,14.27,13.47,0.7,12.47,20.32,0.09,2.18,0.22,61.0,Satisfactory
+Amaravati,2018-03-18,43.52,80.01,6.41,20.43,16.16,13.75,0.8,10.57,23.36,0.12,2.6,0.29,90.0,Satisfactory
+Amaravati,2018-03-19,39.83,76.09,4.63,14.37,11.5,13.34,0.7,8.89,23.13,0.09,2.71,0.1,74.0,Satisfactory
+Amaravati,2018-03-20,36.89,76.61,6.62,18.83,15.39,13.96,0.57,7.04,13.58,0.06,2.88,0.1,76.0,Satisfactory
+Amaravati,2018-03-21,48.71,96.46,5.63,14.86,12.65,13.01,0.92,15.45,27.48,0.06,1.73,0.1,,
+Amaravati,2018-03-22,52.69,94.25,4.69,14.44,11.58,15.35,0.59,16.81,19.03,0.01,1.48,0.1,92.0,Satisfactory
+Amaravati,2018-03-23,46.48,95.41,4.35,14.79,11.5,15.02,0.6,15.55,21.04,0.03,1.62,0.16,93.0,Satisfactory
+Amaravati,2018-03-24,44.22,77.62,3.56,8.53,7.52,14.58,0.73,9.61,23.87,0.02,1.28,0.1,88.0,Satisfactory
+Amaravati,2018-03-25,35.91,71.26,2.94,6.99,6.19,13.53,0.67,3.69,27.58,0.01,1.69,,75.0,Satisfactory
+Amaravati,2018-03-26,39.05,81.51,3.43,9.86,8.11,10.94,0.68,7.26,23.74,0.05,2.2,0.13,79.0,Satisfactory
+Amaravati,2018-03-27,30.21,67.22,5.11,11.29,10.25,11.24,0.58,13.19,20.89,0.01,1.96,0.1,74.0,Satisfactory
+Amaravati,2018-03-28,31.14,60.35,4.25,10.36,9.05,11.8,0.83,14.42,20.99,0.02,1.69,0.1,62.0,Satisfactory
+Amaravati,2018-03-29,26.82,52.51,3.63,7.68,7.14,11.54,0.69,13.63,23.6,0.0,1.27,,53.0,Satisfactory
+Amaravati,2018-03-30,26.34,52.07,3.49,8.43,7.41,9.3,0.57,18.83,23.6,0.0,1.38,,53.0,Satisfactory
+Amaravati,2018-03-31,28.48,55.8,3.06,6.86,6.23,10.49,0.64,12.97,24.19,0.0,1.42,,55.0,Satisfactory
+Amaravati,2018-04-01,21.83,52.92,2.69,5.28,5.09,7.53,0.55,8.3,23.34,0.0,1.43,,52.0,Satisfactory
+Amaravati,2018-04-02,24.23,52.06,4.32,14.33,11.23,8.17,0.56,9.95,23.86,0.04,1.38,0.1,55.0,Satisfactory
+Amaravati,2018-04-03,22.29,55.96,4.38,11.27,9.64,10.88,0.67,8.08,19.63,0.03,1.85,0.1,56.0,Satisfactory
+Amaravati,2018-04-04,25.28,54.59,4.93,9.65,9.24,12.44,0.72,8.7,19.64,0.01,1.5,0.1,56.0,Satisfactory
+Amaravati,2018-04-05,19.68,45.57,2.06,6.63,5.2,8.44,0.69,5.86,14.34,0.0,1.43,,52.0,Satisfactory
+Amaravati,2018-04-06,29.89,71.75,5.08,9.62,9.25,9.17,0.87,10.34,20.63,0.0,1.12,,,
+Amaravati,2018-04-07,24.4,70.25,5.01,10.84,9.84,10.27,0.74,7.4,13.13,0.0,1.11,0.1,76.0,Satisfactory
+Amaravati,2018-04-08,20.05,79.5,4.17,13.54,10.69,9.77,0.65,10.35,34.29,0.02,1.12,,76.0,Satisfactory
+Amaravati,2018-04-09,23.72,55.74,4.18,8.86,8.18,10.54,0.81,6.71,19.29,0.0,0.99,0.1,81.0,Satisfactory
+Amaravati,2018-04-10,26.12,56.77,4.8,11.71,10.14,9.83,0.5,6.88,14.32,0.0,1.14,0.12,59.0,Satisfactory
+Amaravati,2018-04-11,13.0,29.0,3.8,2.8,4.6,20.1,,,19.6,0.0,0.8,,,
+Amaravati,2018-04-12,9.25,35.45,4.7,4.6,6.48,9.06,0.54,6.2,21.66,0.0,0.89,,,
+Amaravati,2018-04-13,7.16,26.39,3.86,5.22,5.99,8.62,0.59,6.62,14.29,0.0,0.95,,46.0,Good
+Amaravati,2018-04-14,7.97,33.2,4.26,6.48,7.0,8.66,0.61,6.01,11.52,0.0,1.06,,40.0,Good
+Amaravati,2018-04-15,6.48,23.83,2.39,3.54,3.83,8.32,0.47,5.97,11.63,0.0,0.82,,33.0,Good
+Amaravati,2018-04-16,7.2,34.11,3.7,5.73,6.14,7.23,0.5,7.01,18.9,0.0,1.07,,49.0,Good
+Amaravati,2018-04-17,8.27,27.27,3.72,5.86,6.14,6.04,0.53,6.69,7.51,0.0,0.98,,32.0,Good
+Amaravati,2018-04-18,17.79,53.96,4.51,6.55,7.31,8.37,0.73,10.53,28.54,0.0,1.02,,,
+Amaravati,2018-04-19,9.21,27.62,2.67,3.26,3.9,6.59,0.44,6.91,11.95,0.0,0.73,,42.0,Good
+Amaravati,2018-04-20,24.83,67.21,3.41,6.22,6.25,10.45,0.56,15.16,30.26,0.0,0.82,,,
+Amaravati,2018-04-21,19.78,49.86,3.0,4.9,5.14,6.3,0.66,7.64,23.67,0.0,0.7,,53.0,Satisfactory
+Amaravati,2018-04-22,8.85,30.54,2.7,3.86,4.26,5.01,0.36,5.44,20.73,0.0,0.74,,47.0,Good
+Amaravati,2018-04-23,25.0,61.0,3.1,8.8,7.2,7.5,,,19.6,0.0,1.1,,,
+Amaravati,2018-04-24,23.35,91.83,4.6,7.1,7.6,7.8,0.62,11.15,34.95,0.0,0.52,,,
+Amaravati,2018-04-25,18.48,62.52,3.36,12.71,9.5,6.68,0.76,7.38,17.57,0.0,0.87,,79.0,Satisfactory
+Amaravati,2018-04-26,24.79,66.54,4.32,7.23,7.54,9.86,0.6,13.05,29.11,0.0,0.89,,,
+Amaravati,2018-04-27,11.04,38.34,3.76,5.11,5.87,6.78,0.48,6.21,16.31,0.0,0.71,,47.0,Good
+Amaravati,2018-04-28,9.74,33.83,3.94,4.84,5.87,5.66,0.66,7.51,12.65,0.0,0.83,,51.0,Satisfactory
+Amaravati,2018-04-29,10.35,30.98,3.51,5.55,5.81,4.43,1.01,5.38,7.55,0.0,0.86,,52.0,Satisfactory
+Amaravati,2018-04-30,28.85,64.52,3.84,5.51,6.23,6.12,0.45,5.93,32.05,0.0,0.68,,,
+Amaravati,2018-05-01,22.81,53.85,3.12,6.96,6.33,5.76,0.8,7.09,34.26,0.0,0.22,,88.0,Satisfactory
+Amaravati,2018-05-02,28.54,56.36,4.29,22.75,15.68,8.96,0.85,7.28,32.62,,,,78.0,Satisfactory
+Amaravati,2018-05-03,18.46,39.45,3.59,14.17,10.55,12.76,0.49,6.37,30.3,,,,90.0,Satisfactory
+Amaravati,2018-05-04,23.9,37.71,4.65,26.74,18.01,12.69,0.56,6.01,12.46,,,,43.0,Good
+Amaravati,2018-05-05,,,,,,,,,,,,,,
+Amaravati,2018-05-06,,,,,,,,,,,,,,
+Amaravati,2018-05-07,17.0,50.0,3.6,12.1,9.4,18.0,,,54.9,0.1,0.3,,,
+Amaravati,2018-05-08,29.12,74.4,3.36,10.7,8.42,10.16,0.54,17.55,53.09,0.07,5.08,,,
+Amaravati,2018-05-09,14.42,36.29,3.41,6.9,6.44,7.77,0.43,9.19,35.44,0.08,2.85,,55.0,Satisfactory
+Amaravati,2018-05-10,19.06,43.83,5.12,9.93,9.48,9.06,0.54,8.34,51.0,0.05,0.47,,,
+Amaravati,2018-05-11,12.42,36.29,4.47,10.28,9.11,4.63,0.51,5.82,36.88,0.03,0.21,0.15,52.0,Satisfactory
+Amaravati,2018-05-12,21.4,54.19,4.04,8.19,7.82,9.19,0.57,9.63,56.23,0.32,0.3,,,
+Amaravati,2018-05-13,16.78,42.22,2.87,5.94,5.57,7.82,0.4,7.31,50.24,0.21,0.74,,84.0,Satisfactory
+Amaravati,2018-05-14,19.77,62.11,3.66,10.0,8.38,9.3,1.03,12.02,43.79,0.57,0.0,,95.0,Satisfactory
+Amaravati,2018-05-15,22.63,54.13,2.87,14.93,10.28,9.67,0.26,9.43,41.32,0.81,0.0,,58.0,Satisfactory
+Amaravati,2018-05-16,22.44,55.03,4.24,10.94,9.25,9.46,1.31,7.48,40.74,0.28,0.05,,,
+Amaravati,2018-05-17,15.2,45.09,4.69,9.26,8.84,8.99,1.18,6.82,54.21,2.11,0.06,4.47,125.0,Moderate
+Amaravati,2018-05-18,9.58,28.33,3.12,9.05,7.35,13.54,0.59,7.27,122.21,1.0,0.0,,192.0,Moderate
+Amaravati,2018-05-19,43.35,103.42,2.84,10.57,7.94,10.89,,21.69,64.07,0.88,0.0,,,
+Amaravati,2018-05-20,16.44,54.42,2.37,7.26,5.79,9.16,,8.06,40.47,0.95,0.0,0.1,81.0,Satisfactory
+Amaravati,2018-05-21,27.93,81.18,3.98,11.44,9.32,8.48,,11.16,51.06,0.2,0.0,,,
+Amaravati,2018-05-22,13.23,41.25,2.51,5.4,4.92,9.37,,6.55,29.12,0.23,0.04,1.3,65.0,Satisfactory
+Amaravati,2018-05-23,20.52,77.6,4.36,11.91,10.02,11.75,0.25,7.92,79.94,0.14,0.0,,,
+Amaravati,2018-05-24,25.62,56.44,4.28,13.88,10.97,11.52,0.48,7.3,44.62,0.44,0.34,8.45,86.0,Satisfactory
+Amaravati,2018-05-25,40.32,66.25,4.36,11.3,9.65,10.61,0.5,7.57,24.35,39.22,4.47,8.46,62.0,Satisfactory
+Amaravati,2018-05-26,13.07,37.35,3.8,8.59,7.75,9.78,0.46,6.09,29.05,28.37,5.06,4.02,78.0,Satisfactory
+Amaravati,2018-05-27,16.56,41.96,3.03,7.25,6.31,9.48,0.41,6.48,62.01,35.84,0.44,1.52,114.0,Moderate
+Amaravati,2018-05-28,19.57,44.72,3.72,7.72,7.22,10.79,0.34,5.99,64.58,53.89,26.79,125.18,103.0,Moderate
+Amaravati,2018-05-29,30.96,72.18,3.63,10.82,8.8,11.18,0.36,11.72,82.13,48.64,6.44,,134.0,Moderate
+Amaravati,2018-05-30,32.1,83.29,3.17,10.17,8.07,9.85,0.29,6.4,105.09,,,,168.0,Moderate
+Amaravati,2018-05-31,31.82,74.79,3.17,9.57,7.76,9.97,0.32,9.41,100.6,,,,150.0,Moderate
+Amaravati,2018-06-01,37.5,84.96,3.27,11.57,8.91,10.06,0.57,4.53,79.11,,,,127.0,Moderate
+Amaravati,2018-06-02,23.25,61.1,4.29,15.21,11.68,9.62,0.43,9.78,57.54,21.16,20.84,,106.0,Moderate
+Amaravati,2018-06-03,27.42,57.28,3.36,19.38,13.04,7.89,0.32,6.83,77.6,16.54,8.98,89.7,129.0,Moderate
+Amaravati,2018-06-04,31.26,72.82,2.6,10.78,7.92,9.02,0.4,7.7,100.25,6.66,1.0,47.94,136.0,Moderate
+Amaravati,2018-06-05,28.12,70.21,2.67,13.18,9.28,11.27,0.38,7.28,126.43,4.24,6.34,22.67,155.0,Moderate
+Amaravati,2018-06-06,32.33,55.74,3.37,18.42,12.62,13.99,0.51,6.22,44.58,1.84,76.32,,87.0,Satisfactory
+Amaravati,2018-06-07,19.29,31.22,2.93,13.9,9.86,17.3,0.42,5.87,65.87,,,,84.0,Satisfactory
+Amaravati,2018-06-08,17.99,29.24,2.8,10.45,7.92,14.89,0.32,6.37,63.95,,,,85.0,Satisfactory
+Amaravati,2018-06-09,12.72,24.79,2.33,9.03,6.78,10.79,0.4,5.82,72.26,,,,91.0,Satisfactory
+Amaravati,2018-06-10,13.65,35.39,1.9,6.11,4.79,9.14,0.46,7.1,60.03,,,,76.0,Satisfactory
+Amaravati,2018-06-11,17.64,47.81,3.95,10.06,8.65,9.74,0.49,5.81,46.41,,,,60.0,Satisfactory
+Amaravati,2018-06-12,23.43,57.11,5.5,13.82,11.83,10.29,0.79,6.68,46.96,,,,69.0,Satisfactory
+Amaravati,2018-06-13,25.92,68.27,4.85,15.08,11.96,9.72,0.61,6.36,36.27,,,,64.0,Satisfactory
+Amaravati,2018-06-14,32.7,103.88,3.83,11.83,9.5,11.4,0.55,8.41,47.71,,,,98.0,Satisfactory
+Amaravati,2018-06-15,31.58,107.31,4.62,13.57,11.07,13.41,1.13,8.66,62.14,,,,128.0,Moderate
+Amaravati,2018-06-16,22.9,69.96,3.08,10.96,8.42,10.54,0.75,5.29,61.1,,,,113.0,Moderate
+Amaravati,2018-06-17,24.23,78.11,3.0,8.32,6.95,10.85,0.98,9.0,59.68,,,,87.0,Satisfactory
+Amaravati,2018-06-18,17.92,68.72,3.53,7.85,7.13,10.72,0.46,6.66,52.83,,,,79.0,Satisfactory
+Amaravati,2018-06-19,17.38,55.59,4.73,9.13,8.79,9.36,0.84,6.18,54.36,,,,69.0,Satisfactory
+Amaravati,2018-06-20,19.06,59.46,4.75,11.31,9.96,10.32,1.02,5.43,62.58,,,,78.0,Satisfactory
+Amaravati,2018-06-21,18.81,55.66,3.91,11.7,9.49,11.32,1.01,5.53,62.72,0.23,0.26,0.1,88.0,Satisfactory
+Amaravati,2018-06-22,18.69,50.06,3.48,12.39,9.52,12.21,0.81,7.62,68.32,0.38,0.2,,101.0,Moderate
+Amaravati,2018-06-23,17.85,43.47,3.35,11.42,8.88,11.67,1.05,6.86,63.17,0.41,0.24,,80.0,Satisfactory
+Amaravati,2018-06-24,18.09,45.11,3.0,7.26,6.39,9.25,1.0,6.14,64.6,0.4,0.24,0.1,89.0,Satisfactory
+Amaravati,2018-06-25,18.93,60.89,3.85,7.4,7.15,10.94,0.55,6.76,50.27,0.43,0.26,,71.0,Satisfactory
+Amaravati,2018-06-26,16.86,48.26,2.98,8.54,6.96,10.01,0.52,7.12,50.39,0.36,0.22,0.1,68.0,Satisfactory
+Amaravati,2018-06-27,16.85,54.97,5.26,10.6,10.0,11.26,0.57,7.55,43.4,0.38,0.25,,56.0,Satisfactory
+Amaravati,2018-06-28,16.46,33.5,5.95,17.41,14.19,11.74,0.61,4.72,40.44,0.48,0.5,0.3,65.0,Satisfactory
+Amaravati,2018-06-29,18.4,49.43,4.29,13.66,10.85,13.37,0.38,5.51,48.0,0.4,0.28,0.1,66.0,Satisfactory
+Amaravati,2018-06-30,20.31,49.14,3.84,12.76,9.99,12.81,0.41,7.54,61.59,0.39,0.25,0.1,96.0,Satisfactory
+Amaravati,2018-07-01,23.99,46.59,3.45,16.64,11.74,15.06,0.51,5.01,46.14,0.34,0.32,0.13,68.0,Satisfactory
+Amaravati,2018-07-02,20.36,41.99,4.47,15.53,11.98,13.73,0.52,6.62,53.13,0.32,0.27,0.11,76.0,Satisfactory
+Amaravati,2018-07-03,15.08,38.79,5.11,13.96,11.66,10.28,0.4,4.9,44.36,0.32,0.25,0.11,70.0,Satisfactory
+Amaravati,2018-07-04,19.42,69.33,5.64,13.23,11.71,10.96,0.41,5.6,47.28,0.29,0.25,0.1,75.0,Satisfactory
+Amaravati,2018-07-05,13.93,48.97,5.11,10.72,9.94,11.11,0.33,6.52,44.77,0.3,0.25,0.1,73.0,Satisfactory
+Amaravati,2018-07-06,18.29,41.01,6.12,17.63,14.44,13.21,0.63,6.53,37.35,0.32,0.29,0.13,85.0,Satisfactory
+Amaravati,2018-07-07,17.25,32.02,2.58,6.82,5.82,11.04,0.37,4.65,65.23,0.29,0.2,0.2,83.0,Satisfactory
+Amaravati,2018-07-08,13.43,26.94,2.11,5.31,4.54,9.79,0.46,5.17,54.03,0.26,0.2,,73.0,Satisfactory
+Amaravati,2018-07-09,16.83,38.25,3.04,7.43,6.51,9.56,0.37,5.69,61.43,0.28,0.21,,75.0,Satisfactory
+Amaravati,2018-07-10,18.16,38.17,3.03,6.81,6.17,10.87,0.36,5.36,53.27,0.24,0.21,,63.0,Satisfactory
+Amaravati,2018-07-11,16.89,30.98,2.61,6.37,5.51,10.19,0.39,6.75,54.84,0.35,0.87,4.88,62.0,Satisfactory
+Amaravati,2018-07-12,15.95,25.24,7.52,7.16,10.56,16.27,0.64,8.77,37.76,0.28,0.12,0.1,79.0,Satisfactory
+Amaravati,2018-07-13,14.05,30.86,2.4,7.74,6.2,13.78,0.16,6.45,30.33,0.26,0.09,,37.0,Good
+Amaravati,2018-07-14,9.85,29.97,3.12,7.5,6.61,15.05,0.4,6.02,21.63,0.22,0.08,,35.0,Good
+Amaravati,2018-07-15,8.68,26.62,2.19,5.01,4.44,12.07,0.31,6.29,19.52,0.2,0.06,0.1,31.0,Good
+Amaravati,2018-07-16,7.5,24.01,3.64,6.56,6.54,11.23,0.3,7.42,20.89,0.23,0.08,,29.0,Good
+Amaravati,2018-07-17,7.75,28.62,4.99,8.7,8.78,13.07,0.44,10.4,25.38,0.21,0.09,,32.0,Good
+Amaravati,2018-07-18,10.45,41.47,4.1,11.13,9.34,14.62,0.47,9.94,28.24,0.21,0.09,0.1,39.0,Good
+Amaravati,2018-07-19,12.7,49.26,4.31,9.81,8.8,11.05,0.42,8.98,32.3,0.22,0.1,,48.0,Good
+Amaravati,2018-07-20,14.48,35.5,5.28,12.77,11.09,12.61,0.5,9.81,24.28,0.19,0.07,0.1,42.0,Good
+Amaravati,2018-07-21,17.96,47.61,5.68,14.95,12.66,14.75,0.69,6.51,32.73,0.19,0.12,0.15,73.0,Satisfactory
+Amaravati,2018-07-22,16.87,50.6,2.22,7.8,5.94,14.92,0.38,12.46,31.82,0.18,0.06,,59.0,Satisfactory
+Amaravati,2018-07-23,16.46,62.29,7.42,15.94,13.64,15.03,0.47,13.78,34.5,0.24,0.12,0.1,,
+Amaravati,2018-07-24,17.42,56.44,5.71,16.26,13.39,15.6,0.47,11.83,28.85,0.21,0.11,0.1,55.0,Satisfactory
+Amaravati,2018-07-25,17.79,68.97,7.15,16.25,14.55,14.24,0.62,10.42,26.08,0.16,0.08,0.2,86.0,Satisfactory
+Amaravati,2018-07-26,18.75,82.27,4.66,15.45,12.1,16.15,0.55,9.13,27.44,0.16,0.1,,100.0,Satisfactory
+Amaravati,2018-07-27,11.92,46.76,3.33,7.75,6.92,16.19,0.57,10.97,29.93,0.13,0.05,,85.0,Satisfactory
+Amaravati,2018-07-28,17.74,80.26,10.41,20.1,19.29,18.23,0.49,10.98,27.33,0.2,0.19,0.1,57.0,Satisfactory
+Amaravati,2018-07-29,21.78,76.32,5.21,20.63,15.21,18.8,0.44,9.64,25.7,0.16,0.18,0.1,85.0,Satisfactory
+Amaravati,2018-07-30,28.31,98.01,9.45,24.83,20.98,18.71,0.54,6.69,31.12,0.13,0.12,0.1,85.0,Satisfactory
+Amaravati,2018-07-31,27.1,112.48,9.04,23.91,20.07,21.23,0.47,12.6,23.43,0.16,0.22,0.1,106.0,Moderate
+Amaravati,2018-08-01,20.21,91.71,4.66,16.41,12.61,18.05,0.34,6.74,29.91,0.12,0.08,0.1,100.0,Satisfactory
+Amaravati,2018-08-02,18.52,51.48,6.99,18.33,15.52,20.07,0.43,12.46,28.73,0.13,0.1,0.1,68.0,Satisfactory
+Amaravati,2018-08-03,25.59,70.1,10.33,21.95,20.17,21.89,0.5,8.64,26.4,0.13,0.14,0.12,61.0,Satisfactory
+Amaravati,2018-08-04,21.79,75.21,4.79,15.65,12.3,19.74,0.38,11.1,30.57,0.12,0.08,0.2,71.0,Satisfactory
+Amaravati,2018-08-05,24.0,80.0,1.4,28.8,16.4,35.2,0.95,2.9,17.6,0.2,0.1,,77.0,Satisfactory
+Amaravati,2018-08-06,17.79,72.48,5.56,14.87,12.57,16.48,0.42,11.28,30.9,0.16,0.14,,,
+Amaravati,2018-08-07,18.47,52.91,7.36,16.89,15.06,16.57,0.8,11.49,22.14,0.11,0.09,0.1,111.0,Moderate
+Amaravati,2018-08-08,16.73,40.15,6.61,16.05,14.0,19.69,0.44,9.02,20.11,0.11,0.07,0.13,47.0,Good
+Amaravati,2018-08-09,18.72,57.71,7.08,25.46,19.29,22.11,0.42,12.33,18.28,0.12,0.15,0.1,47.0,Good
+Amaravati,2018-08-10,11.39,28.72,4.4,11.2,9.63,24.46,0.39,9.47,21.17,0.12,0.07,0.1,48.0,Good
+Amaravati,2018-08-11,10.62,19.96,3.71,9.32,8.1,17.43,0.59,10.32,14.62,0.07,0.03,0.1,49.0,Good
+Amaravati,2018-08-12,8.1,15.83,2.78,8.58,6.84,11.88,0.77,8.72,14.52,0.0,0.0,,50.0,Good
+Amaravati,2018-08-13,9.28,16.42,5.01,7.85,8.31,14.27,0.92,8.12,12.29,0.04,0.03,0.1,57.0,Satisfactory
+Amaravati,2018-08-14,7.45,20.5,3.99,8.92,8.08,14.63,0.88,8.35,16.01,0.05,0.04,0.1,60.0,Satisfactory
+Amaravati,2018-08-15,15.32,45.04,3.13,10.48,8.12,15.07,0.88,8.93,14.12,0.1,0.06,0.1,52.0,Satisfactory
+Amaravati,2018-08-16,8.84,23.71,3.77,6.74,6.74,18.92,0.95,8.39,21.01,0.1,0.02,,54.0,Satisfactory
+Amaravati,2018-08-17,11.39,24.61,3.02,7.96,6.77,13.6,0.96,11.82,26.34,0.1,0.02,0.1,63.0,Satisfactory
+Amaravati,2018-08-18,12.51,32.52,2.71,6.6,5.8,14.61,0.86,9.47,28.28,0.1,0.02,0.1,53.0,Satisfactory
+Amaravati,2018-08-19,8.71,14.17,1.36,6.04,4.31,20.04,1.03,8.12,22.3,0.1,0.01,0.1,56.0,Satisfactory
+Amaravati,2018-08-20,10.46,22.96,6.49,11.24,10.45,13.4,0.99,10.48,18.45,0.17,0.09,,,
+Amaravati,2018-08-21,11.3,27.28,5.81,11.69,11.08,9.62,1.2,9.05,24.93,0.12,0.07,,112.0,Moderate
+Amaravati,2018-08-22,7.0,7.8,1.7,7.66,5.45,17.12,1.08,8.39,17.77,0.09,0.0,0.1,75.0,Satisfactory
+Amaravati,2018-08-23,11.44,32.62,3.08,12.02,8.9,12.88,0.74,8.98,33.9,0.1,0.08,,,
+Amaravati,2018-08-24,15.76,40.74,4.78,19.03,14.1,16.38,1.36,9.46,23.34,0.1,0.09,0.15,89.0,Satisfactory
+Amaravati,2018-08-25,18.79,60.26,5.2,20.45,15.18,18.52,1.1,10.01,22.54,0.1,0.07,0.1,76.0,Satisfactory
+Amaravati,2018-08-26,15.05,43.47,3.3,14.59,10.44,19.91,0.95,10.12,22.85,0.1,0.04,,78.0,Satisfactory
+Amaravati,2018-08-27,10.1,23.92,4.73,13.33,11.02,19.26,0.87,9.24,20.67,0.1,0.08,0.1,66.0,Satisfactory
+Amaravati,2018-08-28,14.43,43.47,6.66,16.04,14.03,17.73,0.95,9.76,24.54,0.09,0.06,0.13,61.0,Satisfactory
+Amaravati,2018-08-29,22.65,57.46,4.52,16.8,12.7,19.88,1.18,8.89,29.44,0.1,0.08,0.1,83.0,Satisfactory
+Amaravati,2018-08-30,28.45,81.89,6.68,19.36,15.81,20.7,1.39,9.78,29.76,0.1,0.07,0.1,87.0,Satisfactory
+Amaravati,2018-08-31,24.94,69.22,3.56,19.99,13.29,20.42,1.4,11.98,28.1,0.04,0.06,0.1,97.0,Satisfactory
+Amaravati,2018-09-01,26.24,62.75,4.63,21.34,15.23,24.55,1.68,11.17,27.98,0.07,0.12,0.1,98.0,Satisfactory
+Amaravati,2018-09-02,30.6,76.16,7.16,24.63,18.91,22.37,1.71,11.64,24.36,0.11,0.18,0.12,99.0,Satisfactory
+Amaravati,2018-09-03,21.81,78.68,12.19,23.75,22.67,21.76,1.64,11.8,29.05,0.09,0.07,,94.0,Satisfactory
+Amaravati,2018-09-04,24.22,86.08,9.81,26.49,22.16,21.11,1.68,11.54,26.93,0.09,0.1,0.1,98.0,Satisfactory
+Amaravati,2018-09-05,19.82,71.36,5.45,17.14,13.64,20.62,1.82,12.89,29.25,0.07,0.09,,102.0,Moderate
+Amaravati,2018-09-06,25.11,81.43,6.01,21.87,16.61,16.71,1.57,11.73,31.81,0.09,0.08,,96.0,Satisfactory
+Amaravati,2018-09-07,31.3,101.05,9.49,25.22,21.23,18.06,1.48,11.06,35.61,0.08,0.16,0.1,90.0,Satisfactory
+Amaravati,2018-09-08,27.1,89.38,11.58,21.31,20.76,23.69,1.54,10.21,28.77,0.08,0.11,0.1,106.0,Moderate
+Amaravati,2018-09-09,,,,,,,,,,,,,82.0,Satisfactory
+Amaravati,2018-09-10,26.73,71.95,12.65,30.67,26.74,23.97,1.32,12.74,37.63,0.04,0.11,0.13,,
+Amaravati,2018-09-11,33.28,75.5,10.44,32.4,25.96,23.03,1.11,8.91,30.15,0.07,0.07,0.1,88.0,Satisfactory
+Amaravati,2018-09-12,40.66,82.62,4.78,23.58,16.52,21.37,0.76,10.9,38.55,0.05,0.03,,103.0,Moderate
+Amaravati,2018-09-13,40.56,66.97,2.56,17.56,11.42,22.66,0.62,11.29,37.87,0.07,0.11,0.1,76.0,Satisfactory
+Amaravati,2018-09-14,37.93,67.4,3.85,20.86,14.32,19.44,0.78,8.91,34.81,0.07,0.17,0.14,68.0,Satisfactory
+Amaravati,2018-09-15,31.64,69.39,2.6,18.65,11.86,24.14,0.66,9.58,39.56,0.06,0.07,0.1,75.0,Satisfactory
+Amaravati,2018-09-16,,,,,,,,,,,,,,
+Amaravati,2018-09-17,27.69,49.21,7.18,27.31,20.52,19.1,1.56,9.59,40.29,0.04,0.07,0.1,,
+Amaravati,2018-09-18,22.12,34.83,3.73,16.1,11.69,18.14,1.34,10.48,41.51,0.01,0.02,,89.0,Satisfactory
+Amaravati,2018-09-19,29.25,52.84,4.16,17.41,12.79,17.82,0.81,11.24,42.2,0.0,0.03,,79.0,Satisfactory
+Amaravati,2018-09-20,38.32,80.97,3.61,26.27,16.89,18.04,0.65,13.38,25.95,0.05,0.18,,65.0,Satisfactory
+Amaravati,2018-09-21,35.02,71.42,2.84,21.04,13.5,19.86,0.74,6.28,41.37,0.02,0.03,0.1,80.0,Satisfactory
+Amaravati,2018-09-22,24.29,50.33,3.45,13.45,10.13,18.22,0.97,14.1,47.86,0.03,0.07,0.1,81.0,Satisfactory
+Amaravati,2018-09-23,19.69,50.18,3.1,12.18,9.0,16.71,0.43,12.28,27.91,0.0,0.02,,52.0,Satisfactory
+Amaravati,2018-09-24,18.81,50.51,6.24,14.01,12.61,15.48,0.92,14.67,20.67,0.01,0.02,,89.0,Satisfactory
+Amaravati,2018-09-25,26.13,60.44,8.3,22.94,19.06,19.43,0.82,27.0,30.84,0.03,7.96,12.4,59.0,Satisfactory
+Amaravati,2018-09-26,24.08,45.81,8.17,27.49,21.37,18.56,0.84,13.47,27.49,0.03,0.07,0.12,62.0,Satisfactory
+Amaravati,2018-09-27,21.81,37.31,6.87,28.22,20.75,19.6,0.62,17.33,25.36,0.02,0.13,,52.0,Satisfactory
+Amaravati,2018-09-28,11.15,34.75,9.61,12.53,14.66,22.26,0.71,11.43,21.89,0.01,0.03,,,
+Amaravati,2018-09-29,14.58,41.04,15.55,15.29,20.86,15.78,0.85,14.92,20.11,0.03,0.06,,61.0,Satisfactory
+Amaravati,2018-09-30,,42.61,10.61,14.9,16.55,16.9,0.84,11.9,25.72,0.01,0.06,,57.0,Satisfactory
+Amaravati,2018-10-01,8.98,37.07,6.59,12.51,12.1,18.93,0.75,8.48,21.47,0.0,0.03,,49.0,Good
+Amaravati,2018-10-02,9.7,30.1,20.22,13.81,23.79,16.77,0.72,7.25,14.92,0.01,0.1,,48.0,Good
+Amaravati,2018-10-03,13.11,41.43,8.07,14.11,14.6,16.96,0.79,19.9,43.39,0.04,0.06,,,
+Amaravati,2018-10-04,14.15,39.67,7.63,14.53,14.09,16.17,0.54,13.81,30.86,0.01,0.05,,,
+Amaravati,2018-10-05,25.88,56.44,6.94,17.79,15.2,15.01,0.84,12.41,27.48,0.04,0.21,0.1,56.0,Satisfactory
+Amaravati,2018-10-06,49.7,109.35,8.38,25.91,20.65,17.96,0.76,14.31,46.63,0.05,0.16,0.1,80.0,Satisfactory
+Amaravati,2018-10-07,68.66,163.06,11.84,36.24,28.91,26.12,0.86,10.92,28.42,0.09,0.07,,121.0,Moderate
+Amaravati,2018-10-08,53.52,122.89,14.4,35.17,30.56,16.36,1.44,13.94,52.71,0.06,0.08,0.11,,
+Amaravati,2018-10-09,65.16,184.84,22.45,52.69,46.28,18.53,1.07,25.5,37.46,0.08,0.14,0.1,142.0,Moderate
+Amaravati,2018-10-10,52.88,172.08,5.52,26.45,18.96,21.36,0.81,31.74,57.33,0.04,0.05,0.1,154.0,Moderate
+Amaravati,2018-10-11,54.08,157.38,3.63,26.71,17.34,17.82,1.02,27.31,76.78,0.06,0.03,,,
+Amaravati,2018-10-12,40.99,122.69,4.32,29.54,19.32,17.01,0.6,24.37,44.5,0.06,0.08,0.1,130.0,Moderate
+Amaravati,2018-10-13,47.2,116.44,5.83,28.13,19.71,19.97,0.88,16.73,36.92,0.06,0.09,,109.0,Moderate
+Amaravati,2018-10-14,39.22,102.6,4.9,24.58,17.06,22.01,0.95,10.6,25.73,0.0,0.06,0.1,113.0,Moderate
+Amaravati,2018-10-15,36.86,76.61,8.26,27.36,21.36,20.86,1.09,9.33,21.11,0.02,0.12,0.14,91.0,Satisfactory
+Amaravati,2018-10-16,34.41,72.03,10.35,25.38,22.0,19.19,1.07,10.8,21.99,0.02,0.19,0.28,77.0,Satisfactory
+Amaravati,2018-10-17,22.05,48.93,6.04,18.92,15.15,19.77,0.94,10.51,26.78,0.0,0.02,,80.0,Satisfactory
+Amaravati,2018-10-18,,,,,,,,,,,,,,
+Amaravati,2018-10-19,,,,,,,,,,,,,,
+Amaravati,2018-10-20,,,,,,,,,,,,,,
+Amaravati,2018-10-21,,,,,,,,,,,,,,
+Amaravati,2018-10-22,72.23,183.25,7.73,41.66,28.64,15.61,1.21,38.88,44.59,0.09,0.15,,,
+Amaravati,2018-10-23,71.31,155.98,11.55,25.88,23.25,14.58,1.29,11.32,34.32,0.06,0.08,,149.0,Moderate
+Amaravati,2018-10-24,63.54,130.58,4.41,25.81,17.47,15.53,1.17,19.34,47.53,0.07,0.07,,133.0,Moderate
+Amaravati,2018-10-25,52.92,125.33,4.1,37.63,23.5,13.51,1.66,13.7,45.81,0.06,0.11,0.1,,
+Amaravati,2018-10-26,56.53,128.8,9.84,36.38,27.43,16.01,1.18,13.43,41.17,0.08,0.15,0.1,122.0,Moderate
+Amaravati,2018-10-27,69.42,167.05,1.79,45.82,25.35,14.06,1.35,23.42,39.0,0.07,0.38,0.14,133.0,Moderate
+Amaravati,2018-10-28,53.53,119.1,1.52,38.23,21.54,13.73,0.88,15.52,37.22,0.07,0.28,0.14,133.0,Moderate
+Amaravati,2018-10-29,48.33,115.41,1.38,36.77,20.23,15.37,1.16,28.74,37.42,0.08,0.22,0.1,118.0,Moderate
+Amaravati,2018-10-30,58.65,125.68,1.23,36.24,20.27,14.82,1.26,14.54,31.09,0.07,0.13,0.13,118.0,Moderate
+Amaravati,2018-10-31,33.33,65.58,1.24,19.63,11.45,12.35,0.88,10.4,32.06,0.04,0.15,,98.0,Satisfactory
+Amaravati,2018-11-01,17.62,37.38,5.59,35.39,21.13,15.23,0.6,12.5,37.06,0.0,0.02,,,
+Amaravati,2018-11-02,14.54,53.23,9.13,36.62,27.06,1.81,0.84,8.95,20.93,0.0,0.04,,,
+Amaravati,2018-11-03,12.7,38.49,4.68,30.66,20.22,1.62,0.89,8.59,23.45,0.0,0.05,,75.0,Satisfactory
+Amaravati,2018-11-04,16.86,36.56,4.6,26.48,17.83,2.72,0.55,10.19,21.33,0.0,0.05,,45.0,Good
+Amaravati,2018-11-05,21.58,68.71,20.4,39.44,37.67,3.41,0.73,10.43,19.42,0.0,0.07,0.1,61.0,Satisfactory
+Amaravati,2018-11-06,23.22,64.84,20.42,39.56,37.74,2.15,0.89,10.33,21.33,0.01,0.11,0.1,86.0,Satisfactory
+Amaravati,2018-11-07,28.39,71.27,11.5,45.23,33.61,0.3,1.04,10.36,35.14,0.01,0.05,,70.0,Satisfactory
+Amaravati,2018-11-08,43.23,97.64,5.87,48.0,30.5,0.75,0.84,15.03,36.26,0.01,0.07,,,
+Amaravati,2018-11-09,51.51,111.28,20.08,57.93,47.24,2.03,1.07,12.3,26.53,0.04,0.11,0.1,105.0,Moderate
+Amaravati,2018-11-10,56.85,115.5,16.11,62.91,46.64,2.73,0.82,18.89,27.44,0.03,0.09,0.1,106.0,Moderate
+Amaravati,2018-11-11,68.25,129.41,15.11,65.0,46.85,3.53,1.22,25.14,30.3,0.08,0.29,0.1,120.0,Moderate
+Amaravati,2018-11-12,84.48,164.24,14.25,80.74,54.62,3.19,1.21,30.44,33.39,0.1,0.39,0.25,156.0,Moderate
+Amaravati,2018-11-13,77.38,173.47,22.55,75.54,58.58,4.88,1.15,30.69,35.94,0.09,0.29,0.16,182.0,Moderate
+Amaravati,2018-11-14,71.23,160.66,15.11,89.44,59.86,3.45,1.48,38.91,32.4,0.12,0.56,0.2,144.0,Moderate
+Amaravati,2018-11-15,38.29,93.11,6.56,64.69,40.04,7.46,1.32,24.47,43.96,0.08,0.09,,,
+Amaravati,2018-11-16,15.69,43.67,15.32,46.68,37.45,8.41,0.73,10.63,18.09,0.01,0.06,0.1,,
+Amaravati,2018-11-17,16.21,48.0,13.93,43.42,34.5,8.82,0.87,7.51,17.51,0.01,0.07,,64.0,Satisfactory
+Amaravati,2018-11-18,19.48,46.57,14.56,35.92,30.95,10.76,0.84,7.49,15.47,0.01,0.07,0.1,56.0,Satisfactory
+Amaravati,2018-11-19,26.8,66.67,5.44,38.81,25.15,9.87,1.03,9.65,22.63,0.0,0.04,,80.0,Satisfactory
+Amaravati,2018-11-20,48.35,100.01,3.87,38.27,23.58,10.18,1.07,12.15,35.86,0.0,0.04,,88.0,Satisfactory
+Amaravati,2018-11-21,50.02,100.82,3.59,47.93,28.6,7.09,0.89,16.66,43.61,0.02,0.08,,102.0,Moderate
+Amaravati,2018-11-22,59.2,112.7,5.92,60.41,37.34,6.46,0.86,31.55,39.89,0.05,0.16,,,
+Amaravati,2018-11-23,56.0,112.5,11.95,87.35,58.15,4.5,1.43,13.65,59.8,0.1,0.1,,,
+Amaravati,2018-11-24,51.25,107.69,2.74,82.32,46.02,2.1,1.08,20.63,57.6,0.04,0.01,,,
+Amaravati,2018-11-25,78.19,183.0,5.87,78.98,46.8,3.41,1.32,19.96,50.12,0.05,0.08,0.1,,
+Amaravati,2018-11-26,85.11,183.15,9.11,97.16,59.17,3.61,1.28,17.17,37.99,0.1,0.23,0.11,189.0,Moderate
+Amaravati,2018-11-27,93.95,190.73,19.47,105.22,71.79,3.81,1.81,20.78,39.9,0.11,0.3,0.15,190.0,Moderate
+Amaravati,2018-11-28,80.96,152.44,4.73,89.01,51.18,2.95,1.51,15.71,41.41,0.12,0.26,0.11,215.0,Poor
+Amaravati,2018-11-29,52.64,97.29,3.64,66.83,38.5,2.12,1.84,19.81,49.85,0.09,0.04,,,
+Amaravati,2018-11-30,60.52,154.02,6.73,81.64,48.91,6.0,0.9,39.76,33.93,0.05,0.17,0.13,,
+Amaravati,2018-12-01,77.86,159.49,10.69,90.28,56.71,4.66,1.16,14.21,22.45,0.1,0.5,0.13,145.0,Moderate
+Amaravati,2018-12-02,70.89,125.4,3.58,68.12,39.14,1.79,1.17,13.87,29.82,0.07,0.44,0.12,160.0,Moderate
+Amaravati,2018-12-03,74.34,129.57,4.54,69.78,40.81,3.38,1.09,14.03,33.95,0.09,0.12,0.1,130.0,Moderate
+Amaravati,2018-12-04,97.09,143.69,4.09,86.95,49.58,1.52,1.11,13.62,33.03,0.1,0.12,0.12,176.0,Moderate
+Amaravati,2018-12-05,89.63,137.58,4.32,76.89,44.42,10.9,1.6,14.31,32.5,0.1,0.21,,245.0,Poor
+Amaravati,2018-12-06,86.92,139.02,4.57,85.21,49.04,8.52,1.11,13.06,35.15,0.09,0.08,,,
+Amaravati,2018-12-07,100.1,155.25,4.45,92.4,52.76,6.31,0.76,10.86,27.99,0.1,0.11,,209.0,Poor
+Amaravati,2018-12-08,110.12,172.67,5.15,92.9,53.61,8.66,1.37,11.12,33.26,0.1,0.05,,256.0,Poor
+Amaravati,2018-12-09,111.21,170.04,4.42,76.7,44.4,10.99,1.47,10.17,31.17,0.06,0.06,0.1,266.0,Poor
+Amaravati,2018-12-10,107.24,162.72,5.85,72.27,43.16,13.91,1.14,9.58,28.5,0.09,0.04,0.1,276.0,Poor
+Amaravati,2018-12-11,89.07,160.83,5.59,72.19,42.93,17.31,1.23,11.7,29.51,0.07,0.05,0.1,218.0,Poor
+Amaravati,2018-12-12,93.1,163.9,5.46,77.58,45.71,16.59,0.97,13.75,33.59,0.1,0.11,,206.0,Poor
+Amaravati,2018-12-13,76.94,160.28,6.68,79.86,47.92,15.05,0.97,18.13,29.35,0.1,0.16,0.14,,
+Amaravati,2018-12-14,90.61,164.19,5.37,74.89,44.2,16.85,1.07,17.68,31.59,0.11,0.3,0.15,180.0,Moderate
+Amaravati,2018-12-15,96.57,174.31,3.33,57.77,33.44,18.28,1.1,23.81,39.75,0.11,0.11,0.1,217.0,Poor
+Amaravati,2018-12-16,78.15,137.52,3.6,50.62,29.86,20.78,0.96,23.87,26.46,0.07,0.15,,211.0,Poor
+Amaravati,2018-12-17,19.26,22.54,2.0,30.38,17.79,21.15,0.7,10.94,18.91,0.0,0.0,,90.0,Satisfactory
+Amaravati,2018-12-18,10.89,19.98,2.2,28.6,17.01,22.45,0.45,12.41,17.5,0.0,0.0,,49.0,Good
+Amaravati,2018-12-19,16.38,33.04,4.77,39.69,24.99,23.12,0.67,44.59,19.12,0.0,0.01,,46.0,Good
+Amaravati,2018-12-20,30.48,69.23,9.24,67.05,43.17,20.44,1.28,57.72,22.1,0.03,0.07,0.1,,
+Amaravati,2018-12-21,48.88,84.99,6.61,63.12,38.95,19.24,0.94,29.45,23.97,0.06,0.16,0.11,81.0,Satisfactory
+Amaravati,2018-12-22,55.24,81.9,3.65,55.65,32.57,17.93,1.17,13.62,27.34,0.07,0.15,0.1,89.0,Satisfactory
+Amaravati,2018-12-23,83.4,121.25,2.86,46.47,27.04,20.01,1.0,12.32,32.68,0.08,0.21,0.1,136.0,Moderate
+Amaravati,2018-12-24,93.78,142.65,5.55,67.51,40.43,19.51,1.34,42.75,29.16,0.1,0.21,0.1,199.0,Moderate
+Amaravati,2018-12-25,92.72,135.61,13.43,77.45,52.11,19.49,1.16,20.19,24.79,0.1,0.22,0.11,221.0,Poor
+Amaravati,2018-12-26,76.48,114.53,12.45,69.63,47.16,18.65,1.08,13.32,24.73,0.05,0.05,,178.0,Moderate
+Amaravati,2018-12-27,50.45,87.25,5.44,51.24,31.68,21.42,0.89,10.45,27.83,0.0,0.01,,,
+Amaravati,2018-12-28,73.19,127.1,13.43,69.17,47.7,21.66,0.92,25.43,22.5,0.07,0.22,0.1,119.0,Moderate
+Amaravati,2018-12-29,82.53,145.06,5.44,67.17,40.16,21.34,1.01,28.57,24.03,0.09,0.19,0.13,153.0,Moderate
+Amaravati,2018-12-30,95.18,154.73,4.57,76.4,44.35,15.29,1.34,33.25,30.68,0.1,0.36,0.15,202.0,Poor
+Amaravati,2018-12-31,79.29,136.71,4.24,74.24,42.93,15.82,1.1,40.52,28.79,0.09,0.23,0.16,191.0,Moderate
+Amaravati,2019-01-01,83.17,140.9,6.56,83.38,49.69,15.16,1.09,30.85,24.84,0.1,0.21,0.11,183.0,Moderate
+Amaravati,2019-01-02,109.97,189.28,13.93,124.57,77.59,10.65,1.38,48.92,30.25,0.11,0.25,0.13,210.0,Poor
+Amaravati,2019-01-03,139.38,230.27,35.59,140.17,103.49,8.7,1.24,42.26,20.87,0.13,0.58,0.13,304.0,Very Poor
+Amaravati,2019-01-04,126.47,187.83,9.48,106.1,64.14,9.27,1.43,15.29,26.24,0.12,0.25,0.1,312.0,Very Poor
+Amaravati,2019-01-05,127.94,196.3,6.73,92.41,54.63,11.1,1.33,15.9,28.51,0.11,0.31,0.1,304.0,Very Poor
+Amaravati,2019-01-06,126.66,184.73,9.63,94.51,58.1,13.66,1.45,11.75,26.07,0.12,0.22,0.1,306.0,Very Poor
+Amaravati,2019-01-07,121.47,215.5,17.24,103.31,68.98,13.63,1.5,16.53,24.55,0.12,0.31,0.1,302.0,Very Poor
+Amaravati,2019-01-08,118.17,219.63,36.87,121.38,94.54,11.21,1.25,39.68,21.18,0.1,0.25,0.13,298.0,Poor
+Amaravati,2019-01-09,97.45,225.75,12.68,121.94,75.16,10.39,0.86,66.39,27.23,0.09,0.16,0.18,274.0,Poor
+Amaravati,2019-01-10,115.23,198.47,14.96,113.39,72.47,7.38,0.78,9.43,20.07,0.11,0.23,0.13,270.0,Poor
+Amaravati,2019-01-11,121.81,193.4,11.17,100.16,62.36,8.62,0.96,10.56,24.73,0.1,0.15,0.1,302.0,Very Poor
+Amaravati,2019-01-12,99.69,157.03,5.83,71.61,42.84,15.19,0.5,10.52,24.22,0.08,0.08,0.1,257.0,Poor
+Amaravati,2019-01-13,92.66,146.49,4.86,57.32,34.44,17.36,0.64,12.33,25.51,0.07,0.18,0.1,212.0,Poor
+Amaravati,2019-01-14,116.99,172.92,2.91,58.43,33.44,17.38,0.44,12.91,26.84,0.1,0.12,0.1,256.0,Poor
+Amaravati,2019-01-15,120.33,182.65,5.68,60.37,36.74,17.46,1.02,26.39,21.83,0.08,0.14,0.11,301.0,Very Poor
+Amaravati,2019-01-16,108.43,159.44,3.49,50.62,29.77,17.97,0.7,6.49,24.73,0.08,0.13,0.1,274.0,Poor
+Amaravati,2019-01-17,118.0,174.01,3.46,58.6,33.99,16.97,0.82,13.73,24.69,0.1,0.18,0.1,262.0,Poor
+Amaravati,2019-01-18,107.94,163.17,5.64,63.17,38.2,18.79,0.8,26.75,21.59,0.08,0.15,0.1,287.0,Poor
+Amaravati,2019-01-19,108.34,173.27,13.44,61.22,43.49,22.53,0.72,11.71,23.64,0.09,0.13,0.1,262.0,Poor
+Amaravati,2019-01-20,96.45,159.1,17.23,71.77,52.18,17.22,0.91,16.0,22.52,0.07,0.11,0.1,242.0,Poor
+Amaravati,2019-01-21,90.25,141.29,7.53,64.26,40.3,18.38,0.55,14.8,25.31,0.06,0.09,,204.0,Poor
+Amaravati,2019-01-22,100.34,165.55,20.01,60.14,48.26,20.43,0.85,13.57,24.82,0.06,0.08,0.1,230.0,Poor
+Amaravati,2019-01-23,62.75,117.55,4.15,49.18,29.54,21.17,0.55,13.17,28.15,0.02,0.02,,171.0,Moderate
+Amaravati,2019-01-24,62.74,108.94,6.36,43.14,28.2,20.36,0.87,11.48,20.37,0.04,0.04,0.1,113.0,Moderate
+Amaravati,2019-01-25,34.51,63.23,3.87,38.2,23.52,21.38,0.72,12.19,17.24,0.02,0.01,,96.0,Satisfactory
+Amaravati,2019-01-26,15.12,40.61,2.65,22.75,14.26,22.92,0.38,8.37,19.39,0.0,0.02,,56.0,Satisfactory
+Amaravati,2019-01-27,27.25,49.07,2.38,27.55,16.59,22.29,0.44,11.04,19.68,0.02,0.06,,48.0,Good
+Amaravati,2019-01-28,51.67,70.71,5.29,55.79,34.06,17.58,1.28,15.66,20.15,0.06,0.12,0.11,91.0,Satisfactory
+Amaravati,2019-01-29,54.24,87.78,5.5,56.1,34.39,17.76,0.98,27.99,25.38,0.04,0.05,0.1,96.0,Satisfactory
+Amaravati,2019-01-30,47.81,99.22,5.98,65.34,39.69,17.61,1.02,26.84,36.53,0.03,0.08,0.15,111.0,Moderate
+Amaravati,2019-01-31,84.99,137.17,5.14,71.78,42.43,12.16,1.39,15.58,47.94,0.07,0.14,0.1,143.0,Moderate
+Amaravati,2019-02-01,63.05,111.15,5.4,68.18,40.73,15.31,1.06,13.42,47.46,0.06,0.36,0.11,141.0,Moderate
+Amaravati,2019-02-02,71.09,128.56,29.13,85.01,68.98,14.32,1.15,10.68,40.2,0.06,0.1,0.1,130.0,Moderate
+Amaravati,2019-02-03,76.78,129.54,6.08,69.13,41.71,13.58,1.27,17.71,48.7,0.06,0.1,,149.0,Moderate
+Amaravati,2019-02-04,73.21,129.76,3.04,61.14,35.07,15.38,1.11,16.63,62.74,0.08,0.14,0.1,150.0,Moderate
+Amaravati,2019-02-05,81.64,146.56,13.08,83.44,55.08,14.61,1.58,12.92,43.18,0.08,0.19,0.1,159.0,Moderate
+Amaravati,2019-02-06,81.71,142.46,15.23,74.7,49.36,10.83,1.03,18.7,37.16,0.07,0.09,0.1,178.0,Moderate
+Amaravati,2019-02-07,75.52,125.82,7.69,25.85,20.1,10.97,0.74,12.37,32.23,0.05,0.06,0.1,159.0,Moderate
+Amaravati,2019-02-08,58.02,96.18,2.61,16.37,10.79,17.41,0.76,8.47,38.97,0.0,0.0,,126.0,Moderate
+Amaravati,2019-02-09,65.56,128.56,6.38,23.26,17.36,16.81,0.86,16.7,34.16,0.01,0.05,0.14,115.0,Moderate
+Amaravati,2019-02-10,56.98,148.8,1.02,16.86,9.76,13.91,0.52,10.21,32.14,0.01,0.06,,136.0,Moderate
+Amaravati,2019-02-11,74.5,119.5,3.19,17.12,11.14,16.46,0.66,10.22,39.91,0.01,0.02,,131.0,Moderate
+Amaravati,2019-02-12,66.61,121.81,4.03,26.18,17.28,13.97,0.66,9.84,39.63,0.02,0.05,,137.0,Moderate
+Amaravati,2019-02-13,70.86,142.17,3.01,28.42,17.6,14.9,0.74,10.43,41.96,0.06,0.1,0.1,121.0,Moderate
+Amaravati,2019-02-14,69.96,130.91,15.49,35.52,31.56,16.42,0.84,9.78,37.99,0.05,0.08,0.11,157.0,Moderate
+Amaravati,2019-02-15,60.11,101.22,2.29,22.82,13.91,16.94,0.7,6.98,40.95,0.02,0.02,0.1,116.0,Moderate
+Amaravati,2019-02-16,33.9,64.61,2.59,15.97,10.54,14.52,0.55,7.78,32.91,0.0,0.01,,87.0,Satisfactory
+Amaravati,2019-02-17,31.75,58.96,1.38,13.31,8.16,12.92,0.54,13.52,27.85,0.0,0.01,,58.0,Satisfactory
+Amaravati,2019-02-18,34.8,72.77,7.55,17.35,15.37,10.31,0.59,12.99,24.83,0.0,0.0,,74.0,Satisfactory
+Amaravati,2019-02-19,32.07,63.36,8.59,17.16,16.19,11.98,0.72,10.51,19.85,0.0,0.0,,90.0,Satisfactory
+Amaravati,2019-02-20,30.32,66.4,7.19,15.26,14.04,9.84,0.58,10.5,24.21,0.0,0.01,,61.0,Satisfactory
+Amaravati,2019-02-21,38.35,95.79,18.66,21.18,26.51,9.69,0.72,8.3,27.25,0.0,0.04,0.15,96.0,Satisfactory
+Amaravati,2019-02-22,36.92,106.73,26.53,25.18,35.05,10.43,0.64,14.78,30.4,0.0,0.04,0.1,96.0,Satisfactory
+Amaravati,2019-02-23,43.16,149.98,43.76,28.73,50.94,9.94,0.8,9.67,31.72,0.02,0.07,0.11,126.0,Moderate
+Amaravati,2019-02-24,42.51,121.35,18.77,24.64,28.36,13.1,0.53,14.5,35.13,0.02,0.05,0.12,131.0,Moderate
+Amaravati,2019-02-25,33.88,80.8,3.59,18.86,13.05,14.69,0.51,13.5,30.89,0.0,0.01,0.1,95.0,Satisfactory
+Amaravati,2019-02-26,22.47,52.83,3.89,12.56,9.93,11.9,0.46,11.27,19.85,0.0,0.0,,62.0,Satisfactory
+Amaravati,2019-02-27,14.78,39.26,2.82,8.15,6.69,9.17,0.4,10.43,23.58,0.0,0.01,,64.0,Satisfactory
+Amaravati,2019-02-28,20.92,49.94,3.23,13.32,9.81,9.1,0.56,15.85,25.36,0.0,0.01,0.1,60.0,Satisfactory
+Amaravati,2019-03-01,27.08,59.54,2.49,9.07,6.97,11.97,0.52,11.04,33.63,0.0,0.01,,101.0,Moderate
+Amaravati,2019-03-02,23.72,51.79,2.9,8.11,6.76,10.79,0.44,8.55,27.48,0.0,0.0,,63.0,Satisfactory
+Amaravati,2019-03-03,22.49,54.86,5.46,12.0,10.75,11.3,0.43,5.49,23.63,0.0,0.0,,57.0,Satisfactory
+Amaravati,2019-03-04,21.59,52.32,2.9,10.62,8.02,11.85,0.41,11.52,19.77,0.0,0.0,,54.0,Satisfactory
+Amaravati,2019-03-05,34.44,76.9,3.11,13.02,9.5,12.13,0.5,14.74,33.17,0.0,0.01,,61.0,Satisfactory
+Amaravati,2019-03-06,49.2,116.27,2.37,16.7,10.86,12.82,0.69,15.37,44.06,0.08,0.18,0.16,120.0,Moderate
+Amaravati,2019-03-07,42.1,87.51,1.68,13.22,8.24,13.14,0.57,11.6,44.93,2.25,4.15,0.74,105.0,Moderate
+Amaravati,2019-03-08,16.39,53.9,2.15,8.68,6.38,11.34,0.62,10.98,31.2,1.7,4.48,0.42,92.0,Satisfactory
+Amaravati,2019-03-09,12.88,59.01,2.82,9.92,7.57,11.03,0.69,12.43,29.66,1.38,5.33,0.54,86.0,Satisfactory
+Amaravati,2019-03-10,10.66,47.74,4.02,8.02,7.5,9.45,0.35,12.07,22.33,1.05,4.23,0.34,56.0,Satisfactory
+Amaravati,2019-03-11,12.77,50.79,2.6,8.45,6.56,8.86,0.53,14.06,22.67,0.95,3.31,0.29,78.0,Satisfactory
+Amaravati,2019-03-12,27.0,90.58,5.03,15.67,12.51,9.74,0.41,13.33,27.15,1.01,6.81,0.67,74.0,Satisfactory
+Amaravati,2019-03-13,32.79,104.04,4.4,17.4,12.91,11.1,0.4,9.21,31.25,0.86,4.9,0.37,97.0,Satisfactory
+Amaravati,2019-03-14,39.77,129.33,14.09,24.88,24.78,9.4,0.45,8.16,27.19,1.07,9.76,1.02,107.0,Moderate
+Amaravati,2019-03-15,43.78,124.06,6.29,19.29,15.47,9.87,0.64,11.35,29.47,1.03,6.87,0.58,130.0,Moderate
+Amaravati,2019-03-16,40.96,101.35,4.18,14.19,11.01,10.37,0.46,7.42,22.03,1.46,5.11,0.44,110.0,Moderate
+Amaravati,2019-03-17,40.08,93.9,6.5,14.86,12.92,11.63,0.58,7.89,28.04,1.74,9.37,0.68,98.0,Satisfactory
+Amaravati,2019-03-18,22.52,69.14,7.47,13.59,13.38,7.71,0.56,10.99,21.12,1.17,4.07,0.33,101.0,Moderate
+Amaravati,2019-03-19,22.09,53.31,2.18,9.6,6.94,6.44,0.68,9.51,29.78,1.87,3.29,0.26,85.0,Satisfactory
+Amaravati,2019-03-20,25.39,49.43,2.04,7.75,5.44,7.63,0.7,9.14,32.42,4.88,2.68,2.27,85.0,Satisfactory
+Amaravati,2019-03-21,21.71,43.12,1.13,6.24,4.23,7.09,0.5,7.63,36.81,1.7,2.82,0.13,60.0,Satisfactory
+Amaravati,2019-03-22,23.56,53.08,2.86,12.03,8.56,5.6,0.53,10.27,29.46,1.18,3.57,0.28,56.0,Satisfactory
+Amaravati,2019-03-23,23.68,64.65,9.37,14.63,15.49,5.75,0.53,8.61,29.24,1.4,4.5,0.38,67.0,Satisfactory
+Amaravati,2019-03-24,17.99,48.09,2.41,8.02,5.87,6.06,0.47,9.11,29.02,1.46,3.2,0.2,79.0,Satisfactory
+Amaravati,2019-03-25,17.03,46.96,2.89,10.15,7.82,5.53,0.5,13.84,21.8,1.51,3.77,0.25,45.0,Good
+Amaravati,2019-03-26,20.58,51.83,3.09,9.93,7.87,5.76,0.49,10.38,21.95,1.2,3.07,0.21,53.0,Satisfactory
+Amaravati,2019-03-27,24.0,60.54,2.23,10.84,7.69,7.15,0.54,12.07,32.91,1.09,3.83,0.24,69.0,Satisfactory
+Amaravati,2019-03-28,27.44,70.3,3.41,12.49,9.43,6.62,0.54,12.69,28.07,1.18,3.54,0.3,65.0,Satisfactory
+Amaravati,2019-03-29,24.11,65.16,2.56,9.81,7.4,6.81,0.45,8.19,30.44,1.08,2.73,0.21,78.0,Satisfactory
+Amaravati,2019-03-30,28.43,60.07,1.74,9.49,6.53,8.36,0.56,17.06,42.66,1.26,2.14,0.18,83.0,Satisfactory
+Amaravati,2019-03-31,33.0,72.26,1.11,9.26,5.64,7.66,0.58,16.56,34.64,0.69,3.43,0.22,64.0,Satisfactory
+Amaravati,2019-04-01,37.09,70.85,1.55,7.48,4.74,7.56,0.69,12.4,38.42,0.52,3.58,0.15,102.0,Moderate
+Amaravati,2019-04-02,30.05,62.5,1.54,8.62,5.72,6.27,0.71,14.7,31.67,1.13,2.43,0.22,92.0,Satisfactory
+Amaravati,2019-04-03,20.75,45.07,1.4,5.59,4.08,6.03,0.48,9.15,25.97,1.09,1.72,0.15,58.0,Satisfactory
+Amaravati,2019-04-04,13.97,39.04,3.77,7.21,6.99,5.55,0.64,10.24,20.32,1.33,2.13,0.23,76.0,Satisfactory
+Amaravati,2019-04-05,18.72,50.84,3.12,6.06,5.7,5.8,0.67,13.03,28.03,1.06,2.11,0.15,78.0,Satisfactory
+Amaravati,2019-04-06,22.07,63.47,2.2,5.25,3.94,6.21,0.62,12.96,40.3,0.51,2.03,0.16,91.0,Satisfactory
+Amaravati,2019-04-07,19.4,55.83,1.42,7.03,4.48,4.36,0.76,10.88,38.75,0.8,1.6,0.15,124.0,Moderate
+Amaravati,2019-04-08,13.49,34.05,1.45,4.2,3.38,4.21,0.57,12.69,22.15,0.69,1.25,0.13,75.0,Satisfactory
+Amaravati,2019-04-09,20.68,38.77,1.56,4.48,3.53,4.22,0.63,10.9,26.79,0.71,1.43,0.12,73.0,Satisfactory
+Amaravati,2019-04-10,16.52,36.76,1.14,3.14,2.26,4.47,0.61,8.92,39.57,0.67,2.24,0.12,101.0,Moderate
+Amaravati,2019-04-11,15.91,33.28,0.46,2.04,0.86,3.7,0.4,13.09,33.05,0.63,1.54,0.12,64.0,Satisfactory
+Amaravati,2019-04-12,17.24,43.11,2.53,5.32,4.04,3.95,0.58,14.02,30.87,0.78,2.17,0.16,80.0,Satisfactory
+Amaravati,2019-04-13,25.87,89.0,2.4,9.61,6.54,3.98,0.39,11.84,46.66,0.67,2.74,0.25,85.0,Satisfactory
+Amaravati,2019-04-14,15.77,50.12,1.12,6.04,4.03,3.86,0.36,14.45,28.78,0.62,1.37,0.14,80.0,Satisfactory
+Amaravati,2019-04-15,23.75,68.9,1.94,11.38,7.46,3.49,0.64,18.42,19.94,0.33,2.13,0.18,84.0,Satisfactory
+Amaravati,2019-04-16,25.36,81.59,2.19,20.61,12.25,4.81,0.65,22.54,20.53,0.67,2.07,0.21,79.0,Satisfactory
+Amaravati,2019-04-17,32.7,91.22,2.19,17.13,10.91,7.6,0.54,15.71,25.28,0.52,2.02,0.18,91.0,Satisfactory
+Amaravati,2019-04-18,20.21,57.8,2.65,13.78,9.52,6.54,0.51,10.6,26.51,0.16,3.11,0.14,79.0,Satisfactory
+Amaravati,2019-04-19,11.55,37.66,3.35,13.27,9.6,7.05,0.59,12.58,26.46,0.19,2.64,0.12,82.0,Satisfactory
+Amaravati,2019-04-20,9.39,36.94,2.81,12.29,8.89,4.58,0.35,17.07,24.65,0.27,2.25,0.14,45.0,Good
+Amaravati,2019-04-21,9.77,35.42,1.48,12.59,7.81,3.34,0.32,21.81,28.75,0.01,2.55,0.14,41.0,Good
+Amaravati,2019-04-22,21.38,75.6,2.29,19.85,11.65,4.32,0.48,23.3,39.42,0.39,2.28,0.23,78.0,Satisfactory
+Amaravati,2019-04-23,24.68,132.02,8.38,29.05,22.21,3.97,0.58,16.03,23.73,0.41,3.95,0.48,124.0,Moderate
+Amaravati,2019-04-24,17.58,59.05,2.68,18.08,11.89,4.04,0.48,12.66,27.14,0.25,2.73,0.21,73.0,Satisfactory
+Amaravati,2019-04-25,28.05,84.5,4.67,18.74,13.85,6.85,0.48,12.78,25.81,0.24,1.43,0.13,71.0,Satisfactory
+Amaravati,2019-04-26,27.98,79.71,2.79,18.31,12.1,8.01,0.51,8.71,34.54,0.19,1.79,0.13,79.0,Satisfactory
+Amaravati,2019-04-27,23.32,70.68,1.97,16.88,10.58,5.65,0.66,16.4,34.16,0.38,1.13,0.11,78.0,Satisfactory
+Amaravati,2019-04-28,15.52,46.14,2.16,15.11,9.79,4.67,0.42,13.67,23.72,0.11,1.33,0.18,57.0,Satisfactory
+Amaravati,2019-04-29,12.11,40.82,2.1,15.46,9.94,4.07,0.31,12.72,23.43,0.06,1.73,0.13,46.0,Good
+Amaravati,2019-04-30,19.03,60.71,1.99,19.23,11.85,4.84,0.4,13.57,35.2,0.05,1.84,0.18,58.0,Satisfactory
+Amaravati,2019-05-01,27.18,93.8,2.87,23.54,14.82,3.53,0.64,26.8,38.05,0.45,2.85,0.27,83.0,Satisfactory
+Amaravati,2019-05-02,38.9,111.93,1.76,27.29,16.03,3.52,0.98,16.06,56.99,0.57,3.44,0.37,109.0,Moderate
+Amaravati,2019-05-03,57.73,211.34,3.54,35.92,21.98,5.61,0.78,16.59,58.87,0.7,5.18,0.51,148.0,Moderate
+Amaravati,2019-05-04,44.49,163.62,1.17,22.32,12.89,7.12,0.53,16.97,67.99,0.35,2.22,0.38,158.0,Moderate
+Amaravati,2019-05-05,39.76,152.97,1.12,23.24,13.25,6.0,0.52,15.33,69.15,0.35,1.97,0.18,146.0,Moderate
+Amaravati,2019-05-06,47.3,136.76,1.53,20.22,12.09,7.92,0.64,22.25,68.43,0.3,2.17,0.15,133.0,Moderate
+Amaravati,2019-05-07,39.81,138.9,1.14,18.58,10.81,7.81,0.44,13.03,51.98,0.14,1.37,0.12,122.0,Moderate
+Amaravati,2019-05-08,49.19,155.58,0.95,26.89,13.92,4.26,0.77,25.9,73.55,0.48,4.0,0.2,126.0,Moderate
+Amaravati,2019-05-09,40.38,112.93,1.4,24.31,13.78,5.75,0.7,30.4,74.3,0.34,2.48,0.18,131.0,Moderate
+Amaravati,2019-05-10,44.65,114.79,1.63,19.79,12.0,7.06,0.63,19.26,54.72,0.34,2.48,0.12,124.0,Moderate
+Amaravati,2019-05-11,35.5,98.4,1.74,19.29,11.72,6.98,0.59,17.83,49.82,0.33,1.68,0.12,106.0,Moderate
+Amaravati,2019-05-12,41.0,122.0,1.15,37.0,20.6,5.35,0.78,23.6,37.05,0.45,3.7,0.35,,
+Amaravati,2019-05-13,36.14,103.71,1.82,19.59,12.05,6.69,0.78,23.1,45.48,0.17,1.68,0.1,,
+Amaravati,2019-05-14,40.41,102.09,1.99,21.47,13.17,4.15,0.5,25.09,43.31,0.06,1.6,0.11,,
+Amaravati,2019-05-15,34.12,88.79,1.7,19.98,12.12,6.69,0.7,24.2,42.21,0.14,1.32,0.11,109.0,Moderate
+Amaravati,2019-05-16,41.62,95.91,1.93,20.32,12.54,4.91,0.53,21.47,43.36,0.23,2.08,0.12,92.0,Satisfactory
+Amaravati,2019-05-17,43.1,96.34,2.0,21.71,13.26,5.96,0.67,24.72,42.13,0.31,1.77,0.16,88.0,Satisfactory
+Amaravati,2019-05-18,35.3,89.42,0.8,17.33,9.84,4.32,0.47,17.09,44.47,0.06,1.16,0.11,95.0,Satisfactory
+Amaravati,2019-05-19,40.35,94.6,0.91,18.93,10.8,4.17,0.53,23.95,45.97,0.06,1.32,0.11,93.0,Satisfactory
+Amaravati,2019-05-20,32.33,78.4,1.83,19.42,11.91,4.01,0.61,21.27,34.54,0.15,1.24,0.11,104.0,Moderate
+Amaravati,2019-05-21,24.95,74.2,1.86,20.68,12.51,3.36,0.49,16.73,19.84,0.1,1.17,0.14,80.0,Satisfactory
+Amaravati,2019-05-22,32.3,85.04,2.18,18.38,11.7,3.7,0.79,27.47,41.48,0.11,1.27,0.1,,
+Amaravati,2019-05-23,30.42,76.95,1.27,16.96,10.05,3.25,0.72,13.67,30.35,0.21,1.02,0.11,99.0,Satisfactory
+Amaravati,2019-05-24,36.5,84.57,1.5,17.83,10.77,3.8,0.63,14.71,37.15,0.17,1.46,0.11,99.0,Satisfactory
+Amaravati,2019-05-25,40.04,98.75,1.7,17.31,10.2,4.07,0.89,18.61,48.85,0.21,1.82,0.11,108.0,Moderate
+Amaravati,2019-05-26,40.51,99.45,0.71,16.93,9.55,3.35,0.51,14.62,54.63,0.14,1.55,0.14,99.0,Satisfactory
+Amaravati,2019-05-27,38.88,86.09,1.31,18.0,10.69,4.51,0.47,13.86,51.56,0.14,1.27,0.11,106.0,Moderate
+Amaravati,2019-05-28,36.31,77.21,1.47,18.03,10.88,4.47,0.52,17.79,42.23,0.14,1.09,0.11,85.0,Satisfactory
+Amaravati,2019-05-29,38.7,82.24,1.45,16.29,9.94,4.22,0.48,15.76,42.04,0.14,1.06,0.11,83.0,Satisfactory
+Amaravati,2019-05-30,33.52,79.78,2.11,26.44,15.85,3.85,0.57,19.96,45.17,0.23,2.96,0.15,83.0,Satisfactory
+Amaravati,2019-05-31,36.8,75.96,0.97,17.39,10.05,4.06,0.51,14.55,48.97,0.03,1.06,0.12,74.0,Satisfactory
+Amaravati,2019-06-01,41.89,99.66,1.66,22.98,13.65,4.84,0.77,17.7,39.43,0.16,1.62,0.19,103.0,Moderate
+Amaravati,2019-06-02,41.47,90.61,0.72,18.25,10.27,4.59,0.5,16.21,54.72,0.05,1.29,0.13,101.0,Moderate
+Amaravati,2019-06-03,31.52,73.42,1.39,20.17,11.91,4.0,0.45,18.1,43.53,0.13,1.09,0.13,80.0,Satisfactory
+Amaravati,2019-06-04,39.73,104.78,1.54,27.54,15.99,3.61,0.95,17.17,42.88,0.17,2.37,0.24,107.0,Moderate
+Amaravati,2019-06-05,36.24,84.55,0.66,19.93,10.94,4.56,0.46,21.35,54.64,0.06,1.09,0.11,91.0,Satisfactory
+Amaravati,2019-06-06,24.16,59.22,1.81,26.79,9.83,12.18,0.53,26.62,41.27,0.28,1.46,0.16,78.0,Satisfactory
+Amaravati,2019-06-07,23.12,57.48,1.52,24.2,13.97,5.86,0.52,23.46,56.71,0.15,1.38,0.12,65.0,Satisfactory
+Amaravati,2019-06-08,31.95,71.15,2.87,26.2,16.27,7.52,0.58,17.18,55.48,0.03,1.32,0.14,71.0,Satisfactory
+Amaravati,2019-06-09,26.02,66.47,0.73,20.95,11.65,5.5,0.52,15.99,75.1,0.07,1.06,0.12,90.0,Satisfactory
+Amaravati,2019-06-10,22.19,63.59,2.62,25.07,15.42,5.06,0.5,18.35,62.52,0.13,1.19,0.18,78.0,Satisfactory
+Amaravati,2019-06-11,13.91,48.33,3.61,24.16,15.86,4.78,0.37,14.02,44.59,0.08,1.26,0.12,61.0,Satisfactory
+Amaravati,2019-06-12,11.81,43.2,5.0,29.99,20.12,4.69,0.34,13.82,41.43,0.09,1.65,0.13,50.0,Good
+Amaravati,2019-06-13,10.02,31.73,4.88,33.11,21.72,3.35,0.49,17.28,38.1,0.2,2.31,0.1,42.0,Good
+Amaravati,2019-06-14,9.55,31.71,3.23,24.02,15.47,2.09,0.36,16.48,32.84,0.27,1.13,0.12,38.0,Good
+Amaravati,2019-06-15,17.42,69.93,1.53,18.88,11.36,3.49,0.38,14.79,38.49,0.08,0.96,0.2,54.0,Satisfactory
+Amaravati,2019-06-16,19.25,71.73,0.8,18.26,10.36,2.01,0.31,9.68,47.37,0.22,1.39,0.1,75.0,Satisfactory
+Amaravati,2019-06-17,23.99,66.09,3.71,28.19,18.1,4.94,0.49,14.94,30.27,0.18,3.67,0.18,72.0,Satisfactory
+Amaravati,2019-06-18,23.62,68.06,7.98,36.52,26.01,2.85,0.46,13.66,30.54,0.27,3.55,0.44,59.0,Satisfactory
+Amaravati,2019-06-19,21.28,72.04,2.87,27.95,16.23,4.57,0.44,18.83,38.25,0.27,3.08,0.19,77.0,Satisfactory
+Amaravati,2019-06-20,14.03,40.6,3.87,25.45,16.74,4.45,0.45,18.94,34.87,0.28,1.73,0.14,59.0,Satisfactory
+Amaravati,2019-06-21,17.9,39.22,2.87,29.14,17.92,4.79,0.57,16.39,32.98,0.18,2.02,0.15,42.0,Good
+Amaravati,2019-06-22,17.07,40.3,1.54,25.75,15.04,5.54,0.5,16.01,36.19,0.04,1.81,5.99,46.0,Good
+Amaravati,2019-06-23,13.45,34.6,1.0,24.16,13.66,4.77,0.46,14.9,40.53,0.06,1.31,0.2,48.0,Good
+Amaravati,2019-06-24,15.93,32.7,1.43,20.53,12.15,5.4,0.43,16.53,42.92,0.11,1.04,0.11,53.0,Satisfactory
+Amaravati,2019-06-25,19.8,34.77,2.36,30.66,18.32,4.41,0.76,14.36,38.26,0.08,2.31,0.28,78.0,Satisfactory
+Amaravati,2019-06-26,21.45,38.36,4.83,36.24,23.3,4.23,0.73,17.88,24.68,0.08,2.16,0.31,74.0,Satisfactory
+Amaravati,2019-06-27,12.45,30.36,3.08,26.62,16.74,3.09,0.53,17.43,27.85,0.1,1.04,0.17,70.0,Satisfactory
+Amaravati,2019-06-28,9.57,26.83,2.1,22.0,13.49,3.36,0.36,19.5,32.37,0.07,0.44,0.1,42.0,Good
+Amaravati,2019-06-29,8.23,21.73,1.72,20.71,12.5,2.82,0.32,18.01,32.91,0.05,0.23,,40.0,Good
+Amaravati,2019-06-30,11.55,25.16,1.2,22.16,12.76,2.1,0.35,17.0,40.21,0.03,0.41,0.1,46.0,Good
+Amaravati,2019-07-01,13.4,23.95,4.39,29.37,19.27,2.9,0.42,16.27,29.58,0.11,0.91,0.24,39.0,Good
+Amaravati,2019-07-02,12.05,24.42,6.49,29.88,21.26,2.4,0.59,13.78,23.41,0.07,0.72,0.12,66.0,Satisfactory
+Amaravati,2019-07-03,14.54,32.83,7.23,30.62,22.26,2.68,0.61,12.6,27.29,0.09,0.67,0.1,68.0,Satisfactory
+Amaravati,2019-07-04,8.4,21.46,11.11,30.36,25.27,2.7,0.57,14.32,26.69,0.27,0.83,0.16,68.0,Satisfactory
+Amaravati,2019-07-05,10.31,22.14,8.27,25.22,20.23,2.46,0.62,16.24,22.99,0.23,1.38,0.59,70.0,Satisfactory
+Amaravati,2019-07-06,13.91,38.67,2.55,18.0,11.62,3.43,0.58,18.86,26.64,0.21,0.49,0.16,72.0,Satisfactory
+Amaravati,2019-07-07,15.17,40.56,0.93,18.2,10.43,1.28,0.39,23.12,30.24,0.09,0.56,0.16,43.0,Good
+Amaravati,2019-07-08,13.1,34.85,2.64,22.88,14.4,1.91,0.33,17.88,25.83,0.17,0.97,0.17,35.0,Good
+Amaravati,2019-07-09,11.3,31.96,4.61,23.47,16.32,1.62,0.28,17.09,27.47,0.11,0.82,0.15,37.0,Good
+Amaravati,2019-07-10,13.03,29.59,5.45,25.64,18.15,2.13,0.51,20.09,32.1,0.15,1.14,0.11,75.0,Satisfactory
+Amaravati,2019-07-11,11.17,25.03,5.24,26.2,18.29,2.44,0.34,23.89,26.88,0.2,1.2,0.11,40.0,Good
+Amaravati,2019-07-12,11.65,27.15,5.28,22.68,16.42,2.06,0.56,22.58,25.94,0.15,2.15,0.18,70.0,Satisfactory
+Amaravati,2019-07-13,17.22,34.78,1.25,4.58,3.13,3.6,0.42,14.79,36.77,0.2,1.3,0.25,48.0,Good
+Amaravati,2019-07-14,12.68,20.52,0.74,3.7,2.34,2.84,0.4,15.89,31.62,0.03,0.56,0.17,41.0,Good
+Amaravati,2019-07-15,10.73,22.63,2.92,9.95,7.26,2.99,0.36,16.35,32.13,0.12,1.45,0.22,48.0,Good
+Amaravati,2019-07-16,14.44,40.44,4.68,17.05,12.96,2.72,0.47,15.46,27.69,0.18,2.6,0.29,39.0,Good
+Amaravati,2019-07-17,21.86,56.69,4.74,19.35,14.24,5.9,0.45,19.19,31.87,0.44,16.07,0.39,55.0,Satisfactory
+Amaravati,2019-07-18,16.18,39.97,3.29,16.01,11.13,5.05,0.43,12.93,35.8,0.18,2.28,0.21,53.0,Satisfactory
+Amaravati,2019-07-19,22.28,42.15,2.14,13.16,8.82,6.07,0.54,20.51,33.08,0.08,1.4,0.26,46.0,Good
+Amaravati,2019-07-20,11.14,18.23,1.11,5.65,3.93,5.5,0.44,13.82,37.65,0.05,1.13,0.26,47.0,Good
+Amaravati,2019-07-21,14.72,22.46,1.25,4.64,3.56,4.81,0.49,9.71,34.63,0.03,0.98,0.18,45.0,Good
+Amaravati,2019-07-22,12.89,26.39,2.53,9.64,7.23,4.25,0.5,15.68,29.49,0.09,1.26,0.2,39.0,Good
+Amaravati,2019-07-23,13.53,23.73,8.56,12.71,13.79,3.87,0.42,15.77,22.09,0.09,0.98,0.16,35.0,Good
+Amaravati,2019-07-24,9.92,23.28,2.09,7.06,5.44,3.02,0.32,9.04,24.9,0.11,0.85,0.12,,
+Amaravati,2019-07-25,11.23,25.46,12.82,24.43,23.57,2.84,0.38,21.66,27.89,0.11,1.35,0.27,,
+Amaravati,2019-07-26,7.48,15.84,4.57,10.04,8.96,3.4,0.38,12.51,20.01,0.09,0.96,0.15,35.0,Good
+Amaravati,2019-07-27,12.52,30.89,1.4,3.94,2.89,3.12,0.55,14.14,22.33,0.13,0.94,0.16,65.0,Satisfactory
+Amaravati,2019-07-28,13.25,37.61,0.65,2.08,1.4,2.17,0.33,12.58,22.05,0.0,0.38,0.1,36.0,Good
+Amaravati,2019-07-29,10.89,26.77,5.81,11.39,9.53,2.47,0.56,21.15,19.61,0.1,0.84,0.15,68.0,Satisfactory
+Amaravati,2019-07-30,8.0,22.87,5.36,10.03,9.41,1.87,0.31,14.72,22.5,0.19,0.98,0.13,28.0,Good
+Amaravati,2019-07-31,10.62,26.84,2.17,4.4,4.19,2.59,0.38,11.66,24.46,0.2,0.88,0.11,29.0,Good
+Amaravati,2019-08-01,8.71,21.35,1.77,4.43,3.76,2.43,0.39,13.83,20.11,0.06,0.5,0.21,34.0,Good
+Amaravati,2019-08-02,6.85,13.3,1.61,1.52,1.86,2.44,0.46,13.29,18.07,0.04,0.26,0.1,68.0,Satisfactory
+Amaravati,2019-08-03,9.31,19.98,1.48,3.35,2.36,4.4,0.32,11.83,20.23,0.09,0.36,0.1,24.0,Good
+Amaravati,2019-08-04,9.09,18.33,1.68,4.02,3.51,6.13,0.34,10.88,23.92,0.19,0.4,,27.0,Good
+Amaravati,2019-08-05,7.53,24.18,2.74,6.1,5.55,6.38,0.34,26.08,26.62,0.35,0.49,0.1,31.0,Good
+Amaravati,2019-08-06,6.89,13.83,2.96,6.48,5.95,6.28,0.34,13.35,21.06,0.06,0.61,0.12,32.0,Good
+Amaravati,2019-08-07,7.35,18.12,3.22,6.38,6.1,6.23,0.46,11.57,21.64,0.22,0.5,0.1,66.0,Satisfactory
+Amaravati,2019-08-08,7.45,19.56,3.47,7.66,6.99,6.31,0.27,11.94,22.68,0.29,0.5,0.1,27.0,Good
+Amaravati,2019-08-09,10.88,30.31,3.17,10.11,8.05,6.98,0.41,11.86,22.62,0.12,1.08,0.16,32.0,Good
+Amaravati,2019-08-10,13.49,37.83,2.45,7.57,6.12,7.17,0.5,19.01,27.18,0.29,0.78,0.28,70.0,Satisfactory
+Amaravati,2019-08-11,16.6,47.35,2.07,6.74,5.37,6.66,0.6,15.64,31.28,0.28,0.94,0.14,76.0,Satisfactory
+Amaravati,2019-08-12,18.19,43.56,1.89,7.45,5.5,6.45,0.32,12.44,25.4,0.37,0.73,,49.0,Good
+Amaravati,2019-08-13,,,,,,,,,,,,,,
+Amaravati,2019-08-14,24.25,52.38,4.37,15.26,11.85,10.3,1.31,12.16,35.45,0.21,2.75,0.71,,
+Amaravati,2019-08-15,24.56,47.61,2.23,9.16,6.49,14.56,0.58,18.9,33.97,0.19,1.87,0.52,51.0,Satisfactory
+Amaravati,2019-08-16,15.75,34.12,2.8,9.34,7.33,12.08,0.4,28.32,36.06,0.16,1.66,0.17,49.0,Good
+Amaravati,2019-08-17,17.54,31.8,2.74,9.58,7.48,13.57,0.42,20.69,28.25,0.28,3.35,0.12,40.0,Good
+Amaravati,2019-08-18,,,,,,,,,,,,,,
+Amaravati,2019-08-19,,,,,,,,,,,,,,
+Amaravati,2019-08-20,,,,,,,,,,,,,,
+Amaravati,2019-08-21,,,,,,,,,,,,,,
+Amaravati,2019-08-22,,,,,,,,,,,,,,
+Amaravati,2019-08-23,,,,,,,,,,,,,,
+Amaravati,2019-08-24,,,,,,,,,,,,,,
+Amaravati,2019-08-25,,,,,,,,,,,,,,
+Amaravati,2019-08-26,,,,,,,,,,,,,,
+Amaravati,2019-08-27,14.0,42.0,6.39,22.75,17.3,9.73,0.55,6.44,32.56,0.18,1.24,0.22,,
+Amaravati,2019-08-28,15.8,44.75,3.71,12.43,9.71,14.64,0.62,11.3,36.47,0.12,0.95,0.23,92.0,Satisfactory
+Amaravati,2019-08-29,14.98,36.58,4.5,13.97,11.18,15.31,0.47,14.17,29.78,0.12,0.75,0.14,47.0,Good
+Amaravati,2019-08-30,10.11,23.08,23.03,14.19,14.12,24.24,0.45,16.84,23.09,0.13,0.99,0.13,37.0,Good
+Amaravati,2019-08-31,,,,,,,,,,,,,,
+Amaravati,2019-09-01,,,,,,,,,,,,,,
+Amaravati,2019-09-02,,,,,,,,,,,,,,
+Amaravati,2019-09-03,,,,,,,,,,,,,,
+Amaravati,2019-09-04,,,,,,,,,,,,,,
+Amaravati,2019-09-05,,,,,,,,,,,,,,
+Amaravati,2019-09-06,,,,,,,,,,,,,,
+Amaravati,2019-09-07,,,,,,,,,,,,,,
+Amaravati,2019-09-08,,,,,,,,,,,,,,
+Amaravati,2019-09-09,,,,,,,,,,,,,,
+Amaravati,2019-09-10,,,,,,,,,,,,,,
+Amaravati,2019-09-11,,,,,,,,,,,,,,
+Amaravati,2019-09-12,,,,,,,,,,,,,,
+Amaravati,2019-09-13,,,,,,,,,,,,,,
+Amaravati,2019-09-14,,,,,,,,,,,,,,
+Amaravati,2019-09-15,,,,,,,,,,,,,,
+Amaravati,2019-09-16,,,,,,,,,,,,,,
+Amaravati,2019-09-17,,,,,,,,,,,,,,
+Amaravati,2019-09-18,,,,,,,,,,,,,,
+Amaravati,2019-09-19,,,,,,,,,,,,,,
+Amaravati,2019-09-20,,,,,,,,,,,,,,
+Amaravati,2019-09-21,,,,,,,,,,,,,,
+Amaravati,2019-09-22,,,,,,,,,,,,,,
+Amaravati,2019-09-23,,,,,,,,,,,,,,
+Amaravati,2019-09-24,,,,,,,,,,,,,,
+Amaravati,2019-09-25,,,,,,,,,,,,,,
+Amaravati,2019-09-26,,,,,,,,,,,,,,
+Amaravati,2019-09-27,,,,,,,,,,,,,,
+Amaravati,2019-09-28,,,,,,,,,,,,,,
+Amaravati,2019-09-29,,,,,,,,,,,,,,
+Amaravati,2019-09-30,,,,,,,,,,,,,,
+Amaravati,2019-10-01,,,,,,,,,,,,,,
+Amaravati,2019-10-02,,,,,,,,,,,,,,
+Amaravati,2019-10-03,,,,,,,,,,,,,,
+Amaravati,2019-10-04,,,,,,,,,,,,,,
+Amaravati,2019-10-05,,,,,,,,,,,,,,
+Amaravati,2019-10-06,,,,,,,,,,,,,,
+Amaravati,2019-10-07,21.0,34.78,2.21,12.32,6.04,20.39,0.45,16.43,37.42,0.11,0.86,0.24,,
+Amaravati,2019-10-08,23.31,39.09,2.21,12.18,8.29,17.46,0.55,18.77,31.69,0.05,1.04,0.3,50.0,Good
+Amaravati,2019-10-09,27.63,44.01,3.3,11.48,8.92,17.92,0.89,18.89,31.23,0.15,1.48,0.26,78.0,Satisfactory
+Amaravati,2019-10-10,21.05,31.3,5.93,14.29,12.62,11.94,0.7,12.85,24.81,0.16,2.59,0.27,45.0,Good
+Amaravati,2019-10-11,18.12,33.96,5.09,11.78,10.49,12.69,0.46,14.24,17.41,0.12,2.45,0.54,43.0,Good
+Amaravati,2019-10-12,7.09,24.44,2.65,7.41,6.2,10.75,0.65,13.87,29.37,0.14,1.13,0.27,72.0,Satisfactory
+Amaravati,2019-10-13,7.08,21.25,3.19,7.96,6.83,9.64,0.45,13.99,26.75,0.05,1.45,0.37,46.0,Good
+Amaravati,2019-10-14,9.79,26.48,3.35,11.9,9.14,8.4,0.65,14.02,30.06,0.08,1.85,0.39,74.0,Satisfactory
+Amaravati,2019-10-15,32.29,56.07,2.67,12.02,8.66,12.43,0.72,15.53,47.76,0.37,4.97,0.46,55.0,Satisfactory
+Amaravati,2019-10-16,40.0,67.65,3.08,13.18,9.6,12.31,0.64,15.3,51.95,0.34,4.49,0.32,72.0,Satisfactory
+Amaravati,2019-10-17,19.31,36.71,5.32,13.02,11.34,10.32,0.52,11.22,28.81,0.26,4.8,0.42,51.0,Satisfactory
+Amaravati,2019-10-18,9.48,25.78,3.47,11.3,8.92,9.41,0.58,12.14,27.95,0.13,2.5,0.32,43.0,Good
+Amaravati,2019-10-19,13.78,24.72,3.08,10.61,8.24,10.25,0.47,11.83,29.61,0.21,3.14,0.24,41.0,Good
+Amaravati,2019-10-20,8.12,21.82,1.93,7.85,5.75,8.66,0.53,11.39,34.36,0.08,2.0,0.18,52.0,Satisfactory
+Amaravati,2019-10-21,9.99,25.65,3.25,12.56,9.33,8.36,0.72,8.72,29.54,0.2,3.97,0.22,72.0,Satisfactory
+Amaravati,2019-10-22,9.29,20.41,8.72,16.43,15.93,7.32,0.59,11.26,25.66,0.25,2.18,0.28,44.0,Good
+Amaravati,2019-10-23,11.75,23.54,3.84,13.51,10.4,8.03,0.72,10.68,23.48,0.15,1.74,0.16,71.0,Satisfactory
+Amaravati,2019-10-24,7.14,23.73,4.15,11.84,9.76,7.79,0.5,8.21,28.73,0.19,1.11,0.23,40.0,Good
+Amaravati,2019-10-25,7.53,26.41,3.75,10.7,8.83,7.21,0.46,5.29,25.04,0.14,1.46,0.16,39.0,Good
+Amaravati,2019-10-26,11.82,27.75,3.59,11.1,8.92,7.35,0.72,9.54,24.82,0.2,3.1,0.22,69.0,Satisfactory
+Amaravati,2019-10-27,18.57,36.29,3.0,9.97,7.46,8.32,0.76,14.66,22.53,0.23,3.37,0.22,49.0,Good
+Amaravati,2019-10-28,38.32,53.68,3.85,9.76,8.42,7.89,0.55,18.55,30.26,0.24,2.71,0.17,67.0,Satisfactory
+Amaravati,2019-10-29,19.51,39.12,3.98,13.01,10.25,8.33,0.65,15.46,29.36,0.22,3.84,0.24,48.0,Good
+Amaravati,2019-10-30,18.54,35.57,6.02,13.63,12.23,8.18,0.62,12.08,28.76,0.2,2.33,0.22,48.0,Good
+Amaravati,2019-10-31,12.01,28.41,7.47,13.82,13.43,6.44,0.64,11.34,25.6,0.27,4.01,0.29,45.0,Good
+Amaravati,2019-11-01,12.95,35.12,6.0,13.44,12.11,6.68,0.58,12.65,31.2,0.17,2.21,0.2,64.0,Satisfactory
+Amaravati,2019-11-02,18.41,39.48,7.8,11.45,12.51,7.12,0.6,11.51,31.08,0.16,1.6,0.16,49.0,Good
+Amaravati,2019-11-03,42.98,74.55,5.08,15.53,12.48,9.29,0.67,12.3,45.78,0.31,2.35,0.18,74.0,Satisfactory
+Amaravati,2019-11-04,56.76,101.39,4.62,20.7,14.85,10.74,0.68,17.89,41.87,0.44,5.99,0.21,94.0,Satisfactory
+Amaravati,2019-11-05,78.45,137.41,6.19,26.0,19.23,11.21,0.82,29.06,42.11,0.59,5.45,0.28,122.0,Moderate
+Amaravati,2019-11-06,89.53,148.15,4.0,22.79,15.39,13.0,0.89,20.75,42.72,0.79,9.7,0.27,190.0,Moderate
+Amaravati,2019-11-07,85.95,135.44,4.35,24.78,16.8,13.37,1.04,15.74,47.62,0.58,5.05,0.22,198.0,Moderate
+Amaravati,2019-11-08,81.5,128.86,3.06,20.13,13.3,13.9,0.93,21.32,52.53,0.46,4.72,0.17,174.0,Moderate
+Amaravati,2019-11-09,77.93,128.41,2.23,14.09,9.4,13.92,0.75,20.18,58.79,0.59,4.45,0.19,168.0,Moderate
+Amaravati,2019-11-10,51.46,82.75,1.84,12.24,8.01,11.48,0.64,11.75,44.89,0.49,2.46,0.12,126.0,Moderate
+Amaravati,2019-11-11,39.26,68.41,2.81,16.23,10.92,10.87,0.67,10.97,39.44,0.33,2.9,0.11,77.0,Satisfactory
+Amaravati,2019-11-12,37.5,69.2,4.33,20.42,14.47,10.74,0.91,11.84,34.42,0.22,2.58,0.16,94.0,Satisfactory
+Amaravati,2019-11-13,45.41,76.67,2.6,14.75,10.05,10.82,0.64,13.6,50.03,0.26,4.34,0.1,73.0,Satisfactory
+Amaravati,2019-11-14,50.33,91.06,3.02,16.68,11.42,10.46,0.93,10.82,59.48,0.36,2.64,0.24,101.0,Moderate
+Amaravati,2019-11-15,60.86,97.67,2.41,13.27,9.11,10.84,0.8,15.36,60.81,0.28,3.78,0.11,100.0,Satisfactory
+Amaravati,2019-11-16,64.88,104.25,2.5,15.42,10.32,11.54,1.04,15.4,47.96,0.35,4.66,0.17,115.0,Moderate
+Amaravati,2019-11-17,63.97,109.47,2.43,18.14,11.62,11.38,0.83,22.37,37.65,0.21,4.76,0.12,127.0,Moderate
+Amaravati,2019-11-18,42.45,72.25,2.7,14.32,9.89,10.74,0.81,15.71,37.44,0.16,2.7,0.14,90.0,Satisfactory
+Amaravati,2019-11-19,62.31,89.89,2.51,14.9,10.06,12.77,1.0,16.91,49.95,0.22,1.34,0.18,98.0,Satisfactory
+Amaravati,2019-11-20,80.27,113.24,2.34,12.84,8.83,13.44,0.79,14.86,60.68,0.31,1.85,0.12,162.0,Moderate
+Amaravati,2019-11-21,63.19,97.39,2.34,13.46,9.15,11.1,0.98,12.61,65.38,0.48,2.41,0.1,141.0,Moderate
+Amaravati,2019-11-22,53.15,87.02,2.74,15.54,10.58,9.58,0.65,7.74,55.76,0.6,12.8,0.11,94.0,Satisfactory
+Amaravati,2019-11-23,63.39,100.23,2.4,15.36,10.21,11.13,0.71,12.64,48.1,0.63,6.28,0.17,97.0,Satisfactory
+Amaravati,2019-11-24,76.12,111.89,1.96,16.19,10.21,11.83,0.83,13.3,51.68,0.66,8.57,0.17,136.0,Moderate
+Amaravati,2019-11-25,83.5,121.3,2.75,15.78,10.74,13.62,0.81,14.34,61.97,0.56,4.21,0.14,167.0,Moderate
+Amaravati,2019-11-26,79.85,124.9,2.61,16.51,10.24,13.29,1.15,17.76,62.87,0.73,3.13,0.16,174.0,Moderate
+Amaravati,2019-11-27,68.76,109.47,2.82,21.1,13.61,11.88,0.92,19.3,55.76,0.71,6.18,0.2,151.0,Moderate
+Amaravati,2019-11-28,57.83,88.67,2.46,14.13,9.61,10.05,0.78,15.1,51.67,0.4,2.13,0.15,121.0,Moderate
+Amaravati,2019-11-29,35.69,63.76,2.11,14.42,9.39,9.11,0.67,14.59,43.35,0.49,8.64,0.14,78.0,Satisfactory
+Amaravati,2019-11-30,55.2,86.24,2.55,12.3,8.72,11.27,0.81,18.46,44.15,0.21,4.76,0.1,79.0,Satisfactory
+Amaravati,2019-12-01,65.14,106.58,2.68,16.03,10.7,15.72,0.95,9.83,43.92,0.15,2.41,,94.0,Satisfactory
+Amaravati,2019-12-02,55.72,86.96,2.85,13.9,9.8,14.4,0.7,10.3,42.3,0.21,1.95,0.1,98.0,Satisfactory
+Amaravati,2019-12-03,63.99,97.97,2.93,14.49,10.18,17.28,0.72,14.19,43.47,0.28,2.0,0.1,100.0,Satisfactory
+Amaravati,2019-12-04,77.57,114.45,3.06,14.81,10.46,20.71,0.83,14.99,56.45,0.36,1.69,0.11,156.0,Moderate
+Amaravati,2019-12-05,82.76,122.21,3.15,22.64,14.7,18.82,0.78,29.74,55.26,0.85,8.1,0.14,160.0,Moderate
+Amaravati,2019-12-06,90.54,132.55,3.23,23.89,15.42,16.04,1.0,19.16,63.55,0.73,6.25,0.1,185.0,Moderate
+Amaravati,2019-12-07,61.25,98.77,3.05,19.42,12.92,12.59,0.95,17.57,60.61,0.86,7.98,,174.0,Moderate
+Amaravati,2019-12-08,36.75,63.62,2.46,12.29,8.54,11.52,0.56,12.2,42.28,0.18,2.81,,79.0,Satisfactory
+Amaravati,2019-12-09,24.96,49.69,4.02,15.4,11.55,10.42,0.52,13.35,37.78,0.24,7.47,,61.0,Satisfactory
+Amaravati,2019-12-10,39.12,69.06,5.93,24.73,17.97,14.14,0.77,10.8,34.82,0.71,8.37,0.13,83.0,Satisfactory
+Amaravati,2019-12-11,51.44,82.17,4.9,22.53,15.96,13.61,0.68,12.58,36.02,0.76,4.92,0.16,86.0,Satisfactory
+Amaravati,2019-12-12,38.89,66.08,3.95,18.7,13.15,13.46,0.62,10.22,36.73,0.88,12.73,0.15,72.0,Satisfactory
+Amaravati,2019-12-13,35.8,62.14,3.3,16.11,11.24,16.42,0.62,12.83,39.73,0.49,4.63,0.12,66.0,Satisfactory
+Amaravati,2019-12-14,39.06,63.53,2.22,13.1,8.77,14.38,0.55,13.87,41.66,0.44,12.72,0.1,64.0,Satisfactory
+Amaravati,2019-12-15,47.53,79.0,2.62,17.58,11.48,13.85,0.65,17.05,41.13,0.66,10.29,0.19,73.0,Satisfactory
+Amaravati,2019-12-16,46.6,78.44,4.18,17.93,12.93,14.81,0.62,18.96,43.5,0.59,6.47,0.18,76.0,Satisfactory
+Amaravati,2019-12-17,67.15,107.1,4.36,25.62,17.18,19.74,0.84,12.22,47.84,1.2,9.82,0.25,96.0,Satisfactory
+Amaravati,2019-12-18,66.82,105.01,2.43,17.15,11.09,19.94,0.75,12.67,53.85,1.3,12.96,0.23,137.0,Moderate
+Amaravati,2019-12-19,83.16,120.25,2.51,17.41,11.31,23.06,0.76,17.03,49.59,1.33,14.69,0.13,138.0,Moderate
+Amaravati,2019-12-20,79.92,119.82,2.56,19.92,12.69,20.43,0.9,23.63,43.53,0.87,3.69,0.15,188.0,Moderate
+Amaravati,2019-12-21,83.64,118.52,1.83,15.67,9.82,19.48,0.84,16.5,50.47,0.94,4.12,0.12,166.0,Moderate
+Amaravati,2019-12-22,72.34,103.82,1.6,13.46,8.46,18.4,0.71,17.81,56.41,0.75,5.72,0.11,162.0,Moderate
+Amaravati,2019-12-23,72.99,104.91,1.88,13.46,8.68,17.61,0.69,11.56,57.63,0.93,4.69,0.12,147.0,Moderate
+Amaravati,2019-12-24,76.56,115.06,1.87,14.77,9.37,16.52,0.82,14.21,56.77,0.98,5.28,0.11,138.0,Moderate
+Amaravati,2019-12-25,84.51,120.22,1.73,13.16,8.41,14.6,0.95,17.69,54.0,1.19,3.31,0.12,194.0,Moderate
+Amaravati,2019-12-26,50.52,81.46,2.37,14.79,9.79,13.24,0.59,13.86,32.95,0.89,2.1,0.12,114.0,Moderate
+Amaravati,2019-12-27,41.79,73.58,3.48,17.65,12.21,13.75,0.63,14.1,29.21,0.74,2.45,0.13,77.0,Satisfactory
+Amaravati,2019-12-28,57.09,88.15,2.19,15.8,10.17,15.74,0.78,9.56,35.44,0.92,2.46,0.12,79.0,Satisfactory
+Amaravati,2019-12-29,74.45,110.95,1.54,12.5,7.89,16.66,0.75,19.09,59.61,1.04,2.28,0.15,133.0,Moderate
+Amaravati,2019-12-30,59.42,90.44,1.63,12.73,8.09,14.39,0.92,20.55,63.08,0.87,6.68,0.15,131.0,Moderate
+Amaravati,2019-12-31,49.5,80.8,1.67,12.64,8.05,14.44,0.64,17.14,64.8,0.7,1.44,0.11,87.0,Satisfactory
+Amaravati,2020-01-01,59.64,88.85,1.67,12.12,7.81,14.99,0.77,17.53,57.26,0.89,3.38,0.12,96.0,Satisfactory
+Amaravati,2020-01-02,42.46,65.39,1.72,12.17,7.87,14.75,0.73,17.09,55.17,0.79,2.12,0.11,82.0,Satisfactory
+Amaravati,2020-01-03,39.07,62.93,1.81,13.53,8.67,14.43,0.69,22.14,43.7,0.77,3.4,0.17,76.0,Satisfactory
+Amaravati,2020-01-04,22.79,38.35,2.27,18.79,11.83,14.34,0.64,19.87,23.59,0.6,5.88,0.24,47.0,Good
+Amaravati,2020-01-05,37.81,56.66,1.73,12.98,8.31,20.69,0.63,14.68,36.53,0.6,1.94,0.14,55.0,Satisfactory
+Amaravati,2020-01-06,38.82,61.4,1.9,11.64,7.75,21.22,0.65,18.74,48.53,0.58,1.28,0.11,66.0,Satisfactory
+Amaravati,2020-01-07,69.49,97.7,1.95,12.04,8.0,20.46,0.68,17.89,59.37,0.71,1.24,0.1,109.0,Moderate
+Amaravati,2020-01-08,53.32,75.4,1.81,11.47,7.58,16.98,0.64,15.37,53.9,0.55,1.0,0.1,103.0,Moderate
+Amaravati,2020-01-09,37.23,62.09,1.83,13.23,8.52,15.63,0.53,13.54,46.31,0.5,0.92,0.11,78.0,Satisfactory
+Amaravati,2020-01-10,51.22,84.62,3.18,21.49,14.02,17.07,0.67,20.19,36.26,0.85,4.41,0.21,70.0,Satisfactory
+Amaravati,2020-01-11,66.57,100.98,1.91,16.47,10.31,18.55,0.76,18.45,37.24,0.65,2.92,0.19,110.0,Moderate
+Amaravati,2020-01-12,78.28,109.42,2.34,16.82,10.84,18.62,0.8,24.75,47.01,0.74,3.26,0.12,147.0,Moderate
+Amaravati,2020-01-13,85.67,121.55,2.61,20.64,13.1,20.95,0.95,32.97,47.84,1.08,5.83,0.22,177.0,Moderate
+Amaravati,2020-01-14,82.66,111.92,1.62,14.0,8.76,19.57,0.85,17.11,56.49,0.91,1.78,0.13,168.0,Moderate
+Amaravati,2020-01-15,68.4,90.93,1.72,11.06,7.27,19.03,0.76,18.33,48.09,0.79,1.9,0.13,163.0,Moderate
+Amaravati,2020-01-16,56.44,75.95,1.57,10.33,6.65,21.41,0.64,9.86,47.51,0.52,2.58,0.1,108.0,Moderate
+Amaravati,2020-01-17,45.81,66.69,2.1,11.52,7.83,15.1,0.66,15.86,44.3,0.52,1.06,0.1,82.0,Satisfactory
+Amaravati,2020-01-18,31.59,51.42,2.23,8.68,6.43,12.88,0.6,12.33,35.43,0.23,0.95,0.1,60.0,Satisfactory
+Amaravati,2020-01-19,36.62,58.14,2.01,10.43,7.18,13.99,0.69,16.57,35.86,0.26,0.79,0.1,58.0,Satisfactory
+Amaravati,2020-01-20,31.22,57.33,3.69,16.9,11.99,14.42,0.63,14.64,33.25,0.38,1.44,0.14,62.0,Satisfactory
+Amaravati,2020-01-21,29.88,55.3,4.31,15.62,11.81,16.82,0.63,14.09,35.92,0.41,1.34,0.14,63.0,Satisfactory
+Amaravati,2020-01-22,37.56,65.26,2.86,14.76,10.17,17.54,0.65,14.71,41.22,0.37,1.33,0.11,63.0,Satisfactory
+Amaravati,2020-01-23,59.33,93.3,3.08,17.94,12.04,18.24,0.75,18.29,40.9,0.43,1.41,0.15,87.0,Satisfactory
+Amaravati,2020-01-24,61.4,96.6,2.53,15.34,10.21,18.05,0.73,23.54,43.29,0.69,2.14,0.14,101.0,Moderate
+Amaravati,2020-01-25,51.18,76.33,1.67,11.66,7.55,18.53,0.64,18.69,46.21,0.49,0.9,0.1,98.0,Satisfactory
+Amaravati,2020-01-26,38.39,63.99,2.48,15.39,10.2,16.55,0.61,20.0,36.83,0.46,1.14,0.15,77.0,Satisfactory
+Amaravati,2020-01-27,34.56,62.65,2.89,16.51,11.14,17.89,0.57,19.73,44.57,0.42,0.92,0.13,74.0,Satisfactory
+Amaravati,2020-01-28,33.62,60.66,2.5,14.78,9.89,16.7,0.52,20.29,36.88,0.32,0.61,0.12,65.0,Satisfactory
+Amaravati,2020-01-29,29.98,51.68,2.24,9.21,6.72,17.48,0.52,12.76,32.35,0.23,0.36,0.11,59.0,Satisfactory
+Amaravati,2020-01-30,32.18,60.01,2.65,13.11,9.13,15.9,0.55,15.43,36.9,0.31,0.65,0.1,59.0,Satisfactory
+Amaravati,2020-01-31,26.72,53.9,3.71,15.53,11.29,15.51,0.49,19.06,32.28,0.34,0.8,0.12,66.0,Satisfactory
+Amaravati,2020-02-01,21.22,43.36,2.75,12.12,8.68,13.05,0.45,18.25,31.33,0.24,0.49,0.12,52.0,Satisfactory
+Amaravati,2020-02-02,19.94,42.27,2.1,10.35,7.22,13.25,0.47,13.38,31.97,0.26,0.91,0.13,47.0,Good
+Amaravati,2020-02-03,24.44,47.41,3.38,12.27,9.27,14.49,0.54,15.16,30.12,0.36,0.95,0.17,48.0,Good
+Amaravati,2020-02-04,27.24,49.64,3.19,14.18,10.14,14.24,0.52,16.38,32.33,0.36,0.82,0.17,54.0,Satisfactory
+Amaravati,2020-02-05,25.74,46.38,2.92,11.44,8.46,15.08,0.52,19.32,36.58,0.33,0.67,0.13,54.0,Satisfactory
+Amaravati,2020-02-06,20.12,42.08,4.32,14.78,11.37,14.0,0.52,15.01,27.59,0.38,1.08,0.17,47.0,Good
+Amaravati,2020-02-07,16.85,37.38,2.13,9.88,6.98,14.69,0.44,18.3,36.72,0.18,0.33,0.13,44.0,Good
+Amaravati,2020-02-08,22.46,41.78,1.94,10.81,7.33,15.98,0.38,20.25,35.46,0.23,0.33,0.1,45.0,Good
+Amaravati,2020-02-09,38.73,63.42,2.15,16.17,10.34,15.89,0.62,17.41,35.62,0.69,2.28,0.17,51.0,Satisfactory
+Amaravati,2020-02-10,36.26,56.64,2.36,14.25,9.51,18.78,0.53,17.68,46.43,0.58,1.45,0.12,65.0,Satisfactory
+Amaravati,2020-02-11,45.14,73.27,2.37,13.84,9.3,18.61,0.6,18.99,53.62,0.64,1.74,0.14,70.0,Satisfactory
+Amaravati,2020-02-12,59.61,94.82,2.4,17.03,11.02,19.76,0.67,21.32,55.77,0.74,3.79,0.13,86.0,Satisfactory
+Amaravati,2020-02-13,61.24,99.2,3.15,25.9,16.33,20.39,0.64,34.59,46.13,0.73,2.66,0.21,110.0,Moderate
+Amaravati,2020-02-14,43.11,76.55,2.24,16.21,10.44,18.22,0.52,23.05,46.64,0.45,1.41,0.13,87.0,Satisfactory
+Amaravati,2020-02-15,64.53,110.64,2.58,23.25,14.46,21.25,0.78,27.95,53.69,1.01,5.19,0.37,103.0,Moderate
+Amaravati,2020-02-16,37.53,64.2,1.97,14.1,9.09,21.98,0.44,15.75,40.59,0.41,1.1,0.14,88.0,Satisfactory
+Amaravati,2020-02-17,29.12,54.82,3.8,14.06,10.57,18.64,0.44,19.12,41.62,0.39,1.15,0.14,66.0,Satisfactory
+Amaravati,2020-02-18,31.68,62.23,2.77,14.53,9.98,18.14,0.48,20.98,37.94,0.46,1.51,0.18,66.0,Satisfactory
+Amaravati,2020-02-19,40.98,69.15,2.22,14.6,9.58,19.11,0.46,18.62,39.9,0.33,0.97,0.14,65.0,Satisfactory
+Amaravati,2020-02-20,49.1,74.88,2.17,12.98,8.68,17.4,0.44,17.74,49.28,0.31,0.67,0.14,77.0,Satisfactory
+Amaravati,2020-02-21,35.92,61.83,1.79,11.83,7.74,13.53,0.47,16.2,42.11,0.38,1.02,0.16,74.0,Satisfactory
+Amaravati,2020-02-22,27.13,54.16,1.78,12.98,8.34,10.6,0.48,20.2,39.74,0.49,6.94,0.13,60.0,Satisfactory
+Amaravati,2020-02-23,34.81,62.43,1.99,14.44,9.3,12.6,0.77,13.0,44.47,0.44,2.7,0.15,82.0,Satisfactory
+Amaravati,2020-02-24,31.66,53.22,1.94,9.29,6.53,14.42,0.62,15.94,46.68,0.18,1.19,0.12,68.0,Satisfactory
+Amaravati,2020-02-25,24.86,47.43,2.38,10.73,7.64,12.94,0.61,16.73,39.9,0.22,0.5,0.12,53.0,Satisfactory
+Amaravati,2020-02-26,31.28,59.42,2.46,13.15,8.99,15.78,0.81,19.56,40.48,0.43,1.57,0.18,78.0,Satisfactory
+Amaravati,2020-02-27,38.85,67.95,2.65,13.49,9.33,14.82,0.86,22.27,43.97,0.28,1.8,0.16,73.0,Satisfactory
+Amaravati,2020-02-28,31.99,57.18,2.22,10.99,7.67,14.0,0.66,23.6,51.47,0.43,1.47,0.11,68.0,Satisfactory
+Amaravati,2020-02-29,35.99,59.72,1.87,10.24,6.96,13.49,0.52,18.21,51.81,0.32,0.83,0.12,65.0,Satisfactory
+Amaravati,2020-03-01,32.99,56.46,1.68,8.29,5.77,12.67,0.48,19.32,52.32,0.26,0.5,0.13,67.0,Satisfactory
+Amaravati,2020-03-02,39.84,62.14,2.35,11.69,8.11,12.86,0.56,24.7,49.09,0.25,0.63,0.17,67.0,Satisfactory
+Amaravati,2020-03-03,40.19,64.95,2.55,10.71,7.77,12.84,0.58,22.82,45.68,0.27,0.64,0.14,70.0,Satisfactory
+Amaravati,2020-03-04,35.95,59.47,2.76,12.61,8.95,12.21,0.55,17.88,38.71,0.28,0.69,0.12,66.0,Satisfactory
+Amaravati,2020-03-05,20.14,31.66,2.18,7.85,5.94,10.82,0.49,18.35,26.21,0.13,0.32,0.1,47.0,Good
+Amaravati,2020-03-06,19.0,31.65,1.94,5.45,4.48,10.31,0.48,17.86,29.66,0.14,0.18,,36.0,Good
+Amaravati,2020-03-07,14.26,24.49,2.46,6.19,5.28,10.4,0.52,12.13,26.65,0.13,0.29,0.1,35.0,Good
+Amaravati,2020-03-08,10.28,22.95,2.09,8.15,6.03,8.47,0.49,29.5,24.62,0.1,0.42,0.1,35.0,Good
+Amaravati,2020-03-09,12.37,22.79,3.17,9.77,7.78,9.65,0.54,18.18,19.25,0.09,0.69,0.1,42.0,Good
+Amaravati,2020-03-10,10.63,22.11,2.43,7.78,6.12,9.32,0.46,25.19,24.48,0.09,0.56,0.1,35.0,Good
+Amaravati,2020-03-11,11.08,19.3,2.13,5.99,4.92,8.81,0.48,20.86,23.99,0.03,0.33,,35.0,Good
+Amaravati,2020-03-12,12.73,24.73,2.25,5.62,4.83,10.53,0.49,17.37,25.1,0.01,0.26,,38.0,Good
+Amaravati,2020-03-13,18.17,33.52,2.24,5.74,4.88,9.23,0.45,14.83,25.04,0.02,0.24,,35.0,Good
+Amaravati,2020-03-14,23.78,44.16,1.98,8.07,5.91,9.98,0.49,21.65,27.22,0.11,0.65,0.18,48.0,Good
+Amaravati,2020-03-15,25.83,45.42,2.21,7.94,6.02,9.82,0.47,22.1,28.67,0.18,0.78,0.19,48.0,Good
+Amaravati,2020-03-16,27.28,47.52,2.65,9.42,7.16,10.82,0.57,19.49,28.25,0.19,0.88,0.13,48.0,Good
+Amaravati,2020-03-17,31.49,49.92,1.93,8.93,6.32,10.09,0.64,19.67,34.5,0.18,0.6,0.1,54.0,Satisfactory
+Amaravati,2020-03-18,19.45,36.11,2.41,9.54,7.05,9.35,0.58,16.2,31.44,0.11,0.56,0.1,48.0,Good
+Amaravati,2020-03-19,18.86,35.92,2.32,8.13,6.23,9.31,0.55,19.8,32.35,0.1,0.56,0.1,51.0,Satisfactory
+Amaravati,2020-03-20,15.23,28.92,2.14,7.4,5.67,10.07,0.49,25.54,28.78,0.08,0.51,0.1,43.0,Good
+Amaravati,2020-03-21,13.9,26.07,1.78,5.15,4.18,8.51,0.49,23.29,25.43,0.04,0.29,0.15,37.0,Good
+Amaravati,2020-03-22,25.49,42.7,1.46,4.19,3.42,10.08,0.48,23.0,27.87,0.05,0.24,,39.0,Good
+Amaravati,2020-03-23,26.01,50.98,1.54,4.65,3.73,8.62,0.45,24.44,29.73,0.07,0.33,0.1,51.0,Satisfactory
+Amaravati,2020-03-24,17.19,39.17,1.39,4.81,3.69,7.58,0.46,20.71,28.52,0.08,0.42,0.14,47.0,Good
+Amaravati,2020-03-25,16.77,35.65,1.38,4.29,3.41,7.58,1.47,18.95,27.74,0.07,0.33,0.1,101.0,Moderate
+Amaravati,2020-03-26,23.67,44.23,1.58,4.99,3.94,7.93,0.66,18.8,29.32,0.15,0.66,0.16,108.0,Moderate
+Amaravati,2020-03-27,25.36,50.63,1.51,4.69,3.74,8.2,0.23,21.49,37.28,0.08,0.31,0.1,52.0,Satisfactory
+Amaravati,2020-03-28,25.12,52.01,1.52,4.71,3.74,7.88,0.25,22.1,43.19,0.09,0.39,0.15,61.0,Satisfactory
+Amaravati,2020-03-29,26.96,53.31,1.29,5.11,3.77,7.91,0.37,19.29,38.57,0.13,0.65,0.1,58.0,Satisfactory
+Amaravati,2020-03-30,30.36,60.36,1.45,5.2,3.92,8.01,0.37,22.14,45.51,0.11,0.25,,58.0,Satisfactory
+Amaravati,2020-03-31,29.86,55.8,1.39,4.52,3.54,8.81,0.28,23.12,44.17,0.08,0.33,0.1,69.0,Satisfactory
+Amaravati,2020-04-01,34.77,63.95,1.4,5.03,3.81,9.07,0.25,25.11,40.76,0.11,0.47,0.1,69.0,Satisfactory
+Amaravati,2020-04-02,29.77,59.98,1.38,4.32,3.42,8.71,,20.53,32.28,0.07,0.29,0.1,59.0,Satisfactory
+Amaravati,2020-04-03,30.52,54.56,1.38,4.05,3.27,8.95,,29.01,19.3,0.04,0.33,,59.0,Satisfactory
+Amaravati,2020-04-04,30.58,53.17,1.41,3.65,3.09,8.16,,21.14,30.65,0.05,0.2,0.1,55.0,Satisfactory
+Amaravati,2020-04-05,23.9,46.95,1.34,3.93,3.18,7.68,,19.38,25.31,0.02,0.26,0.18,51.0,Satisfactory
+Amaravati,2020-04-06,16.28,33.84,1.54,3.77,3.25,7.66,,20.08,17.23,0.02,0.18,,39.0,Good
+Amaravati,2020-04-07,11.01,28.46,1.46,3.53,3.07,7.63,,17.69,16.26,0.04,0.19,,30.0,Good
+Amaravati,2020-04-08,16.58,36.98,1.45,4.27,3.46,7.28,,19.86,25.67,0.01,0.22,0.1,38.0,Good
+Amaravati,2020-04-09,18.11,38.01,1.51,5.44,4.12,7.74,,24.28,43.68,0.15,0.49,0.1,52.0,Satisfactory
+Amaravati,2020-04-10,21.17,41.26,1.3,6.54,4.25,6.25,0.0,13.94,36.65,0.32,1.26,0.17,53.0,Satisfactory
+Amaravati,2020-04-11,13.72,31.06,1.4,4.58,3.58,6.74,0.0,15.56,26.1,0.05,0.54,0.16,42.0,Good
+Amaravati,2020-04-12,16.75,36.94,1.33,4.59,3.53,6.79,0.0,13.59,25.74,0.05,0.36,,44.0,Good
+Amaravati,2020-04-13,18.38,40.46,1.31,4.91,3.66,7.17,0.0,14.3,27.51,0.05,0.38,0.1,47.0,Good
+Amaravati,2020-04-14,19.77,45.79,1.4,4.99,3.77,7.23,0.0,14.56,26.57,0.06,0.36,,50.0,Good
+Amaravati,2020-04-15,18.62,45.2,1.48,4.5,3.6,6.92,0.0,14.12,30.13,0.06,0.29,0.1,51.0,Satisfactory
+Amaravati,2020-04-16,17.21,38.03,1.45,4.4,3.53,6.84,0.0,13.37,24.22,0.03,0.28,,43.0,Good
+Amaravati,2020-04-17,13.28,40.72,1.37,4.83,3.68,7.29,0.0,12.24,25.98,0.06,0.31,0.1,40.0,Good
+Amaravati,2020-04-18,7.38,26.67,1.37,3.7,3.09,6.49,,13.63,25.12,0.02,0.25,,41.0,Good
+Amaravati,2020-04-19,7.59,24.92,1.44,3.52,3.04,6.17,,13.62,23.68,0.03,0.23,,35.0,Good
+Amaravati,2020-04-20,7.81,23.53,1.5,4.13,3.42,6.17,,15.82,19.01,0.01,0.25,0.1,30.0,Good
+Amaravati,2020-04-21,7.35,20.8,1.47,4.16,3.4,5.9,,13.92,18.71,0.02,0.25,,26.0,Good
+Amaravati,2020-04-22,9.51,24.12,1.32,3.97,2.97,6.56,0.0,12.29,19.18,0.05,0.23,,26.0,Good
+Amaravati,2020-04-23,11.34,26.66,1.39,3.97,3.24,6.59,0.0,,21.01,0.02,0.23,,30.0,Good
+Amaravati,2020-04-24,9.36,26.24,1.39,3.87,3.19,6.41,0.0,,22.75,0.02,0.19,,31.0,Good
+Amaravati,2020-04-25,14.44,38.88,1.36,4.26,3.38,6.81,0.0,,31.0,0.0,0.2,,43.0,Good
+Amaravati,2020-04-26,11.9,29.15,1.33,6.18,4.37,5.43,0.0,,44.57,0.06,0.31,,56.0,Satisfactory
+Amaravati,2020-04-27,16.45,32.26,1.41,5.66,4.17,7.0,0.0,,36.76,0.06,0.24,,52.0,Satisfactory
+Amaravati,2020-04-28,10.61,33.88,1.46,5.21,3.95,5.9,0.0,,32.29,0.05,0.43,0.12,41.0,Good
+Amaravati,2020-04-29,35.38,63.42,1.42,11.76,7.42,7.98,0.0,,34.99,0.36,0.81,0.1,43.0,Good
+Amaravati,2020-04-30,26.8,50.65,1.35,6.22,4.41,7.86,0.0,19.3,39.46,0.08,0.47,,56.0,Satisfactory
+Amaravati,2020-05-01,28.33,54.31,1.4,4.92,3.75,9.08,,14.34,37.13,0.03,0.3,,51.0,Satisfactory
+Amaravati,2020-05-02,24.11,50.38,1.37,4.1,3.3,9.1,,8.61,36.34,0.01,0.22,,60.0,Satisfactory
+Amaravati,2020-05-03,21.42,54.69,1.45,4.25,3.44,8.33,,7.58,31.83,0.01,0.25,,52.0,Satisfactory
+Amaravati,2020-05-04,22.79,56.2,1.46,4.24,3.44,8.16,,7.55,30.11,0.03,0.25,,55.0,Satisfactory
+Amaravati,2020-05-05,,11.0,1.12,10.39,4.17,5.07,,20.43,13.04,0.02,0.2,,58.0,Satisfactory
+Amaravati,2020-05-06,14.28,35.43,1.65,5.46,4.24,8.57,,6.68,19.59,0.02,0.29,,44.0,Good
+Amaravati,2020-05-07,18.76,41.98,1.52,5.55,3.77,8.35,,7.49,19.9,0.02,0.33,,45.0,Good
+Amaravati,2020-05-08,18.81,47.91,1.44,5.84,4.27,8.22,,8.18,23.44,0.02,0.28,,43.0,Good
+Amaravati,2020-05-09,18.48,43.55,1.28,4.73,3.54,7.79,,7.27,24.81,0.02,0.27,,54.0,Satisfactory
+Amaravati,2020-05-10,14.26,34.12,1.36,4.75,3.64,7.39,,8.02,23.19,0.07,0.47,137.45,42.0,Good
+Amaravati,2020-05-11,17.1,44.23,1.56,6.38,4.65,7.21,,5.75,20.46,0.05,0.51,,43.0,Good
+Amaravati,2020-05-12,13.9,36.24,1.5,5.16,3.81,7.31,,13.56,19.85,0.05,0.36,,39.0,Good
+Amaravati,2020-05-13,13.11,36.14,1.52,4.87,3.64,6.48,,9.04,19.71,0.04,0.32,,41.0,Good
+Amaravati,2020-05-14,12.05,34.03,1.5,4.68,3.71,6.75,,7.64,17.21,0.03,0.3,,36.0,Good
+Amaravati,2020-05-15,13.47,36.01,1.52,5.95,4.37,5.54,,8.83,21.83,0.06,0.54,,39.0,Good
+Amaravati,2020-05-16,,35.01,1.47,5.28,4.02,6.14,,9.38,28.31,0.03,0.52,,41.0,Good
+Amaravati,2020-05-17,,44.57,1.78,14.19,8.73,8.16,,11.96,29.87,0.05,0.94,,48.0,Good
+Amaravati,2020-05-18,30.46,54.8,5.95,14.07,12.33,7.88,,10.08,33.55,0.13,1.07,0.1,55.0,Satisfactory
+Amaravati,2020-05-19,34.15,71.94,1.64,15.46,9.56,8.67,,10.28,51.22,0.14,1.45,,77.0,Satisfactory
+Amaravati,2020-05-20,41.46,108.2,1.56,16.97,9.83,9.88,,13.83,49.1,0.31,2.08,0.22,93.0,Satisfactory
+Amaravati,2020-05-21,27.66,102.68,1.43,11.41,6.96,8.65,,10.27,50.56,0.2,1.08,,105.0,Moderate
+Amaravati,2020-05-22,29.9,103.68,1.47,10.11,6.4,11.55,0.38,12.04,52.47,0.16,0.82,0.1,103.0,Moderate
+Amaravati,2020-05-23,21.15,72.04,1.51,4.87,3.81,12.22,0.52,9.79,50.76,0.02,0.24,,88.0,Satisfactory
+Amaravati,2020-05-24,18.09,60.29,1.41,4.2,3.39,10.29,0.45,8.1,48.0,5.09,0.2,4.95,66.0,Satisfactory
+Amaravati,2020-05-25,16.93,57.4,1.42,3.63,3.07,11.22,0.47,7.48,40.43,6.44,0.26,,57.0,Satisfactory
+Amaravati,2020-05-26,22.01,72.96,1.57,3.89,3.35,11.74,0.49,7.24,48.22,0.42,0.31,,69.0,Satisfactory
+Amaravati,2020-05-27,24.22,66.04,1.39,4.33,3.44,11.7,0.5,7.19,24.36,4.9,0.42,84.72,69.0,Satisfactory
+Amaravati,2020-05-28,25.16,66.12,1.57,5.41,4.15,12.46,0.6,7.99,13.71,0.44,0.38,0.1,64.0,Satisfactory
+Amaravati,2020-05-29,20.96,68.44,1.52,5.69,4.27,10.97,0.6,10.85,17.45,0.08,0.49,0.1,70.0,Satisfactory
+Amaravati,2020-05-30,22.5,62.08,1.46,6.94,4.87,10.98,0.57,17.09,21.62,0.09,0.67,0.12,63.0,Satisfactory
+Amaravati,2020-05-31,19.96,58.07,1.42,5.43,4.05,10.08,0.55,9.11,21.51,0.05,0.34,0.3,62.0,Satisfactory
+Amaravati,2020-06-01,8.09,37.02,1.58,9.29,6.22,4.7,0.48,9.85,14.81,0.12,1.75,0.12,46.0,Good
+Amaravati,2020-06-02,12.78,38.24,1.66,9.72,6.52,10.11,0.51,6.61,18.39,0.09,1.19,0.22,41.0,Good
+Amaravati,2020-06-03,10.23,35.22,1.85,10.19,6.6,7.4,0.5,12.47,19.36,0.1,1.18,0.19,40.0,Good
+Amaravati,2020-06-04,7.89,34.52,1.76,11.09,7.33,7.17,0.54,16.74,18.72,0.05,0.45,0.1,39.0,Good
+Amaravati,2020-06-05,9.33,36.04,1.6,8.83,5.99,8.01,0.44,11.48,30.3,0.08,0.47,0.1,58.0,Satisfactory
+Amaravati,2020-06-06,10.14,43.39,1.33,7.06,4.83,6.2,0.42,12.83,35.22,0.09,0.55,0.19,44.0,Good
+Amaravati,2020-06-07,11.49,47.69,1.48,6.9,4.87,6.93,0.42,12.34,38.36,0.06,0.36,0.1,50.0,Good
+Amaravati,2020-06-08,12.19,49.5,1.62,10.16,6.72,7.12,0.44,11.95,38.42,0.1,0.7,0.15,54.0,Satisfactory
+Amaravati,2020-06-09,10.39,44.35,1.56,10.06,6.61,6.04,0.5,15.46,40.05,0.09,0.76,0.22,61.0,Satisfactory
+Amaravati,2020-06-10,10.18,25.24,8.5,15.4,15.51,9.51,0.59,13.75,40.65,0.09,1.21,0.17,58.0,Satisfactory
+Amaravati,2020-06-11,5.6,12.17,2.27,14.58,9.6,9.96,0.51,18.82,42.45,0.11,1.63,0.1,53.0,Satisfactory
+Amaravati,2020-06-12,4.7,12.83,1.66,10.03,6.69,8.76,0.53,13.34,34.37,0.08,0.52,0.1,47.0,Good
+Amaravati,2020-06-13,4.65,12.76,1.48,8.44,5.7,7.97,0.48,12.34,35.22,0.06,0.28,0.1,44.0,Good
+Amaravati,2020-06-14,11.71,25.81,1.6,8.06,5.6,8.67,0.53,16.01,39.34,0.07,0.57,0.29,47.0,Good
+Amaravati,2020-06-15,10.07,24.04,2.12,9.21,6.62,8.73,0.48,12.19,33.82,0.06,0.41,0.1,41.0,Good
+Amaravati,2020-06-16,11.61,31.52,4.88,16.7,12.86,8.35,0.5,16.28,31.19,0.09,0.78,0.36,39.0,Good
+Amaravati,2020-06-17,8.73,18.33,4.64,16.26,11.66,10.3,0.38,17.54,29.47,0.09,0.54,0.2,36.0,Good
+Amaravati,2020-06-18,11.2,27.86,3.27,12.95,9.54,12.91,0.62,17.81,31.9,0.1,0.81,0.19,42.0,Good
+Amaravati,2020-06-19,11.03,34.97,3.18,13.74,9.89,8.92,0.64,10.39,31.37,0.14,1.43,0.32,43.0,Good
+Amaravati,2020-06-20,16.99,45.43,1.52,9.48,6.27,8.6,0.55,11.19,41.25,0.11,1.29,0.16,55.0,Satisfactory
+Amaravati,2020-06-21,12.74,30.83,1.66,10.27,6.81,9.45,0.59,13.28,34.95,0.13,0.77,0.15,50.0,Good
+Amaravati,2020-06-22,17.97,50.49,2.05,12.1,8.1,10.92,0.65,11.68,30.15,0.17,1.55,0.53,46.0,Good
+Amaravati,2020-06-23,15.48,34.84,2.07,9.15,6.55,13.53,0.58,15.88,39.82,0.11,0.8,0.16,55.0,Satisfactory
+Amaravati,2020-06-24,14.88,35.33,1.86,10.59,7.15,11.62,0.59,14.04,38.01,0.13,1.03,0.21,52.0,Satisfactory
+Amaravati,2020-06-25,20.74,37.36,1.9,8.44,6.03,14.57,0.62,15.38,39.32,0.13,0.89,0.28,50.0,Good
+Amaravati,2020-06-26,10.41,20.55,1.88,7.21,5.37,12.46,0.53,15.86,25.96,0.06,0.3,,37.0,Good
+Amaravati,2020-06-27,14.5,24.43,1.53,6.53,4.72,8.97,0.55,13.75,33.76,0.06,0.27,0.15,42.0,Good
+Amaravati,2020-06-28,16.65,28.51,1.43,8.32,5.59,9.77,0.66,10.86,37.34,0.1,0.43,0.12,49.0,Good
+Amaravati,2020-06-29,20.96,32.56,1.65,9.55,6.43,14.3,0.66,14.79,43.29,0.12,0.69,0.1,56.0,Satisfactory
+Amaravati,2020-06-30,21.34,35.16,1.74,10.69,7.1,13.38,0.66,14.58,45.32,0.14,1.42,0.2,61.0,Satisfactory
+Amaravati,2020-07-01,22.0,34.0,1.5,9.68,6.4,8.45,0.59,10.88,29.15,0.1,0.5,,54.0,Satisfactory
+Amritsar,2017-02-27,13.42,14.92,15.06,8.86,,1.6,0.81,11.0,12.96,,,,,
+Amritsar,2017-02-28,12.45,13.8,17.44,8.05,,1.73,0.67,16.06,11.88,,,,52.0,Satisfactory
+Amritsar,2017-03-01,19.52,21.88,14.77,6.02,,1.48,0.43,26.24,11.53,,,,31.0,Good
+Amritsar,2017-03-02,77.71,80.27,10.49,3.88,,1.29,0.36,22.35,18.68,,,,106.0,Moderate
+Amritsar,2017-03-03,19.7,33.08,9.91,3.13,,1.15,0.37,14.29,22.22,,,,98.0,Satisfactory
+Amritsar,2017-03-04,22.91,56.19,10.69,4.13,,1.86,0.47,8.42,26.62,,,,61.0,Satisfactory
+Amritsar,2017-03-05,29.56,44.5,8.95,2.66,,1.26,0.39,10.95,27.03,,,,62.0,Satisfactory
+Amritsar,2017-03-06,46.13,62.88,9.62,4.89,,1.99,0.54,30.27,26.3,,,,78.0,Satisfactory
+Amritsar,2017-03-07,44.3,52.12,9.4,5.32,,2.4,0.36,28.74,20.63,,,,72.0,Satisfactory
+Amritsar,2017-03-08,41.23,52.75,11.18,7.88,,2.51,0.39,21.4,22.44,,,,71.0,Satisfactory
+Amritsar,2017-03-09,29.88,33.2,10.64,11.66,,2.31,0.36,4.26,21.11,,,,59.0,Satisfactory
+Amritsar,2017-03-10,37.93,43.69,12.84,15.11,,2.05,0.2,6.38,25.06,,,,73.0,Satisfactory
+Amritsar,2017-03-11,32.46,50.76,10.93,19.67,,6.82,0.0,4.71,18.79,,,,56.0,Satisfactory
+Amritsar,2017-03-12,25.65,54.59,12.14,26.15,,11.73,0.0,8.32,15.64,,,,55.0,Satisfactory
+Amritsar,2017-03-13,41.36,77.43,11.4,25.88,,11.71,0.0,4.75,20.27,,,,69.0,Satisfactory
+Amritsar,2017-03-14,51.88,86.64,9.24,25.21,,11.76,0.0,7.72,30.34,,,,80.0,Satisfactory
+Amritsar,2017-03-15,51.59,86.11,10.03,26.05,,12.33,0.0,9.06,24.63,,,,89.0,Satisfactory
+Amritsar,2017-03-16,45.46,82.73,13.23,26.38,,12.56,0.0,2.94,19.36,0.0,0.0,0.0,79.0,Satisfactory
+Amritsar,2017-03-17,152.17,93.68,13.86,27.06,,12.45,0.0,3.17,21.78,,,,262.0,Poor
+Amritsar,2017-03-18,72.87,98.47,10.71,26.07,,12.03,0.0,3.56,12.86,,,,184.0,Moderate
+Amritsar,2017-03-19,73.26,97.64,10.47,25.73,,11.99,0.0,1.85,11.77,,,,138.0,Moderate
+Amritsar,2017-03-20,65.26,95.91,9.38,25.23,,12.4,0.0,1.31,19.98,,,,138.0,Moderate
+Amritsar,2017-03-21,56.39,92.68,10.42,26.26,,12.67,0.0,2.97,19.83,,,,100.0,Satisfactory
+Amritsar,2017-03-22,55.43,88.17,13.56,28.39,,13.0,0.0,1.91,13.71,,,,89.0,Satisfactory
+Amritsar,2017-03-23,40.95,77.09,11.86,26.26,,12.72,0.0,1.03,21.21,,,,84.0,Satisfactory
+Amritsar,2017-03-24,40.99,67.5,9.68,24.95,,12.41,0.0,0.86,20.82,,,,72.0,Satisfactory
+Amritsar,2017-03-25,57.49,80.09,8.06,23.95,,11.87,0.0,2.29,24.66,,,,90.0,Satisfactory
+Amritsar,2017-03-26,45.98,72.74,8.94,23.68,,12.35,0.0,7.96,24.14,,,,84.0,Satisfactory
+Amritsar,2017-03-27,47.2,78.45,12.41,27.32,,12.16,0.0,3.29,31.95,,,,74.0,Satisfactory
+Amritsar,2017-03-28,58.95,83.09,10.69,30.37,,12.03,0.0,4.97,33.22,,,,96.0,Satisfactory
+Amritsar,2017-03-29,39.4,66.81,12.1,30.1,,12.31,0.0,2.04,33.88,,,,76.0,Satisfactory
+Amritsar,2017-03-30,39.47,71.86,11.17,30.88,,12.66,0.0,3.9,28.11,,,,71.0,Satisfactory
+Amritsar,2017-03-31,52.77,72.49,11.76,31.49,,13.3,0.0,2.11,26.72,,,,91.0,Satisfactory
+Amritsar,2017-04-01,16.38,25.27,13.47,31.72,,12.84,0.0,3.28,23.22,,,,45.0,Good
+Amritsar,2017-04-02,20.11,34.76,12.78,30.57,,12.37,0.0,4.88,25.45,,,,30.0,Good
+Amritsar,2017-04-03,42.05,88.9,3.55,23.44,,10.01,0.0,2.61,21.0,,,,72.0,Satisfactory
+Amritsar,2017-04-04,40.64,63.97,8.88,27.46,,16.51,0.0,2.64,16.77,,,,76.0,Satisfactory
+Amritsar,2017-04-05,31.96,59.43,12.81,30.01,,19.88,0.0,2.96,18.72,,,,60.0,Satisfactory
+Amritsar,2017-04-06,,,,,,,,,,,,,59.0,Satisfactory
+Amritsar,2017-04-07,,,,,,,,,,,,,,
+Amritsar,2017-04-08,33.2,49.73,16.68,40.39,,29.59,0.0,4.31,22.8,,,,,
+Amritsar,2017-04-09,24.29,39.48,20.48,37.9,,30.36,0.0,5.14,18.12,,,,44.0,Good
+Amritsar,2017-04-10,30.05,55.59,14.87,19.08,,29.24,0.0,3.23,27.2,,,,57.0,Satisfactory
+Amritsar,2017-04-11,41.4,62.53,13.62,21.1,,29.47,0.0,5.88,22.06,,,,66.0,Satisfactory
+Amritsar,2017-04-12,33.11,58.18,12.64,19.74,,28.98,0.0,1.1,15.98,,,,63.0,Satisfactory
+Amritsar,2017-04-13,50.72,70.44,12.78,23.29,,29.37,0.0,7.12,24.73,,,,85.0,Satisfactory
+Amritsar,2017-04-14,25.84,28.59,12.4,21.97,,29.11,0.0,2.6,28.36,,,,61.0,Satisfactory
+Amritsar,2017-04-15,24.3,27.21,12.55,21.26,,29.06,0.0,3.13,31.65,,,,49.0,Good
+Amritsar,2017-04-16,33.02,45.93,11.88,20.9,,28.81,0.0,11.78,31.99,,,,53.0,Satisfactory
+Amritsar,2017-04-17,53.08,101.55,13.42,20.53,,28.7,0.0,7.66,24.0,,,,82.0,Satisfactory
+Amritsar,2017-04-18,82.91,116.95,14.58,20.7,,28.86,0.0,8.74,29.95,,,,170.0,Moderate
+Amritsar,2017-04-19,32.08,94.3,16.02,21.29,,28.73,0.0,12.41,25.46,,,,109.0,Moderate
+Amritsar,2017-04-20,27.6,39.29,15.53,22.4,,28.94,0.0,15.52,19.14,,,,65.0,Satisfactory
+Amritsar,2017-04-21,56.22,94.96,12.13,16.5,,27.97,0.0,7.77,24.91,,,,,
+Amritsar,2017-04-22,,,,,,,,,,,,,,
+Amritsar,2017-04-23,,,,,,,,,,,,,,
+Amritsar,2017-04-24,23.98,,17.29,16.95,,28.71,0.0,4.86,14.81,,,,,
+Amritsar,2017-04-25,25.74,,17.33,16.62,,28.63,0.0,5.49,14.42,,,,42.0,Good
+Amritsar,2017-04-26,28.28,,15.97,17.11,,28.5,0.0,5.78,15.2,,,,46.0,Good
+Amritsar,2017-04-27,25.1,,14.79,16.71,,28.27,0.0,7.31,13.77,,,,43.0,Good
+Amritsar,2017-04-28,25.99,,14.47,17.07,,28.26,0.0,12.18,15.0,,,,43.0,Good
+Amritsar,2017-04-29,27.14,,15.96,16.78,,28.42,0.0,7.85,14.22,,,,45.0,Good
+Amritsar,2017-04-30,25.81,,15.62,16.07,,28.3,0.0,5.27,13.02,,,,43.0,Good
+Amritsar,2017-05-01,23.96,,15.77,16.56,,28.38,0.0,9.33,13.83,,,,41.0,Good
+Amritsar,2017-05-02,41.54,124.19,12.43,10.76,,28.71,0.0,9.99,31.76,,,,97.0,Satisfactory
+Amritsar,2017-05-03,52.43,105.5,14.68,16.31,,30.36,0.0,7.51,13.82,,,,102.0,Moderate
+Amritsar,2017-05-04,53.42,91.16,14.43,16.67,,30.45,0.0,11.67,14.19,,,,100.0,Satisfactory
+Amritsar,2017-05-05,194.39,100.51,13.94,16.7,,30.32,0.0,14.47,16.02,,,,121.0,Moderate
+Amritsar,2017-05-06,296.84,138.35,13.41,16.92,,30.49,0.0,15.32,15.81,,,,117.0,Moderate
+Amritsar,2017-05-07,105.49,125.37,14.23,16.7,,30.52,0.0,18.78,14.66,,,,123.0,Moderate
+Amritsar,2017-05-08,868.66,116.29,13.21,16.46,,30.05,0.0,27.92,15.99,,,,110.0,Moderate
+Amritsar,2017-05-09,,156.75,14.23,16.57,,30.0,0.0,15.77,14.46,,,,122.0,Moderate
+Amritsar,2017-05-10,832.8,145.53,11.59,15.78,,29.12,0.0,5.84,25.25,,,,,
+Amritsar,2017-05-11,595.88,219.63,12.27,15.87,,29.09,0.0,4.57,15.85,,,,539.0,Severe
+Amritsar,2017-05-12,157.6,94.34,12.68,16.01,,29.27,0.0,10.25,16.36,,,,473.0,Severe
+Amritsar,2017-05-13,53.9,124.48,12.69,15.91,,29.05,0.0,7.37,15.59,,,,138.0,Moderate
+Amritsar,2017-05-14,40.51,121.36,12.86,16.19,,28.95,0.0,16.06,15.09,,,,116.0,Moderate
+Amritsar,2017-05-15,,113.72,12.7,15.71,,28.86,0.0,15.43,15.33,,,,114.0,Moderate
+Amritsar,2017-05-16,57.8,86.43,12.52,15.04,,28.33,0.0,4.74,16.46,5.16,,,102.0,Moderate
+Amritsar,2017-05-17,41.85,72.79,13.63,15.05,,28.2,0.0,5.38,15.39,5.22,,,80.0,Satisfactory
+Amritsar,2017-05-18,54.1,96.51,11.38,14.9,,27.91,0.0,12.93,22.22,5.17,,,87.0,Satisfactory
+Amritsar,2017-05-19,42.41,99.64,11.97,15.07,,28.04,0.0,7.06,16.05,5.19,,,93.0,Satisfactory
+Amritsar,2017-05-20,45.32,387.65,12.25,15.1,,28.0,0.0,3.04,14.62,5.53,,,98.0,Satisfactory
+Amritsar,2017-05-21,43.97,,14.05,15.07,,28.2,0.0,14.11,12.34,6.3,,,89.0,Satisfactory
+Amritsar,2017-05-22,36.59,,13.41,15.23,,28.17,0.0,7.01,,5.88,,,56.0,Satisfactory
+Amritsar,2017-05-23,30.55,,12.37,15.35,,28.1,0.0,10.46,,5.93,,,56.0,Satisfactory
+Amritsar,2017-05-24,192.7,,11.8,15.19,,28.02,0.0,6.59,,6.33,,,79.0,Satisfactory
+Amritsar,2017-05-25,37.67,,11.47,15.34,,28.08,0.0,12.69,,6.4,,,270.0,Poor
+Amritsar,2017-05-26,25.3,,11.68,15.02,,28.01,0.0,9.15,,6.2,,,48.0,Good
+Amritsar,2017-05-27,20.42,,11.57,14.94,,27.94,0.0,9.78,,5.54,,,35.0,Good
+Amritsar,2017-05-28,17.64,,11.61,14.63,,27.84,0.0,6.27,,5.4,,,34.0,Good
+Amritsar,2017-05-29,19.68,,11.98,14.75,,27.86,0.0,3.32,,5.4,,,26.0,Good
+Amritsar,2017-05-30,26.47,68.35,10.84,14.04,,27.7,0.0,4.25,28.62,5.16,,,44.0,Good
+Amritsar,2017-05-31,29.12,63.49,11.7,14.09,,27.7,0.0,3.33,11.51,5.17,,,67.0,Satisfactory
+Amritsar,2017-06-01,34.99,68.71,15.13,15.07,,28.28,0.0,6.14,4.84,5.24,,,62.0,Satisfactory
+Amritsar,2017-06-02,47.59,98.57,11.58,15.25,,27.89,0.0,11.06,19.74,5.22,,,,
+Amritsar,2017-06-03,58.68,109.6,14.0,14.49,,27.95,0.0,15.24,22.7,5.33,,,107.0,Moderate
+Amritsar,2017-06-04,48.49,120.47,21.53,14.2,,27.85,0.0,9.84,20.98,4.8,2.95,1.12,108.0,Moderate
+Amritsar,2017-06-05,38.78,143.52,21.9,36.62,,42.87,0.0,12.61,11.54,,,,125.0,Moderate
+Amritsar,2017-06-06,89.01,240.82,21.16,13.43,,27.61,0.0,7.22,11.92,,,,197.0,Moderate
+Amritsar,2017-06-07,39.74,72.35,47.31,31.09,,41.2,0.0,6.7,10.97,,,,143.0,Moderate
+Amritsar,2017-06-08,38.25,76.8,22.61,14.02,,27.67,0.0,3.1,12.77,,,,64.0,Satisfactory
+Amritsar,2017-06-09,38.93,79.5,21.73,13.56,,27.69,0.0,5.56,10.26,,,,85.0,Satisfactory
+Amritsar,2017-06-10,44.76,91.2,21.79,13.59,,27.71,0.0,3.03,10.9,,,,83.0,Satisfactory
+Amritsar,2017-06-11,33.88,53.64,22.01,13.79,,27.74,0.0,5.84,5.17,,,,70.0,Satisfactory
+Amritsar,2017-06-12,41.62,73.06,22.31,13.84,,27.81,0.0,6.97,5.62,,,,65.0,Satisfactory
+Amritsar,2017-06-13,49.45,86.66,20.11,13.43,,27.48,0.0,6.14,22.07,,,,,
+Amritsar,2017-06-14,36.81,77.01,20.94,13.47,,27.6,0.0,8.83,19.14,,,,75.0,Satisfactory
+Amritsar,2017-06-15,38.42,82.21,21.61,13.51,,27.68,0.0,6.29,9.51,,,,88.0,Satisfactory
+Amritsar,2017-06-16,33.06,85.28,22.19,13.66,,27.75,0.0,6.49,4.88,,,,73.0,Satisfactory
+Amritsar,2017-06-17,34.62,86.44,21.94,13.5,,27.7,0.0,5.72,5.94,,,,97.0,Satisfactory
+Amritsar,2017-06-18,42.96,90.84,21.77,13.51,,27.7,0.0,4.89,6.45,,,,80.0,Satisfactory
+Amritsar,2017-06-19,40.82,99.55,21.2,13.17,,27.58,0.0,4.86,12.85,,,,103.0,Moderate
+Amritsar,2017-06-20,33.69,78.05,21.6,13.01,,27.57,0.0,3.52,9.16,1.08,4.81,0.58,81.0,Satisfactory
+Amritsar,2017-06-21,32.0,71.88,22.15,13.01,,27.62,0.0,3.59,17.47,0.96,2.72,0.85,76.0,Satisfactory
+Amritsar,2017-06-22,37.18,81.62,22.6,13.14,,27.7,0.0,2.06,14.56,2.05,3.17,0.32,76.0,Satisfactory
+Amritsar,2017-06-23,39.66,92.36,21.24,12.88,,27.55,0.0,3.7,19.71,1.86,2.73,1.53,86.0,Satisfactory
+Amritsar,2017-06-24,44.85,106.1,21.08,13.03,,27.55,0.0,4.38,17.64,2.05,2.94,1.62,100.0,Satisfactory
+Amritsar,2017-06-25,35.19,102.85,20.77,12.95,,27.53,0.0,5.34,14.7,,,,104.0,Moderate
+Amritsar,2017-06-26,36.66,105.7,20.58,12.87,,27.48,0.0,3.12,17.97,,,,103.0,Moderate
+Amritsar,2017-06-27,41.22,93.15,20.94,12.84,,27.51,0.0,3.57,16.13,,,,100.0,Satisfactory
+Amritsar,2017-06-28,35.76,75.93,22.21,12.96,,27.67,0.0,2.97,6.46,1.49,2.34,,81.0,Satisfactory
+Amritsar,2017-06-29,39.06,70.49,23.34,13.12,,27.78,0.0,2.38,5.39,2.16,3.65,0.49,74.0,Satisfactory
+Amritsar,2017-06-30,30.48,75.21,14.72,12.3,,17.09,0.0,3.12,17.35,1.99,3.42,0.34,90.0,Satisfactory
+Amritsar,2017-07-01,45.34,68.4,41.27,23.33,,12.22,0.0,3.87,12.36,1.67,2.46,0.44,92.0,Satisfactory
+Amritsar,2017-07-02,41.09,102.32,44.43,21.85,,11.48,0.0,3.29,6.43,1.97,3.35,0.29,94.0,Satisfactory
+Amritsar,2017-07-03,36.95,86.58,35.92,22.57,,11.52,0.0,3.64,9.21,2.34,3.56,0.54,91.0,Satisfactory
+Amritsar,2017-07-04,43.04,99.05,39.84,12.64,,11.55,0.0,3.76,6.62,,,,91.0,Satisfactory
+Amritsar,2017-07-05,46.59,112.06,33.02,12.15,,11.44,0.0,2.67,12.2,,3.12,1.45,101.0,Moderate
+Amritsar,2017-07-06,49.08,71.1,53.4,6.95,,11.32,0.0,3.56,5.68,,,,88.0,Satisfactory
+Amritsar,2017-07-07,49.0,87.67,51.78,8.56,,11.42,0.0,4.13,6.84,2.32,2.93,,89.0,Satisfactory
+Amritsar,2017-07-08,48.72,117.47,50.12,12.85,,10.82,0.0,2.99,6.66,,,,104.0,Moderate
+Amritsar,2017-07-09,,,,,,,,,,,,,,
+Amritsar,2017-07-10,50.31,90.57,26.06,10.94,,11.27,0.0,3.81,13.14,,,,,
+Amritsar,2017-07-11,50.33,95.06,28.17,11.72,,11.28,0.0,4.03,8.84,,,,87.0,Satisfactory
+Amritsar,2017-07-12,48.58,90.82,34.56,9.42,,11.15,0.0,3.53,6.22,,,,97.0,Satisfactory
+Amritsar,2017-07-13,46.72,97.67,32.5,10.8,,11.36,0.0,3.9,7.82,,,,93.0,Satisfactory
+Amritsar,2017-07-14,51.53,96.92,26.7,32.47,,11.56,0.0,4.26,6.46,1.8,2.49,2.23,100.0,Satisfactory
+Amritsar,2017-07-15,52.08,97.63,20.36,28.82,,12.17,0.0,4.24,10.05,2.25,3.64,0.54,96.0,Satisfactory
+Amritsar,2017-07-16,50.9,97.87,24.32,24.44,,12.72,0.0,3.43,6.79,2.36,3.6,0.44,100.0,Satisfactory
+Amritsar,2017-07-17,49.41,101.51,21.41,25.65,,11.61,0.0,3.47,12.17,,,,97.0,Satisfactory
+Amritsar,2017-07-18,50.64,94.42,28.79,14.4,,11.5,0.0,6.04,6.09,1.42,0.67,0.1,99.0,Satisfactory
+Amritsar,2017-07-19,52.14,104.81,32.85,21.54,,11.62,0.0,3.64,6.6,2.22,0.99,0.32,99.0,Satisfactory
+Amritsar,2017-07-20,44.63,113.81,19.51,18.17,,11.67,0.0,3.65,7.06,2.1,1.0,0.59,110.0,Moderate
+Amritsar,2017-07-21,47.5,97.7,22.5,16.88,,12.32,0.0,4.9,7.0,2.56,1.02,0.5,100.0,Satisfactory
+Amritsar,2017-07-22,47.06,98.4,22.28,16.72,,13.81,0.0,2.53,7.66,3.16,1.22,0.17,99.0,Satisfactory
+Amritsar,2017-07-23,43.23,102.03,27.93,19.68,,12.45,0.0,2.31,8.39,,,,101.0,Moderate
+Amritsar,2017-07-24,47.21,100.22,20.6,17.86,,11.66,0.0,3.34,8.72,,,,101.0,Moderate
+Amritsar,2017-07-25,48.32,103.08,16.09,20.08,,11.93,0.0,3.96,8.18,,,,102.0,Moderate
+Amritsar,2017-07-26,49.32,101.56,24.35,12.96,,12.18,0.0,4.77,4.59,,,,102.0,Moderate
+Amritsar,2017-07-27,,,,,,,,,,,,,,
+Amritsar,2017-07-28,,,,,,,,,,,,,,
+Amritsar,2017-07-29,47.12,56.49,48.94,53.07,,4.91,0.0,6.01,8.31,4.2,2.08,0.1,,
+Amritsar,2017-07-30,31.41,63.19,58.03,59.44,,20.11,0.0,4.6,21.2,2.17,1.6,0.21,158.0,Moderate
+Amritsar,2017-07-31,51.03,109.83,44.87,40.0,,13.07,0.0,6.02,6.55,1.79,30.21,0.85,84.0,Satisfactory
+Amritsar,2017-08-01,43.78,107.53,66.84,37.33,,17.78,0.0,7.11,6.55,,0.16,0.46,110.0,Moderate
+Amritsar,2017-08-02,,,,,,,,,,,,,104.0,Moderate
+Amritsar,2017-08-03,,,,,,,,,,,,,,
+Amritsar,2017-08-04,,,,,,,,,,,,,,
+Amritsar,2017-08-05,,,,,,,,,,,,,,
+Amritsar,2017-08-06,,,,,,,,,,,,,,
+Amritsar,2017-08-07,,,,,,,,,,,,,,
+Amritsar,2017-08-08,27.5,95.22,8.09,15.84,,8.2,0.0,3.82,7.36,4.32,7.12,4.35,,
+Amritsar,2017-08-09,,,,,,,,,,,,,,
+Amritsar,2017-08-10,40.09,147.33,4.06,14.36,,7.87,0.53,3.1,15.33,5.74,5.88,1.67,,
+Amritsar,2017-08-11,26.23,168.52,5.08,14.66,,8.08,0.81,3.75,13.05,7.12,13.77,2.64,141.0,Moderate
+Amritsar,2017-08-12,38.53,268.32,5.87,14.79,,8.14,0.66,5.38,8.1,11.64,7.28,53.59,177.0,Moderate
+Amritsar,2017-08-13,38.68,260.46,6.22,18.44,,8.16,0.66,6.86,7.06,12.06,1.9,25.73,215.0,Poor
+Amritsar,2017-08-14,21.38,69.39,5.75,15.67,,10.2,0.67,6.71,8.2,7.11,0.96,16.32,139.0,Moderate
+Amritsar,2017-08-15,36.69,114.7,3.79,14.14,,11.41,0.78,7.0,8.14,1.63,1.24,20.66,92.0,Satisfactory
+Amritsar,2017-08-16,33.27,136.51,3.53,14.03,,10.81,0.78,6.62,15.03,1.3,1.47,17.03,120.0,Moderate
+Amritsar,2017-08-17,43.31,206.85,6.22,11.98,,10.46,0.8,6.04,12.63,1.43,1.65,19.21,146.0,Moderate
+Amritsar,2017-08-18,41.05,209.7,10.68,8.86,,10.79,0.77,7.4,8.45,1.25,1.44,23.76,176.0,Moderate
+Amritsar,2017-08-19,28.53,139.39,11.14,8.75,,10.59,0.68,7.81,6.39,1.01,1.16,25.23,156.0,Moderate
+Amritsar,2017-08-20,23.58,69.33,11.5,8.85,,11.29,0.61,8.28,6.93,1.45,0.77,19.06,85.0,Satisfactory
+Amritsar,2017-08-21,36.83,96.84,11.48,9.19,,11.48,0.7,6.76,7.43,4.34,1.05,19.74,94.0,Satisfactory
+Amritsar,2017-08-22,31.97,73.55,11.52,8.84,,11.11,0.66,7.8,7.32,3.8,0.91,21.26,74.0,Satisfactory
+Amritsar,2017-08-23,28.94,87.82,10.77,8.4,,10.79,0.61,5.5,11.8,1.22,0.94,16.37,82.0,Satisfactory
+Amritsar,2017-08-24,47.34,109.02,10.16,7.75,,11.95,0.65,6.26,10.72,1.41,1.14,17.46,101.0,Moderate
+Amritsar,2017-08-25,38.36,94.01,10.19,8.41,,12.13,0.67,8.64,10.34,2.22,0.95,16.79,106.0,Moderate
+Amritsar,2017-08-26,25.91,67.56,10.58,8.44,,11.97,0.69,6.48,8.18,2.52,1.09,20.39,69.0,Satisfactory
+Amritsar,2017-08-27,29.99,90.31,10.36,8.33,,11.01,0.7,7.39,10.49,1.9,1.3,20.63,82.0,Satisfactory
+Amritsar,2017-08-28,28.77,88.13,10.17,7.76,,10.73,0.68,6.21,8.66,1.47,1.06,19.23,94.0,Satisfactory
+Amritsar,2017-08-29,18.41,56.07,10.6,8.03,,10.48,0.71,5.59,7.79,1.03,1.18,16.93,67.0,Satisfactory
+Amritsar,2017-08-30,25.56,69.8,10.87,8.16,,10.16,0.86,5.43,9.76,1.19,1.54,18.06,61.0,Satisfactory
+Amritsar,2017-08-31,36.13,84.72,10.62,7.73,,10.15,0.72,5.47,8.4,2.66,1.45,18.17,80.0,Satisfactory
+Amritsar,2017-09-01,32.01,57.41,10.85,7.65,,11.0,0.59,7.43,5.76,2.12,0.78,23.24,70.0,Satisfactory
+Amritsar,2017-09-02,27.65,70.89,10.45,12.53,,10.74,0.7,5.59,7.36,2.55,0.97,17.52,62.0,Satisfactory
+Amritsar,2017-09-03,28.76,82.4,10.36,17.58,,10.72,0.74,3.45,9.65,1.46,1.16,19.17,77.0,Satisfactory
+Amritsar,2017-09-04,34.81,93.24,10.36,17.77,,10.52,0.69,4.37,7.46,1.4,1.44,18.41,92.0,Satisfactory
+Amritsar,2017-09-05,30.17,101.82,10.34,16.82,,10.6,0.75,2.36,9.71,1.74,1.41,18.6,90.0,Satisfactory
+Amritsar,2017-09-06,29.15,135.49,10.15,16.73,,10.41,0.82,3.96,10.56,1.6,1.78,18.5,117.0,Moderate
+Amritsar,2017-09-07,30.99,129.56,10.32,17.06,,10.28,0.85,4.91,9.02,1.41,1.57,21.24,118.0,Moderate
+Amritsar,2017-09-08,37.7,123.54,10.48,19.62,,10.5,0.81,5.18,10.01,1.58,1.68,20.46,119.0,Moderate
+Amritsar,2017-09-09,47.29,170.2,10.55,18.45,,10.96,0.81,4.53,5.57,1.71,1.71,21.03,131.0,Moderate
+Amritsar,2017-09-10,24.04,131.16,11.06,18.5,,10.68,0.75,4.89,1.31,1.32,1.48,25.66,142.0,Moderate
+Amritsar,2017-09-11,27.56,99.6,10.77,18.53,,10.76,0.7,7.13,6.47,1.95,1.34,18.18,97.0,Satisfactory
+Amritsar,2017-09-12,59.49,163.28,10.38,17.95,,13.18,0.95,5.52,9.97,1.63,1.99,17.88,125.0,Moderate
+Amritsar,2017-09-13,75.94,197.0,10.41,17.15,,18.04,0.83,8.82,4.83,1.32,1.98,18.2,159.0,Moderate
+Amritsar,2017-09-14,35.3,190.24,10.29,18.77,,18.68,0.74,4.04,5.8,8.19,1.32,17.91,161.0,Moderate
+Amritsar,2017-09-15,37.93,165.9,10.58,17.69,,18.75,0.8,6.34,6.43,4.08,1.43,19.6,154.0,Moderate
+Amritsar,2017-09-16,54.76,153.86,10.52,17.54,,19.45,0.77,4.69,8.74,1.98,1.66,18.02,136.0,Moderate
+Amritsar,2017-09-17,52.81,197.08,10.27,17.3,,23.81,0.85,6.09,12.89,2.09,2.15,15.68,137.0,Moderate
+Amritsar,2017-09-18,71.8,225.14,24.27,36.24,,25.83,0.93,5.74,5.95,2.06,2.15,20.47,173.0,Moderate
+Amritsar,2017-09-19,44.09,221.27,7.61,16.17,,18.3,0.79,11.1,24.39,1.84,2.04,16.76,202.0,Poor
+Amritsar,2017-09-20,54.21,243.06,7.44,15.66,,18.0,0.82,6.17,14.87,1.58,3.69,16.07,189.0,Moderate
+Amritsar,2017-09-21,56.33,248.8,7.64,16.14,,18.16,0.81,3.78,17.82,1.38,8.83,15.93,196.0,Moderate
+Amritsar,2017-09-22,76.9,253.99,7.49,15.82,,18.15,0.9,3.37,14.15,1.41,8.19,18.09,198.0,Moderate
+Amritsar,2017-09-23,30.64,107.82,7.49,14.81,,17.74,0.65,3.28,13.58,1.07,7.31,14.53,154.0,Moderate
+Amritsar,2017-09-24,39.43,136.27,7.59,15.28,,17.13,0.72,5.12,18.05,1.25,7.57,15.45,108.0,Moderate
+Amritsar,2017-09-25,77.79,259.45,7.64,14.27,,14.95,0.97,4.68,20.79,1.41,8.13,17.17,170.0,Moderate
+Amritsar,2017-09-26,69.26,275.85,7.67,12.45,,13.62,0.98,4.39,23.75,1.77,7.73,17.17,225.0,Poor
+Amritsar,2017-09-27,53.55,253.61,8.56,9.49,,11.1,0.88,5.6,23.17,1.5,9.11,17.16,216.0,Poor
+Amritsar,2017-09-28,78.12,255.33,10.73,8.96,,12.24,0.86,4.96,30.83,1.41,9.74,17.26,199.0,Moderate
+Amritsar,2017-09-29,97.56,298.19,13.6,11.8,,,0.99,6.65,26.97,1.42,8.37,17.29,233.0,Poor
+Amritsar,2017-09-30,203.2,311.39,13.97,12.08,,,1.07,6.35,17.59,1.54,8.8,24.69,271.0,Poor
+Amritsar,2017-10-01,65.44,188.36,9.32,8.57,,,0.32,5.52,19.13,1.55,2.52,6.61,232.0,Poor
+Amritsar,2017-10-02,49.0,144.77,8.43,7.54,,,0.13,3.61,25.31,1.5,1.16,2.34,,
+Amritsar,2017-10-03,56.55,177.56,8.95,6.41,,,0.11,1.46,27.74,1.45,1.4,2.21,,
+Amritsar,2017-10-04,64.58,208.1,10.05,4.97,23.64,15.0,0.4,4.44,27.86,1.49,4.03,5.67,,
+Amritsar,2017-10-05,63.2,173.65,7.13,5.76,22.92,15.79,0.23,2.59,26.16,2.08,2.14,3.03,,
+Amritsar,2017-10-06,74.82,271.04,8.23,6.79,23.09,15.54,0.34,3.72,28.63,1.93,3.11,4.69,,
+Amritsar,2017-10-07,50.85,182.83,12.73,16.28,34.88,28.65,0.29,3.6,27.13,1.76,2.09,2.31,,
+Amritsar,2017-10-08,60.98,231.02,5.91,14.52,32.49,51.58,0.16,2.73,18.03,1.99,0.34,0.0,,
+Amritsar,2017-10-09,52.15,168.17,4.99,14.12,33.6,51.42,0.25,3.01,20.02,2.07,2.7,6.65,,
+Amritsar,2017-10-10,,,,,35.61,44.32,0.0,,23.88,1.73,0.0,0.0,,
+Amritsar,2017-10-11,,,,,39.8,45.79,0.0,,43.3,2.33,0.0,0.0,,
+Amritsar,2017-10-12,,,,,38.87,36.98,0.0,,27.75,1.76,0.0,0.0,,
+Amritsar,2017-10-13,,,,,39.54,43.69,0.0,,28.63,1.63,0.0,0.0,,
+Amritsar,2017-10-14,,,,,42.91,41.55,0.0,,24.69,2.39,0.0,0.0,,
+Amritsar,2017-10-15,,,,,31.23,45.62,0.0,,20.78,1.61,0.0,0.0,,
+Amritsar,2017-10-16,,,,,40.11,47.31,0.0,,24.38,4.47,0.0,0.0,,
+Amritsar,2017-10-17,,,,,43.07,47.38,0.0,,16.35,10.28,0.0,0.0,,
+Amritsar,2017-10-18,,,,,47.35,48.08,0.0,,25.89,2.87,0.0,0.0,,
+Amritsar,2017-10-19,139.16,291.88,18.64,37.98,55.06,51.89,0.69,5.22,17.49,3.4,4.45,13.24,,
+Amritsar,2017-10-20,248.12,445.44,29.93,40.11,70.05,60.89,1.08,9.66,12.32,3.47,7.62,28.33,463.0,Severe
+Amritsar,2017-10-21,148.47,318.1,12.04,32.77,44.81,48.33,1.17,4.9,12.08,3.47,7.42,27.97,320.0,Very Poor
+Amritsar,2017-10-22,194.47,357.95,13.87,35.42,49.29,50.88,1.25,5.15,10.86,3.45,7.74,28.02,338.0,Very Poor
+Amritsar,2017-10-23,214.73,276.08,18.8,41.72,60.52,54.25,1.17,6.44,12.38,2.9,6.88,26.67,395.0,Very Poor
+Amritsar,2017-10-24,71.13,191.27,19.23,40.37,59.6,56.56,1.03,4.28,11.79,2.37,6.8,24.64,229.0,Poor
+Amritsar,2017-10-25,126.19,312.7,27.26,46.16,73.42,67.83,1.37,5.91,13.68,2.49,11.07,27.32,239.0,Poor
+Amritsar,2017-10-26,133.53,309.8,18.63,41.42,60.05,62.82,1.19,4.74,20.3,3.0,11.05,27.68,318.0,Very Poor
+Amritsar,2017-10-27,150.33,299.12,9.42,39.46,48.88,62.45,1.13,5.8,12.62,3.24,11.41,25.08,308.0,Very Poor
+Amritsar,2017-10-28,165.75,302.65,15.8,39.01,54.81,66.54,1.42,5.62,13.11,2.98,12.45,25.99,338.0,Very Poor
+Amritsar,2017-10-29,221.93,295.75,14.34,39.44,53.78,67.53,1.3,5.2,14.02,2.91,12.53,26.57,356.0,Very Poor
+Amritsar,2017-10-30,147.44,289.42,15.54,39.07,54.62,67.76,1.37,4.87,10.89,2.91,12.41,25.97,341.0,Very Poor
+Amritsar,2017-10-31,174.03,267.13,20.75,41.44,62.18,70.6,1.45,4.39,9.84,3.0,12.98,26.31,271.0,Poor
+Amritsar,2017-11-01,145.27,261.79,17.83,39.11,56.94,66.67,1.11,3.59,15.1,2.83,11.85,25.7,304.0,Very Poor
+Amritsar,2017-11-02,129.13,259.59,14.12,32.27,46.39,62.85,1.15,4.98,14.08,2.85,11.89,26.93,314.0,Very Poor
+Amritsar,2017-11-03,146.53,252.25,8.45,29.28,37.73,62.9,1.31,3.88,15.18,3.71,12.22,26.31,317.0,Very Poor
+Amritsar,2017-11-04,144.73,251.09,16.4,37.42,53.81,68.55,1.87,7.78,12.17,10.91,13.33,29.17,318.0,Very Poor
+Amritsar,2017-11-05,160.69,290.59,6.89,17.91,23.24,12.81,1.79,5.13,15.85,11.55,12.13,28.23,319.0,Very Poor
+Amritsar,2017-11-06,140.05,290.75,51.16,42.09,59.61,28.02,1.77,5.17,20.13,4.12,11.75,26.22,321.0,Very Poor
+Amritsar,2017-11-07,97.78,232.21,8.32,30.81,36.48,26.67,1.9,4.39,3.93,4.39,12.39,25.01,252.0,Poor
+Amritsar,2017-11-08,90.68,250.2,26.51,28.37,54.2,30.33,1.89,5.71,3.71,4.25,11.87,25.25,235.0,Poor
+Amritsar,2017-11-09,113.0,222.95,38.56,21.98,60.07,34.51,2.13,8.28,19.28,4.78,13.04,26.66,248.0,Poor
+Amritsar,2017-11-10,137.47,260.49,38.12,21.68,56.14,33.64,2.0,7.71,23.6,4.8,12.76,26.69,295.0,Poor
+Amritsar,2017-11-11,147.97,267.24,40.1,24.95,67.76,42.69,2.27,9.16,36.54,6.34,13.94,25.83,317.0,Very Poor
+Amritsar,2017-11-12,151.19,271.2,59.56,29.61,89.17,32.33,1.89,8.14,31.48,4.64,12.61,24.9,328.0,Very Poor
+Amritsar,2017-11-13,121.54,234.56,55.74,20.89,76.63,22.98,1.8,6.0,23.6,4.15,11.6,24.27,311.0,Very Poor
+Amritsar,2017-11-14,89.18,178.8,54.75,5.2,59.94,14.01,1.3,4.34,24.42,3.77,10.62,23.97,234.0,Poor
+Amritsar,2017-11-15,38.17,100.14,46.4,13.71,59.36,15.25,0.66,7.43,23.57,3.07,7.91,22.83,128.0,Moderate
+Amritsar,2017-11-16,78.81,182.69,58.44,41.92,100.36,12.81,1.05,18.04,25.52,3.8,8.97,24.21,131.0,Moderate
+Amritsar,2017-11-17,111.37,228.78,57.05,31.94,88.99,11.88,1.4,8.03,29.84,6.75,9.31,20.58,262.0,Poor
+Amritsar,2017-11-18,83.0,184.32,52.17,7.07,57.11,12.53,0.97,8.07,25.07,4.35,7.79,14.11,200.0,Moderate
+Amritsar,2017-11-19,106.43,224.99,56.49,12.22,68.71,10.81,1.05,5.24,21.02,4.3,7.9,13.38,206.0,Poor
+Amritsar,2017-11-20,144.45,295.86,54.15,31.96,85.69,11.28,1.38,11.93,29.91,5.18,9.81,15.21,314.0,Very Poor
+Amritsar,2017-11-21,128.92,264.88,61.57,46.82,108.39,14.86,1.17,9.23,33.66,7.86,10.18,15.94,307.0,Very Poor
+Amritsar,2017-11-22,143.36,276.23,76.45,47.59,124.04,13.14,1.87,11.0,32.23,7.85,11.18,17.21,318.0,Very Poor
+Amritsar,2017-11-23,110.68,237.22,68.04,48.8,116.84,13.34,1.74,9.61,51.68,8.62,9.58,15.67,288.0,Poor
+Amritsar,2017-11-24,141.64,270.82,82.14,49.18,130.87,12.55,2.31,14.29,54.87,8.3,10.98,17.59,302.0,Very Poor
+Amritsar,2017-11-25,143.81,268.1,93.94,50.9,144.84,10.58,2.44,11.24,21.83,8.29,11.41,18.47,322.0,Very Poor
+Amritsar,2017-11-26,137.81,263.37,100.06,50.56,150.62,9.65,2.5,9.17,24.79,9.65,11.6,18.92,316.0,Very Poor
+Amritsar,2017-11-27,137.05,266.39,73.78,45.09,118.88,14.69,2.52,10.52,60.42,9.0,10.16,16.8,313.0,Very Poor
+Amritsar,2017-11-28,129.76,268.24,83.19,41.77,124.96,15.91,2.65,15.28,52.76,11.13,11.52,18.88,306.0,Very Poor
+Amritsar,2017-11-29,146.1,283.99,90.92,30.53,120.09,12.51,3.08,6.11,44.48,11.29,11.91,19.51,317.0,Very Poor
+Amritsar,2017-11-30,146.1,265.34,86.92,33.22,119.97,9.54,2.91,6.23,27.76,12.97,12.59,20.81,323.0,Very Poor
+Amritsar,2017-12-01,147.77,270.1,96.96,35.25,132.21,8.46,2.47,6.53,26.29,9.47,14.6,22.35,324.0,Very Poor
+Amritsar,2017-12-02,119.12,232.05,79.18,23.9,103.08,6.57,1.96,8.67,30.52,8.83,11.75,19.74,296.0,Poor
+Amritsar,2017-12-03,130.16,239.25,66.72,14.57,81.29,3.21,2.31,6.87,19.05,9.79,11.89,20.02,309.0,Very Poor
+Amritsar,2017-12-04,108.22,214.5,47.23,7.36,54.59,2.19,1.48,4.54,18.64,5.09,9.61,16.63,266.0,Poor
+Amritsar,2017-12-05,92.93,189.34,47.7,3.08,50.78,1.0,1.39,3.69,18.47,4.94,9.32,15.93,227.0,Poor
+Amritsar,2017-12-06,51.36,134.65,8.1,102.85,105.34,21.74,1.14,4.3,18.65,4.14,7.48,11.05,,
+Amritsar,2017-12-07,106.08,215.78,19.15,49.15,66.48,9.95,2.41,10.52,24.02,5.45,9.64,15.73,185.0,Moderate
+Amritsar,2017-12-08,131.98,266.2,31.82,20.28,52.09,3.11,2.83,15.63,23.9,9.68,11.96,18.04,298.0,Poor
+Amritsar,2017-12-09,117.47,236.63,38.13,19.17,57.3,2.67,2.15,6.8,20.97,12.27,12.24,19.51,304.0,Very Poor
+Amritsar,2017-12-10,102.19,198.88,33.67,18.62,52.28,2.49,3.83,7.07,19.06,9.15,10.31,17.46,277.0,Poor
+Amritsar,2017-12-11,44.98,87.5,25.9,13.03,38.91,3.09,3.75,9.09,17.91,3.94,6.9,13.09,162.0,Moderate
+Amritsar,2017-12-12,53.43,87.57,25.21,10.07,35.27,1.73,2.82,4.37,19.16,2.59,5.31,11.12,127.0,Moderate
+Amritsar,2017-12-13,66.28,141.61,24.35,16.09,40.44,0.5,1.7,4.5,16.98,3.31,5.21,16.32,116.0,Moderate
+Amritsar,2017-12-14,58.41,124.48,23.33,16.29,39.62,0.57,0.86,6.69,17.61,5.8,4.3,22.25,126.0,Moderate
+Amritsar,2017-12-15,53.83,120.29,25.17,18.12,43.28,0.06,0.87,6.22,16.45,,,,113.0,Moderate
+Amritsar,2017-12-16,58.65,129.08,24.95,19.43,44.38,0.08,0.7,4.64,15.89,,,,114.0,Moderate
+Amritsar,2017-12-17,63.41,177.11,25.57,20.54,46.11,0.15,1.39,4.03,15.84,,,,133.0,Moderate
+Amritsar,2017-12-18,43.93,121.78,24.83,21.39,46.22,0.17,1.74,3.97,16.82,,,,142.0,Moderate
+Amritsar,2017-12-19,75.09,171.16,25.17,22.07,47.24,0.36,0.86,5.83,17.59,,,,126.0,Moderate
+Amritsar,2017-12-20,108.76,221.19,27.08,23.33,50.41,0.67,1.2,6.1,22.4,,,,230.0,Poor
+Amritsar,2017-12-21,87.22,198.96,20.54,42.63,54.36,4.86,0.96,12.91,24.44,16.18,7.27,19.43,227.0,Poor
+Amritsar,2017-12-22,56.46,126.01,5.73,25.53,31.26,3.37,1.53,2.98,24.89,4.8,5.61,7.89,143.0,Moderate
+Amritsar,2017-12-23,72.21,157.96,6.3,26.12,32.42,3.42,2.16,3.34,25.49,4.92,7.25,8.95,122.0,Moderate
+Amritsar,2017-12-24,96.33,186.31,7.72,28.36,36.08,3.66,1.71,3.36,21.55,5.7,7.97,10.23,197.0,Moderate
+Amritsar,2017-12-25,112.36,210.37,8.0,28.77,36.76,3.76,1.41,3.31,20.73,7.2,9.25,11.68,235.0,Poor
+Amritsar,2017-12-26,148.9,272.45,7.08,28.1,35.17,3.62,1.22,2.86,19.3,10.16,10.6,12.87,315.0,Very Poor
+Amritsar,2017-12-27,177.53,303.42,8.73,28.78,37.51,3.81,1.37,3.44,23.38,7.56,11.05,13.57,335.0,Very Poor
+Amritsar,2017-12-28,101.19,188.85,5.98,26.62,32.6,3.32,1.24,5.94,23.25,5.23,8.68,9.38,298.0,Poor
+Amritsar,2017-12-29,100.84,199.13,5.9,27.47,33.37,3.34,1.63,3.94,23.1,8.05,9.54,7.86,233.0,Poor
+Amritsar,2017-12-30,133.75,254.85,6.72,28.81,35.53,3.51,2.0,3.58,19.5,8.93,11.08,9.95,283.0,Poor
+Amritsar,2017-12-31,158.06,285.43,8.56,30.4,38.96,3.78,2.11,3.77,19.09,10.6,12.65,12.85,321.0,Very Poor
+Amritsar,2018-01-01,161.69,291.36,7.82,30.43,38.24,3.71,1.7,2.9,18.68,5.76,11.41,10.61,331.0,Very Poor
+Amritsar,2018-01-02,149.97,260.76,9.53,31.25,40.78,3.93,1.74,3.12,18.93,5.17,11.12,9.71,331.0,Very Poor
+Amritsar,2018-01-03,87.04,179.58,7.47,29.9,37.38,3.65,1.42,3.54,18.71,4.76,8.49,5.67,232.0,Poor
+Amritsar,2018-01-04,,,,,,,,,,,,,212.0,Poor
+Amritsar,2018-01-05,,,,,,,,,,,,,,
+Amritsar,2018-01-06,,,,,,,,,,,,,,
+Amritsar,2018-01-07,,,,,,,,,,,,,,
+Amritsar,2018-01-08,,,,,,,,,,,,,,
+Amritsar,2018-01-09,,,,,,,,,,,,,,
+Amritsar,2018-01-10,,,,,,,,,,,,,,
+Amritsar,2018-01-11,,,,,,,,,,,,0.0,,
+Amritsar,2018-01-12,98.85,198.54,4.95,75.7,89.91,13.86,1.47,5.39,26.64,11.47,9.86,5.61,,
+Amritsar,2018-01-13,103.52,189.41,7.5,78.17,86.29,14.23,1.66,3.32,19.76,6.81,10.37,9.68,237.0,Poor
+Amritsar,2018-01-14,124.02,195.9,23.65,94.18,134.6,16.76,1.92,5.71,20.39,9.63,10.4,8.75,310.0,Very Poor
+Amritsar,2018-01-15,66.92,138.18,17.36,86.72,105.11,15.85,1.36,3.24,23.5,8.01,8.29,7.29,170.0,Moderate
+Amritsar,2018-01-16,77.72,158.17,7.18,79.22,86.56,14.3,1.44,10.0,23.22,13.14,10.33,10.69,152.0,Moderate
+Amritsar,2018-01-17,77.71,151.64,5.23,77.4,96.5,14.02,1.25,3.27,19.23,6.07,8.03,7.3,144.0,Moderate
+Amritsar,2018-01-18,73.58,146.1,5.84,78.11,84.39,14.16,1.2,5.07,19.1,4.96,8.02,6.48,165.0,Moderate
+Amritsar,2018-01-19,61.57,131.82,5.4,77.61,96.68,14.11,1.23,3.64,20.29,4.7,7.62,5.88,126.0,Moderate
+Amritsar,2018-01-20,70.31,154.81,5.62,76.93,82.55,13.97,1.24,3.89,21.19,7.51,8.02,6.38,129.0,Moderate
+Amritsar,2018-01-21,74.04,163.69,6.29,76.91,83.2,13.92,1.2,3.09,22.55,7.6,8.52,7.13,149.0,Moderate
+Amritsar,2018-01-22,58.91,131.93,5.36,77.1,82.45,13.85,1.1,2.76,19.82,5.69,7.65,6.37,125.0,Moderate
+Amritsar,2018-01-23,58.9,110.95,6.49,78.77,88.61,14.05,0.82,3.24,17.78,4.59,7.61,5.88,123.0,Moderate
+Amritsar,2018-01-24,26.86,59.87,6.99,78.52,99.51,14.0,0.68,3.05,18.36,4.96,6.69,5.28,115.0,Moderate
+Amritsar,2018-01-25,62.55,122.25,7.44,79.24,87.27,14.09,1.98,3.1,17.4,4.21,7.93,6.53,127.0,Moderate
+Amritsar,2018-01-26,57.51,120.69,7.2,79.01,99.72,14.09,1.26,2.5,17.71,4.53,7.76,5.08,118.0,Moderate
+Amritsar,2018-01-27,70.09,160.56,15.42,60.24,81.09,12.37,1.04,5.11,17.25,5.34,7.16,5.29,132.0,Moderate
+Amritsar,2018-01-28,53.67,114.13,79.13,34.3,103.35,13.71,0.92,4.04,13.69,10.26,8.26,5.82,124.0,Moderate
+Amritsar,2018-01-29,45.61,101.86,56.09,45.86,115.47,14.12,0.94,3.4,15.74,10.4,8.29,6.12,127.0,Moderate
+Amritsar,2018-01-30,61.12,131.87,72.13,47.57,120.39,17.18,0.92,3.52,13.38,12.7,8.52,7.04,142.0,Moderate
+Amritsar,2018-01-31,56.96,135.69,71.85,53.42,140.88,16.33,0.92,2.97,13.15,12.27,8.08,6.53,150.0,Moderate
+Amritsar,2018-02-01,44.39,114.54,72.97,54.79,127.95,16.33,0.94,3.48,13.89,12.84,8.01,7.08,159.0,Moderate
+Amritsar,2018-02-02,31.79,96.3,66.62,59.83,141.5,15.06,0.82,2.56,13.11,11.53,7.19,6.0,149.0,Moderate
+Amritsar,2018-02-03,55.78,138.44,70.91,65.5,150.96,15.15,0.77,2.79,14.2,13.55,8.71,7.37,168.0,Moderate
+Amritsar,2018-02-04,50.4,131.72,57.49,70.81,141.86,14.1,0.66,2.66,14.0,11.04,7.43,5.76,165.0,Moderate
+Amritsar,2018-02-05,58.71,147.2,43.49,57.73,100.19,9.31,0.64,3.22,17.08,10.47,7.9,6.23,152.0,Moderate
+Amritsar,2018-02-06,48.6,136.91,28.66,49.52,82.69,4.74,0.63,2.82,13.82,11.9,7.85,6.61,130.0,Moderate
+Amritsar,2018-02-07,59.76,157.27,22.63,42.42,68.61,3.53,0.64,4.03,16.12,10.06,7.75,6.05,130.0,Moderate
+Amritsar,2018-02-08,67.11,160.02,18.92,49.05,71.77,4.75,0.61,3.38,14.43,11.24,8.26,6.4,141.0,Moderate
+Amritsar,2018-02-09,69.65,162.02,16.51,49.28,65.6,4.9,0.64,7.24,18.68,10.41,8.28,6.94,138.0,Moderate
+Amritsar,2018-02-10,67.14,166.85,30.58,61.48,102.14,12.93,0.63,4.55,19.32,11.45,8.25,7.0,145.0,Moderate
+Amritsar,2018-02-11,58.38,177.22,17.58,48.94,66.03,16.18,0.59,5.85,12.41,10.52,7.74,6.14,147.0,Moderate
+Amritsar,2018-02-12,48.16,87.04,12.79,35.24,60.95,14.94,0.52,2.83,12.54,8.39,6.72,5.0,123.0,Moderate
+Amritsar,2018-02-13,16.26,52.61,12.77,28.35,40.12,12.94,0.44,2.75,12.28,8.89,6.54,4.98,66.0,Satisfactory
+Amritsar,2018-02-14,15.91,50.34,16.37,33.5,48.87,13.41,0.53,2.63,11.79,9.27,6.58,5.08,58.0,Satisfactory
+Amritsar,2018-02-15,31.96,94.51,14.59,33.41,47.0,13.14,0.59,2.68,12.86,9.79,7.03,5.37,77.0,Satisfactory
+Amritsar,2018-02-16,68.32,181.17,18.6,30.42,53.75,13.4,1.53,5.1,12.65,9.66,7.47,5.87,129.0,Moderate
+Amritsar,2018-02-17,41.54,135.18,15.39,9.04,34.52,10.71,0.76,2.93,16.54,9.73,7.6,6.21,137.0,Moderate
+Amritsar,2018-02-18,53.44,159.72,15.28,11.58,37.88,11.03,0.72,3.1,15.95,9.86,7.97,6.1,133.0,Moderate
+Amritsar,2018-02-19,52.41,166.21,15.9,13.27,39.88,11.08,0.71,3.54,16.97,10.46,7.72,6.35,139.0,Moderate
+Amritsar,2018-02-20,69.46,205.16,16.51,13.13,40.59,10.95,0.66,3.72,12.89,11.28,8.05,6.1,162.0,Moderate
+Amritsar,2018-02-21,54.32,166.52,14.04,9.71,34.15,10.82,0.67,4.71,17.76,9.99,7.7,6.06,154.0,Moderate
+Amritsar,2018-02-22,43.14,122.51,14.65,10.2,36.43,11.57,0.61,4.93,16.89,9.66,7.48,5.83,124.0,Moderate
+Amritsar,2018-02-23,52.39,143.82,18.45,13.52,43.62,11.79,0.61,4.66,17.32,11.44,7.71,5.94,123.0,Moderate
+Amritsar,2018-02-24,29.75,89.22,16.36,10.8,38.61,11.45,0.54,4.14,17.81,10.52,7.12,5.48,114.0,Moderate
+Amritsar,2018-02-25,,,,,,,,,,,,,85.0,Satisfactory
+Amritsar,2018-02-26,27.2,81.05,12.31,5.87,18.4,10.24,0.52,3.65,23.29,8.43,6.8,5.19,,
+Amritsar,2018-02-27,58.6,153.78,15.83,9.93,35.86,10.57,0.55,4.14,18.36,11.46,7.7,5.83,119.0,Moderate
+Amritsar,2018-02-28,57.97,149.22,15.54,9.32,34.92,10.55,0.47,3.58,17.94,11.71,7.72,5.89,133.0,Moderate
+Amritsar,2018-03-01,46.84,128.01,16.33,9.46,36.16,10.5,0.56,3.83,16.46,12.02,7.85,6.22,132.0,Moderate
+Amritsar,2018-03-02,16.77,58.27,14.4,7.56,21.96,10.14,0.62,3.5,17.53,9.62,6.53,4.94,79.0,Satisfactory
+Amritsar,2018-03-03,25.72,77.3,16.06,8.99,35.26,10.21,0.65,3.55,17.96,11.16,7.2,5.72,73.0,Satisfactory
+Amritsar,2018-03-04,19.79,57.47,16.75,9.64,36.17,9.78,0.74,4.36,18.93,10.36,6.66,5.17,64.0,Satisfactory
+Amritsar,2018-03-05,31.52,77.37,12.38,6.09,26.79,8.68,0.71,3.46,23.99,9.89,6.87,5.16,69.0,Satisfactory
+Amritsar,2018-03-06,47.8,85.78,10.74,4.86,22.62,7.06,0.63,2.86,25.36,8.82,5.26,3.68,73.0,Satisfactory
+Amritsar,2018-03-07,58.97,153.53,10.96,9.45,20.72,7.05,0.69,3.85,18.99,7.39,3.25,1.86,133.0,Moderate
+Amritsar,2018-03-08,51.79,140.04,11.78,10.5,22.28,7.13,0.75,3.92,17.81,6.29,2.0,1.25,132.0,Moderate
+Amritsar,2018-03-09,29.06,104.61,11.67,9.14,27.71,7.18,0.69,3.55,18.23,5.16,1.42,0.85,112.0,Moderate
+Amritsar,2018-03-10,28.63,90.7,12.54,9.03,21.57,7.76,0.69,3.71,26.84,4.03,1.32,0.72,91.0,Satisfactory
+Amritsar,2018-03-11,42.29,129.74,12.7,9.54,29.85,7.97,0.64,3.72,30.89,4.91,1.44,0.85,110.0,Moderate
+Amritsar,2018-03-12,48.66,155.13,12.38,8.7,28.47,7.78,0.57,8.52,31.15,4.89,1.59,1.25,128.0,Moderate
+Amritsar,2018-03-13,54.53,157.09,11.78,8.0,20.1,8.69,0.88,3.55,29.18,5.07,1.73,1.38,140.0,Moderate
+Amritsar,2018-03-14,40.21,138.73,11.93,8.52,20.46,9.31,0.92,3.09,31.63,4.12,1.3,0.95,125.0,Moderate
+Amritsar,2018-03-15,27.42,104.51,14.66,6.89,27.71,8.26,1.31,3.42,34.72,3.47,0.98,0.65,119.0,Moderate
+Amritsar,2018-03-16,20.92,81.28,15.02,13.74,38.41,9.66,0.78,6.25,40.85,3.52,0.97,0.76,88.0,Satisfactory
+Amritsar,2018-03-17,30.1,96.19,13.61,14.15,27.87,9.95,0.76,1.95,37.46,3.8,1.05,0.72,93.0,Satisfactory
+Amritsar,2018-03-18,43.88,137.19,13.38,15.46,28.84,9.99,0.89,2.35,34.26,4.61,1.34,0.9,112.0,Moderate
+Amritsar,2018-03-19,44.86,144.69,11.95,14.56,26.51,9.1,0.84,2.63,36.17,3.65,1.29,0.79,138.0,Moderate
+Amritsar,2018-03-20,56.47,158.03,13.78,12.76,35.48,8.69,0.75,2.59,23.55,4.01,1.48,0.96,124.0,Moderate
+Amritsar,2018-03-21,20.96,75.37,13.85,4.88,22.74,5.64,0.84,2.72,29.63,4.18,2.82,1.35,106.0,Moderate
+Amritsar,2018-03-22,15.44,57.58,13.73,4.94,28.91,5.64,0.86,2.45,29.02,4.28,2.68,1.55,72.0,Satisfactory
+Amritsar,2018-03-23,37.84,115.7,13.8,4.88,24.49,5.65,0.9,2.4,30.86,4.18,3.0,1.63,,
+Amritsar,2018-03-24,53.87,150.64,17.23,11.11,28.34,10.48,0.74,7.43,34.24,5.65,3.53,3.23,,
+Amritsar,2018-03-25,52.32,136.13,18.62,13.02,31.63,12.83,0.93,1.91,38.35,3.57,2.68,2.21,,
+Amritsar,2018-03-26,85.49,196.39,17.51,14.09,31.6,13.86,0.9,2.92,36.59,4.81,6.07,4.11,,
+Amritsar,2018-03-27,79.32,200.53,17.48,12.94,13.12,14.62,0.37,6.19,21.93,2.21,3.29,1.88,,
+Amritsar,2018-03-28,58.0,153.79,,11.72,,,1.04,5.09,,,,,,
+Amritsar,2018-03-29,43.46,137.94,,13.6,,11.58,1.03,1.52,,,,,,
+Amritsar,2018-03-30,,,,,,11.95,0.94,5.94,,,,,,
+Amritsar,2018-03-31,60.49,175.86,,6.46,,10.05,0.78,4.04,,,,,,
+Amritsar,2018-04-01,42.65,127.85,,8.85,,,0.77,4.97,,,,,,
+Amritsar,2018-04-02,34.55,140.89,,6.95,,10.58,0.78,4.64,,,,,,
+Amritsar,2018-04-03,65.85,164.22,,6.36,,7.88,0.85,4.41,,,,,,
+Amritsar,2018-04-04,60.17,196.48,,2.24,,,0.96,5.48,,,,,,
+Amritsar,2018-04-05,52.95,159.99,,16.91,,9.21,0.29,6.02,,,,,,
+Amritsar,2018-04-06,46.28,131.27,,17.53,,9.33,0.24,5.68,,,,,126.0,Moderate
+Amritsar,2018-04-07,34.09,105.54,,17.85,,9.03,0.26,4.15,,,,,110.0,Moderate
+Amritsar,2018-04-08,42.13,124.71,,17.43,,9.05,0.24,5.38,,,,,112.0,Moderate
+Amritsar,2018-04-09,28.51,138.44,,11.57,,7.14,0.62,4.41,,,,,138.0,Moderate
+Amritsar,2018-04-10,34.87,97.24,,2.45,,6.23,0.99,5.9,,,,,96.0,Satisfactory
+Amritsar,2018-04-11,18.64,55.1,,4.58,,8.43,0.94,4.71,,,,,77.0,Satisfactory
+Amritsar,2018-04-12,28.11,65.25,,237.27,,25.24,0.82,4.64,,,,,72.0,Satisfactory
+Amritsar,2018-04-13,42.29,99.54,,25.06,,4.8,0.81,5.11,,,,,83.0,Satisfactory
+Amritsar,2018-04-14,52.59,129.54,,22.42,,4.94,0.78,4.63,,,,,107.0,Moderate
+Amritsar,2018-04-15,55.56,140.47,,21.13,,6.1,0.96,4.5,,,,,128.0,Moderate
+Amritsar,2018-04-16,33.87,119.64,,16.37,,6.35,0.94,4.32,,,,,122.0,Moderate
+Amritsar,2018-04-17,22.94,70.01,,16.99,,9.61,0.92,6.11,,,,,99.0,Satisfactory
+Amritsar,2018-04-18,35.71,100.19,,4.89,,4.14,0.81,5.0,,,,,85.0,Satisfactory
+Amritsar,2018-04-19,43.0,134.69,,9.02,,6.96,1.16,4.1,,,,,117.0,Moderate
+Amritsar,2018-04-20,17.8,63.32,,9.46,,8.2,0.92,4.99,,,,,94.0,Satisfactory
+Amritsar,2018-04-21,21.1,77.96,,8.67,,8.02,0.62,4.65,,,,,66.0,Satisfactory
+Amritsar,2018-04-22,23.62,80.1,,8.81,,8.01,0.6,4.83,,,,,78.0,Satisfactory
+Amritsar,2018-04-23,29.8,98.84,,8.82,,7.88,0.75,4.28,,,,,94.0,Satisfactory
+Amritsar,2018-04-24,60.36,161.24,,8.64,,7.81,0.64,4.88,,,,,119.0,Moderate
+Amritsar,2018-04-25,69.33,167.05,,9.24,,7.89,0.55,4.85,,,,,148.0,Moderate
+Amritsar,2018-04-26,43.85,109.9,,8.67,,6.99,0.75,4.74,,,,,119.0,Moderate
+Amritsar,2018-04-27,81.81,203.55,,9.99,,8.01,0.72,5.37,,,,,138.0,Moderate
+Amritsar,2018-04-28,71.4,148.06,,10.58,,8.19,0.51,4.23,,,,,156.0,Moderate
+Amritsar,2018-04-29,61.67,148.89,,10.58,,8.22,0.64,5.94,,,,,136.0,Moderate
+Amritsar,2018-04-30,64.92,178.5,,10.64,,8.19,0.74,8.03,,,,,149.0,Moderate
+Amritsar,2018-05-01,77.06,201.95,,11.04,,7.87,0.87,8.84,,,,,157.0,Moderate
+Amritsar,2018-05-02,60.54,188.97,,10.25,,6.78,2.31,12.24,,,,,161.0,Moderate
+Amritsar,2018-05-03,37.37,83.42,,8.35,,5.24,0.89,6.86,,,,,120.0,Moderate
+Amritsar,2018-05-04,46.96,117.05,,8.24,,5.14,0.8,4.5,,,,,104.0,Moderate
+Amritsar,2018-05-05,60.38,157.78,,8.23,,5.14,0.95,5.8,,,,,123.0,Moderate
+Amritsar,2018-05-06,43.89,121.76,,8.22,,5.13,0.79,5.07,,,,,131.0,Moderate
+Amritsar,2018-05-07,26.75,83.47,,8.26,,5.13,0.62,6.45,,,,,95.0,Satisfactory
+Amritsar,2018-05-08,31.61,81.6,,8.21,,5.13,0.53,5.14,,,,,82.0,Satisfactory
+Amritsar,2018-05-09,58.47,118.73,,8.25,,5.13,0.57,4.77,,,,,100.0,Satisfactory
+Amritsar,2018-05-10,99.65,169.11,,8.25,,5.14,0.7,4.96,,,,,178.0,Moderate
+Amritsar,2018-05-11,108.04,198.34,,8.24,,5.13,0.7,5.85,,,,,252.0,Poor
+Amritsar,2018-05-12,118.6,206.81,,8.26,,5.13,0.68,5.73,,,,,273.0,Poor
+Amritsar,2018-05-13,41.29,89.89,,8.22,,5.13,0.54,6.12,,,,,153.0,Moderate
+Amritsar,2018-05-14,51.48,113.43,,8.22,,5.13,0.61,5.39,,,,,102.0,Moderate
+Amritsar,2018-05-15,75.55,148.68,,8.23,,5.13,0.64,5.43,,,,,128.0,Moderate
+Amritsar,2018-05-16,56.32,136.55,,8.27,,5.11,0.66,6.05,,,,,127.0,Moderate
+Amritsar,2018-05-17,92.14,196.87,12.58,8.35,21.02,5.07,0.63,5.91,41.86,0.99,3.05,6.26,167.0,Moderate
+Amritsar,2018-05-18,84.74,196.78,12.55,8.41,20.97,5.04,0.66,5.46,38.02,1.0,3.05,6.23,206.0,Poor
+Amritsar,2018-05-19,72.32,163.27,12.54,8.25,20.79,5.11,0.59,5.99,35.54,0.91,2.94,5.36,149.0,Moderate
+Amritsar,2018-05-20,67.71,106.21,12.56,8.47,21.03,5.02,0.69,5.01,38.8,0.84,2.93,5.54,131.0,Moderate
+Amritsar,2018-05-21,74.3,134.46,12.55,8.61,21.15,4.99,0.61,5.77,38.82,0.76,2.76,5.8,127.0,Moderate
+Amritsar,2018-05-22,104.43,152.02,12.52,8.4,20.93,5.07,0.63,5.03,40.73,0.84,2.82,5.98,252.0,Poor
+Amritsar,2018-05-23,52.81,112.14,12.51,8.31,20.82,5.11,0.58,5.9,42.01,0.77,2.8,5.85,134.0,Moderate
+Amritsar,2018-05-24,51.88,100.81,12.53,8.33,20.86,5.1,0.63,5.56,41.07,0.79,2.79,5.78,102.0,Moderate
+Amritsar,2018-05-25,62.72,124.43,12.59,8.56,21.15,5.01,0.58,6.65,41.84,0.94,2.84,5.88,114.0,Moderate
+Amritsar,2018-05-26,74.08,126.26,12.63,8.34,20.97,5.08,0.53,5.85,42.98,0.97,2.83,5.77,132.0,Moderate
+Amritsar,2018-05-27,72.53,138.75,12.63,8.3,20.93,5.09,0.48,5.72,42.48,0.74,2.64,5.5,134.0,Moderate
+Amritsar,2018-05-28,108.07,76.5,12.63,8.24,20.87,5.11,0.97,7.2,40.83,0.86,2.76,5.75,225.0,Poor
+Amritsar,2018-05-29,74.32,61.18,12.62,8.36,20.99,5.07,0.98,6.52,44.43,0.83,2.6,5.52,196.0,Moderate
+Amritsar,2018-05-30,66.86,67.01,12.53,8.69,21.22,4.99,0.74,6.42,41.35,0.8,2.5,5.17,113.0,Moderate
+Amritsar,2018-05-31,75.49,327.61,12.34,22.51,20.81,6.42,0.92,5.16,34.32,0.88,2.54,4.97,130.0,Moderate
+Amritsar,2018-06-01,99.15,331.54,0.4,8.55,8.62,1.51,1.56,6.51,23.58,0.75,2.62,4.6,254.0,Poor
+Amritsar,2018-06-02,48.66,179.33,1.42,8.57,9.19,1.6,1.26,6.14,20.8,0.6,2.43,4.78,200.0,Moderate
+Amritsar,2018-06-03,67.25,199.98,0.76,8.4,8.35,1.58,1.24,6.23,23.36,0.58,2.46,5.24,164.0,Moderate
+Amritsar,2018-06-04,61.84,194.06,5.32,9.97,12.51,3.7,1.8,6.29,33.48,0.52,2.21,4.03,174.0,Moderate
+Amritsar,2018-06-05,59.22,208.58,12.27,9.6,21.53,4.87,1.23,3.13,38.93,0.6,2.46,4.18,164.0,Moderate
+Amritsar,2018-06-06,,,,,,,,,,,,,170.0,Moderate
+Amritsar,2018-06-07,53.32,146.53,13.48,17.23,27.03,3.12,2.81,4.73,46.78,0.64,2.46,4.37,,
+Amritsar,2018-06-08,54.7,175.81,57.62,29.71,39.7,5.39,2.1,6.52,32.46,0.92,2.79,5.3,148.0,Moderate
+Amritsar,2018-06-09,29.87,135.11,25.06,6.05,21.99,4.36,0.75,11.15,28.03,0.53,2.43,4.35,133.0,Moderate
+Amritsar,2018-06-10,50.25,148.66,9.57,18.11,28.68,4.54,,10.2,33.35,0.7,2.57,5.12,128.0,Moderate
+Amritsar,2018-06-11,51.72,175.01,12.28,48.32,61.6,4.67,,14.28,27.6,0.62,2.13,4.38,135.0,Moderate
+Amritsar,2018-06-12,63.27,260.67,47.78,91.53,126.16,31.31,,7.91,38.92,0.9,3.04,8.83,,
+Amritsar,2018-06-13,83.88,340.65,33.85,13.99,43.79,9.52,2.82,7.38,34.24,1.04,2.87,5.89,221.0,Poor
+Amritsar,2018-06-14,194.84,917.08,22.27,17.41,39.68,6.45,,6.88,28.53,0.7,2.57,4.57,732.0,Severe
+Amritsar,2018-06-15,262.84,802.87,18.83,14.54,33.37,6.7,,5.26,31.27,0.57,2.54,4.49,869.0,Severe
+Amritsar,2018-06-16,145.95,401.62,17.86,13.25,31.1,7.53,,8.52,29.86,0.49,2.44,4.6,695.0,Severe
+Amritsar,2018-06-17,49.36,215.18,17.91,13.17,31.08,7.53,,4.35,30.54,0.55,2.46,5.09,222.0,Poor
+Amritsar,2018-06-18,41.53,183.02,20.97,14.08,35.05,6.59,,6.47,41.74,0.63,2.56,4.89,158.0,Moderate
+Amritsar,2018-06-19,39.78,171.73,23.1,15.08,38.19,5.6,0.0,7.19,46.14,0.73,2.64,4.7,154.0,Moderate
+Amritsar,2018-06-20,44.05,152.49,13.1,16.37,29.47,5.81,,6.46,34.83,0.88,2.8,4.89,143.0,Moderate
+Amritsar,2018-06-21,33.94,120.27,12.02,17.25,29.27,5.93,,5.67,42.11,0.9,2.69,4.66,121.0,Moderate
+Amritsar,2018-06-22,40.94,150.34,11.3,16.96,28.26,6.18,,7.43,49.88,1.26,2.92,5.41,126.0,Moderate
+Amritsar,2018-06-23,32.02,154.91,11.04,16.48,27.52,6.32,,7.24,,0.99,2.68,4.98,145.0,Moderate
+Amritsar,2018-06-24,41.94,120.52,10.89,16.47,27.36,6.23,,6.33,,1.13,2.67,5.07,113.0,Moderate
+Amritsar,2018-06-25,45.02,174.24,10.83,16.07,26.9,6.24,,4.7,43.26,0.88,2.3,3.45,113.0,Moderate
+Amritsar,2018-06-26,49.85,229.22,10.6,15.85,26.44,6.33,,6.46,28.48,0.83,2.21,4.72,189.0,Moderate
+Amritsar,2018-06-27,30.38,85.39,10.56,16.22,26.78,6.23,,7.4,29.44,0.62,2.0,3.58,110.0,Moderate
+Amritsar,2018-06-28,21.99,46.12,10.88,16.14,27.02,6.09,1.34,12.55,24.31,0.58,1.88,3.26,86.0,Satisfactory
+Amritsar,2018-06-29,14.6,40.21,10.77,16.86,27.63,5.96,,8.09,17.42,0.71,2.2,3.84,47.0,Good
+Amritsar,2018-06-30,26.32,72.24,11.82,17.53,29.34,6.64,,9.9,26.17,0.94,2.44,4.51,50.0,Good
+Amritsar,2018-07-01,39.38,89.71,13.26,18.89,32.13,7.34,,3.78,39.68,1.23,2.73,5.27,94.0,Satisfactory
+Amritsar,2018-07-02,42.91,96.36,13.17,18.79,31.94,7.41,,4.23,36.15,1.0,2.28,4.4,96.0,Satisfactory
+Amritsar,2018-07-03,29.81,42.27,13.11,18.68,31.77,7.44,,9.09,21.49,0.6,2.04,3.6,59.0,Satisfactory
+Amritsar,2018-07-04,57.48,49.28,19.18,18.73,34.32,7.33,,11.28,20.67,0.65,2.09,3.96,83.0,Satisfactory
+Amritsar,2018-07-05,35.43,75.99,4.7,7.37,11.84,4.63,,5.02,31.48,0.73,2.21,4.11,71.0,Satisfactory
+Amritsar,2018-07-06,57.96,119.11,8.37,9.12,17.48,5.47,0.16,10.6,37.0,1.08,2.37,4.54,101.0,Moderate
+Amritsar,2018-07-07,51.58,109.11,11.37,9.3,20.67,6.76,0.18,7.1,40.35,1.05,2.42,5.01,107.0,Moderate
+Amritsar,2018-07-08,41.99,92.76,11.28,9.2,20.48,6.75,0.46,6.03,38.63,0.82,2.2,4.42,95.0,Satisfactory
+Amritsar,2018-07-09,43.36,87.53,11.31,9.17,20.48,6.88,0.15,9.03,38.7,0.65,1.98,3.31,93.0,Satisfactory
+Amritsar,2018-07-10,52.64,68.71,8.86,10.8,19.66,7.33,0.23,7.33,25.46,0.71,2.1,3.85,88.0,Satisfactory
+Amritsar,2018-07-11,28.48,46.52,9.4,10.06,19.46,7.42,0.47,7.25,30.39,0.63,2.06,3.95,81.0,Satisfactory
+Amritsar,2018-07-12,36.03,55.76,10.43,8.76,19.19,7.64,,5.66,25.23,3.29,2.6,3.73,50.0,Good
+Amritsar,2018-07-13,16.45,33.03,10.6,9.01,18.3,7.67,,11.91,17.04,5.57,2.75,2.14,60.0,Satisfactory
+Amritsar,2018-07-14,21.83,45.5,9.99,9.18,19.16,7.68,,7.33,37.11,3.17,1.92,3.06,,
+Amritsar,2018-07-15,21.47,41.26,9.76,9.43,19.19,7.59,,7.56,30.98,2.69,1.82,5.49,,
+Amritsar,2018-07-16,28.43,47.3,9.81,9.41,18.61,7.55,0.0,3.1,29.37,2.58,1.77,5.09,49.0,Good
+Amritsar,2018-07-17,22.09,41.49,10.07,9.35,16.76,7.6,0.0,2.67,34.97,1.92,1.31,4.28,49.0,Good
+Amritsar,2018-07-18,24.9,53.83,10.48,8.82,14.49,7.69,0.0,3.84,40.09,1.33,0.84,3.01,55.0,Satisfactory
+Amritsar,2018-07-19,18.52,53.06,10.44,8.73,15.41,7.65,0.25,3.39,41.53,1.69,1.05,4.41,,
+Amritsar,2018-07-20,26.85,65.56,10.29,8.06,18.35,6.96,0.41,9.02,27.54,2.02,1.51,6.09,67.0,Satisfactory
+Amritsar,2018-07-21,27.89,60.21,9.6,5.99,15.59,4.69,0.42,6.07,30.64,2.21,1.69,8.48,64.0,Satisfactory
+Amritsar,2018-07-22,25.89,27.13,9.36,6.06,15.42,4.71,0.34,3.75,34.04,1.76,1.34,8.49,54.0,Satisfactory
+Amritsar,2018-07-23,23.24,40.44,9.38,6.02,12.91,4.71,0.36,4.05,39.98,1.54,0.93,6.25,50.0,Good
+Amritsar,2018-07-24,24.15,48.14,10.29,5.21,10.99,6.2,0.37,3.71,38.48,1.16,0.9,3.58,74.0,Satisfactory
+Amritsar,2018-07-25,28.38,51.05,10.73,4.85,14.59,6.7,0.37,3.45,31.95,1.54,1.19,4.75,54.0,Satisfactory
+Amritsar,2018-07-26,14.82,31.86,10.62,4.83,7.46,6.71,0.13,3.45,27.37,0.93,0.63,1.92,50.0,Good
+Amritsar,2018-07-27,10.8,29.2,11.29,5.6,13.59,6.06,0.2,2.63,31.03,1.37,0.89,3.61,,
+Amritsar,2018-07-28,,28.23,12.49,6.7,19.19,5.32,0.24,1.95,27.33,1.84,1.39,7.89,25.0,Good
+Amritsar,2018-07-29,,38.77,12.69,6.65,19.32,5.31,0.37,1.92,26.45,1.99,1.55,10.86,46.0,Good
+Amritsar,2018-07-30,,49.86,12.67,6.6,19.3,5.31,0.33,2.04,32.44,2.18,1.69,12.12,68.0,Satisfactory
+Amritsar,2018-07-31,,59.9,12.42,6.63,19.05,5.34,0.3,2.12,36.58,2.19,1.6,7.91,59.0,Satisfactory
+Amritsar,2018-08-01,,63.84,12.7,7.14,19.81,5.77,0.17,2.21,39.25,2.0,1.49,7.34,71.0,Satisfactory
+Amritsar,2018-08-02,,61.34,14.06,8.58,22.66,7.14,0.5,3.89,42.72,1.87,1.36,7.84,62.0,Satisfactory
+Amritsar,2018-08-03,,147.2,14.18,8.94,23.12,7.08,0.23,2.77,30.38,2.08,1.55,11.38,67.0,Satisfactory
+Amritsar,2018-08-04,,127.95,12.49,8.67,21.08,5.64,0.14,4.57,38.44,1.84,1.22,5.86,126.0,Moderate
+Amritsar,2018-08-05,,83.64,11.48,8.11,19.59,4.03,,5.08,33.16,1.85,1.28,8.64,100.0,Satisfactory
+Amritsar,2018-08-06,,47.79,11.72,8.08,19.81,3.92,,6.87,34.94,1.76,1.19,7.62,66.0,Satisfactory
+Amritsar,2018-08-07,,19.9,12.57,7.92,20.49,3.58,,8.37,34.38,1.72,1.27,7.2,39.0,Good
+Amritsar,2018-08-08,,18.23,13.32,6.56,17.81,3.21,,6.67,33.25,1.94,1.4,6.75,37.0,Good
+Amritsar,2018-08-09,,19.99,5.55,7.11,12.66,7.71,,7.22,35.4,1.99,1.39,5.88,40.0,Good
+Amritsar,2018-08-10,,38.43,5.69,7.67,13.36,7.56,,8.7,34.38,2.02,1.63,9.18,42.0,Good
+Amritsar,2018-08-11,,38.21,5.73,7.76,13.49,7.43,,8.69,29.83,2.32,2.04,11.65,42.0,Good
+Amritsar,2018-08-12,,65.08,5.52,7.83,13.35,7.46,,8.41,28.86,2.07,1.73,11.65,43.0,Good
+Amritsar,2018-08-13,,47.75,6.32,8.79,14.95,7.22,,6.75,29.1,1.88,1.45,8.93,64.0,Satisfactory
+Amritsar,2018-08-14,,35.59,9.76,10.34,20.11,5.91,,7.25,38.17,1.8,1.36,10.34,44.0,Good
+Amritsar,2018-08-15,,31.42,9.59,10.37,19.96,5.94,,9.04,33.88,2.0,1.67,11.11,,
+Amritsar,2018-08-16,,61.22,7.73,10.24,18.08,6.2,,6.69,36.6,1.92,1.24,7.36,,
+Amritsar,2018-08-17,,50.07,7.37,9.47,16.84,5.62,,3.14,33.74,1.97,1.35,10.23,,
+Amritsar,2018-08-18,,28.55,7.22,9.46,16.69,5.66,,6.39,39.73,1.89,1.49,11.03,64.0,Satisfactory
+Amritsar,2018-08-19,,24.03,7.16,9.47,16.62,5.68,,5.18,32.67,1.9,1.45,10.81,40.0,Good
+Amritsar,2018-08-20,,39.04,9.14,10.14,19.27,6.17,0.32,5.76,34.69,1.97,1.34,8.03,61.0,Satisfactory
+Amritsar,2018-08-21,19.92,37.9,13.48,12.06,25.24,6.42,1.01,8.09,32.38,2.35,1.35,4.98,42.0,Good
+Amritsar,2018-08-22,,43.11,14.16,13.5,27.66,6.56,0.04,6.63,29.55,5.83,3.1,6.46,,
+Amritsar,2018-08-23,,30.87,12.46,12.01,21.0,7.26,0.0,5.23,25.65,4.85,2.54,7.12,40.0,Good
+Amritsar,2018-08-24,,47.04,14.88,13.39,25.88,6.29,0.0,6.56,31.61,4.72,2.57,9.67,39.0,Good
+Amritsar,2018-08-25,,,,,,,,,,,,,,
+Amritsar,2018-08-26,,,,,,,,,,,,,,
+Amritsar,2018-08-27,,71.25,68.83,32.78,60.38,19.46,0.0,27.38,29.62,2.07,1.05,3.21,,
+Amritsar,2018-08-28,,92.29,15.11,11.84,23.56,5.75,0.04,6.1,36.0,5.0,2.65,5.75,,
+Amritsar,2018-08-29,,99.16,12.38,11.74,23.74,3.62,0.0,4.98,15.3,5.83,3.35,11.83,98.0,Satisfactory
+Amritsar,2018-08-30,,73.84,11.03,10.68,20.6,4.86,0.0,5.32,20.33,5.38,2.93,7.52,86.0,Satisfactory
+Amritsar,2018-08-31,,86.23,11.92,9.68,16.05,5.98,0.0,5.79,29.21,4.26,3.5,4.19,72.0,Satisfactory
+Amritsar,2018-09-01,,74.16,15.86,18.0,23.87,11.87,0.0,5.43,33.67,4.68,4.88,7.26,78.0,Satisfactory
+Amritsar,2018-09-02,,48.94,12.55,10.27,18.51,5.76,0.0,2.36,13.52,4.17,2.15,1.93,,
+Amritsar,2018-09-03,,36.88,18.56,12.7,13.82,8.53,0.0,3.28,20.52,4.05,4.03,5.56,,
+Amritsar,2018-09-04,,39.17,21.61,11.55,29.63,7.67,0.0,2.99,23.02,4.88,5.88,5.25,39.0,Good
+Amritsar,2018-09-05,,64.29,12.35,10.75,19.65,5.99,0.0,2.33,32.89,4.92,4.77,4.11,53.0,Satisfactory
+Amritsar,2018-09-06,,82.86,11.14,8.52,19.66,5.36,0.0,2.4,22.94,6.81,7.62,6.87,70.0,Satisfactory
+Amritsar,2018-09-07,,56.13,9.57,7.29,16.86,4.69,0.0,2.74,19.52,6.66,8.47,7.52,72.0,Satisfactory
+Amritsar,2018-09-08,,24.89,10.26,7.84,18.1,4.47,0.0,3.13,22.58,5.02,7.59,8.23,40.0,Good
+Amritsar,2018-09-09,,34.62,10.88,10.65,21.4,4.37,0.0,2.87,17.87,5.23,7.87,11.46,33.0,Good
+Amritsar,2018-09-10,,43.28,10.47,10.85,21.24,4.34,0.0,4.32,19.64,5.43,8.11,11.24,36.0,Good
+Amritsar,2018-09-11,,42.87,15.68,15.46,31.14,10.81,0.0,2.74,21.88,5.44,8.16,11.58,45.0,Good
+Amritsar,2018-09-12,,47.01,17.18,14.9,32.09,13.52,0.0,2.81,21.21,4.66,6.9,9.22,46.0,Good
+Amritsar,2018-09-13,,84.37,14.76,10.91,25.66,9.91,0.0,3.09,19.33,4.03,5.85,8.54,56.0,Satisfactory
+Amritsar,2018-09-14,,44.41,15.63,11.35,26.98,9.42,0.0,2.15,20.13,3.94,5.77,9.74,77.0,Satisfactory
+Amritsar,2018-09-15,,36.96,15.74,11.61,27.34,9.31,0.0,3.01,19.82,4.08,5.91,10.03,38.0,Good
+Amritsar,2018-09-16,,41.76,15.74,11.37,27.11,9.31,0.0,2.28,22.39,4.09,6.0,10.48,39.0,Good
+Amritsar,2018-09-17,,56.83,15.24,11.48,26.72,9.5,0.0,3.49,25.12,4.27,6.1,10.36,48.0,Good
+Amritsar,2018-09-18,,67.86,15.55,11.79,27.34,9.32,0.0,2.03,25.65,4.4,6.25,10.57,63.0,Satisfactory
+Amritsar,2018-09-19,,81.95,15.34,11.69,27.03,9.42,0.0,3.25,25.84,4.58,6.39,10.75,76.0,Satisfactory
+Amritsar,2018-09-20,,88.29,14.89,11.32,26.21,9.68,0.0,2.78,27.92,4.37,6.23,10.58,84.0,Satisfactory
+Amritsar,2018-09-21,,73.77,14.78,11.04,25.82,9.81,0.0,2.57,24.4,4.24,5.97,10.26,86.0,Satisfactory
+Amritsar,2018-09-22,,33.3,15.34,10.85,24.48,9.66,0.0,4.17,18.28,4.0,5.81,9.23,52.0,Satisfactory
+Amritsar,2018-09-23,,10.81,18.2,3.94,22.06,7.38,0.02,5.15,10.8,3.87,5.72,7.31,32.0,Good
+Amritsar,2018-09-24,,17.01,5.52,0.79,6.29,6.7,0.0,4.9,16.19,5.77,3.68,6.79,22.0,Good
+Amritsar,2018-09-25,,27.65,6.39,1.41,7.8,4.63,0.0,3.16,12.47,12.5,0.73,12.25,20.0,Good
+Amritsar,2018-09-26,,84.37,5.0,1.41,6.41,4.17,0.0,6.76,10.35,18.6,1.82,15.71,56.0,Satisfactory
+Amritsar,2018-09-27,,93.59,5.79,4.82,10.6,6.58,0.06,4.37,16.55,17.04,1.13,13.8,91.0,Satisfactory
+Amritsar,2018-09-28,,94.38,10.47,11.77,22.26,12.22,0.0,5.97,19.15,22.43,1.15,15.15,94.0,Satisfactory
+Amritsar,2018-09-29,,43.79,13.44,14.45,27.88,11.18,0.0,6.46,18.06,15.48,0.91,14.48,67.0,Satisfactory
+Amritsar,2018-09-30,,84.29,12.2,14.12,26.33,10.97,0.0,6.29,19.94,16.68,1.6,15.52,68.0,Satisfactory
+Amritsar,2018-10-01,,119.97,10.65,14.79,25.44,11.08,0.0,6.5,20.78,18.14,1.67,15.25,100.0,Satisfactory
+Amritsar,2018-10-02,,130.41,10.67,15.03,25.7,10.88,0.0,5.83,21.03,16.96,1.56,15.23,119.0,Moderate
+Amritsar,2018-10-03,,134.54,10.62,14.44,25.04,10.64,0.0,6.65,17.06,16.32,1.48,14.76,122.0,Moderate
+Amritsar,2018-10-04,,79.33,12.77,18.87,31.65,10.07,0.0,6.61,20.1,14.45,1.04,13.28,104.0,Moderate
+Amritsar,2018-10-05,,65.32,11.02,17.17,28.2,9.51,0.0,6.18,21.78,9.74,0.85,8.32,78.0,Satisfactory
+Amritsar,2018-10-06,,95.99,12.69,15.89,28.58,9.8,0.0,6.16,18.11,14.31,1.29,12.6,83.0,Satisfactory
+Amritsar,2018-10-07,,194.56,11.01,15.38,26.39,9.96,0.0,6.75,23.54,17.31,1.64,14.68,133.0,Moderate
+Amritsar,2018-10-08,,154.77,10.98,12.72,23.7,11.46,0.0,5.05,20.87,16.63,1.3,10.72,157.0,Moderate
+Amritsar,2018-10-09,,87.81,12.7,10.99,23.68,13.5,0.0,3.72,9.48,21.28,0.68,8.76,106.0,Moderate
+Amritsar,2018-10-10,,132.12,15.73,14.43,30.16,16.85,0.0,4.15,17.22,18.53,1.19,10.38,93.0,Satisfactory
+Amritsar,2018-10-11,,152.34,22.22,21.74,43.96,24.05,0.0,6.05,21.4,20.64,1.1,7.66,146.0,Moderate
+Amritsar,2018-10-12,,152.55,28.01,27.25,55.27,25.23,0.0,6.43,17.28,16.96,1.29,12.73,129.0,Moderate
+Amritsar,2018-10-13,,211.81,27.51,26.32,53.83,24.88,0.0,5.77,18.01,20.31,1.76,14.86,150.0,Moderate
+Amritsar,2018-10-14,,271.06,25.75,26.49,52.24,24.71,0.0,6.71,18.63,14.99,2.02,14.5,209.0,Poor
+Amritsar,2018-10-15,,228.06,18.97,23.23,42.76,20.99,0.09,6.47,24.57,13.21,1.81,10.83,203.0,Poor
+Amritsar,2018-10-16,,125.47,12.31,18.58,31.89,17.99,0.0,6.07,30.09,9.97,1.16,7.83,145.0,Moderate
+Amritsar,2018-10-17,,121.94,14.24,19.97,35.21,18.55,0.0,6.19,24.0,11.77,1.35,9.42,106.0,Moderate
+Amritsar,2018-10-18,,106.02,15.1,20.95,37.05,18.81,0.01,5.43,22.76,14.28,1.62,10.72,118.0,Moderate
+Amritsar,2018-10-19,,112.9,16.77,22.89,40.66,18.72,0.0,6.5,21.61,11.69,1.58,10.52,106.0,Moderate
+Amritsar,2018-10-20,,85.78,17.65,25.08,43.72,18.52,0.0,6.11,18.43,13.02,1.16,9.03,96.0,Satisfactory
+Amritsar,2018-10-21,41.99,143.94,23.68,29.28,41.44,17.11,0.01,5.58,18.68,13.33,1.7,12.19,115.0,Moderate
+Amritsar,2018-10-22,59.95,182.15,31.6,29.53,59.14,16.11,0.0,5.17,18.41,15.45,1.97,11.45,145.0,Moderate
+Amritsar,2018-10-23,48.96,144.84,25.22,23.73,48.5,14.59,0.0,6.21,22.47,12.74,1.72,9.5,137.0,Moderate
+Amritsar,2018-10-24,61.79,184.57,25.79,24.41,49.42,14.69,0.01,6.63,21.24,12.82,1.46,8.39,152.0,Moderate
+Amritsar,2018-10-25,37.17,106.31,35.32,26.8,63.12,16.05,0.0,6.35,20.92,13.54,1.98,10.25,119.0,Moderate
+Amritsar,2018-10-26,42.12,120.38,31.86,27.04,59.9,15.65,0.01,6.02,22.48,18.73,2.63,11.32,107.0,Moderate
+Amritsar,2018-10-27,48.55,138.69,31.37,26.26,58.63,15.68,0.0,5.78,25.03,10.51,2.57,11.77,124.0,Moderate
+Amritsar,2018-10-28,45.78,130.79,33.67,28.65,63.32,16.09,0.0,5.84,15.61,15.23,2.52,13.46,122.0,Moderate
+Amritsar,2018-10-29,57.31,175.25,31.74,26.18,58.62,15.28,0.02,5.98,21.27,14.68,2.54,11.44,138.0,Moderate
+Amritsar,2018-10-30,57.94,171.82,23.42,20.66,42.66,12.92,0.0,6.3,24.7,12.43,1.96,9.24,144.0,Moderate
+Amritsar,2018-10-31,49.3,143.96,27.24,22.59,46.82,13.69,0.01,6.08,21.03,13.24,2.35,11.31,140.0,Moderate
+Amritsar,2018-11-01,116.63,306.18,23.71,21.4,41.97,13.08,0.0,6.32,19.98,13.12,2.22,9.26,251.0,Poor
+Amritsar,2018-11-02,33.74,87.84,20.17,21.19,41.35,12.48,0.01,6.0,15.41,8.35,1.12,6.98,137.0,Moderate
+Amritsar,2018-11-03,48.76,139.29,22.89,27.79,50.66,13.46,0.0,6.47,14.1,7.09,0.91,8.81,112.0,Moderate
+Amritsar,2018-11-04,27.22,102.81,29.63,32.62,20.68,15.0,0.0,5.88,11.15,2.19,0.28,2.86,124.0,Moderate
+Amritsar,2018-11-05,27.75,106.09,20.97,27.03,34.54,13.25,0.0,6.01,25.27,7.04,1.01,5.01,,
+Amritsar,2018-11-06,31.86,90.9,25.7,38.29,63.98,14.88,0.0,,13.28,11.08,1.32,11.73,74.0,Satisfactory
+Amritsar,2018-11-07,73.92,213.3,34.67,43.28,75.25,16.74,0.32,19.13,11.34,11.65,2.66,14.0,146.0,Moderate
+Amritsar,2018-11-08,96.85,215.67,29.06,32.62,54.79,14.69,1.13,9.91,30.02,4.68,1.57,6.07,237.0,Poor
+Amritsar,2018-11-09,60.41,112.53,32.1,38.15,70.0,14.92,0.81,3.2,27.13,5.89,2.74,11.45,124.0,Moderate
+Amritsar,2018-11-10,54.89,157.76,33.43,38.02,69.43,9.8,0.01,3.8,26.42,6.97,3.05,13.02,114.0,Moderate
+Amritsar,2018-11-11,62.42,178.25,30.03,34.95,62.91,8.94,0.0,3.59,22.36,6.25,2.07,9.36,158.0,Moderate
+Amritsar,2018-11-12,33.74,96.43,29.16,37.24,64.4,9.23,0.0,2.31,17.17,6.32,1.55,8.87,120.0,Moderate
+Amritsar,2018-11-13,45.16,129.04,29.69,38.7,66.33,9.46,0.0,,15.79,6.13,1.34,9.11,101.0,Moderate
+Amritsar,2018-11-14,42.61,121.76,28.13,36.97,31.55,9.12,0.0,,15.82,6.02,0.5,4.13,129.0,Moderate
+Amritsar,2018-11-15,38.93,111.3,15.73,23.5,34.36,6.05,0.02,3.89,27.39,5.61,0.86,4.33,,
+Amritsar,2018-11-16,49.87,142.45,24.72,35.8,58.53,8.49,0.0,,19.76,6.06,1.03,8.72,115.0,Moderate
+Amritsar,2018-11-17,71.74,205.11,27.67,38.24,63.92,9.03,0.0,,18.19,6.27,1.61,10.12,156.0,Moderate
+Amritsar,2018-11-18,54.93,152.6,27.31,38.26,63.69,9.08,0.0,,19.12,6.48,1.64,10.09,158.0,Moderate
+Amritsar,2018-11-19,48.16,128.53,21.63,29.8,49.43,7.38,0.01,8.56,24.92,6.41,1.62,7.84,117.0,Moderate
+Amritsar,2018-11-20,52.3,139.23,18.8,27.98,44.79,6.7,0.01,0.71,19.59,5.43,1.91,8.36,125.0,Moderate
+Amritsar,2018-11-21,93.43,147.22,19.47,28.7,46.17,6.87,0.01,5.36,14.99,5.65,1.94,7.91,140.0,Moderate
+Amritsar,2018-11-22,112.18,162.8,26.15,34.1,58.25,8.48,0.0,6.94,11.73,8.95,2.95,11.97,306.0,Very Poor
+Amritsar,2018-11-23,46.38,102.86,18.97,31.23,48.19,7.14,0.0,,8.3,5.56,1.49,8.49,134.0,Moderate
+Amritsar,2018-11-24,45.32,100.78,21.0,33.26,52.26,7.63,0.0,,8.07,6.6,1.61,9.28,91.0,Satisfactory
+Amritsar,2018-11-25,68.66,152.57,25.88,36.7,60.58,8.69,0.0,,8.86,6.98,2.99,13.36,121.0,Moderate
+Amritsar,2018-11-26,63.86,142.12,24.13,33.08,55.21,8.12,0.01,4.71,16.83,7.99,2.81,12.22,135.0,Moderate
+Amritsar,2018-11-27,69.37,154.01,26.61,36.36,60.97,8.73,0.0,,20.57,6.95,2.81,13.63,132.0,Moderate
+Amritsar,2018-11-28,63.2,140.32,23.81,33.88,55.69,8.06,0.0,,19.47,5.39,2.12,11.14,127.0,Moderate
+Amritsar,2018-11-29,65.15,144.93,26.81,33.27,58.08,8.5,0.01,3.23,21.4,6.16,2.62,11.75,130.0,Moderate
+Amritsar,2018-11-30,62.87,139.7,25.09,31.37,54.46,8.06,0.0,7.56,20.76,5.99,2.37,9.59,135.0,Moderate
+Amritsar,2018-12-01,62.95,140.07,29.56,36.7,64.23,9.16,0.01,5.91,16.61,6.47,3.3,12.07,125.0,Moderate
+Amritsar,2018-12-02,41.91,93.07,28.89,38.0,64.86,9.19,0.0,,17.04,6.18,2.65,12.0,109.0,Moderate
+Amritsar,2018-12-03,53.8,123.95,28.33,33.28,47.57,8.6,0.01,9.49,23.99,6.18,1.8,8.0,101.0,Moderate
+Amritsar,2018-12-04,76.21,168.2,21.75,26.18,39.31,7.04,0.02,7.11,23.88,4.83,2.22,7.97,115.0,Moderate
+Amritsar,2018-12-05,61.69,137.47,27.29,33.08,55.41,8.51,0.01,4.06,19.18,5.55,2.84,10.88,127.0,Moderate
+Amritsar,2018-12-06,70.49,156.56,40.56,43.85,82.42,11.49,0.0,,15.79,6.32,2.84,14.09,139.0,Moderate
+Amritsar,2018-12-07,63.57,141.24,29.04,33.89,60.93,8.88,0.0,,20.74,6.36,1.94,9.04,130.0,Moderate
+Amritsar,2018-12-08,69.19,153.63,34.65,37.59,70.23,9.95,0.01,6.2,16.57,6.52,2.25,9.91,131.0,Moderate
+Amritsar,2018-12-09,73.15,162.47,35.13,41.33,74.45,10.41,0.0,,15.49,6.14,2.95,12.65,144.0,Moderate
+Amritsar,2018-12-10,54.54,121.13,36.59,41.71,76.3,10.68,0.01,3.5,14.76,6.15,2.11,10.59,131.0,Moderate
+Amritsar,2018-12-11,23.84,52.99,35.43,40.65,74.09,10.39,0.01,3.75,15.1,7.13,0.91,8.26,94.0,Satisfactory
+Amritsar,2018-12-12,34.41,76.5,32.68,39.35,70.02,9.81,0.01,0.87,14.24,8.47,0.86,7.87,91.0,Satisfactory
+Amritsar,2018-12-13,35.39,78.62,35.57,41.28,74.85,10.47,0.0,,13.71,8.66,0.83,7.89,90.0,Satisfactory
+Amritsar,2018-12-14,43.93,100.62,25.34,30.82,44.51,7.94,0.02,6.34,16.43,6.22,0.97,5.19,99.0,Satisfactory
+Amritsar,2018-12-15,37.55,84.08,23.99,30.34,47.92,7.68,0.0,,15.08,5.71,1.17,5.52,87.0,Satisfactory
+Amritsar,2018-12-16,49.82,120.8,24.1,31.61,49.1,7.89,0.0,,15.12,6.21,1.29,5.91,102.0,Moderate
+Amritsar,2018-12-17,61.91,138.56,24.94,31.59,53.92,7.86,0.02,4.16,15.63,6.76,2.0,7.42,118.0,Moderate
+Amritsar,2018-12-18,72.97,163.05,30.79,35.39,64.18,9.06,0.01,4.08,13.45,6.28,2.81,9.47,138.0,Moderate
+Amritsar,2018-12-19,81.51,181.02,35.66,37.44,71.01,10.04,0.01,2.73,15.76,6.88,3.4,11.26,160.0,Moderate
+Amritsar,2018-12-20,56.93,126.56,33.91,35.26,67.16,9.44,0.02,4.48,15.72,12.51,2.61,9.35,143.0,Moderate
+Amritsar,2018-12-21,56.6,125.74,32.79,37.83,68.56,9.47,0.0,,13.44,6.18,2.12,9.05,110.0,Moderate
+Amritsar,2018-12-22,62.09,138.1,30.94,29.75,56.49,8.44,0.02,2.4,16.41,7.86,2.59,8.49,126.0,Moderate
+Amritsar,2018-12-23,75.18,166.81,27.1,20.86,47.96,7.31,0.0,,7.26,6.22,2.12,7.06,127.0,Moderate
+Amritsar,2018-12-24,64.23,141.23,24.99,22.13,47.12,7.2,0.01,2.07,9.64,7.54,2.0,6.72,149.0,Moderate
+Amritsar,2018-12-25,68.66,152.5,22.67,22.59,45.26,6.71,0.0,,8.62,6.28,2.36,6.83,137.0,Moderate
+Amritsar,2018-12-26,74.91,178.86,23.65,24.35,45.11,7.13,0.01,1.32,10.14,7.1,2.57,7.22,144.0,Moderate
+Amritsar,2018-12-27,72.08,160.38,26.59,27.11,53.7,8.02,0.01,1.97,9.16,11.8,2.76,8.33,154.0,Moderate
+Amritsar,2018-12-28,70.27,155.08,25.57,27.48,53.03,7.86,0.01,4.17,4.93,6.92,2.19,6.44,131.0,Moderate
+Amritsar,2018-12-29,98.32,218.44,35.3,37.03,72.33,10.92,0.0,,4.3,26.09,3.82,11.8,200.0,Moderate
+Amritsar,2018-12-30,78.83,175.0,30.13,32.62,62.66,9.42,0.0,,6.46,8.48,2.38,9.25,174.0,Moderate
+Amritsar,2018-12-31,78.42,186.41,31.71,33.79,59.08,9.96,0.05,2.98,5.43,9.62,2.41,9.09,184.0,Moderate
+Amritsar,2019-01-01,92.38,205.42,21.66,21.67,44.01,6.61,0.17,2.87,9.65,10.0,2.81,6.66,170.0,Moderate
+Amritsar,2019-01-02,77.42,171.98,38.64,19.65,55.01,9.43,0.05,3.41,6.05,5.49,2.78,9.93,176.0,Moderate
+Amritsar,2019-01-03,45.44,100.89,31.86,27.8,59.66,9.29,0.01,3.54,5.79,6.53,2.44,8.12,131.0,Moderate
+Amritsar,2019-01-04,34.45,76.48,30.01,32.28,62.28,9.37,0.0,3.49,5.19,6.94,1.74,8.44,81.0,Satisfactory
+Amritsar,2019-01-05,28.29,62.82,26.76,29.28,56.04,8.38,0.0,2.33,5.0,7.48,1.6,7.0,77.0,Satisfactory
+Amritsar,2019-01-06,14.54,32.35,27.74,31.28,59.01,8.89,0.0,1.61,5.47,7.69,0.76,6.12,70.0,Satisfactory
+Amritsar,2019-01-07,24.39,55.75,25.4,27.86,46.04,8.11,0.0,1.83,5.24,6.69,1.05,5.53,69.0,Satisfactory
+Amritsar,2019-01-08,27.89,61.97,22.75,25.9,47.27,7.37,0.02,2.92,8.92,6.38,1.26,5.34,64.0,Satisfactory
+Amritsar,2019-01-09,37.34,88.8,16.81,21.51,32.36,5.7,0.04,3.2,9.01,5.14,1.19,4.32,75.0,Satisfactory
+Amritsar,2019-01-10,45.99,102.22,19.81,25.32,44.54,6.57,0.03,2.85,8.68,6.08,1.8,6.18,98.0,Satisfactory
+Amritsar,2019-01-11,69.5,159.89,25.14,28.99,45.0,7.93,0.0,3.76,4.87,5.05,1.9,7.25,101.0,Moderate
+Amritsar,2019-01-12,52.22,115.98,22.07,24.15,45.96,8.42,0.0,3.48,8.24,5.84,1.44,4.91,118.0,Moderate
+Amritsar,2019-01-13,27.56,61.73,33.82,36.82,66.33,15.16,0.0,2.83,5.6,7.21,0.76,5.02,83.0,Satisfactory
+Amritsar,2019-01-14,28.1,73.28,24.32,28.07,45.63,12.34,0.0,,7.37,6.41,0.77,3.56,80.0,Satisfactory
+Amritsar,2019-01-15,47.88,114.7,25.43,30.98,48.25,12.91,0.0,,5.09,6.32,1.13,5.08,73.0,Satisfactory
+Amritsar,2019-01-16,70.18,163.27,30.51,35.91,63.7,14.45,0.0,,4.91,8.92,1.77,6.95,133.0,Moderate
+Amritsar,2019-01-17,64.8,148.01,24.63,28.05,50.91,9.91,0.0,,8.02,7.04,1.91,6.77,135.0,Moderate
+Amritsar,2019-01-18,34.37,82.02,17.31,25.3,37.45,6.53,0.0,,8.96,5.7,1.39,5.41,131.0,Moderate
+Amritsar,2019-01-19,2.85,11.43,17.77,26.75,41.86,6.53,0.0,,6.11,7.34,1.47,6.21,56.0,Satisfactory
+Amritsar,2019-01-20,15.53,54.85,19.33,26.29,42.17,7.2,0.0,,5.23,7.84,1.47,5.76,54.0,Satisfactory
+Amritsar,2019-01-21,14.88,35.71,18.18,18.29,32.3,9.36,0.0,,6.58,4.95,0.52,2.56,50.0,Good
+Amritsar,2019-01-22,9.17,25.17,19.78,18.35,38.13,6.91,0.0,,9.17,6.1,0.35,2.36,48.0,Good
+Amritsar,2019-01-23,10.42,29.31,17.8,20.46,38.27,4.58,0.0,,5.93,6.12,0.37,2.76,42.0,Good
+Amritsar,2019-01-24,39.63,71.3,14.74,20.8,35.54,6.73,0.0,,9.45,5.33,4.04,0.0,,
+Amritsar,2019-01-25,73.78,119.03,16.16,23.99,40.15,6.75,0.0,,5.35,5.39,2.96,0.23,142.0,Moderate
+Amritsar,2019-01-26,44.72,98.2,16.8,26.97,43.77,6.84,0.0,,4.54,9.18,2.46,0.01,122.0,Moderate
+Amritsar,2019-01-27,34.14,73.32,13.76,24.26,38.02,6.8,0.0,,4.84,5.36,3.03,1.0,76.0,Satisfactory
+Amritsar,2019-01-28,58.49,104.54,14.92,21.57,36.4,6.01,0.0,,8.94,5.27,3.41,2.71,90.0,Satisfactory
+Amritsar,2019-01-29,56.89,94.19,16.31,22.23,38.57,6.6,0.0,,5.5,5.39,2.87,3.49,98.0,Satisfactory
+Amritsar,2019-01-30,70.78,114.9,19.24,22.67,41.92,6.33,0.0,,4.99,5.63,2.74,0.64,113.0,Moderate
+Amritsar,2019-01-31,33.66,52.12,16.11,16.6,32.73,5.05,0.0,,6.87,5.32,2.02,0.38,83.0,Satisfactory
+Amritsar,2019-02-01,34.5,50.39,11.47,13.56,24.78,3.98,0.0,,7.77,5.26,1.24,0.22,58.0,Satisfactory
+Amritsar,2019-02-02,40.16,68.34,11.01,15.32,26.34,1.55,0.0,,4.31,5.3,0.26,0.08,62.0,Satisfactory
+Amritsar,2019-02-03,47.96,88.1,15.4,13.39,28.79,2.18,0.0,,8.42,5.3,0.0,0.0,84.0,Satisfactory
+Amritsar,2019-02-04,67.94,156.16,18.46,14.99,33.44,2.33,0.0,,9.61,5.08,0.49,1.1,113.0,Moderate
+Amritsar,2019-02-05,48.54,154.64,18.18,15.21,31.56,3.36,0.0,,12.19,4.02,2.11,4.79,146.0,Moderate
+Amritsar,2019-02-06,82.06,113.3,16.11,14.76,30.87,4.22,0.0,,7.35,4.29,2.25,5.11,154.0,Moderate
+Amritsar,2019-02-07,45.96,60.92,15.23,14.65,29.88,4.11,0.0,,8.81,4.29,2.25,5.11,98.0,Satisfactory
+Amritsar,2019-02-08,30.86,53.32,11.87,12.28,24.14,3.83,0.0,,18.45,3.52,2.05,3.51,71.0,Satisfactory
+Amritsar,2019-02-09,36.56,73.1,12.28,15.88,28.16,4.63,0.0,,8.52,2.56,1.81,1.52,59.0,Satisfactory
+Amritsar,2019-02-10,72.25,152.76,14.04,18.54,32.58,5.45,0.0,,9.73,2.56,1.81,1.52,126.0,Moderate
+Amritsar,2019-02-11,41.63,133.64,14.03,18.15,32.18,5.83,0.01,4.66,16.8,2.56,1.81,1.52,132.0,Moderate
+Amritsar,2019-02-12,72.66,138.2,16.61,19.13,35.75,7.3,0.01,7.15,12.12,3.44,2.75,4.54,121.0,Moderate
+Amritsar,2019-02-13,77.14,132.69,18.51,19.67,38.19,7.32,0.0,,13.82,3.64,2.97,6.46,164.0,Moderate
+Amritsar,2019-02-14,47.29,84.07,19.34,16.36,33.57,6.89,0.01,3.85,9.04,2.93,2.24,5.26,119.0,Moderate
+Amritsar,2019-02-15,16.68,45.69,17.87,14.11,31.98,5.34,0.0,,10.45,3.19,2.44,5.73,51.0,Satisfactory
+Amritsar,2019-02-16,34.55,73.44,16.61,13.75,30.37,5.4,0.0,,20.75,3.19,2.44,5.73,62.0,Satisfactory
+Amritsar,2019-02-17,61.25,130.3,14.68,15.41,30.1,5.38,0.0,,27.31,3.19,2.44,5.73,99.0,Satisfactory
+Amritsar,2019-02-18,21.95,46.79,13.04,15.49,28.53,6.76,0.01,10.4,26.48,4.12,1.56,5.21,85.0,Satisfactory
+Amritsar,2019-02-19,25.43,54.23,11.04,17.56,28.61,5.87,0.0,,24.43,5.41,0.75,4.26,44.0,Good
+Amritsar,2019-02-20,36.81,81.97,12.33,17.47,28.03,4.93,0.0,,20.42,5.7,2.0,3.92,79.0,Satisfactory
+Amritsar,2019-02-21,44.38,41.67,16.52,16.96,33.48,5.01,0.0,,14.83,3.51,4.59,2.91,60.0,Satisfactory
+Amritsar,2019-02-22,41.11,64.08,15.11,18.64,33.76,5.01,0.0,,16.15,4.3,5.47,3.33,92.0,Satisfactory
+Amritsar,2019-02-23,40.75,90.57,12.45,20.52,32.97,4.98,0.0,,19.68,4.99,8.43,4.56,78.0,Satisfactory
+Amritsar,2019-02-24,63.67,141.48,12.75,22.04,34.8,4.97,0.0,,18.78,6.89,8.85,4.75,120.0,Moderate
+Amritsar,2019-02-25,63.92,144.54,12.67,22.06,34.37,5.07,0.0,,17.68,7.21,8.33,4.47,128.0,Moderate
+Amritsar,2019-02-26,36.2,75.43,8.77,15.32,27.56,7.37,0.5,,27.49,3.24,6.98,3.79,96.0,Satisfactory
+Amritsar,2019-02-27,35.6,79.37,6.31,13.73,20.04,8.96,0.36,2.58,23.62,3.62,7.03,3.38,74.0,Satisfactory
+Amritsar,2019-02-28,37.12,80.11,6.09,9.66,15.73,8.61,0.86,,25.86,3.49,6.14,2.54,82.0,Satisfactory
+Amritsar,2019-03-01,57.28,122.07,10.4,10.54,20.93,9.16,0.51,,21.55,4.57,6.41,2.65,109.0,Moderate
+Amritsar,2019-03-02,19.68,52.76,9.33,9.87,19.2,9.03,0.0,,19.45,4.3,6.12,2.56,76.0,Satisfactory
+Amritsar,2019-03-03,19.43,42.71,10.75,12.18,22.94,7.85,0.1,,20.07,3.52,6.03,2.52,46.0,Good
+Amritsar,2019-03-04,23.77,56.26,8.52,16.42,24.89,6.13,0.21,,17.42,4.41,6.03,2.57,48.0,Good
+Amritsar,2019-03-05,37.84,82.52,12.44,18.54,28.68,11.75,0.5,,33.85,1.52,2.17,3.56,,
+Amritsar,2019-03-06,46.13,113.27,13.2,19.22,32.1,11.89,0.43,,31.78,1.27,1.73,4.28,111.0,Moderate
+Amritsar,2019-03-07,74.7,125.2,11.29,13.91,22.8,10.05,0.46,,30.3,1.43,1.76,4.76,135.0,Moderate
+Amritsar,2019-03-08,44.85,82.82,7.37,7.4,12.9,18.93,0.72,,21.07,1.05,1.74,4.26,96.0,Satisfactory
+Amritsar,2019-03-09,37.6,67.05,56.64,24.41,46.82,36.48,0.6,,33.0,1.3,1.84,4.39,77.0,Satisfactory
+Amritsar,2019-03-10,67.44,106.6,11.1,7.98,19.05,12.04,0.86,,32.44,2.62,2.15,5.84,99.0,Satisfactory
+Amritsar,2019-03-11,37.63,63.42,11.26,10.68,21.68,8.38,0.67,2.35,27.01,2.14,2.1,5.47,85.0,Satisfactory
+Amritsar,2019-03-12,37.63,77.26,12.21,11.79,23.62,9.69,0.8,,32.35,2.7,2.1,7.53,60.0,Satisfactory
+Amritsar,2019-03-13,69.9,115.62,19.65,20.84,39.47,12.98,0.72,,36.71,4.05,2.15,11.08,114.0,Moderate
+Amritsar,2019-03-14,49.28,78.65,12.11,12.85,24.78,10.83,0.43,,27.47,4.07,2.19,10.09,106.0,Moderate
+Amritsar,2019-03-15,43.24,71.85,11.8,11.91,23.47,11.21,0.57,,32.28,4.4,2.2,12.65,74.0,Satisfactory
+Amritsar,2019-03-16,43.63,68.04,11.74,10.72,22.26,10.45,0.6,,36.99,4.25,2.19,13.13,71.0,Satisfactory
+Amritsar,2019-03-17,74.37,112.38,10.84,10.48,21.32,10.15,0.86,,36.2,5.63,2.22,14.22,119.0,Moderate
+Amritsar,2019-03-18,70.64,116.4,12.84,11.9,24.51,9.6,0.62,,33.02,5.03,2.23,11.72,136.0,Moderate
+Amritsar,2019-03-19,71.22,113.04,18.58,24.78,41.14,17.76,0.67,,24.12,4.93,2.23,9.83,142.0,Moderate
+Amritsar,2019-03-20,30.74,55.69,11.71,16.47,27.48,8.25,0.33,,26.54,2.97,2.09,7.95,86.0,Satisfactory
+Amritsar,2019-03-21,40.85,59.79,12.13,16.42,27.64,8.96,0.5,,22.98,3.55,2.16,11.45,61.0,Satisfactory
+Amritsar,2019-03-22,36.84,66.44,11.88,19.48,30.17,11.02,0.42,,28.92,3.76,2.15,9.46,69.0,Satisfactory
+Amritsar,2019-03-23,54.1,82.51,10.36,16.2,26.41,10.61,0.67,,19.14,5.12,2.2,12.51,82.0,Satisfactory
+Amritsar,2019-03-24,43.03,66.96,10.08,14.85,24.93,9.38,0.61,,15.38,4.77,2.18,12.22,71.0,Satisfactory
+Amritsar,2019-03-25,52.6,85.3,10.05,14.9,24.95,9.26,0.76,,20.49,5.26,2.16,12.59,89.0,Satisfactory
+Amritsar,2019-03-26,66.24,97.35,12.44,15.14,27.57,9.54,0.76,,23.32,5.35,2.23,10.25,95.0,Satisfactory
+Amritsar,2019-03-27,88.86,143.79,24.35,26.09,37.5,27.77,0.88,,20.32,7.79,2.36,12.0,148.0,Moderate
+Amritsar,2019-03-28,86.36,127.89,20.67,26.89,37.36,25.56,0.72,,23.48,7.4,2.33,9.69,230.0,Poor
+Amritsar,2019-03-29,73.09,113.95,15.57,16.56,26.54,15.67,0.74,,22.04,6.44,2.23,10.15,139.0,Moderate
+Amritsar,2019-03-30,60.48,106.94,9.9,10.8,19.4,5.71,0.47,,24.02,4.97,2.1,7.92,135.0,Moderate
+Amritsar,2019-03-31,28.25,67.71,11.09,13.03,23.98,10.74,0.42,,19.17,3.8,2.16,11.82,83.0,Satisfactory
+Amritsar,2019-04-01,43.8,95.73,39.15,35.03,44.67,25.8,0.75,,18.12,4.69,1.96,8.73,87.0,Satisfactory
+Amritsar,2019-04-02,71.36,120.11,85.38,81.76,70.69,92.54,0.53,,24.38,5.9,2.24,11.17,118.0,Moderate
+Amritsar,2019-04-03,54.24,94.69,87.13,138.35,132.09,126.12,0.76,,27.24,5.81,2.22,13.28,139.0,Moderate
+Amritsar,2019-04-04,66.98,111.23,23.01,66.24,78.47,42.74,0.73,,29.25,5.57,2.19,10.8,110.0,Moderate
+Amritsar,2019-04-05,84.64,139.75,26.32,66.81,88.46,32.63,0.83,,25.79,7.19,2.33,12.88,167.0,Moderate
+Amritsar,2019-04-06,92.19,167.42,9.8,22.71,32.14,9.58,0.77,,26.43,6.33,2.22,10.46,182.0,Moderate
+Amritsar,2019-04-07,28.98,72.15,9.91,20.28,30.18,9.14,0.56,,13.72,4.41,2.18,9.02,122.0,Moderate
+Amritsar,2019-04-08,34.9,94.52,12.05,22.68,34.11,10.6,0.32,,15.59,3.76,2.12,7.3,90.0,Satisfactory
+Amritsar,2019-04-09,70.98,129.01,13.6,19.69,33.29,10.49,0.98,,25.69,5.12,2.21,7.33,122.0,Moderate
+Amritsar,2019-04-10,53.72,112.19,14.37,17.95,32.32,10.73,0.76,,28.67,4.41,2.18,7.89,114.0,Moderate
+Amritsar,2019-04-11,53.68,81.89,16.13,17.4,32.6,11.7,0.94,,31.66,4.25,2.14,7.71,97.0,Satisfactory
+Amritsar,2019-04-12,35.58,83.38,15.88,15.89,31.36,12.46,0.61,,24.17,3.7,2.13,8.04,89.0,Satisfactory
+Amritsar,2019-04-13,33.04,85.15,15.38,17.82,30.08,10.67,0.82,,20.66,3.86,1.98,6.49,78.0,Satisfactory
+Amritsar,2019-04-14,43.46,90.03,17.36,19.46,36.82,12.85,1.11,,17.91,4.5,2.24,8.05,93.0,Satisfactory
+Amritsar,2019-04-15,49.03,122.91,15.45,18.11,32.28,11.81,0.62,,22.24,4.71,2.12,7.05,111.0,Moderate
+Amritsar,2019-04-16,38.2,105.68,12.61,14.0,26.07,9.8,0.69,,26.08,2.72,2.06,7.45,126.0,Moderate
+Amritsar,2019-04-17,30.8,54.33,12.33,12.97,23.63,8.87,0.59,,19.07,2.57,1.97,7.02,65.0,Satisfactory
+Amritsar,2019-04-18,31.83,60.62,14.63,16.91,25.02,10.11,0.62,,23.27,3.07,1.7,7.17,58.0,Satisfactory
+Amritsar,2019-04-19,43.3,81.48,17.41,19.0,36.61,12.32,0.93,,27.6,4.32,2.21,9.54,87.0,Satisfactory
+Amritsar,2019-04-20,47.63,96.05,17.24,15.44,31.27,12.44,1.21,,26.86,5.28,2.23,10.68,101.0,Moderate
+Amritsar,2019-04-21,64.79,125.99,17.26,15.45,32.71,12.46,1.02,,28.61,6.52,2.39,12.83,124.0,Moderate
+Amritsar,2019-04-22,79.94,147.5,17.26,15.45,32.71,12.46,0.93,,27.8,6.43,2.33,14.66,158.0,Moderate
+Amritsar,2019-04-23,62.45,130.58,17.26,15.45,32.71,12.46,1.52,,35.21,5.83,2.36,10.89,129.0,Moderate
+Amritsar,2019-04-24,35.46,150.77,14.97,17.48,30.51,11.09,0.39,,28.05,4.38,2.08,9.15,149.0,Moderate
+Amritsar,2019-04-25,36.93,76.91,14.29,16.89,30.26,9.5,1.04,,25.33,3.58,2.09,9.04,91.0,Satisfactory
+Amritsar,2019-04-26,38.07,79.67,15.37,13.76,29.13,8.41,0.8,,30.27,3.33,2.17,11.01,82.0,Satisfactory
+Amritsar,2019-04-27,60.35,110.87,15.37,13.76,29.13,8.41,0.78,,28.28,4.16,2.18,12.91,93.0,Satisfactory
+Amritsar,2019-04-28,61.59,151.49,15.37,13.76,29.13,8.41,0.96,,25.11,4.21,2.19,12.61,125.0,Moderate
+Amritsar,2019-04-29,58.58,131.1,19.03,16.09,35.12,10.79,1.0,,23.26,4.49,2.23,9.75,129.0,Moderate
+Amritsar,2019-04-30,47.27,135.19,22.64,18.39,41.03,13.15,0.63,,25.34,4.05,2.21,6.79,124.0,Moderate
+Amritsar,2019-05-01,43.45,95.71,18.09,17.41,35.08,11.63,1.0,,31.28,3.96,2.19,7.32,106.0,Moderate
+Amritsar,2019-05-02,38.35,110.64,14.47,16.64,30.1,10.42,0.5,51.84,33.26,3.74,2.13,10.26,109.0,Moderate
+Amritsar,2019-05-03,30.74,80.8,14.47,16.64,31.11,10.42,0.89,62.24,37.59,3.24,2.17,8.21,97.0,Satisfactory
+Amritsar,2019-05-04,43.75,100.92,34.72,28.21,57.07,34.44,0.87,36.35,30.69,3.87,2.05,8.83,97.0,Satisfactory
+Amritsar,2019-05-05,74.98,145.44,103.44,69.8,44.3,62.39,0.94,7.94,33.14,4.78,2.2,10.98,114.0,Moderate
+Amritsar,2019-05-06,59.63,118.65,33.67,64.12,48.79,43.0,1.03,14.18,27.67,5.02,2.3,10.06,147.0,Moderate
+Amritsar,2019-05-07,65.93,129.11,33.11,38.61,54.08,50.39,0.97,45.27,29.9,6.59,2.31,10.58,119.0,Moderate
+Amritsar,2019-05-08,54.21,110.82,73.43,72.44,95.37,129.46,1.29,67.26,29.01,4.83,2.2,9.16,120.0,Moderate
+Amritsar,2019-05-09,84.41,144.68,24.93,29.71,45.5,67.89,0.83,32.97,27.53,5.9,2.32,12.03,147.0,Moderate
+Amritsar,2019-05-10,97.06,176.04,40.72,31.61,60.06,78.96,0.96,14.65,33.36,3.95,2.07,8.36,198.0,Moderate
+Amritsar,2019-05-11,93.87,135.68,13.96,15.08,25.84,30.65,1.07,27.27,19.58,4.58,2.21,9.82,244.0,Poor
+Amritsar,2019-05-12,37.95,76.21,22.15,18.64,35.84,49.09,0.79,26.86,20.99,4.89,2.25,13.61,116.0,Moderate
+Amritsar,2019-05-13,90.72,142.79,10.98,12.11,21.62,18.23,1.03,26.99,19.67,5.46,2.22,10.66,174.0,Moderate
+Amritsar,2019-05-14,36.44,63.95,12.05,10.57,22.38,7.22,0.82,4.84,25.14,4.05,2.19,8.65,99.0,Satisfactory
+Amritsar,2019-05-15,69.3,135.22,12.01,9.09,21.09,6.89,0.8,26.79,19.53,4.88,2.25,9.3,112.0,Moderate
+Amritsar,2019-05-16,34.17,70.38,71.16,39.57,81.04,76.27,0.66,11.66,18.37,3.76,2.12,8.13,101.0,Moderate
+Amritsar,2019-05-17,38.31,96.81,20.38,14.91,34.47,11.92,0.73,16.1,12.17,4.09,2.22,9.45,99.0,Satisfactory
+Amritsar,2019-05-18,31.87,61.91,15.01,9.74,24.64,7.88,1.06,20.38,19.92,3.72,2.19,11.06,76.0,Satisfactory
+Amritsar,2019-05-19,49.54,105.25,14.5,9.31,23.29,7.51,0.9,22.3,26.86,4.09,2.13,9.87,100.0,Satisfactory
+Amritsar,2019-05-20,37.44,95.69,13.83,10.04,22.93,6.88,0.84,13.1,26.11,3.22,2.08,8.32,102.0,Moderate
+Amritsar,2019-05-21,46.62,98.1,33.16,30.3,54.34,37.7,0.76,23.13,25.32,3.44,1.91,7.14,90.0,Satisfactory
+Amritsar,2019-05-22,58.24,114.75,61.77,47.67,67.32,52.8,1.09,25.23,26.95,4.66,2.16,8.64,106.0,Moderate
+Amritsar,2019-05-23,38.7,93.26,73.32,63.38,95.71,50.53,0.76,12.84,19.33,3.53,2.12,7.57,108.0,Moderate
+Amritsar,2019-05-24,26.47,62.35,15.67,11.18,23.35,14.65,0.91,17.6,20.92,3.16,1.97,6.72,79.0,Satisfactory
+Amritsar,2019-05-25,22.15,55.39,13.77,8.36,21.59,9.65,0.89,16.45,25.08,3.14,2.16,8.45,71.0,Satisfactory
+Amritsar,2019-05-26,34.8,75.58,14.26,8.64,22.57,9.16,1.0,17.25,25.44,4.38,2.2,9.71,77.0,Satisfactory
+Amritsar,2019-05-27,32.11,71.02,18.58,13.58,30.02,12.53,0.99,15.4,25.75,3.86,1.97,8.95,77.0,Satisfactory
+Amritsar,2019-05-28,38.02,79.34,34.12,32.18,53.48,36.31,0.86,25.47,26.91,4.16,1.98,9.36,81.0,Satisfactory
+Amritsar,2019-05-29,43.03,101.54,28.09,22.68,42.36,33.68,1.42,24.33,26.36,5.25,2.14,7.03,100.0,Satisfactory
+Amritsar,2019-05-30,57.3,130.38,45.29,27.38,48.35,36.81,0.94,33.42,30.14,6.64,2.34,11.0,123.0,Moderate
+Amritsar,2019-05-31,55.89,132.32,32.08,20.02,42.14,26.23,1.19,21.88,31.89,6.19,2.23,10.94,122.0,Moderate
+Amritsar,2019-06-01,58.44,141.53,23.22,13.55,30.28,22.5,0.84,25.04,31.93,6.41,2.27,13.48,121.0,Moderate
+Amritsar,2019-06-02,49.65,120.56,17.6,11.27,24.49,16.26,1.2,19.91,22.67,6.29,2.33,13.2,124.0,Moderate
+Amritsar,2019-06-03,63.82,181.11,17.18,10.54,23.38,14.2,0.39,14.4,24.17,6.36,2.26,11.55,135.0,Moderate
+Amritsar,2019-06-04,38.14,123.69,14.94,7.91,16.64,17.73,0.58,6.54,31.2,3.88,1.8,8.7,148.0,Moderate
+Amritsar,2019-06-05,51.45,115.44,16.52,9.43,17.31,19.86,0.68,16.63,27.17,4.76,1.81,10.42,104.0,Moderate
+Amritsar,2019-06-06,46.72,88.35,18.38,9.22,21.0,21.43,0.53,12.95,40.67,4.4,2.03,11.59,103.0,Moderate
+Amritsar,2019-06-07,35.52,68.81,16.51,9.41,20.08,18.25,0.7,22.39,38.58,3.81,1.93,8.94,79.0,Satisfactory
+Amritsar,2019-06-08,39.76,97.33,14.99,9.65,21.39,14.95,0.86,19.92,28.88,5.35,2.21,10.58,90.0,Satisfactory
+Amritsar,2019-06-09,39.17,86.77,16.07,10.66,19.45,11.16,1.09,20.21,25.17,4.65,1.92,9.68,94.0,Satisfactory
+Amritsar,2019-06-10,34.67,95.14,17.29,10.5,20.93,12.81,0.73,21.96,31.75,5.31,1.89,8.38,98.0,Satisfactory
+Amritsar,2019-06-11,50.27,146.22,53.67,22.83,64.27,39.57,0.69,22.77,24.11,5.44,2.23,9.93,113.0,Moderate
+Amritsar,2019-06-12,52.25,116.06,24.07,13.75,30.02,20.25,0.62,9.37,30.66,3.58,2.02,7.28,122.0,Moderate
+Amritsar,2019-06-13,40.12,96.78,15.33,11.14,18.0,14.48,0.55,15.21,30.7,3.24,1.82,6.81,101.0,Moderate
+Amritsar,2019-06-14,41.37,96.26,12.73,10.38,13.38,10.57,0.61,35.25,32.36,3.22,1.55,6.45,98.0,Satisfactory
+Amritsar,2019-06-15,71.78,157.84,16.8,11.13,22.12,13.4,1.17,33.19,19.86,6.78,2.22,11.36,126.0,Moderate
+Amritsar,2019-06-16,44.71,79.43,13.34,10.76,16.12,10.13,0.79,9.81,26.84,4.48,1.84,8.94,106.0,Moderate
+Amritsar,2019-06-17,62.47,113.81,16.54,11.16,20.55,13.83,0.78,9.02,22.76,4.23,2.03,8.09,104.0,Moderate
+Amritsar,2019-06-18,52.47,124.04,16.64,9.73,16.56,14.85,0.56,5.29,23.74,3.01,1.66,5.28,91.0,Satisfactory
+Amritsar,2019-06-19,55.22,177.85,11.61,8.66,16.39,11.57,0.76,18.32,24.29,3.52,1.97,7.14,153.0,Moderate
+Amritsar,2019-06-20,31.45,79.17,12.1,8.29,16.71,13.32,0.84,6.59,19.06,3.77,1.95,7.62,121.0,Moderate
+Amritsar,2019-06-21,22.63,78.34,21.12,11.89,22.7,19.54,1.01,13.58,23.74,4.25,2.0,9.01,81.0,Satisfactory
+Amritsar,2019-06-22,30.66,93.25,31.34,16.42,33.89,38.17,0.77,13.33,25.78,5.12,2.14,10.41,94.0,Satisfactory
+Amritsar,2019-06-23,30.83,111.52,14.72,8.14,19.02,38.58,0.75,12.05,18.98,5.03,1.92,9.24,100.0,Satisfactory
+Amritsar,2019-06-24,20.91,79.27,13.98,8.09,17.35,38.81,0.77,9.28,9.78,4.81,1.86,6.2,96.0,Satisfactory
+Amritsar,2019-06-25,16.57,50.38,13.54,7.71,19.39,33.5,0.59,6.39,15.03,3.47,2.1,7.87,65.0,Satisfactory
+Amritsar,2019-06-26,24.92,72.1,13.23,8.78,19.14,30.49,0.42,5.53,22.65,3.59,1.92,8.02,66.0,Satisfactory
+Amritsar,2019-06-27,22.93,102.56,18.58,10.12,20.53,32.47,0.29,11.97,32.73,3.73,1.83,8.68,100.0,Satisfactory
+Amritsar,2019-06-28,39.66,110.23,12.71,10.55,20.67,19.73,0.72,12.92,25.16,5.22,2.06,9.38,94.0,Satisfactory
+Amritsar,2019-06-29,39.39,148.72,12.05,10.47,21.7,19.41,0.43,9.23,23.02,4.41,2.18,10.21,127.0,Moderate
+Amritsar,2019-06-30,34.2,121.47,11.64,10.6,20.98,19.41,0.37,10.98,31.58,4.1,2.09,9.86,126.0,Moderate
+Amritsar,2019-07-01,38.51,95.89,11.8,10.58,21.27,19.43,0.49,12.69,25.22,4.52,2.12,10.62,93.0,Satisfactory
+Amritsar,2019-07-02,35.45,85.48,11.67,10.73,21.03,19.23,0.46,7.28,28.92,3.99,2.05,9.95,86.0,Satisfactory
+Amritsar,2019-07-03,39.52,101.22,11.6,10.62,17.19,19.09,0.38,6.6,17.15,3.67,1.7,9.08,98.0,Satisfactory
+Amritsar,2019-07-04,39.29,104.66,11.42,10.8,16.89,19.43,0.38,6.95,15.28,3.71,1.61,6.96,105.0,Moderate
+Amritsar,2019-07-05,15.97,45.06,11.65,10.65,17.36,18.97,0.47,5.66,14.08,5.15,1.7,6.22,77.0,Satisfactory
+Amritsar,2019-07-06,33.24,67.52,12.19,10.16,19.89,19.88,0.37,6.76,15.75,4.6,2.08,9.27,73.0,Satisfactory
+Amritsar,2019-07-07,23.68,49.41,14.59,8.8,18.37,18.25,0.59,2.13,17.59,4.11,1.79,8.63,59.0,Satisfactory
+Amritsar,2019-07-08,38.8,110.12,13.85,9.07,15.9,16.02,0.47,5.1,25.15,3.47,1.9,8.07,67.0,Satisfactory
+Amritsar,2019-07-09,25.52,67.57,12.78,9.21,10.32,3.77,0.45,1.71,36.79,3.0,1.26,6.12,69.0,Satisfactory
+Amritsar,2019-07-10,52.38,135.9,22.33,16.7,25.97,11.78,0.34,7.4,23.79,2.27,0.86,5.37,89.0,Satisfactory
+Amritsar,2019-07-11,60.87,154.12,49.82,27.4,42.48,24.11,0.24,7.78,23.29,3.11,0.82,10.43,146.0,Moderate
+Amritsar,2019-07-12,48.44,135.54,41.18,25.05,47.83,33.67,0.48,4.99,21.32,3.19,1.09,9.54,110.0,Moderate
+Amritsar,2019-07-13,50.87,122.29,25.26,15.78,23.76,49.94,0.3,5.78,28.65,2.94,0.87,10.68,142.0,Moderate
+Amritsar,2019-07-14,24.63,44.26,40.95,26.07,35.88,83.09,0.2,4.37,26.3,3.32,0.84,10.17,60.0,Satisfactory
+Amritsar,2019-07-15,41.52,67.16,35.12,18.92,32.67,63.6,0.32,5.2,22.48,2.22,0.81,9.36,51.0,Satisfactory
+Amritsar,2019-07-16,32.36,55.29,17.81,10.18,25.52,14.76,0.3,7.66,16.87,3.19,1.08,9.33,73.0,Satisfactory
+Amritsar,2019-07-17,24.46,48.21,16.32,10.4,25.54,11.47,0.29,8.03,19.29,3.32,1.11,6.4,52.0,Satisfactory
+Amritsar,2019-07-18,31.59,62.79,31.8,20.49,41.64,22.79,0.39,5.37,18.33,3.13,1.08,8.1,53.0,Satisfactory
+Amritsar,2019-07-19,29.65,57.49,17.25,14.02,26.67,13.26,0.4,4.57,20.27,3.68,1.13,7.96,64.0,Satisfactory
+Amritsar,2019-07-20,36.65,64.81,13.68,11.3,21.67,12.08,0.53,8.0,18.76,3.59,1.14,9.62,61.0,Satisfactory
+Amritsar,2019-07-21,34.1,60.06,11.67,10.68,20.93,11.57,0.47,17.74,22.13,4.25,1.14,7.74,60.0,Satisfactory
+Amritsar,2019-07-22,43.15,76.76,14.02,10.4,17.86,11.33,0.31,11.1,16.24,3.4,1.25,13.71,71.0,Satisfactory
+Amritsar,2019-07-23,48.85,74.56,7.77,9.49,17.26,10.22,0.17,12.12,22.14,4.4,1.15,14.56,75.0,Satisfactory
+Amritsar,2019-07-24,43.72,69.77,7.82,9.53,17.1,10.2,0.38,15.18,27.31,4.18,1.14,13.14,79.0,Satisfactory
+Amritsar,2019-07-25,28.22,53.0,8.29,9.31,16.63,10.16,0.27,12.54,21.49,3.5,1.06,10.07,70.0,Satisfactory
+Amritsar,2019-07-26,24.73,49.38,9.45,9.94,18.63,10.66,0.5,11.8,14.03,3.7,1.12,13.25,46.0,Good
+Amritsar,2019-07-27,27.5,48.96,9.94,10.97,18.41,10.72,0.43,15.86,16.11,3.91,1.14,12.61,55.0,Satisfactory
+Amritsar,2019-07-28,26.73,47.19,13.19,13.84,21.83,11.87,0.63,16.16,7.2,5.0,1.15,11.83,55.0,Satisfactory
+Amritsar,2019-07-29,29.12,48.46,12.49,14.06,20.12,11.88,0.26,14.42,9.09,4.03,1.1,12.32,51.0,Satisfactory
+Amritsar,2019-07-30,25.95,51.61,16.38,14.3,23.36,13.78,0.08,11.39,13.14,4.32,1.18,13.25,48.0,Good
+Amritsar,2019-07-31,17.41,41.49,9.36,9.96,17.13,10.51,0.35,12.07,14.03,3.58,1.09,8.2,47.0,Good
+Amritsar,2019-08-01,23.92,45.63,8.83,10.22,17.6,10.46,0.51,21.06,11.71,3.73,1.13,5.79,47.0,Good
+Amritsar,2019-08-02,16.58,37.38,9.06,9.41,17.4,10.23,0.1,9.62,18.66,3.33,1.12,4.83,42.0,Good
+Amritsar,2019-08-03,24.34,49.36,9.15,9.82,17.87,10.23,0.54,5.44,16.52,3.32,1.11,8.31,45.0,Good
+Amritsar,2019-08-04,41.6,63.19,7.75,9.07,16.81,10.07,0.54,5.36,13.28,4.21,1.16,3.18,67.0,Satisfactory
+Amritsar,2019-08-05,31.11,54.02,8.11,9.13,15.87,10.09,0.24,4.81,10.51,3.88,1.09,8.74,59.0,Satisfactory
+Amritsar,2019-08-06,33.02,56.3,8.78,9.18,17.56,10.12,0.28,5.25,16.48,3.67,1.15,12.32,56.0,Satisfactory
+Amritsar,2019-08-07,27.95,50.61,7.85,8.96,16.73,10.06,0.5,5.53,17.22,3.35,1.13,12.05,52.0,Satisfactory
+Amritsar,2019-08-08,27.18,64.55,8.85,8.96,16.41,10.13,0.48,2.96,14.03,3.75,1.11,13.8,61.0,Satisfactory
+Amritsar,2019-08-09,21.42,44.31,8.6,9.28,17.6,10.27,0.15,5.62,12.0,3.85,1.16,4.09,54.0,Satisfactory
+Amritsar,2019-08-10,21.94,49.35,8.25,9.3,17.08,10.06,0.51,7.89,13.87,3.59,1.13,2.47,43.0,Good
+Amritsar,2019-08-11,27.52,52.67,8.47,9.0,16.78,10.12,0.49,4.6,14.89,3.32,1.11,3.37,53.0,Satisfactory
+Amritsar,2019-08-12,32.26,59.32,7.63,9.02,16.62,10.05,0.27,7.12,12.27,3.51,1.14,3.88,54.0,Satisfactory
+Amritsar,2019-08-13,20.54,44.11,9.32,8.87,18.19,10.08,0.28,6.38,14.61,2.8,1.12,4.31,53.0,Satisfactory
+Amritsar,2019-08-14,23.62,49.13,12.23,9.02,21.25,10.42,0.76,5.33,10.8,2.93,1.13,2.0,50.0,Good
+Amritsar,2019-08-15,23.28,50.89,13.5,9.19,22.46,10.72,0.62,5.42,10.12,3.24,1.13,1.98,58.0,Satisfactory
+Amritsar,2019-08-16,22.43,46.17,13.5,9.19,22.22,10.72,0.57,5.57,10.14,3.0,1.1,2.7,50.0,Good
+Amritsar,2019-08-17,19.43,39.75,13.5,9.19,22.69,10.72,0.42,6.13,14.29,3.16,1.13,2.0,44.0,Good
+Amritsar,2019-08-18,11.69,37.87,13.5,9.19,22.69,10.72,0.56,9.05,16.87,2.86,1.13,2.15,39.0,Good
+Amritsar,2019-08-19,16.58,35.71,13.46,9.16,21.71,10.68,0.29,6.64,18.05,2.74,1.06,2.92,45.0,Good
+Amritsar,2019-08-20,25.06,53.57,13.5,9.19,22.69,10.72,0.53,6.39,24.63,3.15,1.14,2.0,48.0,Good
+Amritsar,2019-08-21,42.78,75.93,13.3,9.07,22.38,10.76,0.29,6.24,25.9,3.16,1.14,2.0,68.0,Satisfactory
+Amritsar,2019-08-22,34.69,70.15,12.91,8.91,21.82,10.92,0.22,6.12,22.01,2.63,1.13,2.0,77.0,Satisfactory
+Amritsar,2019-08-23,34.9,72.3,13.1,8.83,21.94,11.05,0.24,9.0,28.31,2.25,1.02,2.0,69.0,Satisfactory
+Amritsar,2019-08-24,42.01,80.46,13.17,8.87,22.01,11.03,0.28,5.79,24.41,2.43,1.12,2.0,77.0,Satisfactory
+Amritsar,2019-08-25,,,,,,,,,,,,,80.0,Satisfactory
+Amritsar,2019-08-26,36.18,45.75,14.23,10.58,21.59,10.75,0.45,9.77,15.82,1.74,0.98,1.87,,
+Amritsar,2019-08-27,36.3,63.21,14.22,9.14,22.63,11.17,0.55,6.49,18.33,2.49,1.13,2.0,68.0,Satisfactory
+Amritsar,2019-08-28,44.57,73.97,13.1,8.95,21.55,11.12,0.18,8.7,19.26,2.76,1.12,1.98,84.0,Satisfactory
+Amritsar,2019-08-29,35.47,62.21,14.53,9.47,22.6,11.18,0.3,5.48,20.87,2.2,1.1,1.98,64.0,Satisfactory
+Amritsar,2019-08-30,37.27,62.08,22.98,11.54,31.46,12.7,0.47,6.96,18.45,2.12,1.11,2.0,60.0,Satisfactory
+Amritsar,2019-08-31,42.27,66.27,21.96,19.49,37.54,11.58,0.61,6.46,19.43,2.34,1.12,2.0,70.0,Satisfactory
+Amritsar,2019-09-01,41.31,67.58,13.2,8.82,21.98,11.05,0.38,5.8,17.12,2.5,1.12,2.0,80.0,Satisfactory
+Amritsar,2019-09-02,29.85,53.6,13.17,8.92,22.06,11.09,0.57,9.33,15.45,2.21,1.11,2.0,54.0,Satisfactory
+Amritsar,2019-09-03,41.67,71.05,13.23,8.81,21.81,11.06,1.49,21.08,29.75,2.45,1.42,1.96,79.0,Satisfactory
+Amritsar,2019-09-04,43.4,142.24,13.25,8.81,22.06,11.07,0.82,5.98,34.02,1.99,1.11,2.0,144.0,Moderate
+Amritsar,2019-09-05,20.82,36.97,13.25,8.81,22.06,11.07,0.68,5.7,21.35,1.72,1.1,2.0,64.0,Satisfactory
+Amritsar,2019-09-06,32.17,53.74,13.24,8.81,21.81,11.07,0.94,6.19,13.45,1.79,1.09,1.98,55.0,Satisfactory
+Amritsar,2019-09-07,32.83,58.77,13.26,8.77,22.03,11.08,1.0,6.3,13.84,1.97,1.11,2.0,70.0,Satisfactory
+Amritsar,2019-09-08,28.54,56.86,16.3,12.06,25.35,11.66,0.84,5.78,14.57,2.03,1.11,2.0,68.0,Satisfactory
+Amritsar,2019-09-09,38.61,76.3,22.78,16.01,32.96,12.24,1.17,7.33,17.04,2.06,1.1,1.98,70.0,Satisfactory
+Amritsar,2019-09-10,39.22,75.57,14.89,11.7,24.65,9.68,0.94,9.5,14.2,2.08,1.13,2.0,81.0,Satisfactory
+Amritsar,2019-09-11,41.36,79.85,13.16,11.2,23.58,9.48,0.3,9.68,15.6,2.04,1.11,2.0,77.0,Satisfactory
+Amritsar,2019-09-12,40.96,75.26,13.75,10.7,23.86,9.46,0.86,9.26,19.2,1.9,1.11,2.0,79.0,Satisfactory
+Amritsar,2019-09-13,35.44,63.1,13.54,10.91,23.88,9.48,1.13,12.01,29.03,1.74,1.1,2.0,84.0,Satisfactory
+Amritsar,2019-09-14,45.56,70.58,17.74,14.37,30.73,9.51,1.52,16.32,19.24,1.92,1.18,1.98,103.0,Moderate
+Amritsar,2019-09-15,42.86,69.71,16.53,10.58,23.69,9.61,0.67,7.64,22.4,2.07,1.1,1.98,85.0,Satisfactory
+Amritsar,2019-09-16,33.95,61.35,18.8,17.21,28.34,10.34,0.47,12.85,24.2,1.92,1.08,1.96,79.0,Satisfactory
+Amritsar,2019-09-17,37.32,65.85,15.01,11.66,25.01,9.59,0.09,15.59,28.21,2.02,1.11,2.0,56.0,Satisfactory
+Amritsar,2019-09-18,43.51,74.09,13.95,10.94,24.26,9.55,0.35,12.01,26.59,2.04,1.22,2.0,75.0,Satisfactory
+Amritsar,2019-09-19,31.24,54.09,14.64,11.3,24.58,9.65,1.37,15.55,23.48,1.78,1.1,2.0,91.0,Satisfactory
+Amritsar,2019-09-20,27.76,52.71,14.0,11.15,24.29,9.29,1.29,20.75,24.46,1.85,1.11,2.0,97.0,Satisfactory
+Amritsar,2019-09-21,33.91,61.33,13.95,11.05,23.54,9.45,1.42,43.86,21.75,1.93,1.08,1.95,90.0,Satisfactory
+Amritsar,2019-09-22,46.92,76.58,13.6,10.93,23.48,9.62,0.69,41.56,36.57,2.25,1.11,2.0,87.0,Satisfactory
+Amritsar,2019-09-23,29.63,55.14,13.39,10.91,23.32,9.5,0.51,6.26,32.18,1.83,1.15,1.98,66.0,Satisfactory
+Amritsar,2019-09-24,29.2,55.32,13.75,10.56,23.89,9.34,0.6,10.52,27.3,1.96,1.11,2.0,61.0,Satisfactory
+Amritsar,2019-09-25,60.23,82.57,13.29,10.91,23.27,9.46,1.17,20.53,25.56,2.18,1.11,2.0,87.0,Satisfactory
+Amritsar,2019-09-26,78.08,97.22,13.34,10.88,23.3,9.51,0.96,10.46,13.97,2.18,1.08,1.95,146.0,Moderate
+Amritsar,2019-09-27,35.0,62.07,13.04,10.44,23.08,9.32,0.81,13.46,11.17,1.94,1.1,1.98,96.0,Satisfactory
+Amritsar,2019-09-28,21.75,50.58,13.42,10.49,23.87,9.41,0.68,8.25,11.7,1.81,1.11,2.0,60.0,Satisfactory
+Amritsar,2019-09-29,12.58,41.81,12.94,10.51,23.2,9.34,0.57,9.96,14.39,1.68,1.09,1.98,63.0,Satisfactory
+Amritsar,2019-09-30,16.26,48.02,13.12,10.54,23.63,9.32,0.56,16.98,11.52,1.66,1.1,2.0,48.0,Good
+Amritsar,2019-10-01,18.15,51.03,13.16,10.58,23.71,9.36,0.62,21.48,15.92,1.72,1.11,2.0,57.0,Satisfactory
+Amritsar,2019-10-02,27.76,65.44,13.38,10.66,23.26,9.41,0.82,49.41,18.07,1.88,1.07,1.99,67.0,Satisfactory
+Amritsar,2019-10-03,28.07,69.46,12.93,10.32,22.75,9.29,0.58,10.21,21.01,2.58,1.09,2.93,84.0,Satisfactory
+Amritsar,2019-10-04,24.0,51.78,13.19,10.56,23.62,9.32,0.09,6.6,15.08,3.58,1.18,2.91,55.0,Satisfactory
+Amritsar,2019-10-05,30.18,54.28,12.51,10.3,22.68,8.98,0.21,4.8,27.04,4.02,1.19,2.15,60.0,Satisfactory
+Amritsar,2019-10-06,66.88,95.67,11.96,12.09,20.86,30.09,0.32,4.7,39.06,5.13,1.2,1.98,86.0,Satisfactory
+Amritsar,2019-10-07,34.53,75.78,10.57,11.41,20.97,30.69,0.23,3.05,36.75,3.45,1.15,2.0,94.0,Satisfactory
+Amritsar,2019-10-08,48.2,73.6,12.29,11.35,21.7,31.13,0.28,1.51,35.6,4.2,1.18,2.0,132.0,Moderate
+Amritsar,2019-10-09,47.82,71.06,27.37,12.56,25.77,37.76,0.33,4.19,32.11,3.2,1.07,2.48,81.0,Satisfactory
+Amritsar,2019-10-10,36.76,64.47,10.5,11.64,20.98,30.77,0.31,1.64,42.89,3.24,1.15,2.0,77.0,Satisfactory
+Amritsar,2019-10-11,67.93,112.42,12.37,12.05,20.91,30.03,0.33,7.35,,4.06,1.11,1.83,154.0,Moderate
+Amritsar,2019-10-12,80.09,134.52,10.82,11.5,20.77,34.63,0.2,2.59,,4.72,1.2,2.11,155.0,Moderate
+Amritsar,2019-10-13,89.61,136.04,12.1,11.33,22.42,29.97,0.28,5.1,,4.56,1.22,2.0,179.0,Moderate
+Amritsar,2019-10-14,76.11,136.64,12.66,12.01,22.6,30.9,0.4,4.86,,4.08,2.2,2.0,205.0,Poor
+Amritsar,2019-10-15,45.01,102.57,11.17,11.41,21.58,30.38,0.48,7.11,,3.29,4.19,2.0,104.0,Moderate
+Amritsar,2019-10-16,60.98,88.71,11.89,11.4,21.93,30.31,0.34,10.91,,2.98,4.01,1.99,117.0,Moderate
+Amritsar,2019-10-17,58.05,81.17,12.25,11.65,21.66,30.47,0.47,16.53,,2.53,3.64,1.95,95.0,Satisfactory
+Amritsar,2019-10-18,38.85,74.0,11.12,11.53,20.3,30.37,0.39,11.45,18.75,1.84,2.59,1.88,94.0,Satisfactory
+Amritsar,2019-10-19,22.66,54.08,11.13,11.53,21.65,30.36,0.63,9.21,20.6,2.01,3.51,2.0,58.0,Satisfactory
+Amritsar,2019-10-20,42.86,107.14,11.16,11.51,21.67,30.36,0.52,7.06,24.61,2.21,3.67,2.0,87.0,Satisfactory
+Amritsar,2019-10-21,62.48,136.27,11.15,11.51,21.67,30.36,0.54,7.47,27.11,2.31,3.76,2.0,110.0,Moderate
+Amritsar,2019-10-22,80.27,181.64,11.27,14.51,24.08,29.79,0.54,12.37,22.51,2.36,3.33,1.96,147.0,Moderate
+Amritsar,2019-10-23,96.33,172.08,11.63,18.14,28.97,28.99,0.46,13.85,16.81,2.9,3.57,1.96,227.0,Poor
+Amritsar,2019-10-24,84.31,132.9,11.04,11.56,21.66,31.4,0.36,13.78,22.45,2.49,3.3,1.92,179.0,Moderate
+Amritsar,2019-10-25,90.71,135.6,12.5,13.12,23.71,31.44,0.87,15.28,19.52,3.07,3.83,1.96,198.0,Moderate
+Amritsar,2019-10-26,107.98,161.15,11.28,8.57,19.43,32.46,0.56,15.87,19.54,3.09,3.77,1.98,234.0,Poor
+Amritsar,2019-10-27,116.05,181.67,13.78,9.11,22.22,32.83,0.79,17.71,19.78,3.39,3.83,2.03,212.0,Poor
+Amritsar,2019-10-28,249.1,303.33,43.34,19.85,55.39,20.44,0.31,34.17,17.9,3.43,4.01,2.06,399.0,Very Poor
+Amritsar,2019-10-29,111.47,189.73,29.45,10.03,39.44,13.06,0.46,11.65,18.13,3.7,4.4,2.0,309.0,Very Poor
+Amritsar,2019-10-30,127.13,245.27,17.07,9.78,21.98,13.16,0.57,13.88,21.7,2.92,2.91,1.64,247.0,Poor
+Amritsar,2019-10-31,139.65,226.33,17.01,10.01,26.75,13.1,0.31,10.92,16.02,3.44,4.23,1.98,321.0,Very Poor
+Amritsar,2019-11-01,154.49,235.28,17.73,9.94,27.64,12.81,0.37,19.27,15.38,3.53,4.21,2.0,313.0,Very Poor
+Amritsar,2019-11-02,110.95,181.95,17.66,9.91,27.24,12.97,0.52,10.06,11.35,2.69,3.27,2.0,313.0,Very Poor
+Amritsar,2019-11-03,155.83,305.4,17.13,10.98,27.05,13.26,0.34,9.75,14.51,2.75,3.41,2.0,302.0,Very Poor
+Amritsar,2019-11-04,104.21,207.47,18.27,10.64,24.48,12.38,0.71,12.97,12.72,1.79,2.42,1.84,288.0,Poor
+Amritsar,2019-11-05,97.09,186.99,41.45,32.85,51.49,24.67,0.53,10.5,16.23,2.2,2.58,1.98,261.0,Poor
+Amritsar,2019-11-06,137.13,221.46,16.97,9.95,26.71,12.99,0.48,10.68,18.85,2.14,2.49,2.0,254.0,Poor
+Amritsar,2019-11-07,34.94,71.87,17.16,9.95,26.82,13.01,0.55,8.74,15.72,1.59,1.94,1.98,212.0,Poor
+Amritsar,2019-11-08,24.18,61.24,17.21,10.04,27.25,13.03,0.8,10.71,16.33,1.56,1.99,2.0,54.0,Satisfactory
+Amritsar,2019-11-09,42.84,81.33,17.28,10.04,27.28,13.0,0.78,9.2,12.92,2.02,2.7,2.0,72.0,Satisfactory
+Amritsar,2019-11-10,84.92,143.08,17.28,10.24,27.46,13.05,0.41,10.17,22.42,2.18,2.92,2.0,140.0,Moderate
+Amritsar,2019-11-11,84.63,158.85,17.16,10.25,27.34,13.06,0.8,11.04,27.87,2.16,2.65,2.0,160.0,Moderate
+Amritsar,2019-11-12,168.71,313.31,17.19,10.31,27.43,12.92,0.78,12.55,19.71,2.74,3.16,2.0,285.0,Poor
+Amritsar,2019-11-13,189.44,339.69,17.22,10.0,27.22,13.0,0.48,16.3,15.22,3.13,3.65,2.0,358.0,Very Poor
+Amritsar,2019-11-14,148.61,260.33,17.22,10.09,27.31,12.99,0.56,20.51,10.01,2.81,3.2,2.0,334.0,Very Poor
+Amritsar,2019-11-15,103.87,180.68,17.23,10.0,27.24,12.98,0.65,29.92,9.71,2.41,2.72,2.0,317.0,Very Poor
+Amritsar,2019-11-16,86.49,164.0,17.17,9.91,27.08,13.0,0.36,13.01,11.08,2.31,3.22,2.0,259.0,Poor
+Amritsar,2019-11-17,42.18,105.92,17.22,10.01,27.23,12.99,0.66,7.93,16.02,1.92,3.16,2.0,110.0,Moderate
+Amritsar,2019-11-18,101.44,190.56,17.24,10.01,26.96,13.01,0.65,11.37,20.02,2.12,2.83,1.98,162.0,Moderate
+Amritsar,2019-11-19,147.55,263.97,17.23,10.0,27.23,13.0,0.56,11.86,12.65,3.55,4.6,2.01,322.0,Very Poor
+Amritsar,2019-11-20,91.41,253.95,17.22,9.98,27.2,13.0,0.47,13.04,13.14,3.38,4.5,2.01,235.0,Poor
+Amritsar,2019-11-21,112.55,180.08,13.18,9.99,23.17,12.99,0.66,18.42,10.24,2.55,2.93,2.0,280.0,Poor
+Amritsar,2019-11-22,57.31,122.03,9.51,10.01,19.52,13.0,0.59,13.92,7.19,2.37,2.96,2.0,157.0,Moderate
+Amritsar,2019-11-23,24.07,59.83,9.5,9.99,19.5,13.0,0.67,8.75,13.37,1.91,2.89,2.0,85.0,Satisfactory
+Amritsar,2019-11-24,32.98,88.49,9.5,9.99,19.49,13.01,0.67,10.45,16.72,2.24,3.26,2.0,74.0,Satisfactory
+Amritsar,2019-11-25,39.29,146.1,9.5,9.99,19.49,13.0,0.48,10.74,16.08,2.83,3.9,2.01,108.0,Moderate
+Amritsar,2019-11-26,30.77,80.76,9.53,10.03,19.56,13.08,0.48,16.2,13.5,2.42,3.18,1.98,113.0,Moderate
+Amritsar,2019-11-27,31.91,46.08,9.51,10.02,19.54,13.0,0.63,14.87,11.14,1.81,2.17,2.0,64.0,Satisfactory
+Amritsar,2019-11-28,25.36,39.49,9.52,9.85,19.31,13.04,0.65,12.42,11.47,1.7,2.08,2.0,44.0,Good
+Amritsar,2019-11-29,26.37,51.37,9.83,10.32,19.82,9.12,0.74,13.18,15.19,1.84,2.44,2.0,47.0,Good
+Amritsar,2019-11-30,41.64,69.84,9.6,10.15,19.52,5.02,0.64,8.22,19.66,1.99,2.77,2.0,60.0,Satisfactory
+Amritsar,2019-12-01,60.29,99.83,9.54,10.06,19.6,4.93,0.71,8.9,24.19,2.41,3.08,2.0,89.0,Satisfactory
+Amritsar,2019-12-02,84.89,137.8,9.65,9.93,19.5,5.01,0.5,9.17,26.53,2.93,3.45,2.0,145.0,Moderate
+Amritsar,2019-12-03,87.69,140.27,9.51,10.05,19.2,5.1,0.59,10.68,22.89,3.1,3.37,1.98,183.0,Moderate
+Amritsar,2019-12-04,90.75,145.52,10.45,10.6,19.15,5.34,0.16,13.24,23.74,2.99,3.19,1.96,220.0,Poor
+Amritsar,2019-12-05,66.85,103.82,11.81,13.89,20.33,5.53,0.5,9.82,21.56,2.38,2.82,1.9,147.0,Moderate
+Amritsar,2019-12-06,54.62,84.09,10.47,11.54,20.38,5.25,0.24,11.64,17.87,2.42,2.96,2.0,106.0,Moderate
+Amritsar,2019-12-07,74.16,111.95,10.88,10.78,18.86,5.19,0.82,18.45,17.24,2.74,3.28,1.85,121.0,Moderate
+Amritsar,2019-12-08,67.0,114.79,11.94,12.9,21.4,5.63,0.74,12.39,20.02,3.23,3.99,1.98,123.0,Moderate
+Amritsar,2019-12-09,103.57,162.16,14.29,15.08,23.71,6.76,0.7,12.35,19.0,3.15,3.69,2.0,187.0,Moderate
+Amritsar,2019-12-10,128.64,202.77,11.96,14.02,21.02,6.05,0.66,10.06,19.17,2.99,3.0,2.0,291.0,Poor
+Amritsar,2019-12-11,86.0,132.04,11.49,12.72,20.34,5.63,0.54,13.79,17.99,2.62,2.7,2.0,245.0,Poor
+Amritsar,2019-12-12,28.77,44.31,11.17,12.31,17.56,5.95,0.72,4.02,13.14,1.61,1.62,1.93,186.0,Moderate
+Amritsar,2019-12-13,24.95,35.96,12.59,14.74,22.04,6.11,0.77,4.81,16.97,1.6,1.8,1.98,43.0,Good
+Amritsar,2019-12-14,39.26,47.36,12.76,13.75,21.92,6.29,0.71,7.47,16.45,1.77,2.09,2.0,59.0,Satisfactory
+Amritsar,2019-12-15,30.72,38.24,10.88,11.28,20.2,5.37,0.64,6.67,22.0,1.76,2.1,1.96,58.0,Satisfactory
+Amritsar,2019-12-16,41.03,51.31,12.58,12.41,21.73,5.8,0.81,5.42,24.54,1.74,1.98,1.98,55.0,Satisfactory
+Amritsar,2019-12-17,49.45,64.66,13.29,13.0,21.65,6.2,0.65,5.64,23.2,1.89,1.81,1.98,74.0,Satisfactory
+Amritsar,2019-12-18,58.96,85.25,13.08,14.96,21.71,6.77,0.72,6.09,24.27,2.1,2.03,1.98,95.0,Satisfactory
+Amritsar,2019-12-19,63.18,80.52,12.08,12.09,21.16,5.65,0.68,5.98,19.51,1.68,1.58,1.93,107.0,Moderate
+Amritsar,2019-12-20,108.34,125.24,11.99,11.94,21.0,5.61,0.62,7.66,20.05,2.09,1.91,2.0,171.0,Moderate
+Amritsar,2019-12-21,52.95,69.41,13.13,13.09,21.88,5.98,0.63,6.56,26.89,2.08,2.13,2.0,184.0,Moderate
+Amritsar,2019-12-22,62.11,84.25,11.19,12.12,20.52,5.7,0.61,5.04,23.21,2.0,2.0,2.0,96.0,Satisfactory
+Amritsar,2019-12-23,69.27,101.77,12.78,13.24,21.79,5.93,0.53,7.18,23.26,2.02,1.84,1.98,108.0,Moderate
+Amritsar,2019-12-24,97.42,128.35,9.53,9.83,18.23,5.18,0.64,7.05,32.52,1.78,1.63,1.9,210.0,Poor
+Amritsar,2019-12-25,52.73,76.1,10.3,10.53,19.5,5.3,0.74,6.27,48.65,1.72,1.74,2.0,141.0,Moderate
+Amritsar,2019-12-26,58.57,84.32,10.44,10.62,20.2,4.87,0.8,6.96,46.13,1.69,1.65,1.96,91.0,Satisfactory
+Amritsar,2019-12-27,77.3,105.41,10.48,10.73,19.7,5.17,0.73,11.3,53.99,1.68,1.62,1.98,126.0,Moderate
+Amritsar,2019-12-28,80.31,106.95,9.62,10.78,19.14,5.07,0.64,11.47,66.65,1.59,1.57,1.96,156.0,Moderate
+Amritsar,2019-12-29,80.8,107.95,10.05,10.88,19.25,5.15,0.75,10.01,66.7,1.62,1.62,1.98,193.0,Moderate
+Amritsar,2019-12-30,71.17,97.83,9.78,10.78,17.36,4.97,0.4,7.65,31.33,1.56,1.34,1.75,155.0,Moderate
+Amritsar,2019-12-31,71.0,98.3,9.93,10.0,19.75,5.04,0.59,8.42,24.9,1.75,1.47,2.0,111.0,Moderate
+Amritsar,2020-01-01,94.38,137.93,9.91,10.38,18.95,5.1,0.42,15.79,40.21,2.62,2.4,1.98,184.0,Moderate
+Amritsar,2020-01-02,80.8,115.13,9.91,10.44,18.85,8.93,0.3,12.54,7.82,2.77,2.78,1.9,196.0,Moderate
+Amritsar,2020-01-03,78.22,110.89,9.63,10.03,18.02,11.99,0.62,11.43,27.0,2.61,2.97,1.82,160.0,Moderate
+Amritsar,2020-01-04,96.86,134.78,9.35,10.02,19.27,11.99,0.11,8.12,36.13,3.43,3.81,2.0,221.0,Poor
+Amritsar,2020-01-05,65.12,95.22,9.51,9.67,17.61,12.16,0.28,11.92,32.48,2.25,2.44,1.85,156.0,Moderate
+Amritsar,2020-01-06,33.39,47.36,10.21,10.43,20.35,11.87,0.6,6.75,38.56,1.74,1.8,2.0,88.0,Satisfactory
+Amritsar,2020-01-07,36.74,46.3,9.75,9.77,19.28,11.99,0.57,7.53,8.63,1.76,1.7,2.0,58.0,Satisfactory
+Amritsar,2020-01-08,24.14,31.7,9.89,10.12,18.84,12.01,0.62,6.32,22.11,1.51,1.52,1.9,46.0,Good
+Amritsar,2020-01-09,56.17,80.34,9.68,10.05,19.07,11.94,0.68,20.5,23.77,2.11,1.84,1.92,66.0,Satisfactory
+Amritsar,2020-01-10,55.79,76.73,9.78,9.74,19.48,12.02,0.47,6.87,39.56,2.14,2.09,2.0,103.0,Moderate
+Amritsar,2020-01-11,55.64,80.28,9.37,10.19,19.5,11.99,0.73,10.87,36.72,2.02,2.14,2.0,87.0,Satisfactory
+Amritsar,2020-01-12,44.56,73.05,9.55,9.99,18.76,12.1,0.8,17.99,17.71,2.29,2.78,1.94,87.0,Satisfactory
+Amritsar,2020-01-13,47.0,61.51,9.67,10.01,19.68,12.06,0.4,6.24,25.62,1.83,2.09,2.0,74.0,Satisfactory
+Amritsar,2020-01-14,31.25,83.72,9.17,9.89,17.82,11.99,0.66,6.54,20.19,1.45,1.55,1.86,64.0,Satisfactory
+Amritsar,2020-01-15,54.01,187.66,9.84,9.78,19.38,12.02,0.72,7.23,,1.99,1.86,1.94,166.0,Moderate
+Amritsar,2020-01-16,45.32,81.67,9.43,9.85,19.25,12.0,0.91,7.72,,2.27,2.14,2.0,85.0,Satisfactory
+Amritsar,2020-01-17,77.37,110.41,9.63,10.03,19.65,12.06,0.89,7.44,,2.55,2.49,2.0,121.0,Moderate
+Amritsar,2020-01-18,68.12,98.08,9.46,9.98,18.75,12.01,0.61,6.68,,2.13,2.24,1.93,153.0,Moderate
+Amritsar,2020-01-19,57.46,82.99,9.3,10.02,19.25,11.94,0.63,6.57,,2.07,2.2,2.0,111.0,Moderate
+Amritsar,2020-01-20,64.93,108.1,9.57,10.17,19.06,11.96,0.68,7.84,15.94,2.09,2.01,1.94,111.0,Moderate
+Amritsar,2020-01-21,37.05,69.74,9.44,10.04,19.14,12.0,0.63,15.16,22.56,1.87,1.92,1.95,98.0,Satisfactory
+Amritsar,2020-01-22,21.05,40.05,9.72,10.07,19.58,11.92,0.8,7.78,39.9,1.59,1.84,2.0,63.0,Satisfactory
+Amritsar,2020-01-23,27.42,50.66,9.68,10.01,17.86,11.99,0.73,7.05,40.09,1.5,1.54,1.83,63.0,Satisfactory
+Amritsar,2020-01-24,43.96,77.9,9.54,9.93,19.14,12.01,0.6,8.46,43.35,1.85,1.82,2.0,70.0,Satisfactory
+Amritsar,2020-01-25,71.6,130.66,10.19,10.17,20.05,11.96,0.7,11.04,43.22,2.35,2.3,2.0,108.0,Moderate
+Amritsar,2020-01-26,45.03,82.9,9.88,10.69,18.16,11.83,0.73,15.78,38.27,1.88,2.08,1.83,107.0,Moderate
+Amritsar,2020-01-27,61.56,94.0,10.19,10.77,19.76,12.31,0.64,11.17,32.32,2.11,2.12,2.0,90.0,Satisfactory
+Amritsar,2020-01-28,42.4,55.89,10.76,10.82,20.45,11.96,0.64,10.61,23.37,1.66,1.67,2.0,96.0,Satisfactory
+Amritsar,2020-01-29,20.48,36.13,9.53,10.7,19.55,11.84,0.98,6.87,28.73,1.64,1.87,2.0,55.0,Satisfactory
+Amritsar,2020-01-30,27.36,57.69,10.0,10.35,19.39,11.8,0.55,6.8,31.21,1.69,1.81,1.96,60.0,Satisfactory
+Amritsar,2020-01-31,21.43,139.43,10.12,10.15,19.02,12.09,0.47,9.95,27.1,1.96,1.7,1.93,102.0,Moderate
+Amritsar,2020-02-01,,,,,,,,,,,,,127.0,Moderate
+Amritsar,2020-02-02,,,,,,,,,,,,,,
+Amritsar,2020-02-03,13.46,29.6,59.14,92.98,67.48,21.41,1.44,13.67,16.71,2.97,3.4,1.71,,
+Amritsar,2020-02-04,67.56,103.84,27.82,21.0,36.62,14.74,0.49,6.95,37.74,2.09,2.14,2.0,111.0,Moderate
+Amritsar,2020-02-05,55.53,94.4,17.32,12.2,26.8,12.12,0.54,7.43,33.11,1.74,1.7,2.05,99.0,Satisfactory
+Amritsar,2020-02-06,74.16,128.7,18.61,11.48,27.36,12.04,0.46,8.99,39.2,1.85,1.76,1.94,121.0,Moderate
+Amritsar,2020-02-07,62.25,102.49,17.94,13.47,28.51,12.09,0.33,7.3,41.35,1.83,1.85,2.0,124.0,Moderate
+Amritsar,2020-02-08,92.15,166.94,17.97,11.59,26.63,12.4,0.9,9.69,43.9,2.15,2.14,1.95,152.0,Moderate
+Amritsar,2020-02-09,113.54,160.38,17.18,11.18,27.37,11.99,0.21,10.05,42.74,2.99,2.63,2.0,282.0,Poor
+Amritsar,2020-02-10,63.68,115.75,17.14,10.13,26.59,12.03,1.03,7.86,42.74,1.94,2.09,1.98,144.0,Moderate
+Amritsar,2020-02-11,84.93,187.15,17.48,10.4,26.72,12.02,0.3,9.07,35.77,2.31,2.22,2.0,190.0,Moderate
+Amritsar,2020-02-12,38.88,136.28,18.01,13.17,27.73,12.36,0.5,2.5,37.25,1.71,1.79,2.0,133.0,Moderate
+Amritsar,2020-02-13,42.33,117.43,17.64,11.27,26.66,12.13,0.76,10.04,35.09,1.63,1.63,2.05,112.0,Moderate
+Amritsar,2020-02-14,33.14,100.08,16.9,10.48,27.0,11.82,0.66,8.33,39.73,1.58,1.68,2.0,107.0,Moderate
+Amritsar,2020-02-15,41.33,123.92,17.35,10.41,27.39,11.92,0.78,10.64,43.24,1.91,2.19,2.0,106.0,Moderate
+Amritsar,2020-02-16,69.4,154.93,17.22,10.43,26.33,12.04,0.44,10.13,45.83,2.41,2.76,1.98,132.0,Moderate
+Amritsar,2020-02-17,66.39,145.96,18.06,11.42,27.62,12.09,0.87,9.98,45.62,2.11,2.42,1.96,139.0,Moderate
+Amritsar,2020-02-18,59.59,144.61,17.56,11.48,27.13,12.19,0.74,11.15,50.25,2.0,2.07,2.0,128.0,Moderate
+Amritsar,2020-02-19,57.33,142.11,16.93,10.83,27.02,11.95,0.53,10.47,,1.9,2.09,2.0,127.0,Moderate
+Amritsar,2020-02-20,49.81,123.28,18.38,10.75,27.53,12.12,0.76,14.83,,1.75,1.97,1.98,124.0,Moderate
+Amritsar,2020-02-21,16.41,73.67,17.35,11.36,27.52,12.0,0.81,10.72,,1.5,1.82,2.0,92.0,Satisfactory
+Amritsar,2020-02-22,34.54,101.2,28.08,25.44,38.34,16.9,0.68,10.19,,1.65,2.12,1.88,94.0,Satisfactory
+Amritsar,2020-02-23,42.49,109.4,24.45,19.65,35.85,14.03,0.72,9.64,,1.76,2.06,2.0,101.0,Moderate
+Amritsar,2020-02-24,54.38,132.54,19.87,12.86,27.54,12.57,0.63,14.43,,1.73,2.05,1.9,113.0,Moderate
+Amritsar,2020-02-25,58.55,134.7,19.04,13.05,29.17,12.23,0.76,9.63,32.13,1.8,1.93,2.0,121.0,Moderate
+Amritsar,2020-02-26,71.27,156.66,21.07,14.77,29.73,12.55,0.31,9.85,30.07,1.79,1.9,1.9,134.0,Moderate
+Amritsar,2020-02-27,58.17,133.37,19.01,13.89,27.62,12.37,1.33,7.4,27.53,1.72,2.12,2.0,127.0,Moderate
+Amritsar,2020-02-28,67.24,142.34,17.4,11.73,26.33,12.18,0.64,11.92,29.72,1.7,1.97,1.96,128.0,Moderate
+Amritsar,2020-02-29,26.4,83.14,19.15,12.31,29.03,12.12,0.62,11.35,30.35,1.53,1.92,2.0,108.0,Moderate
+Amritsar,2020-03-01,22.15,83.69,17.9,12.55,27.8,12.16,0.83,21.92,29.65,1.44,1.86,1.98,76.0,Satisfactory
+Amritsar,2020-03-02,32.33,97.38,17.54,11.96,27.44,12.02,0.78,9.91,29.66,1.55,1.83,1.98,92.0,Satisfactory
+Amritsar,2020-03-03,33.46,103.81,18.06,11.38,27.5,11.77,0.61,10.78,30.09,1.61,1.81,1.98,101.0,Moderate
+Amritsar,2020-03-04,55.5,135.96,17.43,10.82,26.5,11.8,0.44,13.85,32.2,1.81,1.85,1.94,118.0,Moderate
+Amritsar,2020-03-05,22.09,74.89,17.71,11.96,28.12,11.84,0.72,14.65,30.07,1.44,1.56,2.0,97.0,Satisfactory
+Amritsar,2020-03-06,17.61,61.51,17.42,11.14,26.82,12.0,0.74,11.49,27.23,1.38,1.47,1.98,68.0,Satisfactory
+Amritsar,2020-03-07,17.0,61.08,17.79,11.2,27.07,12.16,0.82,8.51,29.45,1.39,1.51,1.98,59.0,Satisfactory
+Amritsar,2020-03-08,25.44,77.68,17.05,11.41,26.88,12.1,0.82,11.62,30.24,1.46,1.76,2.0,70.0,Satisfactory
+Amritsar,2020-03-09,20.71,72.89,17.35,11.81,26.87,12.14,0.82,6.74,32.77,1.43,1.75,2.0,75.0,Satisfactory
+Amritsar,2020-03-10,43.24,115.85,18.82,12.66,28.37,12.29,0.73,9.44,34.08,1.66,2.02,2.0,96.0,Satisfactory
+Amritsar,2020-03-11,40.15,107.64,18.14,13.18,28.04,11.88,0.62,8.1,30.16,1.65,1.99,1.96,107.0,Moderate
+Amritsar,2020-03-12,18.34,74.72,17.92,10.99,27.31,12.21,0.71,7.79,35.57,1.3,1.37,1.89,,
+Amritsar,2020-03-13,17.08,70.36,17.22,11.62,26.98,11.8,0.78,8.52,36.31,1.39,1.59,2.0,72.0,Satisfactory
+Amritsar,2020-03-14,21.05,70.22,18.49,11.98,28.28,11.71,0.7,12.75,32.14,1.38,1.7,1.98,69.0,Satisfactory
+Amritsar,2020-03-15,25.65,83.27,17.4,12.99,27.07,12.15,0.73,21.74,32.95,1.47,1.87,2.0,79.0,Satisfactory
+Amritsar,2020-03-16,38.07,106.34,17.57,12.39,27.5,11.97,0.68,9.82,33.3,1.57,1.94,1.98,95.0,Satisfactory
+Amritsar,2020-03-17,41.78,109.94,18.18,10.31,27.98,12.02,0.72,9.56,31.27,1.57,1.84,2.0,106.0,Moderate
+Amritsar,2020-03-18,45.62,118.05,17.72,10.48,25.35,11.93,0.64,9.77,30.51,1.46,1.71,1.83,110.0,Moderate
+Amritsar,2020-03-19,39.08,107.8,17.38,10.28,27.28,11.98,0.62,16.11,30.29,1.58,1.94,2.0,107.0,Moderate
+Amritsar,2020-03-20,40.61,110.94,17.07,10.97,27.42,12.0,0.48,27.59,31.58,1.8,2.12,2.0,111.0,Moderate
+Amritsar,2020-03-21,33.78,100.73,17.69,11.47,27.21,12.03,0.68,23.06,26.71,1.55,2.03,1.98,96.0,Satisfactory
+Amritsar,2020-03-22,24.57,77.22,17.13,11.39,26.89,11.98,0.7,19.46,31.11,1.48,2.01,2.0,93.0,Satisfactory
+Amritsar,2020-03-23,30.12,85.69,17.86,10.34,27.64,11.93,0.84,9.34,31.26,1.43,1.88,2.0,78.0,Satisfactory
+Amritsar,2020-03-24,26.35,75.6,18.2,10.94,27.27,12.09,1.27,7.73,29.78,1.43,1.69,1.98,86.0,Satisfactory
+Amritsar,2020-03-25,15.6,61.47,18.43,10.79,27.91,11.96,0.86,6.41,28.07,1.36,1.67,2.0,64.0,Satisfactory
+Amritsar,2020-03-26,22.63,72.7,17.79,11.82,27.96,11.84,0.73,7.16,32.26,1.41,1.72,2.0,66.0,Satisfactory
+Amritsar,2020-03-27,20.29,60.78,21.42,13.83,29.21,12.79,0.73,6.22,25.63,1.35,1.62,1.94,71.0,Satisfactory
+Amritsar,2020-03-28,12.03,54.63,19.93,12.76,30.41,12.33,0.76,6.2,22.84,1.34,1.53,2.01,54.0,Satisfactory
+Amritsar,2020-03-29,17.74,63.75,17.36,11.56,27.43,12.19,0.76,6.7,22.1,1.37,1.67,1.98,60.0,Satisfactory
+Amritsar,2020-03-30,21.35,68.57,17.8,11.05,26.97,12.07,0.71,7.21,22.14,1.37,1.66,1.98,67.0,Satisfactory
+Amritsar,2020-03-31,21.91,70.76,17.8,10.68,27.51,11.97,0.78,6.82,22.14,1.38,1.54,2.0,69.0,Satisfactory
+Amritsar,2020-04-01,14.18,60.07,18.48,10.29,27.96,12.1,0.77,6.3,22.14,1.32,1.59,1.98,65.0,Satisfactory
+Amritsar,2020-04-02,13.97,63.92,17.69,10.82,27.94,11.74,0.78,6.22,22.14,1.34,1.58,2.01,63.0,Satisfactory
+Amritsar,2020-04-03,17.52,61.42,17.88,10.69,26.99,12.16,0.76,6.57,22.14,1.34,1.61,1.98,61.0,Satisfactory
+Amritsar,2020-04-04,22.8,50.68,17.62,10.84,27.79,12.01,0.69,7.4,22.14,1.42,1.78,2.0,58.0,Satisfactory
+Amritsar,2020-04-05,34.73,68.87,16.81,10.78,25.99,11.93,0.69,8.68,22.14,1.52,1.89,1.94,60.0,Satisfactory
+Amritsar,2020-04-06,,,,,,,,,,,,,,
+Amritsar,2020-04-07,,,,,,,,,,,,,,
+Amritsar,2020-04-08,,,,,,,,,,,,,,
+Amritsar,2020-04-09,,,,,,,,,,,,,,
+Amritsar,2020-04-10,,,,,,,,,,,,,,
+Amritsar,2020-04-11,16.56,25.76,18.57,13.16,31.0,10.78,0.4,7.07,22.14,0.68,0.69,1.0,,
+Amritsar,2020-04-12,20.09,34.55,18.33,11.21,28.01,12.03,0.85,8.49,22.14,1.4,1.55,2.0,45.0,Good
+Amritsar,2020-04-13,29.47,59.84,17.65,11.55,27.61,12.12,0.59,9.63,22.14,1.65,1.98,2.0,52.0,Satisfactory
+Amritsar,2020-04-14,22.37,50.46,17.34,10.67,23.17,12.09,0.64,6.33,22.14,1.21,1.4,1.79,59.0,Satisfactory
+Amritsar,2020-04-15,32.05,75.31,20.86,18.96,28.66,15.16,0.73,6.55,23.62,1.26,1.5,1.83,68.0,Satisfactory
+Amritsar,2020-04-16,22.61,48.2,23.03,17.01,33.2,14.86,0.73,7.65,36.07,1.39,1.75,2.0,61.0,Satisfactory
+Amritsar,2020-04-17,17.45,38.01,18.7,11.4,28.05,12.66,0.7,7.76,42.81,1.38,1.47,1.98,45.0,Good
+Amritsar,2020-04-18,8.8,18.03,21.51,11.43,31.09,12.4,0.8,5.88,43.02,1.32,1.42,2.0,43.0,Good
+Amritsar,2020-04-19,11.33,30.5,18.12,11.33,27.79,12.74,0.82,8.85,43.02,1.35,1.54,2.0,44.0,Good
+Amritsar,2020-04-20,16.35,56.92,17.86,12.25,28.27,11.95,0.68,9.64,43.02,1.37,1.54,2.0,51.0,Satisfactory
+Amritsar,2020-04-21,9.84,39.79,19.48,13.03,29.25,12.24,0.79,13.02,43.02,1.33,1.43,2.0,47.0,Good
+Amritsar,2020-04-22,13.72,51.33,21.63,14.02,31.4,12.69,0.74,9.17,43.02,1.36,1.6,2.0,48.0,Good
+Amritsar,2020-04-23,14.67,59.48,23.49,16.84,33.39,12.8,0.84,8.59,43.02,1.31,1.15,2.0,56.0,Satisfactory
+Amritsar,2020-04-24,20.68,78.36,20.44,16.25,32.22,12.53,0.67,8.94,43.02,1.3,1.1,2.0,68.0,Satisfactory
+Amritsar,2020-04-25,15.74,67.22,22.04,16.48,30.38,13.38,0.77,17.19,43.02,1.29,1.09,1.98,74.0,Satisfactory
+Amritsar,2020-04-26,14.78,54.18,19.74,15.44,29.59,12.11,0.69,11.17,43.02,1.3,1.1,5.05,60.0,Satisfactory
+Amritsar,2020-04-27,11.2,42.21,38.1,32.33,46.31,19.36,0.75,6.42,44.12,1.25,1.06,8.48,51.0,Satisfactory
+Amritsar,2020-04-28,13.63,52.77,28.22,21.57,37.97,14.54,0.79,7.08,43.57,1.3,1.1,8.81,56.0,Satisfactory
+Amritsar,2020-04-29,24.61,86.73,26.75,19.19,36.02,14.53,0.76,9.0,43.57,1.3,1.1,8.72,72.0,Satisfactory
+Amritsar,2020-04-30,23.98,112.59,25.07,17.26,34.95,13.57,0.76,8.5,43.57,1.3,1.1,8.81,102.0,Moderate
+Amritsar,2020-05-01,32.01,141.16,20.93,14.93,30.16,12.8,0.78,9.5,43.57,1.3,1.1,8.72,118.0,Moderate
+Amritsar,2020-05-02,28.37,114.11,20.75,16.36,29.69,12.73,0.63,8.45,43.57,1.29,1.09,8.72,118.0,Moderate
+Amritsar,2020-05-03,15.46,65.47,23.93,18.66,35.6,13.06,0.78,7.07,26.82,1.29,1.09,8.72,91.0,Satisfactory
+Amritsar,2020-05-04,19.64,72.31,19.2,16.05,28.92,12.8,0.81,8.64,27.11,1.29,1.09,8.67,61.0,Satisfactory
+Amritsar,2020-05-05,18.81,74.73,19.59,14.69,29.97,12.13,0.73,7.44,27.1,1.3,1.1,8.72,77.0,Satisfactory
+Amritsar,2020-05-06,23.32,76.19,19.26,12.39,28.6,12.35,0.82,10.3,27.11,1.3,1.1,8.72,75.0,Satisfactory
+Amritsar,2020-05-07,18.39,48.21,33.61,26.95,39.88,18.62,0.73,8.99,37.82,1.23,1.04,8.23,60.0,Satisfactory
+Amritsar,2020-05-08,34.0,83.68,30.38,24.27,39.73,15.15,0.83,10.06,43.77,1.3,1.1,8.81,71.0,Satisfactory
+Amritsar,2020-05-09,37.31,87.52,22.45,18.78,31.81,13.86,0.75,10.47,43.73,1.29,1.09,8.72,87.0,Satisfactory
+Amritsar,2020-05-10,39.62,91.93,20.3,13.69,30.2,12.41,0.7,10.16,43.77,1.3,1.1,8.82,94.0,Satisfactory
+Amritsar,2020-05-11,32.14,70.6,20.67,15.65,30.08,12.66,0.67,7.82,43.77,1.3,1.1,8.72,75.0,Satisfactory
+Amritsar,2020-05-12,24.59,49.58,21.79,16.79,30.38,13.27,0.82,9.74,43.77,1.3,1.1,8.82,61.0,Satisfactory
+Amritsar,2020-05-13,44.76,86.65,19.55,15.63,30.07,12.96,0.74,9.08,43.77,1.27,1.08,8.63,67.0,Satisfactory
+Amritsar,2020-05-14,42.22,78.34,21.56,15.84,32.32,12.57,0.61,9.03,43.77,1.3,1.1,8.81,95.0,Satisfactory
+Amritsar,2020-05-15,21.61,43.74,22.88,15.94,32.43,12.76,0.91,9.9,43.77,1.3,1.1,8.72,52.0,Satisfactory
+Amritsar,2020-05-16,35.91,69.27,20.01,14.83,29.75,12.49,0.75,9.26,43.77,1.3,1.1,8.81,61.0,Satisfactory
+Amritsar,2020-05-17,39.96,77.29,20.35,15.98,30.7,12.66,0.75,11.8,43.77,1.3,1.1,8.81,75.0,Satisfactory
+Amritsar,2020-05-18,44.56,76.97,22.31,17.48,27.56,12.49,0.67,26.68,43.77,1.06,0.89,6.88,76.0,Satisfactory
+Amritsar,2020-05-19,34.55,59.21,21.5,14.96,30.21,12.55,0.69,22.25,52.91,1.3,1.1,8.81,65.0,Satisfactory
+Amritsar,2020-05-20,43.35,68.58,21.26,15.0,30.04,12.84,0.69,11.86,64.78,1.3,1.1,8.72,68.0,Satisfactory
+Amritsar,2020-05-21,52.58,81.31,20.08,15.55,30.04,12.53,0.68,10.76,64.78,1.3,1.1,8.82,80.0,Satisfactory
+Amritsar,2020-05-22,68.2,113.31,19.12,13.29,29.59,12.35,0.62,23.16,41.89,1.29,1.09,8.72,115.0,Moderate
+Amritsar,2020-05-23,54.78,96.64,18.45,12.8,28.26,11.97,0.48,18.35,17.0,1.3,1.1,8.82,106.0,Moderate
+Amritsar,2020-05-24,29.01,55.05,18.64,11.41,26.45,12.15,0.61,19.01,17.0,1.22,1.03,8.26,74.0,Satisfactory
+Amritsar,2020-05-25,16.29,72.17,17.69,10.6,27.18,12.27,0.76,17.75,17.0,1.3,1.1,8.82,69.0,Satisfactory
+Amritsar,2020-05-26,51.47,90.41,18.07,10.31,27.12,12.29,0.97,34.05,17.0,1.29,1.09,8.63,81.0,Satisfactory
+Amritsar,2020-05-27,37.21,66.23,16.63,10.97,26.78,11.95,0.56,14.45,17.0,1.3,1.1,8.81,77.0,Satisfactory
+Amritsar,2020-05-28,43.68,108.29,17.75,10.33,27.66,12.14,0.49,10.98,17.0,1.3,1.1,8.72,81.0,Satisfactory
+Amritsar,2020-05-29,29.99,77.22,19.41,11.22,28.95,11.92,0.73,12.3,17.0,1.3,1.1,8.72,67.0,Satisfactory
+Amritsar,2020-05-30,24.14,51.65,20.17,14.87,31.03,12.57,0.66,6.28,17.0,1.3,1.1,8.82,63.0,Satisfactory
+Amritsar,2020-05-31,13.33,25.58,27.84,22.14,37.92,14.22,0.63,8.09,17.0,1.3,1.1,8.72,48.0,Good
+Amritsar,2020-06-01,19.12,33.74,30.02,39.8,34.58,17.15,0.71,11.8,22.8,1.23,1.04,8.33,43.0,Good
+Amritsar,2020-06-02,26.84,152.97,23.06,21.62,34.76,13.99,0.68,17.71,28.48,1.3,1.1,8.81,65.0,Satisfactory
+Amritsar,2020-06-03,26.72,486.99,20.32,12.54,29.09,12.08,0.58,10.48,36.15,1.3,1.1,8.72,478.0,Severe
+Amritsar,2020-06-04,30.13,167.85,20.82,15.08,28.88,13.01,0.74,16.68,33.88,1.22,1.03,8.27,193.0,Moderate
+Amritsar,2020-06-05,20.75,29.73,24.69,21.48,34.62,14.25,0.72,10.49,40.04,1.3,1.1,8.82,56.0,Satisfactory
+Amritsar,2020-06-06,15.5,24.76,21.22,15.84,30.45,13.12,0.77,8.67,39.85,1.3,1.1,8.72,41.0,Good
+Amritsar,2020-06-07,26.99,43.07,21.13,15.1,30.36,12.77,0.59,6.56,40.04,1.3,1.1,8.81,42.0,Good
+Amritsar,2020-06-08,27.07,59.04,19.32,13.52,27.74,12.57,0.59,8.56,39.64,1.29,1.09,8.63,51.0,Satisfactory
+Amritsar,2020-06-09,29.6,84.35,17.94,11.23,25.93,12.1,0.57,12.01,,1.3,1.1,8.82,77.0,Satisfactory
+Amritsar,2020-06-10,28.73,76.37,17.59,10.65,25.98,12.21,0.55,13.47,,1.3,1.1,8.72,80.0,Satisfactory
+Amritsar,2020-06-11,31.56,87.65,16.76,9.4,25.22,11.99,0.72,11.08,,1.3,1.1,8.82,79.0,Satisfactory
+Amritsar,2020-06-12,27.87,96.72,16.68,9.17,24.32,12.01,0.71,12.02,30.79,1.29,1.09,8.53,89.0,Satisfactory
+Amritsar,2020-06-13,24.76,93.78,16.61,8.31,24.6,11.93,0.65,10.76,32.52,1.3,1.1,8.82,104.0,Moderate
+Amritsar,2020-06-14,31.92,96.98,15.92,8.01,23.81,12.06,0.69,10.86,32.52,1.3,1.1,8.72,87.0,Satisfactory
+Amritsar,2020-06-15,28.49,108.35,16.93,7.97,24.78,12.0,0.75,16.73,32.52,1.3,1.1,8.81,103.0,Moderate
+Amritsar,2020-06-16,37.0,119.96,19.94,16.04,26.67,13.83,0.68,13.24,31.49,1.21,1.02,8.08,110.0,Moderate
+Amritsar,2020-06-17,40.46,131.87,31.85,26.2,42.08,15.21,0.73,9.2,16.56,1.3,1.1,8.82,117.0,Moderate
+Amritsar,2020-06-18,34.6,123.23,21.98,18.43,30.65,13.91,0.74,12.51,16.48,1.3,1.1,8.72,117.0,Moderate
+Amritsar,2020-06-19,47.94,169.06,19.11,12.63,27.07,12.34,0.62,10.92,16.48,1.3,1.1,8.82,131.0,Moderate
+Amritsar,2020-06-20,55.58,88.74,58.55,53.34,77.94,23.22,0.71,5.53,16.48,1.3,1.1,8.72,120.0,Moderate
+Amritsar,2020-06-21,60.73,,40.01,33.92,51.61,17.99,0.7,4.72,16.48,1.3,1.1,8.82,120.0,Moderate
+Amritsar,2020-06-22,39.81,95.02,23.84,18.72,32.27,14.43,0.68,4.64,16.48,1.3,1.1,8.72,72.0,Satisfactory
+Amritsar,2020-06-23,68.81,312.18,18.9,12.03,25.83,12.64,0.67,4.36,16.48,1.3,1.1,8.82,125.0,Moderate
+Amritsar,2020-06-24,23.77,69.62,17.0,9.97,23.17,12.08,0.59,7.21,16.48,1.2,1.02,7.97,130.0,Moderate
+Amritsar,2020-06-25,31.68,57.96,18.0,10.71,25.96,11.94,0.74,5.83,16.48,1.3,1.1,8.82,59.0,Satisfactory
+Amritsar,2020-06-26,32.85,151.19,23.35,18.01,31.94,13.71,0.66,4.79,16.48,1.29,1.08,8.54,83.0,Satisfactory
+Amritsar,2020-06-27,51.1,,25.25,20.8,35.75,14.07,0.66,4.55,16.48,1.3,1.1,8.82,74.0,Satisfactory
+Amritsar,2020-06-28,45.24,40.0,23.11,17.9,27.47,13.25,0.63,5.22,16.48,1.16,0.98,7.85,85.0,Satisfactory
+Amritsar,2020-06-29,26.77,60.69,26.99,19.83,34.03,14.94,0.67,4.89,16.48,1.3,1.1,8.81,49.0,Good
+Amritsar,2020-06-30,41.64,76.49,22.03,15.97,30.6,13.29,0.69,4.67,16.48,1.3,1.1,8.72,66.0,Satisfactory
+Amritsar,2020-07-01,57.67,100.99,32.81,15.11,30.2,17.73,0.59,3.48,16.48,1.3,1.1,8.82,78.0,Satisfactory
+Bengaluru,2015-01-01,,,3.26,17.33,10.88,20.36,0.33,3.54,10.73,0.56,4.64,,,
+Bengaluru,2015-01-02,,,6.05,19.73,14.14,23.74,1.35,3.97,22.77,0.65,5.31,,,
+Bengaluru,2015-01-03,,,11.91,19.88,20.72,4.32,17.4,13.61,12.03,0.53,19.25,,,
+Bengaluru,2015-01-04,,,7.45,21.61,16.88,0.87,5.05,6.52,17.7,0.55,7.47,,,
+Bengaluru,2015-01-05,,,9.52,22.17,21.76,31.38,1.83,4.71,12.72,0.4,4.36,,,
+Bengaluru,2015-01-06,,,6.6,23.2,16.24,26.35,0.52,4.42,13.82,22.68,4.11,,,
+Bengaluru,2015-01-07,,,22.6,28.66,30.84,22.73,1.46,5.13,16.98,34.66,8.65,,,
+Bengaluru,2015-01-08,,,7.5,31.1,21.16,38.67,2.3,7.07,17.35,31.0,8.6,,,
+Bengaluru,2015-01-09,,,6.75,25.98,15.03,23.48,0.54,12.84,16.27,30.51,8.44,,,
+Bengaluru,2015-01-10,,,3.38,29.23,16.76,34.17,1.69,3.08,25.01,36.42,13.41,,,
+Bengaluru,2015-01-11,,,3.97,29.84,17.49,29.74,2.59,8.2,16.07,44.91,27.67,,,
+Bengaluru,2015-01-12,,,10.85,28.4,21.85,41.39,0.61,7.16,16.41,38.04,41.87,,,
+Bengaluru,2015-01-13,,,10.65,30.56,22.9,35.34,0.63,6.51,10.34,39.44,14.6,,,
+Bengaluru,2015-01-14,,,9.09,25.94,19.43,39.82,1.83,8.66,16.47,27.38,8.7,,,
+Bengaluru,2015-01-15,,,6.79,20.64,15.92,21.43,3.29,6.24,19.35,25.84,15.67,,,
+Bengaluru,2015-01-16,,,10.74,18.51,22.36,10.27,16.41,19.28,16.02,25.14,36.72,,,
+Bengaluru,2015-01-17,,,8.17,17.37,21.64,11.05,15.98,24.91,14.33,24.29,21.54,,,
+Bengaluru,2015-01-18,,,6.16,17.2,18.79,14.23,9.04,22.18,22.48,23.23,20.05,,,
+Bengaluru,2015-01-19,,,7.83,16.74,19.44,13.47,8.09,27.99,23.34,21.14,14.85,,,
+Bengaluru,2015-01-20,,,10.44,7.24,22.66,7.29,4.05,92.66,103.68,36.25,9.93,,,
+Bengaluru,2015-01-21,,,7.02,5.45,18.26,5.07,18.3,82.07,,,,,,
+Bengaluru,2015-01-22,,,17.15,13.57,29.6,3.65,3.32,57.51,41.95,23.36,39.25,,,
+Bengaluru,2015-01-23,,,3.8,12.82,12.0,10.06,5.04,27.33,17.78,22.15,14.52,,,
+Bengaluru,2015-01-24,,,4.77,16.27,9.73,14.88,2.42,6.47,14.72,19.86,8.48,,,
+Bengaluru,2015-01-25,,,3.19,16.32,8.72,15.42,3.39,3.32,16.27,19.21,7.37,,,
+Bengaluru,2015-01-26,,,2.27,13.85,8.43,16.63,5.39,2.95,21.35,18.29,9.1,,,
+Bengaluru,2015-01-27,,,10.92,16.71,15.67,18.57,1.71,3.09,27.37,17.69,5.15,,,
+Bengaluru,2015-01-28,,,6.31,14.85,11.58,16.15,4.87,6.53,17.05,21.78,9.43,,,
+Bengaluru,2015-01-29,,,86.9,10.45,49.95,16.4,2.26,3.03,18.78,17.3,5.42,,,
+Bengaluru,2015-01-30,,,62.22,4.93,51.53,13.32,1.06,24.31,19.51,14.55,3.54,,,
+Bengaluru,2015-01-31,,,36.24,11.11,30.07,7.77,0.46,29.18,23.21,17.23,2.92,,,
+Bengaluru,2015-02-01,,,2.99,22.14,13.01,7.48,0.36,7.36,20.75,12.01,2.2,,,
+Bengaluru,2015-02-02,,,5.83,19.19,13.06,11.33,0.46,6.14,19.75,14.08,3.76,,,
+Bengaluru,2015-02-03,,,4.56,18.47,12.44,11.78,0.59,5.02,20.64,16.08,3.41,,,
+Bengaluru,2015-02-04,,,5.92,22.46,15.19,11.88,1.08,4.46,18.62,14.9,3.43,,,
+Bengaluru,2015-02-05,,,12.17,26.36,20.48,11.11,0.59,7.65,16.06,6.53,16.08,,,
+Bengaluru,2015-02-06,,,5.04,25.98,16.42,11.71,0.5,3.12,13.76,19.99,13.55,,,
+Bengaluru,2015-02-07,,,10.59,22.46,18.41,12.88,1.45,5.51,20.96,17.83,3.94,,,
+Bengaluru,2015-02-08,,,7.18,26.06,16.75,8.84,0.45,7.25,22.81,18.69,4.67,,,
+Bengaluru,2015-02-09,,,3.78,22.48,13.7,13.61,0.64,3.37,31.01,0.9,11.86,,,
+Bengaluru,2015-02-10,,,4.97,20.18,13.54,13.04,0.77,1.04,39.86,,1.68,,,
+Bengaluru,2015-02-11,,,10.52,26.52,20.81,12.44,0.57,1.64,32.19,0.6,2.44,,,
+Bengaluru,2015-02-12,,,10.1,21.47,18.0,26.22,0.96,12.98,44.15,0.6,2.86,,,
+Bengaluru,2015-02-13,,,16.74,21.85,23.38,19.31,1.32,7.56,37.79,0.49,2.97,,,
+Bengaluru,2015-02-14,,,11.29,26.05,21.19,17.14,0.9,5.18,31.76,0.51,3.45,,,
+Bengaluru,2015-02-15,,,4.71,23.68,15.19,11.14,0.76,4.82,45.16,0.44,1.74,,,
+Bengaluru,2015-02-16,,,10.65,24.41,19.88,10.67,2.35,3.84,49.3,,16.04,,,
+Bengaluru,2015-02-17,,,15.95,24.68,24.11,4.66,0.83,13.39,44.34,46.44,29.45,,,
+Bengaluru,2015-02-18,,,17.48,23.38,23.51,6.34,3.23,17.62,28.85,40.42,42.4,,,
+Bengaluru,2015-02-19,,,14.46,27.71,24.33,19.81,2.18,11.15,31.69,69.69,36.1,,,
+Bengaluru,2015-02-20,,,10.0,22.83,18.26,31.1,6.95,12.52,33.43,69.54,30.4,,,
+Bengaluru,2015-02-21,,,4.77,21.34,14.07,12.5,8.98,14.25,39.2,,8.98,,,
+Bengaluru,2015-02-22,,,8.27,24.09,17.26,13.56,6.28,13.11,54.18,,6.28,,,
+Bengaluru,2015-02-23,,,7.39,24.14,16.93,15.44,13.56,11.93,53.97,,13.56,,,
+Bengaluru,2015-02-24,,,13.49,28.8,24.25,17.21,4.78,5.76,40.55,,6.43,,,
+Bengaluru,2015-02-25,,,13.88,29.78,24.83,21.85,1.49,6.5,51.91,,1.53,,,
+Bengaluru,2015-02-26,,,9.7,31.32,22.64,17.22,1.24,7.13,65.41,,1.3,,,
+Bengaluru,2015-02-27,,,6.52,26.9,18.07,20.09,1.14,4.0,66.49,,1.09,,,
+Bengaluru,2015-02-28,,,2.94,19.57,11.15,17.43,1.38,2.82,62.61,,1.38,,,
+Bengaluru,2015-03-01,,,2.52,10.39,10.91,15.23,0.48,6.93,51.37,,0.48,,,
+Bengaluru,2015-03-02,,,4.23,18.06,14.59,33.23,3.56,6.72,58.97,,4.06,,,
+Bengaluru,2015-03-03,,,7.81,19.56,17.16,30.4,14.67,8.6,43.5,,14.77,,,
+Bengaluru,2015-03-04,,,4.75,17.36,12.54,12.44,3.39,5.99,61.8,,3.41,,,
+Bengaluru,2015-03-05,,,11.53,19.94,18.57,6.9,29.33,8.79,45.01,,29.33,,,
+Bengaluru,2015-03-06,,,5.94,15.04,12.71,6.3,23.53,16.03,31.55,282.83,43.33,,,
+Bengaluru,2015-03-07,,,7.08,15.68,14.94,6.46,25.7,12.69,36.67,296.55,55.15,,,
+Bengaluru,2015-03-08,,,5.24,11.59,9.48,11.83,16.01,11.89,45.87,298.28,22.96,,,
+Bengaluru,2015-03-09,,,6.85,20.06,18.5,23.32,25.5,11.47,36.7,307.42,38.84,,,
+Bengaluru,2015-03-10,,,4.95,26.12,17.58,21.54,1.08,3.17,41.81,,0.0,,,
+Bengaluru,2015-03-11,,,8.59,33.01,23.66,30.29,1.33,2.86,35.98,,1.17,,,
+Bengaluru,2015-03-12,,,5.47,25.29,17.47,23.55,1.9,1.67,37.65,,2.8,,,
+Bengaluru,2015-03-13,,,8.1,20.97,17.24,13.57,13.01,7.84,43.46,,18.0,,,
+Bengaluru,2015-03-14,,,12.44,20.58,19.72,1.12,18.28,19.64,49.53,,20.62,,,
+Bengaluru,2015-03-15,,,9.08,15.12,15.97,3.79,29.93,16.57,48.26,155.68,32.63,,,
+Bengaluru,2015-03-16,,,12.37,18.67,20.45,4.81,25.25,30.13,47.74,,30.81,,,
+Bengaluru,2015-03-17,,,13.81,31.84,27.25,21.65,17.79,11.89,49.86,,28.52,,,
+Bengaluru,2015-03-18,,,35.23,34.01,40.01,20.82,6.17,3.76,49.27,156.71,39.67,,,
+Bengaluru,2015-03-19,,,17.05,33.58,29.48,29.11,15.98,47.19,56.32,119.55,30.98,,,
+Bengaluru,2015-03-20,30.65,,3.36,28.48,18.68,27.2,4.55,2.76,43.25,36.0,171.22,,,
+Bengaluru,2015-03-21,48.59,,3.47,27.0,18.04,28.02,3.89,1.94,52.96,21.33,196.72,,91.0,Satisfactory
+Bengaluru,2015-03-22,47.38,,2.84,22.39,15.33,23.19,11.29,2.05,71.85,14.97,138.2,,120.0,Moderate
+Bengaluru,2015-03-23,65.65,,3.1,26.35,17.45,27.76,9.95,6.3,72.84,9.88,100.77,,154.0,Moderate
+Bengaluru,2015-03-24,60.47,,5.39,29.87,20.88,35.1,1.46,6.07,64.12,5.9,61.48,,119.0,Moderate
+Bengaluru,2015-03-25,62.56,,3.16,23.57,16.39,27.13,10.05,4.98,82.34,4.53,39.99,,232.0,Poor
+Bengaluru,2015-03-26,60.73,,4.16,32.07,21.03,34.71,1.44,1.67,67.21,1.36,13.28,,132.0,Moderate
+Bengaluru,2015-03-27,42.1,,4.01,25.55,17.37,30.96,2.85,2.46,51.93,0.14,3.71,,123.0,Moderate
+Bengaluru,2015-03-28,40.0,,2.93,17.99,11.36,28.74,8.07,2.5,44.65,0.14,8.39,,152.0,Moderate
+Bengaluru,2015-03-29,32.16,,2.38,12.9,8.3,21.5,8.53,2.08,56.31,0.15,8.53,,143.0,Moderate
+Bengaluru,2015-03-30,30.78,,2.68,16.23,14.63,26.96,1.46,2.63,49.52,0.14,2.07,,80.0,Satisfactory
+Bengaluru,2015-03-31,38.99,,2.6,10.97,12.7,27.52,1.79,2.79,47.67,0.14,2.39,,90.0,Satisfactory
+Bengaluru,2015-04-01,36.42,,2.68,8.83,9.13,31.37,9.6,3.17,48.25,0.14,8.16,,151.0,Moderate
+Bengaluru,2015-04-02,38.15,,4.24,10.29,9.99,43.09,4.06,7.65,53.26,0.14,5.29,,123.0,Moderate
+Bengaluru,2015-04-03,35.11,,2.63,5.99,6.82,26.04,5.34,2.32,57.75,0.14,7.4,,178.0,Moderate
+Bengaluru,2015-04-04,36.68,,3.63,12.89,10.88,40.71,1.47,3.29,76.36,0.13,1.61,,101.0,Moderate
+Bengaluru,2015-04-05,36.92,,2.2,9.0,7.6,26.22,9.58,4.07,65.62,0.14,12.02,,160.0,Moderate
+Bengaluru,2015-04-06,31.78,,2.48,8.14,8.06,22.34,0.55,7.22,54.31,0.18,0.28,,71.0,Satisfactory
+Bengaluru,2015-04-07,37.25,,2.86,7.14,11.25,17.78,2.3,5.88,60.42,0.2,2.3,,76.0,Satisfactory
+Bengaluru,2015-04-08,29.8,,2.59,9.04,7.52,24.2,6.84,1.84,49.55,0.12,20.68,,153.0,Moderate
+Bengaluru,2015-04-09,25.06,,3.21,8.72,7.2,29.83,5.82,2.6,42.63,0.13,5.92,,80.0,Satisfactory
+Bengaluru,2015-04-10,24.4,,6.87,7.46,8.7,23.17,5.19,2.03,44.47,8.64,8.48,,129.0,Moderate
+Bengaluru,2015-04-11,32.08,,6.6,7.09,8.82,30.95,1.7,3.22,53.91,0.29,1.75,,107.0,Moderate
+Bengaluru,2015-04-12,19.72,,1.81,4.97,5.51,34.85,2.65,5.16,44.53,0.17,2.65,,122.0,Moderate
+Bengaluru,2015-04-13,17.03,,2.17,8.53,9.95,34.3,2.23,2.75,39.03,,2.62,,85.0,Satisfactory
+Bengaluru,2015-04-14,19.73,,2.26,6.1,6.13,27.48,1.4,4.66,57.7,0.18,1.71,,62.0,Satisfactory
+Bengaluru,2015-04-15,22.52,,6.71,4.86,14.02,15.15,5.45,4.9,77.05,0.21,5.37,,177.0,Moderate
+Bengaluru,2015-04-16,21.36,,2.86,7.98,12.69,16.61,0.97,29.11,96.88,0.16,0.54,,152.0,Moderate
+Bengaluru,2015-04-17,24.35,,3.06,6.64,7.42,38.54,12.93,2.58,97.2,,12.95,,210.0,Poor
+Bengaluru,2015-04-18,18.33,,2.4,5.98,6.47,21.02,3.84,3.99,101.63,,4.51,,170.0,Moderate
+Bengaluru,2015-04-19,17.66,,1.85,6.58,5.89,21.93,0.48,2.49,81.34,,0.48,,135.0,Moderate
+Bengaluru,2015-04-20,27.46,,2.53,7.91,7.1,24.78,4.58,5.53,37.22,,5.17,,118.0,Moderate
+Bengaluru,2015-04-21,27.94,,3.8,6.45,9.94,17.34,6.14,4.43,34.74,0.23,6.14,,127.0,Moderate
+Bengaluru,2015-04-22,23.81,,4.01,6.21,13.57,5.42,,26.42,32.79,0.22,,,47.0,Good
+Bengaluru,2015-04-23,23.11,,4.16,6.84,14.07,18.77,3.65,12.35,15.88,,12.16,,44.0,Good
+Bengaluru,2015-04-24,15.12,,4.35,14.96,12.52,35.77,1.13,5.12,109.66,,1.27,,67.0,Satisfactory
+Bengaluru,2015-04-25,19.59,,4.35,8.42,12.28,17.93,3.1,26.92,157.2,,2.17,,44.0,Good
+Bengaluru,2015-04-26,69.85,,8.6,14.35,19.55,15.8,1.22,15.91,123.32,,0.77,,82.0,Satisfactory
+Bengaluru,2015-04-27,24.62,,3.77,7.74,11.71,13.92,1.26,18.89,65.38,,1.36,,156.0,Moderate
+Bengaluru,2015-04-28,32.92,,7.12,12.95,18.7,11.62,2.31,14.79,57.59,43.78,3.7,,96.0,Satisfactory
+Bengaluru,2015-04-29,44.53,,7.24,17.71,22.68,11.4,1.34,8.34,27.11,47.26,15.45,,72.0,Satisfactory
+Bengaluru,2015-04-30,26.68,,3.79,16.69,12.64,10.15,,11.54,51.81,39.43,13.75,,117.0,Moderate
+Bengaluru,2015-05-01,39.06,,3.45,14.31,12.05,6.09,1.59,4.96,26.93,35.9,11.32,,67.0,Satisfactory
+Bengaluru,2015-05-02,50.83,,5.74,14.24,14.93,21.03,4.44,2.99,16.83,34.57,9.36,,217.0,Poor
+Bengaluru,2015-05-03,62.58,,5.03,15.2,10.05,14.62,1.32,7.47,17.81,37.56,11.01,,64.0,Satisfactory
+Bengaluru,2015-05-04,45.26,,5.21,25.81,15.91,18.09,4.17,6.79,21.39,39.17,12.63,,162.0,Moderate
+Bengaluru,2015-05-05,40.37,,9.03,20.7,13.3,5.94,0.0,8.6,36.56,37.07,9.99,,75.0,Satisfactory
+Bengaluru,2015-05-06,43.21,,8.24,17.15,10.79,10.23,28.28,11.77,80.02,33.74,11.02,,141.0,Moderate
+Bengaluru,2015-05-07,41.53,,5.74,20.41,14.16,15.4,0.5,4.67,31.73,22.24,6.38,,70.0,Satisfactory
+Bengaluru,2015-05-08,27.85,,5.82,17.29,11.04,14.93,4.82,7.18,88.24,9.51,2.65,,142.0,Moderate
+Bengaluru,2015-05-09,36.83,,4.6,24.35,13.81,17.12,23.56,6.64,39.61,6.11,3.89,,140.0,Moderate
+Bengaluru,2015-05-10,40.81,,6.5,29.77,14.91,14.21,2.57,3.46,32.11,5.2,1.96,,71.0,Satisfactory
+Bengaluru,2015-05-11,36.11,,6.97,29.38,17.29,15.84,0.3,11.84,14.0,4.94,1.55,,66.0,Satisfactory
+Bengaluru,2015-05-12,28.76,,8.95,29.1,18.34,15.13,,2.96,15.17,4.67,1.66,,56.0,Satisfactory
+Bengaluru,2015-05-13,40.74,,8.61,32.27,20.96,14.66,0.0,2.77,7.96,4.9,1.37,,45.0,Good
+Bengaluru,2015-05-14,23.77,,6.77,33.12,20.16,14.28,1.19,2.83,12.14,4.88,1.84,,61.0,Satisfactory
+Bengaluru,2015-05-15,17.34,,5.26,22.13,14.1,18.55,2.06,3.08,12.14,5.66,2.25,,70.0,Satisfactory
+Bengaluru,2015-05-16,30.45,,5.23,32.24,18.53,24.08,1.19,3.9,8.48,4.66,1.45,,59.0,Satisfactory
+Bengaluru,2015-05-17,15.8,,5.08,22.62,11.25,14.2,12.23,5.8,21.44,4.22,2.05,,125.0,Moderate
+Bengaluru,2015-05-18,20.12,,6.65,22.49,13.5,13.27,12.77,5.83,32.76,4.24,1.84,,106.0,Moderate
+Bengaluru,2015-05-19,25.27,,10.97,31.22,20.24,17.26,1.14,3.92,37.13,4.19,1.16,,84.0,Satisfactory
+Bengaluru,2015-05-20,26.7,,4.76,32.48,16.97,15.5,1.26,4.24,36.42,4.1,1.1,,57.0,Satisfactory
+Bengaluru,2015-05-21,27.84,,6.01,17.97,9.15,13.64,1.21,4.38,25.96,4.18,1.19,,56.0,Satisfactory
+Bengaluru,2015-05-22,29.52,,5.09,17.88,8.93,12.62,10.68,4.89,28.02,4.64,2.01,,140.0,Moderate
+Bengaluru,2015-05-23,27.97,,6.23,23.45,13.42,11.58,17.21,12.38,22.59,5.16,3.92,,156.0,Moderate
+Bengaluru,2015-05-24,28.17,,4.91,17.13,10.15,5.01,9.13,3.98,23.52,4.39,1.3,,156.0,Moderate
+Bengaluru,2015-05-25,27.71,,4.01,18.69,10.4,3.25,4.19,4.81,21.85,4.57,1.28,,111.0,Moderate
+Bengaluru,2015-05-26,28.01,,2.74,12.85,9.33,0.28,4.21,3.92,23.36,4.69,1.44,,158.0,Moderate
+Bengaluru,2015-05-27,31.7,,2.97,11.83,9.27,2.77,4.79,4.02,27.83,3.77,1.05,,93.0,Satisfactory
+Bengaluru,2015-05-28,48.08,,12.38,41.16,23.43,4.91,1.22,0.96,42.06,3.54,0.86,,97.0,Satisfactory
+Bengaluru,2015-05-29,30.77,,6.31,22.5,13.99,4.88,1.4,0.92,31.65,5.05,1.34,,94.0,Satisfactory
+Bengaluru,2015-05-30,26.15,,0.95,14.82,10.67,5.61,4.52,7.13,54.35,4.81,3.22,,147.0,Moderate
+Bengaluru,2015-05-31,40.71,,0.75,6.62,5.01,2.89,2.84,4.24,22.32,5.42,3.15,,100.0,Satisfactory
+Bengaluru,2015-06-01,23.69,,1.65,14.12,7.77,2.34,1.7,6.9,68.17,4.86,1.7,,101.0,Moderate
+Bengaluru,2015-06-02,23.95,,0.46,9.28,3.25,2.31,1.77,7.93,54.65,4.08,1.68,,84.0,Satisfactory
+Bengaluru,2015-06-03,21.51,,1.59,19.98,9.87,2.21,1.52,4.44,46.8,4.11,1.39,,84.0,Satisfactory
+Bengaluru,2015-06-04,25.56,,1.14,6.39,7.52,1.93,1.4,4.47,29.64,3.16,1.3,,74.0,Satisfactory
+Bengaluru,2015-06-05,22.41,,2.59,14.61,19.41,18.87,5.65,5.85,27.39,2.89,0.84,,130.0,Moderate
+Bengaluru,2015-06-06,16.02,,4.7,30.73,36.51,30.36,1.78,11.64,20.75,,1.72,,74.0,Satisfactory
+Bengaluru,2015-06-07,12.69,,4.38,25.18,27.39,28.0,4.45,4.22,19.63,2.71,1.93,,74.0,Satisfactory
+Bengaluru,2015-06-08,13.29,,4.82,22.65,13.65,23.12,3.93,17.45,17.13,2.49,3.93,,162.0,Moderate
+Bengaluru,2015-06-09,12.11,,6.72,20.8,13.22,25.86,1.4,15.06,20.96,3.13,1.2,,55.0,Satisfactory
+Bengaluru,2015-06-10,13.66,,3.61,22.16,11.83,21.15,1.96,6.09,24.49,3.13,1.94,,72.0,Satisfactory
+Bengaluru,2015-06-11,14.56,,3.34,17.32,8.95,20.88,1.54,11.59,15.75,4.79,1.46,,66.0,Satisfactory
+Bengaluru,2015-06-12,14.76,,3.2,13.35,7.08,5.29,1.89,10.35,20.52,4.35,1.56,,81.0,Satisfactory
+Bengaluru,2015-06-13,12.29,,2.53,10.75,4.86,7.02,3.21,15.0,19.08,5.46,1.76,,94.0,Satisfactory
+Bengaluru,2015-06-14,11.72,,1.76,9.61,4.7,7.86,2.36,1.96,20.38,4.56,1.79,,128.0,Moderate
+Bengaluru,2015-06-15,15.7,,6.3,13.12,10.43,8.92,1.56,5.04,34.42,2.43,1.53,,86.0,Satisfactory
+Bengaluru,2015-06-16,22.94,,2.88,10.09,5.6,9.22,3.74,1.58,13.24,1.66,1.72,,136.0,Moderate
+Bengaluru,2015-06-17,19.54,,2.19,11.09,5.01,7.0,2.0,4.12,13.5,2.96,2.08,,67.0,Satisfactory
+Bengaluru,2015-06-18,22.68,,2.8,18.7,9.83,8.31,1.3,1.35,16.42,5.04,1.3,,45.0,Good
+Bengaluru,2015-06-19,21.86,,3.91,19.0,11.85,8.08,1.54,4.34,11.12,5.67,1.52,,70.0,Satisfactory
+Bengaluru,2015-06-20,18.74,,3.9,14.48,9.69,7.31,2.89,1.95,8.62,4.36,1.31,,93.0,Satisfactory
+Bengaluru,2015-06-21,18.81,,3.01,15.95,8.19,6.89,3.84,2.02,10.31,0.15,3.28,,166.0,Moderate
+Bengaluru,2015-06-22,15.11,,2.78,16.04,11.71,27.31,4.29,5.53,10.68,,5.56,,183.0,Moderate
+Bengaluru,2015-06-23,17.47,,1.74,7.27,4.01,10.32,2.08,7.51,10.97,0.12,1.56,,107.0,Moderate
+Bengaluru,2015-06-24,15.92,,0.89,5.61,1.82,8.75,5.48,5.41,21.62,,13.45,,140.0,Moderate
+Bengaluru,2015-06-25,13.58,,2.0,5.38,3.37,7.95,2.83,5.49,11.83,0.13,1.74,,107.0,Moderate
+Bengaluru,2015-06-26,14.52,,1.14,6.1,3.71,7.5,1.75,4.41,13.27,0.1,1.34,,70.0,Satisfactory
+Bengaluru,2015-06-27,27.25,,0.86,5.23,2.93,6.4,15.98,10.62,15.2,0.18,14.54,,165.0,Moderate
+Bengaluru,2015-06-28,20.99,,0.72,4.38,1.91,6.3,2.03,2.53,15.42,0.24,2.47,,160.0,Moderate
+Bengaluru,2015-06-29,22.26,,1.23,7.02,3.74,7.68,5.28,7.62,10.29,0.13,2.23,,209.0,Poor
+Bengaluru,2015-06-30,23.51,,2.75,8.39,5.43,8.47,5.01,5.94,6.61,0.16,4.4,,166.0,Moderate
+Bengaluru,2015-07-01,19.76,,1.24,6.34,3.24,6.34,6.96,6.28,6.45,0.11,4.98,,187.0,Moderate
+Bengaluru,2015-07-02,20.24,,2.26,11.59,6.83,6.42,2.58,5.12,11.01,0.12,1.38,,162.0,Moderate
+Bengaluru,2015-07-03,17.28,,1.07,5.11,2.7,5.96,7.52,3.69,8.37,,1.35,,185.0,Moderate
+Bengaluru,2015-07-04,21.52,,1.0,5.99,2.9,5.76,15.9,2.76,9.72,,16.86,,141.0,Moderate
+Bengaluru,2015-07-05,19.43,,1.13,7.66,4.66,4.74,20.81,2.29,7.89,0.16,8.67,,225.0,Poor
+Bengaluru,2015-07-06,19.27,,2.21,8.79,6.36,26.67,26.99,2.54,8.96,0.13,24.39,,309.0,Very Poor
+Bengaluru,2015-07-07,23.27,,1.73,7.83,7.62,10.45,2.86,3.36,9.3,0.14,1.36,,136.0,Moderate
+Bengaluru,2015-07-08,18.63,,2.96,8.71,6.88,34.37,7.24,6.25,7.27,1.09,6.16,,139.0,Moderate
+Bengaluru,2015-07-09,14.52,,5.93,10.04,8.43,19.3,3.42,3.89,7.56,0.18,1.47,,161.0,Moderate
+Bengaluru,2015-07-10,12.84,,7.5,10.1,9.4,21.54,15.1,3.25,5.4,16.71,3.02,,160.0,Moderate
+Bengaluru,2015-07-11,19.08,,6.5,10.66,9.34,20.9,2.42,2.39,5.06,22.69,2.88,,127.0,Moderate
+Bengaluru,2015-07-12,23.45,,5.88,9.83,8.64,10.15,2.11,1.86,9.66,20.87,2.47,,71.0,Satisfactory
+Bengaluru,2015-07-13,25.62,,5.21,12.22,9.75,10.8,27.06,2.84,10.42,21.59,7.32,,246.0,Poor
+Bengaluru,2015-07-14,27.03,,4.42,11.7,9.3,10.17,10.62,2.78,7.82,24.35,6.14,,250.0,Poor
+Bengaluru,2015-07-15,24.09,,5.64,17.43,12.1,6.08,9.91,4.49,5.49,23.09,3.81,,176.0,Moderate
+Bengaluru,2015-07-16,23.17,,4.97,15.73,11.27,10.88,3.56,2.98,8.06,22.44,3.01,,176.0,Moderate
+Bengaluru,2015-07-17,26.84,,6.18,10.76,9.67,9.89,1.62,3.46,8.48,,1.13,,55.0,Satisfactory
+Bengaluru,2015-07-18,19.24,,3.78,8.46,7.12,11.23,18.69,3.98,10.27,,,,156.0,Moderate
+Bengaluru,2015-07-19,14.46,,3.76,7.65,6.72,10.88,12.18,1.66,9.43,,1.16,,195.0,Moderate
+Bengaluru,2015-07-20,14.3,,5.1,10.26,8.78,10.46,9.82,2.39,8.67,,1.06,,197.0,Moderate
+Bengaluru,2015-07-21,19.29,,4.45,11.45,8.94,10.76,9.35,1.72,3.62,,1.25,,223.0,Poor
+Bengaluru,2015-07-22,21.39,,4.14,9.91,8.06,9.67,16.7,2.39,3.54,,,,182.0,Moderate
+Bengaluru,2015-07-23,45.86,,5.98,11.26,9.75,10.06,9.44,3.29,5.13,19.93,2.04,,245.0,Poor
+Bengaluru,2015-07-24,18.38,,3.82,9.48,7.7,9.15,16.46,10.54,6.49,18.55,3.04,,268.0,Poor
+Bengaluru,2015-07-25,24.44,,4.63,10.0,8.6,10.06,2.89,15.96,9.61,16.78,2.54,,51.0,Satisfactory
+Bengaluru,2015-07-26,25.14,,3.59,11.03,7.88,8.39,2.42,2.54,8.9,16.64,1.96,,49.0,Good
+Bengaluru,2015-07-27,13.85,,5.69,8.83,8.32,8.42,14.36,3.82,8.78,15.28,4.57,,157.0,Moderate
+Bengaluru,2015-07-28,16.63,,3.66,10.76,8.08,9.14,12.51,5.27,7.16,17.73,4.06,,128.0,Moderate
+Bengaluru,2015-07-29,19.04,,3.67,12.67,9.08,29.6,1.5,4.9,5.82,18.71,2.1,,66.0,Satisfactory
+Bengaluru,2015-07-30,24.43,,4.59,11.52,7.93,11.73,1.86,3.15,5.42,19.79,1.96,,105.0,Moderate
+Bengaluru,2015-07-31,19.16,,5.08,10.27,7.61,11.91,1.09,3.35,3.53,21.09,2.58,,49.0,Good
+Bengaluru,2015-08-01,18.18,,4.06,20.21,11.77,10.3,9.97,2.43,3.38,16.15,3.28,,97.0,Satisfactory
+Bengaluru,2015-08-02,15.52,,3.48,9.54,6.15,9.26,37.73,1.86,4.83,13.6,7.99,,257.0,Poor
+Bengaluru,2015-08-03,18.67,,5.9,11.41,8.58,10.08,25.13,2.13,5.74,13.67,4.26,,139.0,Moderate
+Bengaluru,2015-08-04,15.85,,5.74,10.66,8.17,10.75,9.92,2.6,5.24,14.1,1.8,,95.0,Satisfactory
+Bengaluru,2015-08-05,18.26,,4.56,11.85,8.03,10.66,48.07,2.4,3.0,16.28,2.08,,106.0,Moderate
+Bengaluru,2015-08-06,17.94,,6.02,18.38,13.03,33.49,3.15,5.94,7.21,16.44,1.98,,89.0,Satisfactory
+Bengaluru,2015-08-07,21.86,,3.06,10.02,6.18,26.16,1.16,3.79,3.29,15.14,1.82,,44.0,Good
+Bengaluru,2015-08-08,46.86,,2.62,8.46,5.62,23.31,20.25,3.78,3.98,15.6,1.79,,97.0,Satisfactory
+Bengaluru,2015-08-09,54.42,,1.56,7.32,5.27,18.3,8.78,2.1,4.73,25.0,235.48,,187.0,Moderate
+Bengaluru,2015-08-10,21.02,,3.65,8.21,6.26,23.95,1.82,5.16,6.23,34.14,162.98,,83.0,Satisfactory
+Bengaluru,2015-08-11,21.1,,2.56,7.98,5.34,24.12,29.0,2.96,9.86,27.76,411.52,,129.0,Moderate
+Bengaluru,2015-08-12,16.64,,3.45,7.44,5.58,22.52,29.16,7.22,6.76,9.26,209.77,,128.0,Moderate
+Bengaluru,2015-08-13,14.99,,4.81,6.61,6.6,22.0,34.69,2.51,6.11,5.02,112.27,,217.0,Poor
+Bengaluru,2015-08-14,20.21,,4.54,14.73,12.48,23.64,35.05,6.15,5.86,3.15,71.16,,277.0,Poor
+Bengaluru,2015-08-15,18.04,,1.93,13.63,9.32,18.87,16.67,2.49,10.04,1.89,42.61,,176.0,Moderate
+Bengaluru,2015-08-16,20.8,,5.06,17.39,10.93,23.05,9.03,1.32,7.48,1.51,26.63,,206.0,Poor
+Bengaluru,2015-08-17,15.35,,6.56,19.5,13.98,50.58,14.55,2.98,5.93,2.18,21.55,,238.0,Poor
+Bengaluru,2015-08-18,27.31,,4.58,19.73,12.9,38.79,21.83,2.85,3.75,2.18,23.34,,229.0,Poor
+Bengaluru,2015-08-19,32.13,,9.89,17.92,15.33,39.19,9.91,7.14,4.3,,24.53,,236.0,Poor
+Bengaluru,2015-08-20,23.26,,7.05,34.35,21.46,30.68,1.31,3.73,3.41,5.55,4.72,,92.0,Satisfactory
+Bengaluru,2015-08-21,17.9,,3.31,17.51,11.02,33.06,11.68,6.56,3.44,,43.3,,100.0,Satisfactory
+Bengaluru,2015-08-22,10.99,,2.95,15.97,9.93,24.16,1.14,1.07,3.35,,1.13,,97.0,Satisfactory
+Bengaluru,2015-08-23,12.9,,2.79,11.64,7.72,23.28,26.54,0.91,3.86,,26.54,,59.0,Satisfactory
+Bengaluru,2015-08-24,22.29,,4.0,15.11,10.24,27.77,1.16,1.0,4.72,,1.13,,96.0,Satisfactory
+Bengaluru,2015-08-25,20.06,,5.0,16.49,13.5,17.67,4.29,4.38,6.26,,1.21,,123.0,Moderate
+Bengaluru,2015-08-26,17.38,,4.23,12.18,12.33,15.18,1.43,1.1,7.65,,,,77.0,Satisfactory
+Bengaluru,2015-08-27,14.67,,6.76,20.81,14.62,35.39,2.4,1.13,4.84,,,,57.0,Satisfactory
+Bengaluru,2015-08-28,18.96,,3.22,21.16,12.18,26.37,1.96,1.42,4.19,,,,63.0,Satisfactory
+Bengaluru,2015-08-29,20.56,,4.26,13.86,9.92,33.75,9.97,2.56,12.64,,40.2,,174.0,Moderate
+Bengaluru,2015-08-30,17.27,,1.37,5.53,3.77,26.46,2.76,0.73,12.65,,1.13,,121.0,Moderate
+Bengaluru,2015-08-31,23.42,,2.6,6.47,5.25,33.9,5.77,1.24,17.22,,,,92.0,Satisfactory
+Bengaluru,2015-09-01,24.9,,2.58,7.25,5.57,33.29,5.26,1.67,13.62,,1.79,,81.0,Satisfactory
+Bengaluru,2015-09-02,23.54,,1.75,9.49,6.09,26.12,1.19,2.18,11.57,,1.19,,43.0,Good
+Bengaluru,2015-09-03,24.49,,2.5,12.59,8.41,31.79,1.42,2.49,14.5,,1.12,,52.0,Satisfactory
+Bengaluru,2015-09-04,26.16,,3.72,15.89,10.97,37.51,1.76,2.12,10.98,,1.2,,72.0,Satisfactory
+Bengaluru,2015-09-05,27.38,,6.79,17.6,14.32,54.9,1.47,2.63,38.49,,1.53,,73.0,Satisfactory
+Bengaluru,2015-09-06,18.38,,2.41,11.7,7.72,26.75,22.81,1.35,,,22.81,,208.0,Poor
+Bengaluru,2015-09-07,16.34,,4.12,12.0,9.25,32.04,9.83,3.08,21.21,,48.65,,179.0,Moderate
+Bengaluru,2015-09-08,22.47,,6.9,10.95,10.3,37.31,1.78,5.6,12.62,,1.35,,93.0,Satisfactory
+Bengaluru,2015-09-09,29.6,,6.75,11.14,10.91,36.19,13.22,7.0,5.34,,1.04,,60.0,Satisfactory
+Bengaluru,2015-09-10,15.21,,6.53,12.29,11.26,36.3,1.2,3.26,5.01,,1.2,,65.0,Satisfactory
+Bengaluru,2015-09-11,18.09,,5.32,13.42,10.92,34.24,3.19,2.85,5.48,,1.07,,60.0,Satisfactory
+Bengaluru,2015-09-12,16.68,,4.77,13.1,10.22,30.49,22.32,2.42,17.12,,18.37,,167.0,Moderate
+Bengaluru,2015-09-13,12.24,,2.59,11.85,7.95,21.98,19.24,2.08,13.22,,21.82,,141.0,Moderate
+Bengaluru,2015-09-14,14.99,,5.5,12.44,10.43,31.7,18.85,2.19,12.68,,24.96,,175.0,Moderate
+Bengaluru,2015-09-15,11.75,,3.39,11.66,8.49,23.78,1.06,2.54,5.72,,,,41.0,Good
+Bengaluru,2015-09-16,11.47,,3.26,12.06,8.6,24.19,18.66,2.26,14.33,,18.66,,81.0,Satisfactory
+Bengaluru,2015-09-17,10.93,,2.64,9.78,6.94,19.64,1.7,1.92,10.45,,2.95,,52.0,Satisfactory
+Bengaluru,2015-09-18,13.18,,2.99,8.71,7.78,23.94,1.01,2.34,21.33,,1.01,,31.0,Good
+Bengaluru,2015-09-19,13.47,,3.25,8.98,8.24,24.56,8.24,2.85,10.94,,6.63,,144.0,Moderate
+Bengaluru,2015-09-20,7.32,,3.3,9.42,8.69,20.84,1.27,1.74,11.51,,1.27,,64.0,Satisfactory
+Bengaluru,2015-09-21,16.51,,3.86,15.32,12.75,36.84,2.15,3.01,15.34,,2.21,,51.0,Satisfactory
+Bengaluru,2015-09-22,28.38,,6.09,22.83,18.49,35.72,2.21,2.97,20.63,,2.3,,82.0,Satisfactory
+Bengaluru,2015-09-23,27.74,,3.53,27.93,19.01,37.81,2.13,2.32,21.96,,2.21,,85.0,Satisfactory
+Bengaluru,2015-09-24,29.1,,3.31,22.47,15.65,34.28,2.39,2.37,16.37,,2.26,,89.0,Satisfactory
+Bengaluru,2015-09-25,17.48,,3.62,21.03,13.71,30.44,3.05,2.47,49.22,,2.27,,139.0,Moderate
+Bengaluru,2015-09-26,14.95,,1.98,17.22,10.16,22.01,2.68,1.46,9.51,,2.22,,157.0,Moderate
+Bengaluru,2015-09-27,27.29,,10.46,20.53,18.34,45.07,2.26,1.7,12.01,,2.06,,155.0,Moderate
+Bengaluru,2015-09-28,19.98,,21.66,30.35,31.94,76.12,2.0,1.69,18.48,,2.31,,94.0,Satisfactory
+Bengaluru,2015-09-29,31.36,,5.95,33.02,21.34,41.39,2.09,1.72,20.18,,2.23,,100.0,Satisfactory
+Bengaluru,2015-09-30,35.5,,6.74,31.34,21.07,29.39,2.71,1.3,14.05,,2.05,,117.0,Moderate
+Bengaluru,2015-10-01,26.25,,4.82,30.71,19.52,30.38,1.95,1.45,12.61,,2.04,,136.0,Moderate
+Bengaluru,2015-10-02,22.3,,3.85,26.84,17.13,26.74,1.82,4.18,,,1.82,,96.0,Satisfactory
+Bengaluru,2015-10-03,13.97,,2.64,19.24,11.96,19.73,1.67,1.6,18.98,,1.68,,101.0,Moderate
+Bengaluru,2015-10-04,9.63,,3.75,16.51,11.21,23.54,2.21,1.37,12.67,,1.63,,128.0,Moderate
+Bengaluru,2015-10-05,28.7,,6.17,23.13,16.54,31.01,1.96,2.64,10.81,,2.18,,92.0,Satisfactory
+Bengaluru,2015-10-06,35.04,,6.66,19.67,15.11,24.52,1.7,4.52,15.74,,1.7,,98.0,Satisfactory
+Bengaluru,2015-10-07,15.82,,3.63,19.92,12.95,24.3,1.63,5.29,11.29,,1.62,,102.0,Moderate
+Bengaluru,2015-10-08,12.14,,5.05,19.19,13.76,27.54,1.21,8.55,12.96,,1.23,,69.0,Satisfactory
+Bengaluru,2015-10-09,14.44,,5.96,20.31,15.2,26.87,1.54,7.68,14.01,,1.52,,54.0,Satisfactory
+Bengaluru,2015-10-10,12.01,,6.16,21.36,15.75,27.22,2.66,7.04,10.22,,1.72,,101.0,Moderate
+Bengaluru,2015-10-11,10.02,,4.91,19.3,13.76,33.5,3.38,2.26,9.49,,3.87,,110.0,Moderate
+Bengaluru,2015-10-12,17.14,,7.37,27.34,19.63,32.02,1.72,2.61,8.84,,1.74,,54.0,Satisfactory
+Bengaluru,2015-10-13,25.65,,10.14,38.97,27.72,38.88,1.62,2.54,9.81,,1.67,,77.0,Satisfactory
+Bengaluru,2015-10-14,31.78,,11.48,58.6,38.5,39.7,2.5,2.57,11.44,,4.46,,144.0,Moderate
+Bengaluru,2015-10-15,46.63,,7.75,71.63,43.26,44.56,1.47,3.74,11.97,,1.52,,90.0,Satisfactory
+Bengaluru,2015-10-16,49.23,,13.62,51.64,35.97,42.06,2.12,3.23,11.33,,1.43,,98.0,Satisfactory
+Bengaluru,2015-10-17,40.76,,5.27,33.93,21.32,27.48,6.11,2.15,13.38,,31.62,,173.0,Moderate
+Bengaluru,2015-10-18,31.18,,6.97,37.25,21.57,35.87,3.03,2.36,8.33,,7.89,,140.0,Moderate
+Bengaluru,2015-10-19,42.02,,8.97,27.41,19.27,21.37,1.5,2.71,6.43,,1.33,,76.0,Satisfactory
+Bengaluru,2015-10-20,43.32,,4.93,22.4,19.72,5.65,3.91,3.1,13.06,,5.43,,164.0,Moderate
+Bengaluru,2015-10-21,42.64,,2.42,21.57,19.75,20.88,1.14,2.14,14.4,,1.12,,88.0,Satisfactory
+Bengaluru,2015-10-22,55.94,,1.96,24.25,21.45,33.92,1.31,2.76,33.92,,1.22,,97.0,Satisfactory
+Bengaluru,2015-10-23,51.0,,3.37,28.3,26.07,33.78,1.12,2.37,42.29,,1.16,,110.0,Moderate
+Bengaluru,2015-10-24,45.13,,1.73,26.15,22.27,34.86,1.06,2.4,41.37,,1.06,,89.0,Satisfactory
+Bengaluru,2015-10-25,38.26,,1.74,20.74,17.48,29.89,,2.05,43.11,,,,81.0,Satisfactory
+Bengaluru,2015-10-26,47.1,,3.11,26.73,23.93,37.44,1.19,2.27,32.67,,1.19,,74.0,Satisfactory
+Bengaluru,2015-10-27,42.92,,3.55,32.0,27.82,51.9,8.22,3.72,32.4,,9.93,,157.0,Moderate
+Bengaluru,2015-10-28,36.44,,4.58,24.21,24.3,26.15,1.18,1.53,26.35,,1.19,,95.0,Satisfactory
+Bengaluru,2015-10-29,29.17,,6.15,22.68,22.27,44.06,1.15,1.37,15.59,,1.29,,70.0,Satisfactory
+Bengaluru,2015-10-30,31.78,,3.59,15.26,14.53,31.65,3.63,1.55,17.27,,1.1,,110.0,Moderate
+Bengaluru,2015-10-31,25.77,,1.83,23.3,16.35,49.74,2.63,3.37,14.45,,10.38,,191.0,Moderate
+Bengaluru,2015-11-01,29.89,,2.14,15.14,9.02,18.44,1.13,2.62,11.56,11.14,4.74,,49.0,Good
+Bengaluru,2015-11-02,28.56,,6.9,18.2,14.16,23.29,1.36,2.51,12.65,1.95,4.46,,54.0,Satisfactory
+Bengaluru,2015-11-03,31.05,,8.92,20.58,16.89,34.87,1.34,2.79,11.62,2.14,5.51,,58.0,Satisfactory
+Bengaluru,2015-11-04,43.1,,4.09,12.07,8.88,27.02,3.56,2.44,19.13,2.67,5.73,,65.0,Satisfactory
+Bengaluru,2015-11-05,30.36,,8.04,17.33,14.75,61.87,1.24,2.74,10.93,3.94,5.71,,70.0,Satisfactory
+Bengaluru,2015-11-06,37.22,,3.66,13.89,9.7,32.2,1.21,2.01,8.07,3.02,14.41,,67.0,Satisfactory
+Bengaluru,2015-11-07,31.44,70.46,3.03,15.85,10.27,27.73,1.22,1.94,17.98,2.41,17.84,,60.0,Satisfactory
+Bengaluru,2015-11-08,31.4,,1.92,15.33,8.96,21.44,,1.77,23.72,1.5,7.21,,56.0,Satisfactory
+Bengaluru,2015-11-09,34.92,,0.87,10.21,5.52,18.46,,1.72,32.86,1.28,3.29,,59.0,Satisfactory
+Bengaluru,2015-11-10,12.63,43.64,1.46,6.81,4.75,12.63,1.48,2.05,41.66,1.12,2.07,,51.0,Satisfactory
+Bengaluru,2015-11-11,48.94,,3.47,8.59,6.93,22.21,1.07,2.62,23.3,3.26,2.23,,49.0,Good
+Bengaluru,2015-11-12,63.69,,5.05,8.2,7.38,21.57,1.82,2.27,18.98,1.07,2.66,,146.0,Moderate
+Bengaluru,2015-11-13,28.22,153.3,5.8,21.5,21.78,27.79,2.09,2.69,34.32,2.08,4.5,,61.0,Satisfactory
+Bengaluru,2015-11-14,42.42,156.84,7.25,29.94,31.78,21.94,1.56,2.23,31.35,1.82,4.65,,130.0,Moderate
+Bengaluru,2015-11-15,42.23,59.94,2.83,18.86,16.26,,1.64,2.16,34.8,1.48,3.94,,99.0,Satisfactory
+Bengaluru,2015-11-16,16.03,16.77,3.81,18.34,18.74,,1.61,2.31,35.48,0.87,1.26,,91.0,Satisfactory
+Bengaluru,2015-11-17,,8.22,4.89,16.2,20.54,,1.6,2.49,,,,,116.0,Moderate
+Bengaluru,2015-11-18,19.32,16.42,4.57,15.47,18.77,25.0,1.99,2.75,,,1.15,,126.0,Moderate
+Bengaluru,2015-11-19,21.99,39.86,7.08,16.44,19.51,41.96,1.73,2.95,9.98,1.52,2.38,,103.0,Moderate
+Bengaluru,2015-11-20,13.89,31.44,6.84,12.14,15.35,23.93,1.72,2.5,4.56,0.74,1.48,,74.0,Satisfactory
+Bengaluru,2015-11-21,16.06,24.35,4.57,13.13,16.2,21.28,0.94,3.12,,,1.07,,66.0,Satisfactory
+Bengaluru,2015-11-22,16.97,15.69,3.07,10.57,12.6,13.92,0.83,2.6,,,1.06,,61.0,Satisfactory
+Bengaluru,2015-11-23,19.66,36.84,6.47,16.37,20.87,24.04,1.35,2.83,4.09,1.18,2.17,,75.0,Satisfactory
+Bengaluru,2015-11-24,20.35,33.97,7.76,20.64,24.75,26.98,1.36,2.59,7.77,1.02,1.9,,85.0,Satisfactory
+Bengaluru,2015-11-25,34.39,36.29,8.38,28.8,32.28,32.75,2.48,3.76,14.63,1.32,3.17,,141.0,Moderate
+Bengaluru,2015-11-26,43.91,43.65,11.74,29.33,32.78,55.4,1.52,3.44,14.8,1.53,3.59,,90.0,Satisfactory
+Bengaluru,2015-11-27,44.14,112.78,7.05,26.64,27.06,32.33,2.18,4.3,25.57,1.69,3.36,,126.0,Moderate
+Bengaluru,2015-11-28,44.94,114.34,8.47,28.1,29.37,32.75,2.3,4.7,29.1,1.56,2.38,,147.0,Moderate
+Bengaluru,2015-11-29,29.35,75.79,5.72,21.21,21.4,19.08,1.55,4.55,29.03,1.01,1.15,,87.0,Satisfactory
+Bengaluru,2015-11-30,15.34,53.7,8.46,22.22,24.6,21.4,1.13,4.45,8.84,1.11,2.53,,56.0,Satisfactory
+Bengaluru,2015-12-01,14.18,55.71,12.9,25.86,27.06,21.81,1.63,5.14,9.89,0.97,2.15,,88.0,Satisfactory
+Bengaluru,2015-12-02,13.36,33.82,8.24,24.04,17.46,22.0,1.7,11.07,8.15,0.73,1.66,,67.0,Satisfactory
+Bengaluru,2015-12-03,19.86,72.72,11.73,33.56,26.85,37.08,1.47,8.32,9.51,0.98,2.6,,74.0,Satisfactory
+Bengaluru,2015-12-04,28.35,102.15,13.06,32.95,24.78,52.45,2.03,6.08,21.38,1.0,3.46,,105.0,Moderate
+Bengaluru,2015-12-05,25.04,89.26,9.79,33.02,22.96,51.77,1.72,5.43,26.44,0.77,1.47,,103.0,Moderate
+Bengaluru,2015-12-06,29.12,,2.8,25.17,13.66,41.62,,3.1,43.98,0.71,1.17,,54.0,Satisfactory
+Bengaluru,2015-12-07,41.16,85.25,10.04,34.42,23.91,46.07,1.88,5.24,27.26,0.88,1.7,,65.0,Satisfactory
+Bengaluru,2015-12-08,46.33,82.86,17.24,44.41,34.36,45.43,1.81,5.81,19.1,1.01,1.92,,102.0,Moderate
+Bengaluru,2015-12-09,48.01,78.58,16.65,39.78,31.61,46.15,1.84,4.86,6.32,1.16,1.49,,94.0,Satisfactory
+Bengaluru,2015-12-10,35.48,58.04,25.04,35.58,35.53,51.46,1.92,5.27,3.36,0.99,1.46,,86.0,Satisfactory
+Bengaluru,2015-12-11,32.95,79.07,23.41,41.05,36.25,26.38,2.07,5.94,2.3,1.43,1.63,,89.0,Satisfactory
+Bengaluru,2015-12-12,50.19,73.43,18.73,57.62,31.41,20.93,1.78,5.34,2.33,1.29,1.39,,99.0,Satisfactory
+Bengaluru,2015-12-13,34.57,64.09,15.68,42.88,37.39,12.64,1.68,4.79,2.16,0.91,1.07,,92.0,Satisfactory
+Bengaluru,2015-12-14,52.06,56.71,13.51,27.66,21.45,11.98,1.33,4.38,1.87,1.29,1.6,,85.0,Satisfactory
+Bengaluru,2015-12-15,39.67,100.76,5.93,22.28,13.92,14.1,1.44,2.72,1.83,1.18,1.46,,83.0,Satisfactory
+Bengaluru,2015-12-16,50.47,56.41,4.71,37.1,20.85,20.54,1.93,3.65,6.68,1.22,1.47,,92.0,Satisfactory
+Bengaluru,2015-12-17,41.04,62.41,10.15,40.72,26.28,22.39,1.55,5.21,17.03,0.97,1.28,,95.0,Satisfactory
+Bengaluru,2015-12-18,56.62,85.88,24.29,57.36,45.46,29.2,2.67,6.99,17.28,1.61,1.55,,103.0,Moderate
+Bengaluru,2015-12-19,42.57,78.99,20.49,49.4,39.15,21.95,2.08,5.34,17.37,1.43,1.29,,105.0,Moderate
+Bengaluru,2015-12-20,60.44,65.74,17.24,43.97,33.82,26.04,1.44,5.29,20.05,1.17,1.19,,97.0,Satisfactory
+Bengaluru,2015-12-21,48.4,72.52,18.51,53.53,39.72,30.54,1.18,5.5,21.95,1.33,1.35,,102.0,Moderate
+Bengaluru,2015-12-22,49.54,84.48,22.95,65.66,49.45,34.27,1.32,5.61,20.0,1.96,1.69,,104.0,Moderate
+Bengaluru,2015-12-23,49.42,74.68,20.35,55.38,42.2,36.34,1.62,5.47,24.06,1.58,1.24,,96.0,Satisfactory
+Bengaluru,2015-12-24,61.58,81.49,20.86,56.16,42.26,44.44,1.29,5.38,36.04,1.41,1.22,,114.0,Moderate
+Bengaluru,2015-12-25,68.48,81.97,17.96,51.22,37.33,24.77,1.25,5.66,40.78,1.12,2.26,,110.0,Moderate
+Bengaluru,2015-12-26,57.15,63.84,15.88,42.79,31.61,18.88,1.2,5.44,41.39,1.12,1.16,,109.0,Moderate
+Bengaluru,2015-12-27,76.35,76.37,16.45,42.69,31.61,14.76,1.54,5.71,59.62,1.15,0.94,,115.0,Moderate
+Bengaluru,2015-12-28,85.66,83.91,22.68,56.3,42.44,41.98,1.77,6.01,59.5,1.21,1.05,,149.0,Moderate
+Bengaluru,2015-12-29,49.06,73.13,20.76,54.12,40.51,24.83,1.58,6.39,31.55,1.43,1.12,,122.0,Moderate
+Bengaluru,2015-12-30,48.16,74.0,22.45,59.75,44.59,21.42,0.85,6.94,31.0,1.59,1.44,,91.0,Satisfactory
+Bengaluru,2015-12-31,71.06,74.39,20.87,61.97,44.85,26.49,1.49,7.22,36.94,1.53,1.18,,131.0,Moderate
+Bengaluru,2016-01-01,56.4,95.08,13.8,51.73,34.31,14.68,0.69,7.44,55.96,0.91,0.78,,101.0,Moderate
+Bengaluru,2016-01-02,53.69,93.92,26.49,73.09,54.77,16.05,0.76,8.67,34.06,1.88,1.18,,92.0,Satisfactory
+Bengaluru,2016-01-03,62.35,99.34,24.56,77.77,55.6,16.37,0.96,9.1,47.62,2.36,1.14,,108.0,Moderate
+Bengaluru,2016-01-04,64.96,104.62,18.56,77.07,50.81,14.18,0.89,8.87,50.62,1.95,1.33,,109.0,Moderate
+Bengaluru,2016-01-05,70.15,105.12,23.56,79.43,56.05,16.97,0.85,9.41,36.94,1.92,1.26,,114.0,Moderate
+Bengaluru,2016-01-06,68.22,91.74,29.68,68.5,55.38,16.71,0.93,14.23,45.98,1.25,1.11,,121.0,Moderate
+Bengaluru,2016-01-07,68.74,74.3,42.37,53.25,58.6,26.13,0.79,23.65,23.19,27.62,16.12,,116.0,Moderate
+Bengaluru,2016-01-08,67.9,62.77,46.57,51.09,60.65,22.84,0.66,14.17,8.59,1.01,0.5,,117.0,Moderate
+Bengaluru,2016-01-09,79.8,74.11,57.18,64.04,86.73,21.32,0.79,14.65,10.66,2.62,0.55,,143.0,Moderate
+Bengaluru,2016-01-10,76.18,63.19,38.5,46.46,52.1,11.01,0.8,15.02,14.39,2.29,0.55,,168.0,Moderate
+Bengaluru,2016-01-11,61.48,53.24,23.76,39.43,62.48,10.72,0.78,11.53,19.51,1.67,1.35,,122.0,Moderate
+Bengaluru,2016-01-12,73.5,,9.37,39.55,27.55,12.27,1.3,4.65,21.45,1.76,0.74,,122.0,Moderate
+Bengaluru,2016-01-13,70.78,160.0,11.43,55.91,37.72,12.06,1.02,10.59,24.48,1.56,0.94,,146.0,Moderate
+Bengaluru,2016-01-14,75.01,172.02,16.92,70.58,49.75,19.63,0.84,13.99,22.94,1.56,0.5,,152.0,Moderate
+Bengaluru,2016-01-15,42.84,160.87,11.69,50.76,34.73,,0.78,17.8,25.71,1.14,0.28,,119.0,Moderate
+Bengaluru,2016-01-16,77.23,235.32,35.73,83.2,94.37,16.11,1.02,15.22,22.72,1.36,0.69,,130.0,Moderate
+Bengaluru,2016-01-17,68.98,149.82,86.51,110.24,147.06,10.83,0.78,14.5,17.73,0.97,0.37,,253.0,Poor
+Bengaluru,2016-01-18,73.89,133.08,95.19,77.38,110.35,16.09,0.97,18.94,20.92,1.05,0.51,,219.0,Poor
+Bengaluru,2016-01-19,75.45,113.92,44.25,72.62,71.08,20.9,0.98,24.0,23.09,0.67,0.54,,146.0,Moderate
+Bengaluru,2016-01-20,78.07,122.54,43.53,45.06,55.6,28.94,0.97,24.02,17.64,0.95,0.68,,170.0,Moderate
+Bengaluru,2016-01-21,53.45,62.27,44.68,34.63,50.76,43.57,0.93,18.54,20.57,0.62,0.52,,117.0,Moderate
+Bengaluru,2016-01-22,63.58,150.78,48.29,41.69,57.18,26.58,1.15,13.94,22.0,0.84,0.42,,113.0,Moderate
+Bengaluru,2016-01-23,57.91,133.63,33.73,29.72,40.25,16.27,1.08,11.77,11.02,0.81,0.34,,146.0,Moderate
+Bengaluru,2016-01-24,41.36,92.58,24.11,35.97,35.05,14.08,0.99,5.66,15.4,0.76,0.31,,102.0,Moderate
+Bengaluru,2016-01-25,51.7,121.42,15.35,51.13,35.03,19.55,1.23,7.78,18.12,0.64,0.84,,98.0,Satisfactory
+Bengaluru,2016-01-26,54.34,108.47,7.72,45.69,28.2,17.79,1.04,8.68,26.95,0.63,0.59,,104.0,Moderate
+Bengaluru,2016-01-27,54.33,76.37,14.67,41.42,32.76,20.6,1.05,8.73,17.6,0.89,0.7,,91.0,Satisfactory
+Bengaluru,2016-01-28,84.84,50.03,20.32,36.42,34.42,53.81,1.16,2.96,17.21,1.38,0.81,,118.0,Moderate
+Bengaluru,2016-01-29,87.02,83.23,7.3,36.39,23.82,22.43,1.12,3.02,26.32,1.45,0.76,,175.0,Moderate
+Bengaluru,2016-01-30,71.42,130.22,8.62,37.09,25.13,20.22,1.21,4.28,23.31,1.02,0.64,,149.0,Moderate
+Bengaluru,2016-01-31,119.16,218.27,15.82,48.59,36.49,33.27,1.32,6.07,23.3,2.02,0.94,,183.0,Moderate
+Bengaluru,2016-02-01,84.45,158.01,15.81,55.88,40.35,30.23,1.85,6.34,17.17,1.16,1.26,,184.0,Moderate
+Bengaluru,2016-02-02,76.8,159.14,17.4,55.92,41.2,27.39,1.39,5.9,15.86,1.84,0.73,,156.0,Moderate
+Bengaluru,2016-02-03,75.57,193.59,13.74,62.78,41.28,23.28,1.9,5.54,25.77,1.72,0.68,,153.0,Moderate
+Bengaluru,2016-02-04,74.6,152.36,10.79,49.76,32.57,22.79,1.6,5.13,28.21,1.67,0.75,,141.0,Moderate
+Bengaluru,2016-02-05,72.11,121.86,9.3,49.34,31.63,21.72,1.37,4.07,31.13,1.4,0.56,,139.0,Moderate
+Bengaluru,2016-02-06,63.42,169.11,5.2,45.84,25.16,19.25,1.81,3.74,32.4,0.8,0.56,,154.0,Moderate
+Bengaluru,2016-02-07,82.78,351.51,4.31,84.52,35.82,19.97,3.28,2.76,37.66,0.89,0.66,,199.0,Moderate
+Bengaluru,2016-02-08,75.98,154.26,3.23,46.99,21.56,18.87,1.59,3.49,31.18,0.6,0.59,,182.0,Moderate
+Bengaluru,2016-02-09,85.33,223.57,6.7,59.41,30.85,20.89,2.19,9.71,35.63,0.88,0.7,,175.0,Moderate
+Bengaluru,2016-02-10,84.32,256.75,5.88,46.66,26.54,20.63,2.2,14.25,49.77,1.36,0.54,,191.0,Moderate
+Bengaluru,2016-02-11,91.95,190.47,5.85,45.44,25.01,17.12,2.06,23.66,58.94,2.4,0.9,,203.0,Poor
+Bengaluru,2016-02-12,83.66,164.48,6.15,49.77,26.13,19.85,1.7,5.25,67.3,1.67,0.76,,154.0,Moderate
+Bengaluru,2016-02-13,85.96,146.45,8.34,56.54,33.17,17.34,1.69,4.73,63.27,1.21,0.56,,160.0,Moderate
+Bengaluru,2016-02-14,62.08,113.87,20.4,43.41,39.5,15.09,1.46,3.14,57.1,1.47,0.34,,136.0,Moderate
+Bengaluru,2016-02-15,56.57,100.3,10.84,35.08,33.68,40.86,1.73,4.27,37.83,1.19,0.41,,107.0,Moderate
+Bengaluru,2016-02-16,42.58,108.68,9.51,23.5,19.24,27.19,1.51,3.45,31.32,0.68,0.37,,88.0,Satisfactory
+Bengaluru,2016-02-17,49.6,145.32,9.96,24.34,19.72,24.05,1.66,4.46,25.02,0.94,0.34,,105.0,Moderate
+Bengaluru,2016-02-18,54.56,138.17,10.56,19.86,17.74,,1.51,4.12,29.33,0.74,0.26,,111.0,Moderate
+Bengaluru,2016-02-19,44.26,146.23,10.47,26.16,20.93,25.75,1.51,3.9,42.53,1.22,0.35,,117.0,Moderate
+Bengaluru,2016-02-20,53.12,116.89,9.46,30.94,22.89,29.92,1.47,3.2,36.37,0.98,0.46,,113.0,Moderate
+Bengaluru,2016-02-21,57.32,107.54,10.18,34.98,25.44,29.87,1.45,2.88,49.63,1.16,0.5,,115.0,Moderate
+Bengaluru,2016-02-22,90.07,127.67,7.72,32.23,22.31,29.34,1.57,3.26,38.32,1.01,0.45,,145.0,Moderate
+Bengaluru,2016-02-23,134.69,142.12,4.88,32.14,20.48,30.6,1.12,2.99,42.23,1.08,0.47,,177.0,Moderate
+Bengaluru,2016-02-24,110.05,100.07,11.92,38.67,25.42,28.79,0.94,4.85,59.43,0.89,0.58,,198.0,Moderate
+Bengaluru,2016-02-25,66.98,100.6,9.08,37.3,25.34,27.07,0.73,6.91,64.9,0.89,0.54,,165.0,Moderate
+Bengaluru,2016-02-26,51.96,102.39,10.53,28.51,22.43,24.1,0.94,5.29,37.26,0.51,0.48,,124.0,Moderate
+Bengaluru,2016-02-27,36.28,98.29,12.77,41.88,27.18,5.47,0.81,3.09,30.33,0.45,0.2,,88.0,Satisfactory
+Bengaluru,2016-02-28,35.63,115.9,12.59,47.36,24.09,4.09,0.79,3.52,29.08,0.67,0.27,,88.0,Satisfactory
+Bengaluru,2016-02-29,41.64,144.04,11.73,30.64,23.56,3.83,1.01,3.16,39.28,0.74,0.3,,105.0,Moderate
+Bengaluru,2016-03-01,39.21,154.64,42.33,42.55,51.48,13.53,0.84,3.5,37.68,0.81,0.28,,118.0,Moderate
+Bengaluru,2016-03-02,42.17,134.78,19.36,33.44,29.43,22.47,0.56,2.24,31.99,0.87,0.32,,132.0,Moderate
+Bengaluru,2016-03-03,54.91,148.57,6.3,31.09,18.25,22.73,0.58,1.91,49.42,0.87,0.47,,121.0,Moderate
+Bengaluru,2016-03-04,54.04,137.04,9.52,38.09,25.03,21.95,0.62,2.45,42.21,1.02,0.49,,136.0,Moderate
+Bengaluru,2016-03-05,55.72,132.73,5.47,31.96,18.66,23.49,1.68,2.36,38.54,0.94,0.37,,153.0,Moderate
+Bengaluru,2016-03-06,45.98,120.86,3.63,22.73,12.1,23.84,0.77,2.12,49.65,0.62,0.32,,135.0,Moderate
+Bengaluru,2016-03-07,43.69,120.32,4.16,24.23,13.82,23.77,0.58,2.05,45.07,0.63,0.35,,111.0,Moderate
+Bengaluru,2016-03-08,44.74,122.4,10.23,41.83,24.9,23.93,1.41,2.82,49.67,0.92,0.43,,135.0,Moderate
+Bengaluru,2016-03-09,51.06,150.19,10.44,47.14,30.04,33.25,0.97,4.02,38.62,0.94,0.46,,123.0,Moderate
+Bengaluru,2016-03-10,53.1,161.1,13.13,43.2,34.09,31.23,1.51,3.14,35.52,0.96,0.55,,146.0,Moderate
+Bengaluru,2016-03-11,60.7,173.24,13.82,36.11,33.16,33.7,1.03,3.61,40.0,4.06,1.47,,155.0,Moderate
+Bengaluru,2016-03-12,59.53,163.88,7.19,26.64,19.89,26.04,0.86,3.0,58.17,2.83,1.59,,144.0,Moderate
+Bengaluru,2016-03-13,64.29,144.67,5.68,21.86,14.6,21.27,0.57,2.75,68.09,1.8,1.2,,149.0,Moderate
+Bengaluru,2016-03-14,67.65,148.74,6.95,33.09,20.19,23.37,0.79,2.95,77.42,1.67,1.76,,158.0,Moderate
+Bengaluru,2016-03-15,68.48,144.33,15.88,36.46,25.68,24.7,1.28,2.93,47.78,1.68,1.25,,175.0,Moderate
+Bengaluru,2016-03-16,76.33,144.2,11.08,39.12,26.5,36.52,1.19,2.85,98.66,3.0,2.51,,139.0,Moderate
+Bengaluru,2016-03-17,72.22,151.36,11.89,25.76,18.7,29.15,0.89,3.24,39.82,1.41,1.65,,145.0,Moderate
+Bengaluru,2016-03-18,60.58,194.0,7.91,18.32,15.69,26.55,0.96,2.89,35.81,1.49,1.3,,151.0,Moderate
+Bengaluru,2016-03-19,98.29,206.35,10.49,32.29,24.48,29.65,1.22,2.53,33.32,2.42,1.62,,158.0,Moderate
+Bengaluru,2016-03-20,239.54,189.8,3.12,14.6,9.98,27.35,1.2,1.57,,,1.28,,253.0,Poor
+Bengaluru,2016-03-21,121.43,164.52,8.95,59.53,35.01,32.86,0.91,2.47,56.77,1.91,3.13,,264.0,Poor
+Bengaluru,2016-03-22,66.36,190.04,9.51,62.46,37.08,32.7,0.98,3.93,43.14,1.74,2.25,,155.0,Moderate
+Bengaluru,2016-03-23,29.73,186.28,10.09,46.26,35.81,29.53,0.52,2.38,49.68,1.11,1.05,,137.0,Moderate
+Bengaluru,2016-03-24,34.49,180.42,7.52,34.43,22.68,24.5,0.92,3.92,46.87,1.19,1.06,,119.0,Moderate
+Bengaluru,2016-03-25,32.59,183.03,4.59,28.33,14.13,22.9,0.9,3.22,55.02,1.85,1.27,,137.0,Moderate
+Bengaluru,2016-03-26,56.05,165.97,6.3,29.32,19.1,32.86,2.11,5.56,57.03,2.72,3.04,,149.0,Moderate
+Bengaluru,2016-03-27,63.5,175.45,4.97,30.19,18.63,42.56,0.82,5.39,89.88,2.36,2.12,,156.0,Moderate
+Bengaluru,2016-03-28,57.92,157.8,6.37,35.15,22.21,50.0,0.86,6.06,48.81,1.95,1.18,,123.0,Moderate
+Bengaluru,2016-03-29,48.28,162.1,5.17,23.54,15.33,24.05,0.87,3.42,40.43,1.49,1.17,,118.0,Moderate
+Bengaluru,2016-03-30,42.65,142.17,5.45,25.51,16.91,22.67,0.86,4.7,35.06,1.53,1.93,,107.0,Moderate
+Bengaluru,2016-03-31,50.78,156.52,5.35,32.46,21.42,23.75,0.82,3.72,44.42,1.85,1.42,,111.0,Moderate
+Bengaluru,2016-04-01,49.33,150.05,7.72,35.55,24.09,23.19,0.87,4.51,38.74,2.17,1.61,,106.0,Moderate
+Bengaluru,2016-04-02,51.78,159.41,10.62,36.29,25.48,29.64,0.62,2.51,34.73,3.16,2.03,,112.0,Moderate
+Bengaluru,2016-04-03,53.54,157.92,8.11,26.49,18.69,19.18,1.0,2.97,34.38,3.58,1.85,,110.0,Moderate
+Bengaluru,2016-04-04,54.8,165.25,12.49,39.97,28.58,45.69,0.85,4.65,26.66,4.25,2.3,,114.0,Moderate
+Bengaluru,2016-04-05,49.84,215.52,19.66,50.15,45.68,22.62,1.11,4.27,29.98,3.43,2.08,,118.0,Moderate
+Bengaluru,2016-04-06,63.16,254.77,7.65,52.29,24.61,28.88,1.18,3.67,43.57,2.12,1.84,,154.0,Moderate
+Bengaluru,2016-04-07,46.24,208.97,3.14,17.79,10.68,23.17,1.19,3.17,67.46,3.08,1.81,,179.0,Moderate
+Bengaluru,2016-04-08,34.18,318.02,3.97,17.37,11.52,19.5,1.03,2.2,58.76,1.56,0.9,,102.0,Moderate
+Bengaluru,2016-04-09,33.01,152.78,27.61,38.54,32.63,18.87,1.13,3.61,53.57,1.42,0.94,,170.0,Moderate
+Bengaluru,2016-04-10,31.3,144.68,4.2,19.45,13.01,16.4,1.03,2.75,62.4,1.34,0.99,,112.0,Moderate
+Bengaluru,2016-04-11,31.68,159.23,4.37,19.05,12.52,20.63,1.86,2.87,58.82,1.78,1.32,,138.0,Moderate
+Bengaluru,2016-04-12,36.98,177.82,3.86,14.71,9.61,17.27,1.25,3.1,74.34,2.44,1.9,,121.0,Moderate
+Bengaluru,2016-04-13,36.88,159.45,16.58,30.43,26.02,30.91,0.81,5.44,60.73,1.39,1.14,,118.0,Moderate
+Bengaluru,2016-04-14,35.46,224.24,9.73,31.64,23.58,25.67,1.08,3.19,109.97,0.98,1.14,,171.0,Moderate
+Bengaluru,2016-04-15,35.31,196.65,6.29,18.99,14.15,26.03,1.07,3.9,76.46,1.74,1.19,,156.0,Moderate
+Bengaluru,2016-04-16,34.85,171.26,4.84,10.08,8.09,26.81,1.02,3.06,67.25,1.09,1.14,,140.0,Moderate
+Bengaluru,2016-04-17,36.9,145.98,3.37,9.89,7.11,24.31,0.78,2.36,77.75,2.29,1.41,,114.0,Moderate
+Bengaluru,2016-04-18,38.81,158.75,5.65,16.09,11.74,25.84,1.37,2.74,49.33,3.09,2.52,,138.0,Moderate
+Bengaluru,2016-04-19,34.65,134.47,4.35,12.86,9.5,25.01,1.87,2.71,50.77,2.86,2.91,,137.0,Moderate
+Bengaluru,2016-04-20,31.89,160.06,4.69,19.53,10.82,25.6,1.65,3.82,62.54,6.46,4.3,,134.0,Moderate
+Bengaluru,2016-04-21,33.61,168.98,5.82,13.97,11.33,22.65,0.64,6.92,65.97,9.52,6.04,,119.0,Moderate
+Bengaluru,2016-04-22,34.83,130.54,6.28,10.21,9.96,26.41,0.94,4.09,48.47,9.6,5.93,,98.0,Satisfactory
+Bengaluru,2016-04-23,39.01,107.52,9.13,19.84,18.09,27.43,0.98,3.9,49.78,14.91,7.88,,107.0,Moderate
+Bengaluru,2016-04-24,39.53,92.73,7.26,19.55,15.68,20.86,2.09,4.16,47.44,16.39,8.95,,150.0,Moderate
+Bengaluru,2016-04-25,37.17,103.22,6.77,16.25,13.99,25.49,0.71,3.39,47.77,5.19,4.95,,94.0,Satisfactory
+Bengaluru,2016-04-26,39.88,68.46,7.67,21.35,16.08,24.94,0.72,3.74,56.94,11.29,6.26,,85.0,Satisfactory
+Bengaluru,2016-04-27,32.59,56.09,5.91,22.96,15.81,19.65,1.53,5.23,43.48,3.72,3.43,,115.0,Moderate
+Bengaluru,2016-04-28,47.42,54.05,20.84,22.55,33.44,18.06,0.6,5.65,39.29,7.21,11.94,,74.0,Satisfactory
+Bengaluru,2016-04-29,48.78,58.28,5.64,23.05,16.42,17.12,0.67,4.34,47.83,8.11,5.52,,88.0,Satisfactory
+Bengaluru,2016-04-30,46.6,59.08,9.97,20.19,21.66,17.48,0.82,4.12,53.75,5.29,3.32,,86.0,Satisfactory
+Bengaluru,2016-05-01,35.86,63.4,4.47,23.12,15.99,16.11,0.49,4.17,74.38,5.35,4.4,,87.0,Satisfactory
+Bengaluru,2016-05-02,39.87,63.61,8.72,28.17,18.17,19.71,0.62,5.62,68.49,5.57,4.86,,99.0,Satisfactory
+Bengaluru,2016-05-03,40.79,63.42,6.61,43.48,25.98,20.1,0.6,4.37,46.14,4.44,7.41,,80.0,Satisfactory
+Bengaluru,2016-05-04,57.96,56.57,4.08,32.02,18.21,16.71,0.55,4.58,45.77,3.68,5.24,,102.0,Moderate
+Bengaluru,2016-05-05,46.0,58.14,13.5,34.28,24.08,17.66,0.66,7.17,40.96,6.79,6.71,,76.0,Satisfactory
+Bengaluru,2016-05-06,23.99,35.12,2.85,19.03,11.43,16.79,1.15,4.1,95.21,1.74,2.88,,59.0,Satisfactory
+Bengaluru,2016-05-07,27.21,44.02,26.89,34.02,34.92,17.82,0.69,3.15,53.32,2.45,5.18,,67.0,Satisfactory
+Bengaluru,2016-05-08,26.43,42.02,69.97,75.84,64.74,16.68,0.6,2.89,52.09,1.77,4.01,,107.0,Moderate
+Bengaluru,2016-05-09,20.46,34.82,6.44,26.1,15.86,16.5,0.6,3.66,58.13,3.77,5.69,,95.0,Satisfactory
+Bengaluru,2016-05-10,32.5,230.2,5.74,20.91,14.43,16.75,0.99,4.01,50.62,2.74,6.69,,72.0,Satisfactory
+Bengaluru,2016-05-11,57.81,50.58,4.39,12.56,8.77,16.13,0.88,3.11,45.59,2.98,6.78,,91.0,Satisfactory
+Bengaluru,2016-05-12,31.19,54.8,7.37,14.44,13.47,19.08,0.67,3.77,54.95,2.79,7.96,,88.0,Satisfactory
+Bengaluru,2016-05-13,34.06,45.82,5.54,10.89,8.46,23.06,0.72,4.08,70.86,3.24,5.73,,86.0,Satisfactory
+Bengaluru,2016-05-14,33.05,52.87,22.08,31.46,28.58,,0.61,2.78,53.86,3.5,5.65,,78.0,Satisfactory
+Bengaluru,2016-05-15,28.39,46.27,4.27,11.86,9.25,,0.46,2.94,41.46,2.06,3.53,,65.0,Satisfactory
+Bengaluru,2016-05-16,27.01,39.39,6.67,18.35,15.54,19.96,0.91,4.16,22.93,3.3,3.76,,50.0,Good
+Bengaluru,2016-05-17,36.67,42.55,5.28,21.65,15.22,11.28,0.61,3.71,20.18,2.48,4.97,,74.0,Satisfactory
+Bengaluru,2016-05-18,27.51,41.15,11.01,23.46,20.58,36.19,0.47,5.04,20.14,2.43,7.06,,47.0,Good
+Bengaluru,2016-05-19,28.47,29.97,2.66,5.53,4.62,7.22,0.56,4.42,32.59,1.54,2.92,,46.0,Good
+Bengaluru,2016-05-20,22.27,33.48,2.09,10.54,6.35,7.84,0.52,3.81,30.79,1.32,3.34,,48.0,Good
+Bengaluru,2016-05-21,42.52,41.96,1.96,8.91,5.78,8.66,0.42,4.46,29.76,1.35,3.81,,35.0,Good
+Bengaluru,2016-05-22,152.94,43.16,1.41,9.86,5.87,9.56,1.08,3.36,27.96,1.99,12.03,,83.0,Satisfactory
+Bengaluru,2016-05-23,28.65,52.72,1.84,11.01,6.74,9.71,0.78,3.91,32.6,2.03,5.53,,173.0,Moderate
+Bengaluru,2016-05-24,25.75,40.98,1.55,6.83,4.57,10.37,0.42,4.91,31.86,1.28,3.75,,50.0,Good
+Bengaluru,2016-05-25,,32.45,2.12,8.52,5.85,24.05,0.43,5.53,,,1.29,,37.0,Good
+Bengaluru,2016-05-26,,34.84,1.87,8.02,5.43,21.54,0.49,7.0,,,1.23,,33.0,Good
+Bengaluru,2016-05-27,,39.88,1.78,7.12,4.86,21.52,0.43,5.81,,,1.14,,38.0,Good
+Bengaluru,2016-05-28,,36.26,1.82,7.81,5.28,21.36,0.43,4.2,,,1.15,,38.0,Good
+Bengaluru,2016-05-29,,19.21,1.69,7.3,4.9,17.98,0.49,2.55,,,1.19,,27.0,Good
+Bengaluru,2016-05-30,35.98,29.59,3.03,14.57,9.75,30.8,0.76,4.5,,,1.93,,26.0,Good
+Bengaluru,2016-05-31,27.6,32.09,5.0,25.1,16.73,56.94,0.65,4.83,,,1.64,,47.0,Good
+Bengaluru,2016-06-01,17.15,26.07,4.41,31.6,19.55,75.14,0.4,4.74,,,1.58,,49.0,Good
+Bengaluru,2016-06-02,17.71,21.58,3.79,18.64,12.31,29.71,0.43,2.68,,,1.14,,43.0,Good
+Bengaluru,2016-06-03,,33.69,2.59,10.15,6.67,,0.39,1.9,,,,,29.0,Good
+Bengaluru,2016-06-04,,28.67,2.41,10.81,6.86,,0.41,2.15,,,,,30.0,Good
+Bengaluru,2016-06-05,,32.38,2.18,9.08,5.85,,0.36,2.18,,,,,33.0,Good
+Bengaluru,2016-06-06,,21.86,2.14,8.56,5.56,,0.33,1.82,,,,,26.0,Good
+Bengaluru,2016-06-07,,20.31,2.6,11.68,7.43,,0.36,1.69,,,,,23.0,Good
+Bengaluru,2016-06-08,,19.38,2.25,9.28,5.99,,0.34,2.24,,,,,20.0,Good
+Bengaluru,2016-06-09,,20.5,2.23,9.93,6.3,,0.38,2.14,,,,,,
+Bengaluru,2016-06-10,,19.97,2.3,10.05,6.41,,0.37,2.28,,,,,20.0,Good
+Bengaluru,2016-06-11,,21.74,2.11,10.14,6.31,,0.35,2.17,,,,,20.0,Good
+Bengaluru,2016-06-12,,24.12,2.01,8.84,5.6,,0.34,1.99,,,,,23.0,Good
+Bengaluru,2016-06-13,,23.79,2.28,9.8,6.27,,0.34,2.16,,,,,26.0,Good
+Bengaluru,2016-06-14,,23.6,2.62,12.82,7.99,,0.41,2.02,,,,,23.0,Good
+Bengaluru,2016-06-15,,38.42,2.47,14.43,8.67,,0.4,2.09,,,,,26.0,Good
+Bengaluru,2016-06-16,,27.07,2.27,10.93,6.81,,0.34,2.0,,,,,40.0,Good
+Bengaluru,2016-06-17,33.9,48.51,5.99,18.94,14.16,38.77,0.97,3.39,14.93,1.75,9.06,,28.0,Good
+Bengaluru,2016-06-18,31.98,80.7,7.93,20.46,17.06,34.41,3.8,4.05,9.69,1.59,4.16,,156.0,Moderate
+Bengaluru,2016-06-19,26.77,105.43,6.42,15.29,10.44,31.78,4.02,4.64,11.99,1.01,2.51,,195.0,Moderate
+Bengaluru,2016-06-20,27.61,72.63,9.28,21.69,16.62,37.12,2.12,4.5,10.92,1.16,1.58,,137.0,Moderate
+Bengaluru,2016-06-21,28.24,194.62,6.57,15.81,14.49,36.79,0.47,7.48,,,0.4,,71.0,Satisfactory
+Bengaluru,2016-06-22,29.83,23.86,5.48,17.61,12.97,32.55,0.33,1.79,31.87,1.57,2.94,,77.0,Satisfactory
+Bengaluru,2016-06-23,19.0,15.46,3.39,16.91,9.84,32.35,1.61,1.9,53.33,1.11,2.73,,143.0,Moderate
+Bengaluru,2016-06-24,15.04,23.51,3.91,17.15,9.58,30.59,5.43,1.73,65.62,0.95,1.96,,181.0,Moderate
+Bengaluru,2016-06-25,,,,,,,,,,,,,31.0,Good
+Bengaluru,2016-06-26,,,,,,,,,,,,,,
+Bengaluru,2016-06-27,16.54,48.92,9.12,26.15,19.61,43.21,3.02,2.1,45.27,1.27,2.65,,33.0,Good
+Bengaluru,2016-06-28,27.23,34.13,8.54,23.71,21.32,45.56,3.63,1.87,38.45,1.08,2.2,,151.0,Moderate
+Bengaluru,2016-06-29,115.98,17.1,8.59,24.19,19.33,44.18,2.48,1.58,39.09,0.97,2.58,,174.0,Moderate
+Bengaluru,2016-06-30,13.95,48.92,7.33,20.42,16.49,37.66,3.55,1.86,39.53,0.95,1.91,,154.0,Moderate
+Bengaluru,2016-07-01,25.0,35.36,5.42,19.59,17.99,41.94,5.62,1.26,44.86,0.87,1.8,,208.0,Poor
+Bengaluru,2016-07-02,31.8,9.93,3.27,15.96,10.19,35.09,6.28,1.1,51.84,0.79,2.05,,192.0,Moderate
+Bengaluru,2016-07-03,17.36,30.52,10.96,20.82,16.04,29.15,7.87,1.54,42.29,0.77,2.03,,238.0,Poor
+Bengaluru,2016-07-04,19.4,112.27,12.8,23.11,19.0,32.37,4.04,1.86,33.37,1.07,2.26,,160.0,Moderate
+Bengaluru,2016-07-05,18.36,57.25,10.01,19.9,17.76,31.94,2.27,2.18,35.67,0.53,0.53,,83.0,Satisfactory
+Bengaluru,2016-07-06,17.26,42.66,6.0,13.18,13.25,32.42,0.42,1.77,,,0.31,,56.0,Satisfactory
+Bengaluru,2016-07-07,15.02,33.56,3.18,13.05,11.82,35.53,1.28,2.96,,,2.09,,141.0,Moderate
+Bengaluru,2016-07-08,,49.66,8.12,18.6,16.82,28.85,0.57,5.22,,,0.32,,43.0,Good
+Bengaluru,2016-07-09,,51.22,7.27,15.69,14.37,28.08,0.46,4.04,,,0.31,,65.0,Satisfactory
+Bengaluru,2016-07-10,8.98,27.9,3.12,8.98,9.0,25.57,0.38,2.23,,,0.34,,30.0,Good
+Bengaluru,2016-07-11,,51.32,3.64,13.36,10.15,24.14,0.53,3.13,,,0.27,,40.0,Good
+Bengaluru,2016-07-12,,41.88,3.17,11.15,8.45,17.58,1.51,3.46,,,9.14,,54.0,Satisfactory
+Bengaluru,2016-07-13,,40.21,3.27,7.84,5.83,14.47,0.55,1.94,,,,,41.0,Good
+Bengaluru,2016-07-14,,52.13,6.23,14.43,11.43,18.34,0.61,2.89,,,,,42.0,Good
+Bengaluru,2016-07-15,,39.43,9.54,23.36,17.74,15.33,1.48,2.96,,,38.52,,54.0,Satisfactory
+Bengaluru,2016-07-16,,33.87,13.06,33.33,25.12,,0.69,2.8,,,,,61.0,Satisfactory
+Bengaluru,2016-07-17,,42.24,10.92,20.74,17.38,12.73,0.74,1.84,,,0.0,,70.0,Satisfactory
+Bengaluru,2016-07-18,218.17,30.53,5.39,10.49,8.64,15.8,2.63,3.62,,,15.69,,62.0,Satisfactory
+Bengaluru,2016-07-19,55.51,25.62,4.49,10.06,10.14,18.58,5.8,2.87,,,19.31,,308.0,Very Poor
+Bengaluru,2016-07-20,25.56,29.45,5.78,12.58,10.7,14.64,0.46,4.45,31.06,2.88,5.47,,,
+Bengaluru,2016-07-21,26.7,21.82,30.59,56.7,44.21,11.35,0.48,2.77,,,,,,
+Bengaluru,2016-07-22,20.15,77.75,19.25,39.62,31.59,17.94,0.75,2.87,,,,,,
+Bengaluru,2016-07-23,,56.61,11.65,20.88,17.82,,0.51,2.31,,,,,82.0,Satisfactory
+Bengaluru,2016-07-24,12.42,,6.1,5.22,8.97,8.41,5.23,0.87,,,5.23,,,
+Bengaluru,2016-07-25,11.01,112.53,11.53,29.17,20.7,8.36,0.64,2.96,43.27,2.13,5.82,,,
+Bengaluru,2016-07-26,32.56,,4.66,4.44,7.48,10.29,1.01,1.39,,,1.01,,,
+Bengaluru,2016-07-27,22.79,,6.29,3.0,7.66,15.69,,4.7,,,,,36.0,Good
+Bengaluru,2016-07-28,17.0,97.59,10.12,10.29,12.98,15.8,0.91,1.58,,,,,36.0,Good
+Bengaluru,2016-07-29,22.19,46.72,11.37,16.14,15.42,10.82,0.53,1.06,,,,,55.0,Satisfactory
+Bengaluru,2016-07-30,8.74,62.96,9.58,10.3,11.75,13.48,0.47,1.28,,,,,58.0,Satisfactory
+Bengaluru,2016-07-31,18.9,138.45,24.37,30.71,28.43,21.24,0.83,1.86,,,,,37.0,Good
+Bengaluru,2016-08-01,17.54,69.17,39.37,30.36,20.54,2.09,0.58,2.44,,,,,72.0,Satisfactory
+Bengaluru,2016-08-02,20.06,95.02,6.15,9.27,10.25,0.15,0.69,1.53,,,,,33.0,Good
+Bengaluru,2016-08-03,19.91,77.41,8.17,18.42,14.77,0.68,0.63,1.63,,,,,53.0,Satisfactory
+Bengaluru,2016-08-04,14.66,51.42,6.68,17.36,13.59,0.33,0.45,1.52,,,,,64.0,Satisfactory
+Bengaluru,2016-08-05,,34.42,3.89,12.5,8.79,,0.61,2.85,,,,,,
+Bengaluru,2016-08-06,,,,,15.91,,0.0,,,,,,,
+Bengaluru,2016-08-07,,,,,10.86,,0.0,,,,0.0,,,
+Bengaluru,2016-08-08,,38.47,2.9,12.73,13.83,,0.01,3.96,,,0.0,,,
+Bengaluru,2016-08-09,,38.09,2.87,10.08,13.08,,0.05,4.63,,,0.0,,,
+Bengaluru,2016-08-10,,,,,10.95,,0.0,,,0.0,0.0,,,
+Bengaluru,2016-08-11,31.42,60.6,4.21,14.68,7.77,40.48,1.37,2.3,32.72,0.43,0.93,,,
+Bengaluru,2016-08-12,25.09,,5.21,8.97,6.48,40.88,45.96,1.24,16.55,1.44,4.18,,46.0,Good
+Bengaluru,2016-08-13,21.94,,5.07,8.83,7.15,40.67,47.93,1.37,18.87,1.29,1.75,,37.0,Good
+Bengaluru,2016-08-14,21.57,97.04,5.63,14.87,7.1,40.59,3.59,1.75,19.82,4.29,2.84,,38.0,Good
+Bengaluru,2016-08-15,14.38,61.19,4.9,12.56,6.76,40.86,3.34,2.31,21.54,,1.08,,49.0,Good
+Bengaluru,2016-08-16,101.09,55.19,5.23,12.41,7.33,40.69,0.56,3.03,20.49,,,,71.0,Satisfactory
+Bengaluru,2016-08-17,33.05,83.6,6.58,16.2,5.75,40.91,1.59,2.63,20.28,,,,229.0,Poor
+Bengaluru,2016-08-18,39.14,63.13,4.93,15.46,4.7,40.66,0.52,2.72,21.74,,,,68.0,Satisfactory
+Bengaluru,2016-08-19,41.43,18.46,5.95,18.34,1.75,40.69,0.47,2.87,26.26,,4.08,,64.0,Satisfactory
+Bengaluru,2016-08-20,100.39,13.98,5.88,21.01,1.98,40.31,0.49,3.66,26.14,,,,62.0,Satisfactory
+Bengaluru,2016-08-21,56.45,11.73,4.82,17.24,3.35,40.82,0.41,2.72,28.1,,,,66.0,Satisfactory
+Bengaluru,2016-08-22,35.4,29.35,4.85,15.82,2.91,40.19,0.22,2.88,22.79,,,,45.0,Good
+Bengaluru,2016-08-23,43.43,77.31,4.74,16.31,3.97,40.51,0.38,3.06,25.25,,,,66.0,Satisfactory
+Bengaluru,2016-08-24,34.99,73.18,4.35,17.43,2.31,40.31,0.41,3.13,23.74,,,,71.0,Satisfactory
+Bengaluru,2016-08-25,15.02,62.79,3.54,18.74,0.59,41.23,0.59,4.94,26.6,,,,75.0,Satisfactory
+Bengaluru,2016-08-26,29.31,51.59,4.63,23.2,0.47,40.74,0.39,3.39,25.06,,,,62.0,Satisfactory
+Bengaluru,2016-08-27,19.65,66.91,4.85,22.46,2.32,40.27,0.55,3.66,25.17,,4.16,,77.0,Satisfactory
+Bengaluru,2016-08-28,6.82,58.75,49.24,42.15,2.75,39.99,0.31,4.72,34.16,,,,48.0,Good
+Bengaluru,2016-08-29,27.16,59.6,4.61,20.93,4.15,40.64,0.77,4.62,28.48,1.94,26.35,,47.0,Good
+Bengaluru,2016-08-30,27.9,33.7,5.05,20.47,5.14,40.42,0.38,3.08,21.22,,,,57.0,Satisfactory
+Bengaluru,2016-08-31,35.17,51.69,3.61,19.08,2.06,40.41,0.42,3.7,20.34,10.7,68.02,,49.0,Good
+Bengaluru,2016-09-01,37.57,46.28,4.82,22.32,2.61,40.49,0.48,3.72,21.4,,4.53,,57.0,Satisfactory
+Bengaluru,2016-09-02,23.25,72.41,4.13,21.96,0.67,40.36,0.48,4.45,22.36,,,,74.0,Satisfactory
+Bengaluru,2016-09-03,31.08,74.7,4.38,19.42,4.38,40.4,0.51,2.9,24.83,,,,68.0,Satisfactory
+Bengaluru,2016-09-04,37.35,59.38,3.16,20.08,1.91,40.42,0.38,2.33,22.29,,,,71.0,Satisfactory
+Bengaluru,2016-09-05,22.49,51.96,2.72,25.1,1.07,40.48,0.3,2.78,23.62,,,,55.0,Satisfactory
+Bengaluru,2016-09-06,37.14,64.32,4.29,32.8,2.76,40.36,0.43,2.93,22.96,,1.3,,59.0,Satisfactory
+Bengaluru,2016-09-07,28.89,53.47,3.55,40.9,4.13,40.83,0.53,2.85,24.81,,,,60.0,Satisfactory
+Bengaluru,2016-09-08,28.25,65.4,12.9,59.8,2.51,40.73,0.5,2.61,29.82,,,,55.0,Satisfactory
+Bengaluru,2016-09-09,,55.92,8.49,40.18,0.0,,0.4,3.09,22.77,0.9,0.57,,68.0,Satisfactory
+Bengaluru,2016-09-10,43.95,68.24,4.78,19.99,1.38,104.81,0.57,3.55,28.99,0.95,2.47,,84.0,Satisfactory
+Bengaluru,2016-09-11,24.72,57.37,4.12,21.18,0.0,43.84,0.36,3.77,22.02,0.47,0.26,,64.0,Satisfactory
+Bengaluru,2016-09-12,,62.86,5.69,16.07,0.0,,0.36,5.42,31.99,0.99,0.36,,60.0,Satisfactory
+Bengaluru,2016-09-13,23.04,48.92,5.23,12.98,1.43,43.25,0.41,9.3,44.94,0.77,0.17,,60.0,Satisfactory
+Bengaluru,2016-09-14,13.59,45.66,3.62,21.47,2.35,43.42,0.52,2.96,36.66,0.59,0.26,,60.0,Satisfactory
+Bengaluru,2016-09-15,11.1,41.09,8.1,29.29,18.5,39.83,0.97,3.76,39.12,0.56,6.38,,74.0,Satisfactory
+Bengaluru,2016-09-16,32.23,57.94,10.28,32.53,65.31,13.14,0.89,7.68,22.05,0.34,2.14,,66.0,Satisfactory
+Bengaluru,2016-09-17,41.01,79.93,8.32,25.42,5.5,5.14,0.8,4.59,36.26,0.67,0.27,,70.0,Satisfactory
+Bengaluru,2016-09-18,30.9,80.19,7.57,33.55,0.0,,0.51,4.13,16.27,0.81,0.35,,78.0,Satisfactory
+Bengaluru,2016-09-19,26.31,49.89,4.44,30.0,12.86,24.8,0.25,3.38,19.1,0.82,0.36,,58.0,Satisfactory
+Bengaluru,2016-09-20,32.98,44.55,4.23,26.31,12.71,30.77,0.2,4.3,16.09,0.81,0.35,,47.0,Good
+Bengaluru,2016-09-21,43.4,33.79,4.89,26.08,8.49,55.78,0.38,5.07,17.18,1.0,0.39,,40.0,Good
+Bengaluru,2016-09-22,32.46,52.66,4.99,23.58,11.01,35.92,0.52,4.53,22.04,1.96,4.97,,58.0,Satisfactory
+Bengaluru,2016-09-23,26.6,103.69,6.32,21.48,8.74,120.07,0.46,5.37,16.37,5.2,1.46,,76.0,Satisfactory
+Bengaluru,2016-09-24,39.41,102.24,7.88,29.0,10.48,84.68,0.52,3.87,10.98,0.5,2.27,,102.0,Moderate
+Bengaluru,2016-09-25,10.22,131.33,5.23,33.14,0.0,,0.43,4.44,10.45,0.44,1.5,,84.0,Satisfactory
+Bengaluru,2016-09-26,16.88,116.82,4.73,33.42,2.93,49.59,0.71,4.02,13.28,0.66,3.4,,90.0,Satisfactory
+Bengaluru,2016-09-27,17.1,105.03,4.98,30.5,0.0,,0.64,4.07,14.12,0.68,2.88,,85.0,Satisfactory
+Bengaluru,2016-09-28,46.14,95.12,5.1,26.83,18.81,28.28,1.08,5.66,14.51,0.89,4.03,,83.0,Satisfactory
+Bengaluru,2016-09-29,55.24,71.0,5.51,26.2,25.54,36.38,1.13,4.08,15.05,0.66,2.89,,114.0,Moderate
+Bengaluru,2016-09-30,75.42,121.03,3.75,17.34,6.51,55.12,0.46,4.5,31.09,0.4,1.68,,150.0,Moderate
+Bengaluru,2016-10-01,65.16,100.91,8.31,22.49,4.41,55.14,0.51,4.53,,,,,124.0,Moderate
+Bengaluru,2016-10-02,,102.73,14.91,30.02,0.0,,0.61,4.77,,,,,104.0,Moderate
+Bengaluru,2016-10-03,,122.73,12.34,29.19,0.0,,0.51,4.42,,,,,114.0,Moderate
+Bengaluru,2016-10-04,70.57,112.72,7.54,24.24,6.39,55.41,0.49,4.57,,,,,111.0,Moderate
+Bengaluru,2016-10-05,69.14,94.23,10.26,20.54,4.73,56.1,1.45,8.5,,,8.39,,101.0,Moderate
+Bengaluru,2016-10-06,54.75,81.36,8.6,20.33,7.29,55.42,0.55,10.84,,,,,89.0,Satisfactory
+Bengaluru,2016-10-07,41.7,139.73,11.37,24.67,5.86,55.17,0.73,4.57,,,,,103.0,Moderate
+Bengaluru,2016-10-08,27.31,91.1,10.57,25.65,5.49,38.9,0.56,4.59,23.0,0.33,1.18,,91.0,Satisfactory
+Bengaluru,2016-10-09,13.51,85.18,7.51,27.68,3.9,15.05,1.11,4.26,15.26,0.33,0.93,,83.0,Satisfactory
+Bengaluru,2016-10-10,18.96,72.83,6.87,26.66,4.02,15.09,0.85,4.12,14.68,0.32,0.97,,129.0,Moderate
+Bengaluru,2016-10-11,14.61,70.21,6.43,24.16,5.29,15.11,0.73,3.97,15.67,0.36,1.42,,78.0,Satisfactory
+Bengaluru,2016-10-12,21.3,74.85,9.64,28.0,4.89,15.12,1.08,4.5,15.17,0.6,2.55,,75.0,Satisfactory
+Bengaluru,2016-10-13,25.15,66.38,14.37,31.42,4.02,15.12,1.97,3.65,12.04,0.38,1.37,,141.0,Moderate
+Bengaluru,2016-10-14,24.23,,9.0,25.35,6.19,15.13,0.51,4.65,13.14,,1.12,,69.0,Satisfactory
+Bengaluru,2016-10-15,35.18,154.1,18.71,39.16,3.44,15.02,0.2,4.22,21.95,,1.05,,58.0,Satisfactory
+Bengaluru,2016-10-16,32.41,155.04,20.35,47.09,0.0,,0.0,7.07,23.11,,,,73.0,Satisfactory
+Bengaluru,2016-10-17,56.36,182.16,16.27,38.07,6.79,14.45,0.52,6.24,4.68,,1.07,,85.0,Satisfactory
+Bengaluru,2016-10-18,53.43,180.64,15.26,33.94,7.55,14.91,0.73,7.21,,,1.16,,183.0,Moderate
+Bengaluru,2016-10-19,44.05,191.47,17.12,35.85,0.0,,0.0,6.02,41.74,1.57,4.94,,85.0,Satisfactory
+Bengaluru,2016-10-20,62.36,181.92,16.5,38.24,3.31,15.14,0.37,6.46,23.58,2.63,3.25,,75.0,Satisfactory
+Bengaluru,2016-10-21,62.74,191.9,16.25,35.42,9.55,19.99,1.12,8.07,23.86,2.87,0.91,,132.0,Moderate
+Bengaluru,2016-10-22,97.17,195.61,15.42,33.75,9.13,39.56,0.75,10.52,10.54,3.28,0.54,,176.0,Moderate
+Bengaluru,2016-10-23,67.85,184.81,17.7,38.05,8.52,24.4,1.2,7.36,31.08,3.12,1.78,,184.0,Moderate
+Bengaluru,2016-10-24,58.78,179.79,17.97,41.96,6.73,23.24,1.18,9.87,22.16,1.38,2.0,,127.0,Moderate
+Bengaluru,2016-10-25,80.99,224.1,14.17,36.1,11.88,33.13,1.64,8.46,22.28,1.25,2.84,,163.0,Moderate
+Bengaluru,2016-10-26,68.17,116.92,8.27,44.78,18.86,40.67,1.16,4.9,25.13,1.07,1.84,,164.0,Moderate
+Bengaluru,2016-10-27,59.61,137.68,8.04,46.57,16.72,37.52,0.83,4.28,29.54,1.01,1.44,,132.0,Moderate
+Bengaluru,2016-10-28,62.38,123.91,12.29,46.43,15.06,34.9,0.8,9.04,44.86,0.65,1.39,,116.0,Moderate
+Bengaluru,2016-10-29,78.74,130.99,10.07,44.4,13.2,35.3,3.1,4.31,45.04,1.07,1.94,,174.0,Moderate
+Bengaluru,2016-10-30,60.79,130.15,9.82,38.53,10.08,41.04,2.97,3.75,23.8,1.77,4.15,,188.0,Moderate
+Bengaluru,2016-10-31,36.92,95.71,13.39,34.8,6.17,38.42,0.55,4.92,21.69,0.47,1.31,,88.0,Satisfactory
+Bengaluru,2016-11-01,21.2,,3.94,30.89,4.5,37.58,0.28,5.34,16.2,0.47,1.38,,51.0,Satisfactory
+Bengaluru,2016-11-02,31.26,142.2,16.42,39.54,3.64,36.28,0.42,3.29,26.39,0.93,2.07,,57.0,Satisfactory
+Bengaluru,2016-11-03,34.79,111.6,22.62,41.17,7.45,37.76,1.37,2.49,25.26,0.69,3.73,,82.0,Satisfactory
+Bengaluru,2016-11-04,55.92,118.8,12.26,37.52,14.38,36.05,0.85,4.84,30.68,1.81,3.24,,88.0,Satisfactory
+Bengaluru,2016-11-05,55.03,117.02,8.25,29.98,0.0,28.78,1.16,4.69,34.67,2.3,3.01,,111.0,Moderate
+Bengaluru,2016-11-06,41.23,69.46,2.8,27.4,0.0,27.28,0.7,3.85,37.6,1.9,2.37,,90.0,Satisfactory
+Bengaluru,2016-11-07,43.91,100.27,3.56,31.23,0.0,29.92,0.83,2.83,36.94,1.63,2.44,,78.0,Satisfactory
+Bengaluru,2016-11-08,52.08,109.02,8.9,32.63,6.48,29.57,0.83,6.29,37.14,1.28,2.0,,94.0,Satisfactory
+Bengaluru,2016-11-09,46.94,120.41,7.62,28.38,0.0,28.86,0.62,5.16,46.92,1.16,2.21,,95.0,Satisfactory
+Bengaluru,2016-11-10,49.03,130.54,8.22,30.8,0.0,27.67,0.76,6.34,62.56,1.44,2.65,,112.0,Moderate
+Bengaluru,2016-11-11,57.78,150.94,10.46,41.03,0.0,29.6,0.73,7.64,71.14,1.39,2.11,,124.0,Moderate
+Bengaluru,2016-11-12,52.72,127.44,7.61,37.57,0.0,30.49,0.72,8.28,77.53,1.02,1.64,,122.0,Moderate
+Bengaluru,2016-11-13,38.42,121.18,10.83,38.81,0.0,39.82,0.63,4.93,57.77,0.75,1.49,,99.0,Satisfactory
+Bengaluru,2016-11-14,29.96,82.83,10.55,36.67,0.0,31.52,0.37,5.26,14.2,0.62,1.54,,44.0,Good
+Bengaluru,2016-11-15,27.64,56.85,7.72,25.66,0.0,14.03,0.91,5.02,15.65,0.79,1.91,,38.0,Good
+Bengaluru,2016-11-16,35.8,130.25,10.26,25.46,0.0,24.15,1.9,5.08,22.33,0.78,4.12,,102.0,Moderate
+Bengaluru,2016-11-17,40.13,133.97,11.92,34.52,0.0,34.63,0.99,2.97,48.83,0.67,1.26,,189.0,Moderate
+Bengaluru,2016-11-18,43.6,135.71,8.35,30.86,0.0,24.55,0.57,2.5,56.67,0.8,1.74,,101.0,Moderate
+Bengaluru,2016-11-19,48.93,,3.22,26.23,0.0,24.89,0.62,2.78,45.24,1.11,2.47,,86.0,Satisfactory
+Bengaluru,2016-11-20,42.21,,4.16,38.1,0.0,,0.46,2.34,49.29,1.09,2.2,,95.0,Satisfactory
+Bengaluru,2016-11-21,102.01,182.79,14.76,44.31,0.0,31.02,0.69,3.9,44.48,1.09,1.9,,120.0,Moderate
+Bengaluru,2016-11-22,91.6,141.03,9.41,31.76,0.0,39.39,3.0,7.56,16.37,1.97,2.56,,101.0,Moderate
+Bengaluru,2016-11-23,47.76,173.09,10.82,39.92,0.0,39.88,2.6,6.66,33.28,3.07,7.77,,335.0,Very Poor
+Bengaluru,2016-11-24,86.62,152.15,9.06,32.55,0.0,19.16,1.05,4.88,46.95,6.35,6.71,,140.0,Moderate
+Bengaluru,2016-11-25,46.12,158.04,12.75,33.94,0.0,17.7,1.22,4.01,43.76,5.39,2.86,,133.0,Moderate
+Bengaluru,2016-11-26,46.87,164.12,14.9,36.46,0.0,17.32,0.89,3.63,38.04,7.38,3.73,,113.0,Moderate
+Bengaluru,2016-11-27,53.71,171.52,17.18,37.49,0.0,17.2,0.85,3.52,35.33,8.44,3.73,,117.0,Moderate
+Bengaluru,2016-11-28,49.9,176.99,15.78,38.97,0.0,27.25,0.67,6.79,26.27,8.92,5.41,,124.0,Moderate
+Bengaluru,2016-11-29,59.3,194.37,11.64,37.55,0.0,27.55,0.81,11.63,31.34,11.69,4.73,,120.0,Moderate
+Bengaluru,2016-11-30,49.69,170.26,9.74,31.49,0.0,26.58,1.88,5.34,28.52,8.45,4.38,,160.0,Moderate
+Bengaluru,2016-12-01,45.84,137.86,12.77,26.72,0.0,27.97,0.87,4.93,39.83,6.72,3.94,,114.0,Moderate
+Bengaluru,2016-12-02,22.14,78.55,10.95,26.06,0.0,30.0,0.72,3.55,20.83,3.61,9.26,,103.0,Moderate
+Bengaluru,2016-12-03,18.3,102.86,14.52,30.35,0.0,37.49,0.82,4.06,11.42,2.54,2.86,,67.0,Satisfactory
+Bengaluru,2016-12-04,24.44,136.05,10.4,23.2,0.0,28.44,1.66,3.15,8.61,2.4,3.85,,125.0,Moderate
+Bengaluru,2016-12-05,23.63,124.78,14.4,30.2,0.0,29.23,2.95,4.43,9.8,2.5,7.48,,209.0,Poor
+Bengaluru,2016-12-06,36.97,155.51,14.79,44.45,0.0,27.6,1.7,3.0,15.37,3.56,5.03,,200.0,Moderate
+Bengaluru,2016-12-07,40.72,132.73,14.55,44.74,0.0,26.04,0.65,3.63,20.32,4.71,2.45,,101.0,Moderate
+Bengaluru,2016-12-08,32.59,128.54,15.8,43.67,0.0,26.6,0.69,5.58,16.42,3.78,2.55,,85.0,Satisfactory
+Bengaluru,2016-12-09,44.96,135.0,10.65,40.56,0.0,24.42,1.19,6.68,13.5,3.79,4.98,,163.0,Moderate
+Bengaluru,2016-12-10,30.37,124.8,7.35,37.24,0.0,24.0,0.46,3.47,6.73,5.57,5.58,,75.0,Satisfactory
+Bengaluru,2016-12-11,24.98,138.06,10.07,42.15,0.0,32.37,1.76,8.15,8.43,4.45,4.65,,132.0,Moderate
+Bengaluru,2016-12-12,42.19,131.75,4.07,25.22,0.0,28.36,1.46,6.85,22.58,1.85,1.74,,119.0,Moderate
+Bengaluru,2016-12-13,204.25,,1.55,22.25,0.0,37.1,0.97,7.88,18.31,1.23,2.05,,342.0,Very Poor
+Bengaluru,2016-12-14,30.72,180.88,8.36,23.41,0.0,25.14,0.54,2.62,22.5,1.8,2.04,,104.0,Moderate
+Bengaluru,2016-12-15,28.47,142.64,14.16,37.05,0.0,27.42,1.15,3.72,12.13,1.86,3.39,,93.0,Satisfactory
+Bengaluru,2016-12-16,34.57,137.45,14.64,37.38,0.0,36.2,1.39,4.25,7.08,2.58,3.04,,134.0,Moderate
+Bengaluru,2016-12-17,36.97,143.58,8.67,38.93,0.0,23.44,1.63,4.35,13.37,2.78,5.85,,103.0,Moderate
+Bengaluru,2016-12-18,35.21,130.91,7.48,40.15,0.0,28.81,0.79,4.81,26.23,2.87,5.5,,90.0,Satisfactory
+Bengaluru,2016-12-19,37.8,144.73,8.19,40.9,0.0,20.01,0.73,4.27,25.9,2.82,5.5,,97.0,Satisfactory
+Bengaluru,2016-12-20,19.09,121.19,6.35,35.67,0.0,18.42,0.71,3.75,18.88,2.96,4.76,,93.0,Satisfactory
+Bengaluru,2016-12-21,19.68,99.9,6.17,24.18,0.0,16.41,0.46,4.19,16.53,3.26,4.52,,74.0,Satisfactory
+Bengaluru,2016-12-22,39.64,176.96,7.26,30.67,0.0,17.54,0.28,4.74,28.61,4.78,7.43,,75.0,Satisfactory
+Bengaluru,2016-12-23,43.67,150.64,15.23,72.51,0.0,17.39,0.74,7.81,37.75,9.07,13.98,,100.0,Satisfactory
+Bengaluru,2016-12-24,57.79,141.76,14.19,79.24,0.0,18.3,0.62,7.79,11.26,7.52,5.94,,112.0,Moderate
+Bengaluru,2016-12-25,39.11,145.35,5.4,46.39,0.0,17.31,0.71,4.93,52.62,3.93,3.64,,114.0,Moderate
+Bengaluru,2016-12-26,34.02,121.66,7.15,49.47,0.0,17.08,0.84,5.17,34.44,3.63,4.39,,104.0,Moderate
+Bengaluru,2016-12-27,53.5,111.09,5.22,41.33,0.0,16.9,0.7,7.04,23.74,3.94,3.79,,90.0,Satisfactory
+Bengaluru,2016-12-28,38.53,80.87,2.34,20.7,0.0,17.07,0.2,4.32,17.27,3.16,2.63,,84.0,Satisfactory
+Bengaluru,2016-12-29,44.9,112.78,7.43,30.07,0.0,16.91,0.46,5.6,,,,,76.0,Satisfactory
+Bengaluru,2016-12-30,54.65,134.46,9.58,44.47,0.0,17.46,0.57,5.58,,,,,93.0,Satisfactory
+Bengaluru,2016-12-31,40.96,128.38,9.9,47.25,0.0,17.59,0.74,4.92,41.16,2.76,2.06,,106.0,Moderate
+Bengaluru,2017-01-01,20.13,105.61,7.33,42.34,0.0,,0.77,4.8,25.9,3.65,2.04,,88.0,Satisfactory
+Bengaluru,2017-01-02,19.61,105.34,8.81,40.94,0.0,17.62,0.68,4.93,29.95,2.35,2.36,,83.0,Satisfactory
+Bengaluru,2017-01-03,26.66,106.4,9.8,49.02,0.0,19.41,0.74,4.95,31.55,4.07,4.61,,87.0,Satisfactory
+Bengaluru,2017-01-04,36.93,118.86,6.9,38.48,0.0,24.85,0.76,4.58,39.09,4.02,3.48,,91.0,Satisfactory
+Bengaluru,2017-01-05,36.09,114.62,7.03,36.01,0.0,25.09,0.63,4.57,35.78,3.12,3.3,,85.0,Satisfactory
+Bengaluru,2017-01-06,41.53,131.53,7.88,39.13,0.0,24.47,0.59,4.32,39.95,3.62,3.19,,88.0,Satisfactory
+Bengaluru,2017-01-07,47.48,140.54,7.12,40.87,0.0,25.17,0.79,5.57,43.82,3.83,2.83,,106.0,Moderate
+Bengaluru,2017-01-08,37.61,124.94,4.72,33.21,0.0,25.52,0.67,4.83,39.25,2.71,2.18,,95.0,Satisfactory
+Bengaluru,2017-01-09,43.11,136.23,8.29,44.61,0.0,24.41,0.86,8.12,38.14,6.53,3.66,,87.0,Satisfactory
+Bengaluru,2017-01-10,74.1,125.23,4.58,37.38,0.0,24.92,0.61,5.51,59.48,4.82,4.63,,130.0,Moderate
+Bengaluru,2017-01-11,42.42,142.13,6.56,47.35,0.0,25.29,1.02,5.96,56.92,4.81,3.79,,132.0,Moderate
+Bengaluru,2017-01-12,24.26,140.88,7.53,44.12,0.0,26.47,0.68,3.72,52.42,3.02,3.19,,110.0,Moderate
+Bengaluru,2017-01-13,31.22,108.09,4.05,26.86,0.0,26.04,0.55,3.67,50.8,2.17,2.0,,91.0,Satisfactory
+Bengaluru,2017-01-14,29.21,,2.03,13.26,0.0,24.76,0.0,3.29,63.14,1.76,1.48,,78.0,Satisfactory
+Bengaluru,2017-01-15,26.3,,1.37,11.83,0.0,23.31,0.0,3.07,58.37,1.86,1.21,,71.0,Satisfactory
+Bengaluru,2017-01-16,31.65,128.58,7.04,34.1,0.0,23.82,0.53,5.25,53.3,2.18,1.69,,66.0,Satisfactory
+Bengaluru,2017-01-17,37.02,130.28,9.83,52.33,0.0,23.88,1.3,7.6,,,,,94.0,Satisfactory
+Bengaluru,2017-01-18,39.68,111.56,7.37,47.26,0.0,22.76,0.67,6.18,,,,,117.0,Moderate
+Bengaluru,2017-01-19,31.59,104.2,10.26,42.72,0.0,23.03,1.03,5.81,,,,,87.0,Satisfactory
+Bengaluru,2017-01-20,39.92,116.54,11.78,47.16,0.0,24.05,0.6,5.54,,,,,85.0,Satisfactory
+Bengaluru,2017-01-21,40.34,103.46,16.09,67.51,0.0,23.84,0.61,6.9,,,,,98.0,Satisfactory
+Bengaluru,2017-01-22,,102.7,17.23,76.4,0.0,,0.58,7.09,,,,,98.0,Satisfactory
+Bengaluru,2017-01-23,49.45,125.79,16.15,67.63,0.0,22.23,0.71,6.9,,,0.0,,111.0,Moderate
+Bengaluru,2017-01-24,41.55,121.2,8.58,45.39,0.0,23.95,5.28,6.23,51.39,2.05,1.58,,100.0,Satisfactory
+Bengaluru,2017-01-25,34.96,114.94,7.97,41.5,0.0,23.3,6.42,4.81,49.67,2.57,1.42,,168.0,Moderate
+Bengaluru,2017-01-26,27.04,109.75,5.55,28.01,0.0,24.99,7.32,3.67,47.81,1.7,1.05,,182.0,Moderate
+Bengaluru,2017-01-27,23.36,87.39,12.36,46.38,0.0,27.95,8.19,5.81,19.01,2.07,1.46,,174.0,Moderate
+Bengaluru,2017-01-28,10.26,65.08,12.63,63.82,0.0,,7.67,5.34,20.22,1.66,1.08,,210.0,Poor
+Bengaluru,2017-01-29,6.8,59.96,8.71,39.99,0.0,,6.65,4.24,17.63,1.27,0.87,,214.0,Poor
+Bengaluru,2017-01-30,31.79,83.98,10.38,40.89,0.0,24.82,7.54,4.51,34.35,1.73,1.85,,230.0,Poor
+Bengaluru,2017-01-31,37.81,81.51,6.94,40.55,0.0,24.8,1.55,7.85,47.14,1.45,2.19,,97.0,Satisfactory
+Bengaluru,2017-02-01,27.42,81.76,8.06,43.93,0.0,23.83,1.87,8.57,39.53,1.53,1.85,,101.0,Moderate
+Bengaluru,2017-02-02,49.35,82.75,8.73,58.2,0.0,22.26,6.34,5.18,72.53,1.27,1.7,,94.0,Satisfactory
+Bengaluru,2017-02-03,32.16,93.4,5.83,43.39,0.0,22.29,15.93,3.37,50.44,2.59,1.84,,207.0,Poor
+Bengaluru,2017-02-04,32.08,,1.54,19.23,0.0,22.38,14.89,3.34,60.82,2.04,1.4,,270.0,Poor
+Bengaluru,2017-02-05,29.93,,1.63,19.93,0.0,20.54,11.68,2.93,58.61,2.48,1.55,,269.0,Poor
+Bengaluru,2017-02-06,32.73,117.9,7.98,45.2,0.0,21.39,15.22,4.71,60.34,3.02,2.18,,273.0,Poor
+Bengaluru,2017-02-07,43.1,102.65,10.78,64.19,0.0,20.74,12.47,6.59,65.58,4.88,2.15,,238.0,Poor
+Bengaluru,2017-02-08,41.94,91.18,6.83,45.34,0.0,20.2,9.04,7.24,64.64,4.01,5.09,,200.0,Moderate
+Bengaluru,2017-02-09,38.04,103.85,6.81,45.51,0.0,21.68,0.58,6.22,12.28,3.56,5.01,,69.0,Satisfactory
+Bengaluru,2017-02-10,36.09,102.51,6.31,41.63,0.0,20.99,0.66,7.38,13.96,3.61,3.64,,77.0,Satisfactory
+Bengaluru,2017-02-11,29.54,93.69,8.73,51.47,0.0,21.44,1.01,5.61,41.88,2.29,2.63,,109.0,Moderate
+Bengaluru,2017-02-12,27.65,81.87,10.35,57.48,0.0,22.83,0.68,5.79,43.53,3.81,4.09,,80.0,Satisfactory
+Bengaluru,2017-02-13,30.98,71.6,9.51,44.34,0.0,23.08,0.5,5.43,,,,,59.0,Satisfactory
+Bengaluru,2017-02-14,34.94,71.16,8.05,49.0,0.0,28.08,0.87,5.9,,,,,71.0,Satisfactory
+Bengaluru,2017-02-15,40.41,78.71,11.32,64.96,0.0,24.68,1.08,8.65,,,,,83.0,Satisfactory
+Bengaluru,2017-02-16,34.8,86.61,11.7,70.5,0.0,23.65,1.25,7.73,,,,,83.0,Satisfactory
+Bengaluru,2017-02-17,47.98,114.34,9.36,70.87,0.0,22.85,1.4,10.26,,,,,95.0,Satisfactory
+Bengaluru,2017-02-18,47.56,99.64,12.85,80.24,0.0,22.95,1.08,9.22,,,,,96.0,Satisfactory
+Bengaluru,2017-02-19,41.4,108.35,17.34,102.78,0.0,22.5,1.13,8.57,,,,,92.0,Satisfactory
+Bengaluru,2017-02-20,53.85,115.91,21.36,95.12,0.0,22.25,1.14,10.75,,,0.0,,90.0,Satisfactory
+Bengaluru,2017-02-21,52.93,122.79,17.53,75.14,0.0,21.94,0.86,9.32,,,1.0,,104.0,Moderate
+Bengaluru,2017-02-22,42.13,116.85,9.87,51.89,0.0,21.67,1.11,17.04,66.01,4.17,4.38,,106.0,Moderate
+Bengaluru,2017-02-23,44.09,107.48,13.23,49.76,0.0,22.22,0.38,9.22,45.32,5.63,4.01,,99.0,Satisfactory
+Bengaluru,2017-02-24,42.73,92.91,10.08,47.21,0.0,21.92,0.4,9.04,21.94,3.49,3.12,,83.0,Satisfactory
+Bengaluru,2017-02-25,40.96,86.08,8.08,35.46,0.0,22.93,0.34,7.42,19.64,3.33,2.81,,75.0,Satisfactory
+Bengaluru,2017-02-26,35.66,90.69,7.38,32.39,0.0,24.05,0.39,7.69,34.75,1.69,1.88,,73.0,Satisfactory
+Bengaluru,2017-02-27,37.55,85.57,8.72,38.99,0.0,22.87,0.46,7.0,25.64,1.71,1.67,,70.0,Satisfactory
+Bengaluru,2017-02-28,31.19,87.32,8.91,43.09,0.0,22.97,0.46,6.84,27.08,2.18,1.88,,71.0,Satisfactory
+Bengaluru,2017-03-01,39.98,98.33,28.97,72.79,0.0,107.53,0.36,6.83,32.88,2.42,1.66,,71.0,Satisfactory
+Bengaluru,2017-03-02,36.36,85.55,14.27,51.16,0.0,24.18,0.38,6.54,22.95,4.52,1.77,,75.0,Satisfactory
+Bengaluru,2017-03-03,29.87,89.98,8.12,40.71,0.0,26.25,1.01,6.43,22.65,2.34,2.09,,104.0,Moderate
+Bengaluru,2017-03-04,28.41,75.22,11.64,41.35,0.0,26.53,0.53,8.16,13.85,1.39,1.55,,57.0,Satisfactory
+Bengaluru,2017-03-05,23.15,78.15,5.99,25.6,0.0,27.95,0.39,7.12,20.8,1.67,1.71,,59.0,Satisfactory
+Bengaluru,2017-03-06,26.67,74.17,6.52,29.12,0.0,31.01,0.35,6.61,19.79,1.52,1.67,,54.0,Satisfactory
+Bengaluru,2017-03-07,27.87,81.97,9.75,38.6,0.0,34.12,0.35,5.4,25.64,1.43,1.53,,59.0,Satisfactory
+Bengaluru,2017-03-08,31.78,84.76,9.48,41.89,0.0,30.12,0.79,8.94,29.59,2.27,2.41,,102.0,Moderate
+Bengaluru,2017-03-09,32.53,98.45,7.46,38.79,0.0,35.13,0.35,6.8,16.07,2.28,2.54,,72.0,Satisfactory
+Bengaluru,2017-03-10,29.4,71.8,5.62,22.5,0.0,42.48,0.21,5.47,29.37,1.71,1.42,,66.0,Satisfactory
+Bengaluru,2017-03-11,28.94,76.71,6.79,25.81,0.0,28.2,0.22,5.57,26.56,2.13,1.74,,56.0,Satisfactory
+Bengaluru,2017-03-12,27.07,65.19,7.54,28.21,0.0,26.09,0.13,5.54,30.11,2.31,2.27,,66.0,Satisfactory
+Bengaluru,2017-03-13,42.64,98.52,6.48,26.88,0.0,30.64,0.26,6.36,19.9,2.08,1.72,,55.0,Satisfactory
+Bengaluru,2017-03-14,21.93,70.51,7.72,25.17,0.0,34.32,0.46,3.91,11.13,1.02,1.18,,69.0,Satisfactory
+Bengaluru,2017-03-15,17.99,66.24,7.98,23.84,0.0,33.53,0.28,4.61,8.93,0.86,0.94,,44.0,Good
+Bengaluru,2017-03-16,27.59,63.81,11.33,23.73,0.0,26.96,0.21,4.77,28.92,0.97,1.39,,54.0,Satisfactory
+Bengaluru,2017-03-17,39.28,107.17,6.33,30.51,0.0,27.37,0.16,4.14,47.72,2.98,3.49,,98.0,Satisfactory
+Bengaluru,2017-03-18,32.33,87.57,6.96,30.75,0.0,25.99,0.78,7.59,66.57,1.96,2.19,,99.0,Satisfactory
+Bengaluru,2017-03-19,32.31,81.68,4.96,21.08,0.0,25.66,0.2,5.33,57.26,2.21,2.61,,95.0,Satisfactory
+Bengaluru,2017-03-20,38.73,105.25,6.29,29.11,0.0,26.78,0.3,4.51,60.19,2.19,2.05,,87.0,Satisfactory
+Bengaluru,2017-03-21,36.42,95.55,6.75,30.76,0.0,26.49,0.48,5.53,42.51,1.96,1.83,,83.0,Satisfactory
+Bengaluru,2017-03-22,43.96,105.81,6.52,32.28,0.0,23.98,0.55,6.87,36.22,2.42,4.92,,74.0,Satisfactory
+Bengaluru,2017-03-23,44.26,102.04,8.71,41.3,0.0,24.06,0.68,8.28,42.18,2.38,2.57,,89.0,Satisfactory
+Bengaluru,2017-03-24,67.75,107.42,7.38,39.52,0.0,20.33,0.48,7.14,43.89,2.85,2.18,,140.0,Moderate
+Bengaluru,2017-03-25,47.51,114.14,11.76,40.07,0.0,20.79,0.56,9.41,52.37,4.72,2.82,,104.0,Moderate
+Bengaluru,2017-03-26,53.63,116.45,7.44,35.29,0.0,22.33,0.3,12.82,68.34,1.62,1.72,,99.0,Satisfactory
+Bengaluru,2017-03-27,40.42,114.11,5.59,27.16,0.0,22.04,0.13,3.65,45.77,2.63,2.06,,90.0,Satisfactory
+Bengaluru,2017-03-28,55.94,105.81,4.71,30.4,0.0,25.2,0.25,4.77,40.7,3.39,2.75,,82.0,Satisfactory
+Bengaluru,2017-03-29,41.83,89.06,2.7,23.82,0.0,28.76,0.32,3.28,52.94,2.47,2.03,,112.0,Moderate
+Bengaluru,2017-03-30,46.83,69.68,3.32,27.69,0.0,25.74,0.14,2.48,47.33,2.25,2.44,,90.0,Satisfactory
+Bengaluru,2017-03-31,55.9,94.22,5.13,37.77,0.0,22.44,0.26,2.53,53.42,2.96,2.9,,112.0,Moderate
+Bengaluru,2017-04-01,51.65,108.37,5.59,37.78,0.0,24.02,0.51,2.79,61.72,3.85,2.95,,124.0,Moderate
+Bengaluru,2017-04-02,32.61,104.58,5.32,30.53,0.0,28.54,0.48,2.59,66.27,1.93,1.65,,113.0,Moderate
+Bengaluru,2017-04-03,39.37,106.07,9.79,41.21,0.0,26.81,0.68,2.79,68.42,2.01,1.43,,117.0,Moderate
+Bengaluru,2017-04-04,36.85,99.33,3.61,25.76,0.0,25.66,0.54,2.3,72.54,2.55,2.12,,120.0,Moderate
+Bengaluru,2017-04-05,29.5,78.34,3.71,20.83,0.0,27.27,0.44,2.0,69.06,1.78,1.55,,94.0,Satisfactory
+Bengaluru,2017-04-06,29.52,92.48,6.17,19.83,0.0,27.92,0.33,2.28,66.84,2.09,1.9,,110.0,Moderate
+Bengaluru,2017-04-07,31.08,79.87,5.33,24.61,0.0,28.02,0.46,2.65,68.4,2.98,2.25,,94.0,Satisfactory
+Bengaluru,2017-04-08,36.66,103.5,7.3,34.42,0.0,26.68,0.68,2.8,45.04,3.19,2.75,,82.0,Satisfactory
+Bengaluru,2017-04-09,29.29,89.11,7.08,28.32,0.0,25.78,0.48,2.54,37.96,1.78,1.69,,75.0,Satisfactory
+Bengaluru,2017-04-10,43.0,90.64,8.28,34.64,0.0,29.59,0.74,3.03,60.0,1.93,1.41,,99.0,Satisfactory
+Bengaluru,2017-04-11,31.18,92.2,7.17,34.13,0.0,28.14,0.44,2.39,60.0,2.44,1.74,,99.0,Satisfactory
+Bengaluru,2017-04-12,50.84,84.95,6.35,27.24,0.0,,0.61,9.91,17.79,4.11,2.39,,78.0,Satisfactory
+Bengaluru,2017-04-13,50.54,105.34,7.07,37.62,0.0,24.73,0.56,4.26,75.93,2.92,2.3,,108.0,Moderate
+Bengaluru,2017-04-14,51.33,104.38,6.96,39.64,0.0,24.12,0.55,5.03,63.27,3.62,1.96,,107.0,Moderate
+Bengaluru,2017-04-15,35.01,101.83,9.78,45.01,0.0,24.52,0.69,6.77,60.39,2.4,1.76,,106.0,Moderate
+Bengaluru,2017-04-16,29.02,102.67,5.34,32.75,0.0,,0.44,8.21,66.23,2.64,1.48,,105.0,Moderate
+Bengaluru,2017-04-17,34.86,79.44,5.28,27.93,0.0,31.55,0.44,5.81,83.69,1.32,0.64,,86.0,Satisfactory
+Bengaluru,2017-04-18,38.46,66.4,4.73,24.41,0.0,28.01,0.44,5.07,91.3,2.24,2.3,,77.0,Satisfactory
+Bengaluru,2017-04-19,38.13,84.63,6.11,25.49,0.0,31.93,0.52,4.74,81.46,1.38,1.07,,92.0,Satisfactory
+Bengaluru,2017-04-20,29.75,56.29,5.45,24.78,0.0,28.87,0.43,4.71,47.22,2.53,1.39,,81.0,Satisfactory
+Bengaluru,2017-04-21,21.53,80.41,4.21,24.41,0.0,35.77,0.47,4.71,54.16,1.38,1.14,,75.0,Satisfactory
+Bengaluru,2017-04-22,25.46,62.1,4.85,22.79,0.0,30.19,0.45,4.83,24.41,1.19,1.02,,64.0,Satisfactory
+Bengaluru,2017-04-23,28.49,74.8,2.67,23.6,0.0,27.92,0.08,3.68,7.03,1.51,1.41,,50.0,Good
+Bengaluru,2017-04-24,34.85,,2.65,32.57,0.0,27.52,0.0,3.49,21.33,1.86,1.44,,59.0,Satisfactory
+Bengaluru,2017-04-25,29.88,108.62,3.54,31.4,0.0,28.23,0.19,3.52,27.0,1.53,1.12,,66.0,Satisfactory
+Bengaluru,2017-04-26,33.95,110.88,4.52,42.65,0.0,27.58,0.7,3.86,48.16,1.87,1.7,,92.0,Satisfactory
+Bengaluru,2017-04-27,40.01,100.72,7.39,38.94,0.0,28.45,0.67,5.61,27.84,3.71,2.69,,87.0,Satisfactory
+Bengaluru,2017-04-28,62.07,84.02,4.72,32.77,0.0,27.29,0.49,4.4,61.69,1.52,1.44,,96.0,Satisfactory
+Bengaluru,2017-04-29,38.44,76.53,8.49,39.84,0.0,28.89,0.44,5.15,43.66,1.44,1.64,,139.0,Moderate
+Bengaluru,2017-04-30,13.3,111.3,9.57,45.34,0.0,,0.46,5.04,22.75,1.62,1.42,,65.0,Satisfactory
+Bengaluru,2017-05-01,20.32,80.58,6.21,31.84,0.0,25.82,0.39,4.82,39.36,0.96,0.75,,77.0,Satisfactory
+Bengaluru,2017-05-02,24.2,78.44,8.2,41.08,0.0,26.1,0.35,4.88,24.89,0.92,0.85,,60.0,Satisfactory
+Bengaluru,2017-05-03,66.24,87.15,10.17,35.96,0.0,28.37,0.48,6.26,,,0.0,,84.0,Satisfactory
+Bengaluru,2017-05-04,42.2,90.14,12.03,43.35,0.0,22.96,0.47,5.54,17.45,1.59,1.55,,94.0,Satisfactory
+Bengaluru,2017-05-05,28.27,85.96,8.55,42.47,0.0,31.0,0.62,5.76,6.19,2.33,1.76,,80.0,Satisfactory
+Bengaluru,2017-05-06,40.02,92.31,7.67,37.46,0.0,31.4,0.49,5.88,,1.54,1.17,,89.0,Satisfactory
+Bengaluru,2017-05-07,30.26,76.29,6.46,29.37,0.0,22.61,0.4,5.31,29.52,2.69,1.0,,98.0,Satisfactory
+Bengaluru,2017-05-08,27.66,57.56,6.67,31.17,0.0,29.12,0.43,4.16,52.55,2.34,1.14,,82.0,Satisfactory
+Bengaluru,2017-05-09,32.01,57.82,4.81,31.86,0.0,30.32,0.23,3.67,33.71,1.6,1.22,,69.0,Satisfactory
+Bengaluru,2017-05-10,23.19,74.07,4.28,32.79,0.0,31.83,0.18,2.54,25.26,0.75,0.73,,41.0,Good
+Bengaluru,2017-05-11,28.52,35.51,5.81,39.12,0.0,22.39,0.42,8.55,36.74,1.06,1.26,,53.0,Satisfactory
+Bengaluru,2017-05-12,50.58,62.09,5.9,23.23,0.0,11.61,0.52,15.38,10.9,0.98,1.49,,68.0,Satisfactory
+Bengaluru,2017-05-13,120.56,73.92,6.92,26.63,0.0,11.24,0.49,8.45,18.96,1.66,1.58,,156.0,Moderate
+Bengaluru,2017-05-14,25.22,73.47,6.26,30.63,0.0,18.05,0.54,3.65,16.82,1.37,1.28,,101.0,Moderate
+Bengaluru,2017-05-15,14.94,50.05,5.02,26.57,0.0,18.34,0.52,3.52,38.46,0.84,0.82,,52.0,Satisfactory
+Bengaluru,2017-05-16,19.1,65.84,3.8,29.5,0.0,17.72,0.36,3.83,34.53,1.46,1.27,,56.0,Satisfactory
+Bengaluru,2017-05-17,22.93,65.3,3.62,26.74,0.0,18.17,0.38,3.73,45.09,1.03,0.91,,67.0,Satisfactory
+Bengaluru,2017-05-18,36.58,59.73,4.78,27.92,0.0,15.07,0.66,3.32,13.13,1.06,0.98,,70.0,Satisfactory
+Bengaluru,2017-05-19,20.87,45.38,5.6,32.01,0.0,18.85,0.56,3.49,21.6,1.15,1.25,,64.0,Satisfactory
+Bengaluru,2017-05-20,17.43,68.76,9.54,37.75,0.0,23.79,0.37,3.49,21.87,1.43,1.17,,50.0,Good
+Bengaluru,2017-05-21,12.53,50.36,8.01,34.15,0.0,23.65,0.37,3.51,23.31,0.9,0.79,,59.0,Satisfactory
+Bengaluru,2017-05-22,16.58,69.24,8.33,33.06,0.0,23.78,0.33,2.99,13.76,1.32,1.25,,44.0,Good
+Bengaluru,2017-05-23,25.83,63.33,8.79,37.11,0.0,24.31,0.41,3.57,20.05,1.28,1.23,,58.0,Satisfactory
+Bengaluru,2017-05-24,19.58,58.26,5.7,30.27,0.0,23.85,0.33,3.77,26.67,1.32,1.43,,62.0,Satisfactory
+Bengaluru,2017-05-25,21.39,59.53,6.42,29.53,0.0,23.75,0.38,3.75,16.72,1.21,1.16,,57.0,Satisfactory
+Bengaluru,2017-05-26,24.85,69.0,6.67,26.78,0.0,23.65,0.41,3.65,11.46,0.68,0.58,,66.0,Satisfactory
+Bengaluru,2017-05-27,18.21,44.46,7.45,29.32,0.0,23.57,0.42,3.6,18.34,0.93,1.14,,47.0,Good
+Bengaluru,2017-05-28,19.75,52.33,6.48,25.4,0.0,23.46,0.28,3.66,12.12,0.62,0.59,,41.0,Good
+Bengaluru,2017-05-29,21.08,60.65,6.93,26.89,0.0,23.67,0.34,3.32,9.02,0.56,0.39,,43.0,Good
+Bengaluru,2017-05-30,23.2,56.28,4.93,25.22,0.0,23.64,0.26,3.33,9.85,0.59,0.44,,46.0,Good
+Bengaluru,2017-05-31,22.87,77.5,4.43,27.67,0.0,23.73,0.17,3.09,9.92,0.65,0.42,,42.0,Good
+Bengaluru,2017-06-01,22.79,59.56,5.31,31.62,0.0,23.75,0.68,4.57,10.13,0.68,0.58,,54.0,Satisfactory
+Bengaluru,2017-06-02,20.19,60.05,5.35,32.25,0.0,23.66,0.35,3.89,8.69,0.67,0.42,,52.0,Satisfactory
+Bengaluru,2017-06-03,20.98,56.9,7.0,33.91,0.0,23.86,0.3,3.08,8.19,0.57,0.25,,42.0,Good
+Bengaluru,2017-06-04,13.39,,4.09,24.89,,,,1.33,7.55,0.75,0.56,,28.0,Good
+Bengaluru,2017-06-05,21.81,82.88,4.91,31.17,0.0,23.75,0.98,4.21,8.38,0.9,0.78,,29.0,Good
+Bengaluru,2017-06-06,22.93,49.92,4.85,30.17,0.0,23.64,0.85,3.86,7.92,0.93,0.94,,54.0,Satisfactory
+Bengaluru,2017-06-07,22.94,32.85,7.4,27.88,0.0,23.83,0.53,4.37,10.29,0.82,0.88,,47.0,Good
+Bengaluru,2017-06-08,20.75,75.64,3.35,25.47,0.0,23.61,0.59,4.56,14.64,0.84,1.07,,51.0,Satisfactory
+Bengaluru,2017-06-09,23.65,82.24,5.32,27.84,0.0,23.79,0.65,4.59,19.12,0.87,0.95,,55.0,Satisfactory
+Bengaluru,2017-06-10,19.78,91.96,7.02,31.35,0.0,23.65,0.61,4.87,19.88,0.6,0.57,,54.0,Satisfactory
+Bengaluru,2017-06-11,16.51,77.75,7.41,30.97,0.0,23.52,0.54,4.72,19.08,0.46,0.39,,51.0,Satisfactory
+Bengaluru,2017-06-12,19.12,65.59,7.04,28.24,0.0,23.68,0.58,4.79,19.47,0.68,0.57,,45.0,Good
+Bengaluru,2017-06-13,21.6,100.65,6.02,28.56,0.0,23.7,0.8,4.33,19.68,0.71,0.61,,44.0,Good
+Bengaluru,2017-06-14,19.77,95.84,6.27,29.47,0.0,23.66,0.63,4.24,21.06,0.63,0.57,,59.0,Satisfactory
+Bengaluru,2017-06-15,24.56,112.8,7.97,31.52,0.0,23.69,0.87,4.74,20.85,0.7,0.9,,76.0,Satisfactory
+Bengaluru,2017-06-16,24.66,89.59,9.56,31.25,0.0,23.91,0.62,5.71,18.43,1.0,1.93,,65.0,Satisfactory
+Bengaluru,2017-06-17,24.18,87.23,7.17,30.54,0.0,23.92,0.56,4.36,20.06,0.94,1.87,,60.0,Satisfactory
+Bengaluru,2017-06-18,17.82,92.85,3.68,26.38,0.0,23.74,0.63,5.21,9.1,0.72,0.78,,57.0,Satisfactory
+Bengaluru,2017-06-19,16.61,85.76,4.02,25.73,0.0,23.76,0.58,4.74,10.17,1.03,1.11,,50.0,Good
+Bengaluru,2017-06-20,24.03,90.54,3.55,25.75,0.0,23.87,0.61,6.85,7.75,1.0,0.85,,53.0,Satisfactory
+Bengaluru,2017-06-21,19.58,110.37,3.13,30.5,0.0,23.87,0.6,7.44,13.04,0.79,0.78,,70.0,Satisfactory
+Bengaluru,2017-06-22,21.05,71.41,3.57,26.66,0.0,23.97,0.62,5.8,8.43,0.92,0.81,,60.0,Satisfactory
+Bengaluru,2017-06-23,24.53,38.64,9.1,30.26,0.0,23.86,0.58,7.02,13.82,0.68,0.54,,54.0,Satisfactory
+Bengaluru,2017-06-24,25.35,123.16,19.79,45.04,0.0,35.99,0.55,6.42,10.04,0.6,0.46,,60.0,Satisfactory
+Bengaluru,2017-06-25,25.16,89.68,17.58,39.31,0.0,31.68,0.56,5.68,7.84,0.58,0.49,,71.0,Satisfactory
+Bengaluru,2017-06-26,31.13,96.37,12.54,37.52,0.0,31.96,1.16,7.96,8.44,1.73,1.44,,138.0,Moderate
+Bengaluru,2017-06-27,37.61,111.77,13.6,38.89,0.0,31.97,0.83,6.63,8.39,0.52,0.43,,78.0,Satisfactory
+Bengaluru,2017-06-28,37.34,97.49,10.09,34.73,0.0,32.02,0.6,6.63,8.99,0.51,0.4,,82.0,Satisfactory
+Bengaluru,2017-06-29,36.44,78.38,12.12,31.89,0.0,32.05,0.42,6.62,9.92,0.54,0.41,,76.0,Satisfactory
+Bengaluru,2017-06-30,35.4,107.39,15.16,33.89,0.0,31.99,0.69,6.63,10.32,0.59,0.44,,76.0,Satisfactory
+Bengaluru,2017-07-01,25.33,129.55,24.27,39.99,0.0,31.77,0.67,7.11,11.34,0.67,0.4,,92.0,Satisfactory
+Bengaluru,2017-07-02,30.07,110.45,54.79,68.84,0.0,90.01,1.64,6.55,10.47,0.67,1.96,,160.0,Moderate
+Bengaluru,2017-07-03,25.82,93.48,43.48,68.34,0.0,104.87,0.69,6.23,10.21,0.76,0.49,,92.0,Satisfactory
+Bengaluru,2017-07-04,,82.18,20.75,32.27,0.0,,0.59,5.81,9.67,0.51,0.42,,85.0,Satisfactory
+Bengaluru,2017-07-05,,87.64,17.99,30.38,0.0,,0.62,4.7,8.98,0.86,0.75,,93.0,Satisfactory
+Bengaluru,2017-07-06,,79.21,13.97,27.42,0.0,,0.52,3.82,9.26,0.9,0.81,,87.0,Satisfactory
+Bengaluru,2017-07-07,,126.74,15.39,27.96,0.0,,0.56,3.86,12.39,0.96,0.84,,,
+Bengaluru,2017-07-08,313.59,120.31,24.05,32.94,0.0,29.43,0.69,4.97,9.39,1.09,0.73,,108.0,Moderate
+Bengaluru,2017-07-09,35.29,109.11,17.04,31.08,0.0,32.09,0.6,5.16,9.34,0.78,0.5,,112.0,Moderate
+Bengaluru,2017-07-10,33.44,102.45,13.86,29.55,0.0,32.39,0.63,5.33,10.61,0.8,0.56,,102.0,Moderate
+Bengaluru,2017-07-11,29.38,88.16,17.23,29.5,0.0,30.96,0.64,4.09,12.44,0.74,0.63,,78.0,Satisfactory
+Bengaluru,2017-07-12,27.64,76.48,12.48,26.82,0.0,27.05,0.68,5.16,18.42,1.0,1.04,,67.0,Satisfactory
+Bengaluru,2017-07-13,28.97,95.74,16.61,30.58,0.0,27.1,1.53,4.45,24.82,0.81,0.69,,74.0,Satisfactory
+Bengaluru,2017-07-14,22.68,96.47,13.31,30.3,0.0,26.36,0.67,5.41,47.62,0.69,0.54,,72.0,Satisfactory
+Bengaluru,2017-07-15,22.43,112.32,16.15,32.43,0.0,26.88,0.6,7.9,47.14,0.73,0.57,,82.0,Satisfactory
+Bengaluru,2017-07-16,17.2,98.67,13.34,31.1,0.0,26.78,0.52,6.3,23.82,0.59,0.41,,61.0,Satisfactory
+Bengaluru,2017-07-17,21.05,110.36,11.56,30.06,0.0,26.87,0.58,4.72,44.94,0.66,0.42,,68.0,Satisfactory
+Bengaluru,2017-07-18,18.45,82.75,12.68,29.79,0.0,26.88,0.62,4.58,27.09,0.59,0.49,,68.0,Satisfactory
+Bengaluru,2017-07-19,16.44,66.58,18.77,31.75,0.0,27.04,0.68,4.71,30.16,0.59,0.51,,60.0,Satisfactory
+Bengaluru,2017-07-20,31.68,87.62,16.76,31.34,0.0,26.84,0.65,5.1,54.5,0.41,0.38,,61.0,Satisfactory
+Bengaluru,2017-07-21,21.53,104.24,15.46,31.7,0.0,26.79,1.12,5.3,41.97,0.61,1.18,,111.0,Moderate
+Bengaluru,2017-07-22,20.15,120.48,17.16,33.19,0.0,27.12,1.35,4.29,53.85,0.57,1.38,,132.0,Moderate
+Bengaluru,2017-07-23,17.34,117.82,15.55,32.36,0.0,26.75,1.08,5.61,24.37,0.54,1.07,,107.0,Moderate
+Bengaluru,2017-07-24,24.23,111.03,10.47,31.45,0.0,26.97,1.08,5.68,42.69,0.76,1.14,,109.0,Moderate
+Bengaluru,2017-07-25,28.54,99.2,11.09,30.72,0.0,27.22,1.4,5.2,50.04,0.55,3.18,,164.0,Moderate
+Bengaluru,2017-07-26,23.68,105.63,9.88,30.53,0.0,26.72,0.59,4.73,51.12,0.53,0.36,,85.0,Satisfactory
+Bengaluru,2017-07-27,24.49,95.5,10.99,31.02,0.0,27.03,0.59,5.17,55.9,0.76,0.59,,83.0,Satisfactory
+Bengaluru,2017-07-28,21.77,77.97,9.59,28.74,0.0,26.46,1.17,4.57,51.05,0.88,0.79,,122.0,Moderate
+Bengaluru,2017-07-29,27.91,88.52,9.68,29.8,0.0,26.99,1.07,4.72,56.82,0.8,1.34,,119.0,Moderate
+Bengaluru,2017-07-30,22.36,91.72,11.51,29.57,0.0,26.87,1.07,4.67,23.6,0.62,1.27,,94.0,Satisfactory
+Bengaluru,2017-07-31,27.27,90.24,8.0,28.65,0.0,26.22,0.48,5.23,45.36,0.8,0.82,,89.0,Satisfactory
+Bengaluru,2017-08-01,26.57,91.01,7.35,26.22,0.0,24.62,1.5,5.34,54.93,1.07,2.03,,136.0,Moderate
+Bengaluru,2017-08-02,20.74,91.07,12.96,26.36,0.0,24.78,1.77,5.6,41.25,0.74,0.63,,130.0,Moderate
+Bengaluru,2017-08-03,17.67,74.63,16.81,25.46,0.0,24.54,2.95,5.31,39.16,0.74,2.39,,160.0,Moderate
+Bengaluru,2017-08-04,13.74,62.14,10.46,25.64,0.0,24.15,0.63,5.89,25.85,0.8,0.98,,55.0,Satisfactory
+Bengaluru,2017-08-05,17.69,78.23,9.01,27.5,0.0,24.57,1.27,5.13,30.04,0.78,1.64,,106.0,Moderate
+Bengaluru,2017-08-06,15.21,81.72,8.53,27.33,0.0,24.46,2.44,5.32,6.06,0.64,3.42,,127.0,Moderate
+Bengaluru,2017-08-07,22.82,88.33,8.83,27.76,0.0,24.53,2.91,5.27,54.59,0.71,3.19,,176.0,Moderate
+Bengaluru,2017-08-08,21.07,99.54,8.48,27.75,0.0,24.43,2.01,5.79,48.17,0.74,1.98,,143.0,Moderate
+Bengaluru,2017-08-09,22.31,92.2,14.25,29.38,0.0,24.68,0.95,5.12,33.6,1.17,1.19,,74.0,Satisfactory
+Bengaluru,2017-08-10,14.14,77.12,10.87,27.85,0.0,24.56,0.61,4.46,9.71,1.01,1.06,,50.0,Good
+Bengaluru,2017-08-11,10.11,71.85,14.03,32.5,0.0,24.42,0.68,4.06,16.65,1.22,1.39,,56.0,Satisfactory
+Bengaluru,2017-08-12,3.91,61.7,12.54,32.46,0.0,,0.86,5.24,18.87,1.02,1.34,,50.0,Good
+Bengaluru,2017-08-13,4.69,116.59,16.42,32.78,,,1.14,4.6,23.74,1.21,1.11,,67.0,Satisfactory
+Bengaluru,2017-08-14,19.41,115.3,12.81,32.52,0.0,22.95,0.96,4.92,26.54,1.33,1.47,,82.0,Satisfactory
+Bengaluru,2017-08-15,20.88,68.12,14.75,29.7,0.0,24.17,0.64,5.4,7.35,0.84,0.84,,70.0,Satisfactory
+Bengaluru,2017-08-16,17.91,60.6,7.34,24.95,0.0,24.61,1.01,5.43,20.51,1.09,1.18,,65.0,Satisfactory
+Bengaluru,2017-08-17,18.42,78.23,5.51,29.56,0.0,24.71,1.25,4.51,21.86,1.03,0.76,,70.0,Satisfactory
+Bengaluru,2017-08-18,14.92,57.1,7.89,30.9,0.0,24.69,0.61,4.3,21.39,0.91,0.88,,64.0,Satisfactory
+Bengaluru,2017-08-19,18.66,53.12,9.13,27.62,0.0,24.52,0.68,4.7,20.13,0.77,0.66,,57.0,Satisfactory
+Bengaluru,2017-08-20,10.89,61.8,16.11,29.64,0.0,24.3,1.02,4.93,11.17,1.04,0.54,,63.0,Satisfactory
+Bengaluru,2017-08-21,14.53,88.86,11.74,28.09,0.0,24.48,0.95,4.92,16.04,0.71,0.56,,48.0,Good
+Bengaluru,2017-08-22,18.87,89.66,11.4,26.93,0.0,24.4,0.89,5.08,20.89,0.68,0.67,,63.0,Satisfactory
+Bengaluru,2017-08-23,18.18,75.76,9.12,26.59,0.0,24.3,0.85,4.21,27.15,0.95,1.01,,62.0,Satisfactory
+Bengaluru,2017-08-24,59.05,66.25,11.58,27.01,0.0,24.49,0.71,4.66,21.84,1.03,1.31,,68.0,Satisfactory
+Bengaluru,2017-08-25,97.97,49.59,8.83,25.15,0.0,24.22,0.57,4.71,19.86,0.85,0.82,,172.0,Moderate
+Bengaluru,2017-08-26,14.19,72.62,9.51,26.25,0.0,25.06,0.97,4.61,19.83,0.61,0.54,,91.0,Satisfactory
+Bengaluru,2017-08-27,11.71,48.41,11.76,26.08,0.0,24.2,0.67,4.85,7.65,0.58,0.64,,39.0,Good
+Bengaluru,2017-08-28,17.58,89.92,15.21,28.01,0.0,24.36,0.86,5.52,13.12,0.55,0.62,,47.0,Good
+Bengaluru,2017-08-29,16.33,100.74,15.67,28.51,0.0,24.61,1.01,4.79,14.98,0.5,0.57,,57.0,Satisfactory
+Bengaluru,2017-08-30,20.42,90.87,10.24,26.31,0.0,24.58,0.85,4.85,16.33,0.69,0.69,,56.0,Satisfactory
+Bengaluru,2017-08-31,24.96,111.68,7.86,26.74,0.0,24.78,0.77,5.48,24.66,0.92,1.05,,69.0,Satisfactory
+Bengaluru,2017-09-01,158.67,86.06,12.57,26.66,0.0,24.45,1.25,4.92,13.48,1.37,1.78,,200.0,Moderate
+Bengaluru,2017-09-02,114.92,87.12,24.01,31.99,0.0,24.44,0.82,4.8,15.86,1.44,2.18,,135.0,Moderate
+Bengaluru,2017-09-03,14.2,59.94,16.73,30.59,0.0,24.2,0.68,4.77,29.74,0.9,1.2,,107.0,Moderate
+Bengaluru,2017-09-04,39.74,85.24,15.95,30.16,0.0,24.42,0.77,4.65,23.83,1.18,1.56,,74.0,Satisfactory
+Bengaluru,2017-09-05,14.2,98.1,13.44,28.6,0.0,24.44,1.34,5.28,23.99,1.59,1.86,,79.0,Satisfactory
+Bengaluru,2017-09-06,21.2,49.13,14.2,28.55,0.0,24.13,0.63,5.28,27.63,1.11,1.57,,101.0,Moderate
+Bengaluru,2017-09-07,9.57,100.44,14.26,30.93,0.0,24.37,0.7,5.62,12.5,1.37,1.83,,60.0,Satisfactory
+Bengaluru,2017-09-08,32.86,72.73,11.97,30.75,0.0,24.37,0.91,4.7,34.54,1.41,1.81,,75.0,Satisfactory
+Bengaluru,2017-09-09,22.63,83.19,17.49,36.31,0.0,24.34,0.69,4.83,15.06,1.44,2.21,,114.0,Moderate
+Bengaluru,2017-09-10,14.52,93.49,31.66,39.24,0.0,,0.68,5.96,9.66,0.94,1.27,,57.0,Satisfactory
+Bengaluru,2017-09-11,15.27,115.56,24.71,42.37,0.0,,0.73,6.18,9.5,1.11,1.03,,68.0,Satisfactory
+Bengaluru,2017-09-12,17.48,104.51,16.21,39.09,0.0,25.28,0.73,5.45,11.3,1.04,1.01,,68.0,Satisfactory
+Bengaluru,2017-09-13,16.5,108.42,12.07,34.8,0.0,24.62,0.67,4.68,12.87,0.96,1.11,,59.0,Satisfactory
+Bengaluru,2017-09-14,14.05,90.68,9.17,29.42,0.0,24.2,0.94,4.4,28.38,0.81,1.22,,63.0,Satisfactory
+Bengaluru,2017-09-15,8.58,71.81,11.34,31.38,0.0,25.08,0.58,4.68,18.53,0.93,1.01,,52.0,Satisfactory
+Bengaluru,2017-09-16,8.49,92.8,11.49,31.42,0.0,24.21,0.37,5.42,14.39,0.63,0.67,,49.0,Good
+Bengaluru,2017-09-17,7.02,52.78,12.3,31.84,0.0,23.37,0.42,5.52,5.9,0.55,0.64,,40.0,Good
+Bengaluru,2017-09-18,8.57,66.31,8.79,28.46,0.0,23.92,0.42,5.12,6.18,0.5,0.54,,43.0,Good
+Bengaluru,2017-09-19,7.68,87.05,8.76,29.35,0.0,23.97,0.42,5.56,19.64,0.55,0.55,,44.0,Good
+Bengaluru,2017-09-20,10.21,81.53,6.9,28.47,0.0,24.05,0.47,5.14,25.61,0.5,0.51,,52.0,Satisfactory
+Bengaluru,2017-09-21,12.64,80.51,7.32,28.19,0.0,24.04,0.38,5.16,24.16,0.57,0.6,,51.0,Satisfactory
+Bengaluru,2017-09-22,17.93,80.49,6.28,27.46,0.0,24.05,0.35,4.89,28.96,0.9,0.91,,51.0,Satisfactory
+Bengaluru,2017-09-23,21.62,91.14,10.16,30.95,0.0,24.15,0.4,5.3,41.31,1.65,2.24,,76.0,Satisfactory
+Bengaluru,2017-09-24,23.7,112.5,15.23,35.09,0.0,24.18,0.49,6.04,29.38,1.7,1.99,,76.0,Satisfactory
+Bengaluru,2017-09-25,19.26,53.18,8.88,29.23,0.0,23.77,0.4,5.49,24.14,1.31,1.97,,57.0,Satisfactory
+Bengaluru,2017-09-26,22.47,76.88,8.48,29.13,0.0,23.87,0.48,4.76,27.37,1.17,1.75,,65.0,Satisfactory
+Bengaluru,2017-09-27,28.3,50.86,15.29,38.34,0.0,22.64,0.57,6.16,7.85,1.23,2.04,,83.0,Satisfactory
+Bengaluru,2017-09-28,21.59,90.26,4.57,24.81,0.0,21.83,0.32,4.63,21.6,1.08,1.0,,56.0,Satisfactory
+Bengaluru,2017-09-29,22.36,71.25,7.58,29.64,0.0,23.84,0.5,5.13,8.95,0.85,0.69,,58.0,Satisfactory
+Bengaluru,2017-09-30,30.65,68.52,7.05,26.24,0.0,23.87,0.45,5.74,29.89,1.1,1.08,,61.0,Satisfactory
+Bengaluru,2017-10-01,20.01,57.46,5.63,27.01,1.37,23.86,0.38,4.53,21.92,0.96,0.92,,66.0,Satisfactory
+Bengaluru,2017-10-02,20.5,46.54,38.94,25.68,1.8,23.89,0.52,5.64,34.02,0.88,0.75,,69.0,Satisfactory
+Bengaluru,2017-10-03,22.85,63.75,6.46,25.43,1.81,23.95,0.49,4.49,29.93,0.88,0.83,,62.0,Satisfactory
+Bengaluru,2017-10-04,121.63,67.04,4.69,24.72,7.5,23.88,0.57,5.36,30.31,1.35,1.16,,125.0,Moderate
+Bengaluru,2017-10-05,21.36,42.33,13.18,32.24,21.6,24.02,0.66,5.07,10.53,0.97,1.11,,126.0,Moderate
+Bengaluru,2017-10-06,24.73,55.39,8.58,28.49,17.21,24.05,0.6,5.66,28.31,1.38,1.78,,80.0,Satisfactory
+Bengaluru,2017-10-07,29.16,70.61,9.98,26.77,17.23,25.33,0.58,4.55,21.99,1.16,1.67,,70.0,Satisfactory
+Bengaluru,2017-10-08,78.14,65.04,7.57,22.5,14.42,26.27,0.58,4.22,35.86,1.1,1.31,,104.0,Moderate
+Bengaluru,2017-10-09,26.08,71.87,9.19,25.0,15.19,26.53,1.35,5.2,20.43,2.17,2.84,,83.0,Satisfactory
+Bengaluru,2017-10-10,32.21,73.85,9.9,29.03,14.78,26.4,2.02,3.93,45.08,1.3,4.13,,130.0,Moderate
+Bengaluru,2017-10-11,22.5,62.71,14.24,31.64,17.4,26.24,0.64,4.38,34.99,1.7,2.37,,79.0,Satisfactory
+Bengaluru,2017-10-12,27.29,54.56,10.47,30.86,16.24,26.64,0.57,4.2,22.7,1.65,2.39,,71.0,Satisfactory
+Bengaluru,2017-10-13,24.83,52.24,10.69,30.63,16.58,26.23,0.5,4.49,14.59,1.63,2.33,,61.0,Satisfactory
+Bengaluru,2017-10-14,32.61,44.65,10.09,28.07,15.1,26.16,0.48,4.64,9.9,1.41,2.03,,67.0,Satisfactory
+Bengaluru,2017-10-15,40.34,50.86,14.0,34.04,18.62,26.03,0.46,4.22,13.39,0.93,1.22,,73.0,Satisfactory
+Bengaluru,2017-10-16,21.63,76.61,9.41,29.07,15.09,26.29,0.43,4.05,15.03,2.11,2.24,,58.0,Satisfactory
+Bengaluru,2017-10-17,27.86,118.88,14.4,35.25,21.29,26.83,0.55,4.37,17.23,3.02,3.41,,64.0,Satisfactory
+Bengaluru,2017-10-18,39.39,188.67,18.27,41.73,23.66,26.76,0.62,4.81,27.54,2.92,3.57,,98.0,Satisfactory
+Bengaluru,2017-10-19,44.66,147.94,12.47,32.42,21.72,26.71,0.57,4.39,34.64,1.21,2.2,,98.0,Satisfactory
+Bengaluru,2017-10-20,79.76,264.9,14.24,40.38,22.47,26.81,0.58,5.88,38.72,1.6,2.51,,177.0,Moderate
+Bengaluru,2017-10-21,39.67,157.62,8.15,32.18,16.86,26.51,0.87,5.69,34.89,1.01,1.49,,129.0,Moderate
+Bengaluru,2017-10-22,22.44,118.74,8.29,31.05,14.94,26.26,0.79,5.32,28.1,0.81,1.27,,79.0,Satisfactory
+Bengaluru,2017-10-23,26.85,123.41,9.24,33.32,17.72,26.38,1.08,5.39,33.95,1.18,1.86,,80.0,Satisfactory
+Bengaluru,2017-10-24,42.56,176.27,15.76,44.63,25.27,26.59,1.26,5.62,27.3,1.87,2.58,,94.0,Satisfactory
+Bengaluru,2017-10-25,35.29,134.15,16.44,43.04,26.42,26.4,1.59,4.42,20.57,0.91,1.07,,96.0,Satisfactory
+Bengaluru,2017-10-26,25.49,88.04,17.04,39.14,22.64,26.39,1.22,4.26,12.69,0.54,0.85,,75.0,Satisfactory
+Bengaluru,2017-10-27,26.03,87.11,13.99,36.53,19.54,26.4,1.03,4.26,19.69,0.59,0.81,,66.0,Satisfactory
+Bengaluru,2017-10-28,37.38,91.81,15.78,39.18,22.25,26.62,1.55,4.97,32.07,0.53,0.67,,80.0,Satisfactory
+Bengaluru,2017-10-29,47.47,100.35,15.01,39.01,21.46,26.6,1.08,4.3,36.67,0.0,0.06,,98.0,Satisfactory
+Bengaluru,2017-10-30,45.49,82.59,9.57,32.5,16.63,26.61,0.77,3.71,32.74,0.0,0.04,,102.0,Moderate
+Bengaluru,2017-10-31,122.41,68.08,12.13,33.67,24.36,26.65,0.84,3.6,47.84,0.0,0.19,,120.0,Moderate
+Bengaluru,2017-11-01,39.88,56.91,6.5,24.85,47.53,26.39,0.48,2.66,43.92,0.0,0.06,,141.0,Moderate
+Bengaluru,2017-11-02,66.54,57.13,7.2,26.81,50.52,26.14,0.44,4.15,44.38,0.0,0.09,,120.0,Moderate
+Bengaluru,2017-11-03,58.73,73.54,8.53,29.41,62.33,26.64,0.56,5.08,52.18,0.0,0.15,,159.0,Moderate
+Bengaluru,2017-11-04,41.02,64.65,14.44,34.07,27.96,26.61,0.76,3.3,43.23,0.02,0.11,,125.0,Moderate
+Bengaluru,2017-11-05,26.7,29.28,14.87,29.05,23.52,26.44,0.69,3.33,17.19,0.0,0.0,,59.0,Satisfactory
+Bengaluru,2017-11-06,22.05,27.3,11.58,29.82,22.24,26.93,0.75,3.15,6.75,0.0,0.25,,49.0,Good
+Bengaluru,2017-11-07,27.98,42.42,13.12,33.64,25.13,26.82,0.82,3.51,7.02,0.0,0.28,,68.0,Satisfactory
+Bengaluru,2017-11-08,26.89,40.08,13.32,33.43,25.46,26.82,0.86,2.98,13.74,0.0,0.2,,54.0,Satisfactory
+Bengaluru,2017-11-09,25.94,66.25,12.3,37.65,26.42,26.77,0.97,3.26,30.46,0.0,0.21,,70.0,Satisfactory
+Bengaluru,2017-11-10,31.21,51.65,9.12,30.19,20.93,25.71,0.9,2.76,24.08,0.0,0.25,,75.0,Satisfactory
+Bengaluru,2017-11-11,32.87,77.14,10.67,36.09,24.53,26.5,0.99,3.99,30.86,0.0,0.18,,77.0,Satisfactory
+Bengaluru,2017-11-12,26.99,72.0,10.11,36.27,24.2,26.38,0.86,3.85,14.76,0.01,0.0,,69.0,Satisfactory
+Bengaluru,2017-11-13,30.4,57.77,9.61,32.51,22.14,26.54,0.74,3.68,43.16,0.0,0.12,,65.0,Satisfactory
+Bengaluru,2017-11-14,26.94,65.86,8.67,30.57,20.53,26.59,0.91,4.15,37.68,0.01,0.0,,68.0,Satisfactory
+Bengaluru,2017-11-15,30.7,66.28,5.9,27.55,17.34,26.72,0.93,3.88,39.31,0.05,0.12,,66.0,Satisfactory
+Bengaluru,2017-11-16,37.93,78.07,9.59,34.47,23.09,26.88,0.95,4.34,34.31,0.02,0.14,,76.0,Satisfactory
+Bengaluru,2017-11-17,35.72,71.36,5.76,30.34,18.76,26.65,0.89,3.97,37.48,0.0,0.21,,81.0,Satisfactory
+Bengaluru,2017-11-18,34.96,63.17,8.73,36.57,22.57,26.87,0.71,3.59,19.28,0.01,0.09,,64.0,Satisfactory
+Bengaluru,2017-11-19,30.66,59.05,11.02,39.44,25.1,26.56,0.92,3.76,15.11,0.01,0.0,,68.0,Satisfactory
+Bengaluru,2017-11-20,32.21,58.7,10.9,36.61,25.05,26.43,0.91,3.59,17.27,0.01,0.0,,62.0,Satisfactory
+Bengaluru,2017-11-21,25.79,41.37,12.88,34.1,26.66,26.4,0.89,3.83,3.14,0.0,0.0,,60.0,Satisfactory
+Bengaluru,2017-11-22,44.84,46.73,12.04,37.02,28.5,26.84,0.85,3.36,15.6,0.01,0.14,,65.0,Satisfactory
+Bengaluru,2017-11-23,38.07,63.39,11.09,42.75,28.13,27.21,0.98,4.05,28.57,0.0,0.07,,87.0,Satisfactory
+Bengaluru,2017-11-24,17.64,80.23,12.17,46.1,30.94,26.78,0.95,3.89,29.13,0.0,0.07,,82.0,Satisfactory
+Bengaluru,2017-11-25,17.81,81.86,15.43,50.65,34.88,,0.94,3.81,38.5,0.02,0.0,,72.0,Satisfactory
+Bengaluru,2017-11-26,15.67,69.67,15.31,48.12,33.72,,0.9,3.75,35.73,0.0,0.0,,69.0,Satisfactory
+Bengaluru,2017-11-27,10.7,57.05,16.9,47.51,34.14,,0.92,3.82,24.36,0.01,0.0,,58.0,Satisfactory
+Bengaluru,2017-11-28,11.46,65.13,15.56,50.06,34.51,,0.93,3.95,22.54,0.02,0.0,,58.0,Satisfactory
+Bengaluru,2017-11-29,197.41,64.65,11.01,39.39,26.59,,0.77,3.99,23.71,0.0,0.0,,82.0,Satisfactory
+Bengaluru,2017-11-30,74.5,36.84,10.38,32.3,22.72,,0.97,4.12,19.73,0.0,0.0,,68.0,Satisfactory
+Bengaluru,2017-12-01,1.76,19.23,8.52,31.43,21.32,,0.65,3.23,4.11,0.0,0.0,,53.0,Satisfactory
+Bengaluru,2017-12-02,1.72,53.35,8.64,35.74,23.42,,0.62,2.98,4.61,0.0,0.0,,26.0,Good
+Bengaluru,2017-12-03,32.42,69.73,13.43,42.05,29.32,,0.86,2.16,8.9,0.0,0.02,,54.0,Satisfactory
+Bengaluru,2017-12-04,18.72,71.86,13.35,42.47,30.26,,0.86,2.58,24.47,0.0,0.0,,68.0,Satisfactory
+Bengaluru,2017-12-05,11.27,63.98,12.38,40.08,25.19,,0.7,3.02,12.45,0.0,0.0,,63.0,Satisfactory
+Bengaluru,2017-12-06,93.7,92.18,12.0,44.52,28.15,25.89,0.89,4.86,,0.0,0.43,,83.0,Satisfactory
+Bengaluru,2017-12-07,70.22,77.97,15.06,47.64,31.84,37.81,1.27,4.42,,,2.92,,96.0,Satisfactory
+Bengaluru,2017-12-08,103.18,93.55,28.0,66.21,50.17,68.36,1.05,4.75,,,1.33,,120.0,Moderate
+Bengaluru,2017-12-09,90.59,108.41,21.48,62.95,44.62,30.02,1.1,4.86,,,1.38,,148.0,Moderate
+Bengaluru,2017-12-10,81.28,117.05,17.62,57.89,38.79,42.43,1.06,4.96,,,1.2,,133.0,Moderate
+Bengaluru,2017-12-11,63.5,85.74,8.19,38.93,41.9,37.61,0.78,4.41,,,1.31,,143.0,Moderate
+Bengaluru,2017-12-12,,85.6,7.87,33.87,33.0,54.97,0.57,3.84,,,1.31,,86.0,Satisfactory
+Bengaluru,2017-12-13,,93.92,10.44,39.02,28.17,87.2,0.79,3.72,,,1.25,,75.0,Satisfactory
+Bengaluru,2017-12-14,161.35,73.5,16.43,43.69,34.18,56.03,0.94,3.71,,,1.18,,86.0,Satisfactory
+Bengaluru,2017-12-15,85.57,55.14,42.05,81.78,67.93,28.03,0.96,2.87,,,1.17,,122.0,Moderate
+Bengaluru,2017-12-16,75.91,63.26,12.88,42.57,29.85,,0.8,3.2,,,1.13,,119.0,Moderate
+Bengaluru,2017-12-17,79.75,69.56,12.25,48.64,31.65,,0.89,3.56,,,1.07,,100.0,Satisfactory
+Bengaluru,2017-12-18,84.85,81.51,13.94,63.33,39.92,,0.89,3.66,,,1.14,,108.0,Moderate
+Bengaluru,2017-12-19,76.92,72.71,10.01,50.27,31.68,65.03,0.97,3.71,,,1.19,,112.0,Moderate
+Bengaluru,2017-12-20,107.9,70.28,11.34,80.93,88.57,57.13,1.0,6.38,,,1.21,,110.0,Moderate
+Bengaluru,2017-12-21,84.55,62.23,10.59,115.11,69.84,49.98,0.95,5.76,,,1.13,,131.0,Moderate
+Bengaluru,2017-12-22,71.71,58.04,11.41,142.35,77.93,37.0,0.95,3.32,,,1.17,,93.0,Satisfactory
+Bengaluru,2017-12-23,56.14,60.26,10.11,61.7,37.69,80.1,0.9,3.55,,,1.22,,91.0,Satisfactory
+Bengaluru,2017-12-24,48.78,38.57,3.71,31.49,17.8,84.26,0.69,2.29,,,1.11,,70.0,Satisfactory
+Bengaluru,2017-12-25,159.52,45.31,4.58,29.62,14.41,72.53,0.71,2.78,,,1.22,,91.0,Satisfactory
+Bengaluru,2017-12-26,63.3,60.95,7.62,32.19,20.89,37.01,0.81,2.72,,,1.21,,174.0,Moderate
+Bengaluru,2017-12-27,73.7,87.05,6.4,44.73,26.75,9.77,0.91,3.4,,0.0,0.97,,99.0,Satisfactory
+Bengaluru,2017-12-28,62.76,83.3,7.0,44.56,25.49,10.45,0.96,3.38,52.72,0.0,0.95,,109.0,Moderate
+Bengaluru,2017-12-29,32.57,74.48,10.82,48.73,27.48,9.6,1.13,3.6,17.18,,1.2,,85.0,Satisfactory
+Bengaluru,2017-12-30,26.74,70.68,10.05,42.6,24.2,8.98,1.06,3.26,33.48,,1.16,,77.0,Satisfactory
+Bengaluru,2017-12-31,18.29,59.11,11.9,41.94,24.62,,1.02,2.95,32.36,,,,72.0,Satisfactory
+Bengaluru,2018-01-01,38.06,74.54,9.91,42.23,22.62,,1.04,3.2,25.89,,,,73.0,Satisfactory
+Bengaluru,2018-01-02,35.12,78.63,7.16,41.7,21.46,,1.0,3.37,24.78,,,,86.0,Satisfactory
+Bengaluru,2018-01-03,28.84,69.71,9.57,50.19,25.24,,1.09,2.8,35.27,,,,84.0,Satisfactory
+Bengaluru,2018-01-04,24.57,80.05,6.77,46.14,25.4,,0.96,3.32,46.62,,,,86.0,Satisfactory
+Bengaluru,2018-01-05,24.31,93.29,7.99,52.5,27.28,,1.04,5.34,51.89,,,,95.0,Satisfactory
+Bengaluru,2018-01-06,30.02,94.22,7.64,51.77,26.54,,0.98,4.28,59.57,,,,102.0,Moderate
+Bengaluru,2018-01-07,40.05,94.39,8.23,49.36,24.43,,0.99,3.37,62.13,,,,104.0,Moderate
+Bengaluru,2018-01-08,34.88,77.23,5.06,46.38,24.61,,0.93,4.26,76.84,,,,93.0,Satisfactory
+Bengaluru,2018-01-09,28.74,76.89,6.83,43.41,22.08,,0.96,16.6,70.18,3.33,23.53,,84.0,Satisfactory
+Bengaluru,2018-01-10,31.37,71.0,6.82,29.81,20.93,45.45,0.89,3.16,54.29,0.0,0.39,,75.0,Satisfactory
+Bengaluru,2018-01-11,54.32,63.45,11.14,45.27,31.34,48.27,0.96,4.91,37.03,0.0,0.32,,76.0,Satisfactory
+Bengaluru,2018-01-12,37.55,76.54,8.15,36.51,24.24,42.34,1.35,5.74,48.6,0.0,0.3,,115.0,Moderate
+Bengaluru,2018-01-13,36.12,98.69,9.71,43.3,28.98,41.38,0.93,3.51,47.39,0.0,0.25,,101.0,Moderate
+Bengaluru,2018-01-14,34.43,110.99,10.94,44.87,30.63,36.21,1.29,3.2,53.1,0.0,1.11,,118.0,Moderate
+Bengaluru,2018-01-15,38.84,100.57,5.56,33.96,20.85,33.68,0.89,3.35,66.4,0.0,0.23,,98.0,Satisfactory
+Bengaluru,2018-01-16,41.35,99.23,7.45,41.68,26.35,36.95,0.92,3.47,59.88,0.0,0.22,,92.0,Satisfactory
+Bengaluru,2018-01-17,46.76,101.11,6.61,37.47,23.5,36.51,0.92,3.58,64.8,0.0,0.29,,98.0,Satisfactory
+Bengaluru,2018-01-18,37.73,103.52,6.75,39.62,24.32,34.11,1.01,3.66,65.34,0.0,0.39,,100.0,Satisfactory
+Bengaluru,2018-01-19,55.0,92.99,5.92,38.68,23.41,36.27,1.21,4.22,71.99,0.0,0.36,,104.0,Moderate
+Bengaluru,2018-01-20,33.34,114.17,5.78,38.67,23.33,40.27,1.16,4.32,80.04,0.0,0.37,,122.0,Moderate
+Bengaluru,2018-01-21,33.55,104.31,4.8,33.77,20.26,45.24,1.14,3.97,81.55,0.0,0.26,,103.0,Moderate
+Bengaluru,2018-01-22,39.03,119.95,3.95,34.14,19.57,50.22,1.14,4.24,77.88,0.0,0.44,,96.0,Satisfactory
+Bengaluru,2018-01-23,48.08,132.27,4.23,35.2,20.22,57.58,1.24,4.59,60.85,0.08,0.39,,102.0,Moderate
+Bengaluru,2018-01-24,45.88,125.43,8.52,44.92,28.47,68.02,1.19,4.59,43.36,0.2,0.39,,104.0,Moderate
+Bengaluru,2018-01-25,39.93,129.02,5.5,33.76,20.55,64.75,1.06,4.19,56.22,0.0,0.35,,101.0,Moderate
+Bengaluru,2018-01-26,39.28,117.17,4.06,32.42,18.82,57.65,0.94,4.24,63.78,0.0,0.39,,98.0,Satisfactory
+Bengaluru,2018-01-27,47.03,143.26,5.03,36.38,21.59,57.83,1.04,4.21,61.21,0.04,0.46,,104.0,Moderate
+Bengaluru,2018-01-28,39.38,124.79,3.93,30.66,18.06,58.16,0.89,4.28,62.46,0.0,0.29,,109.0,Moderate
+Bengaluru,2018-01-29,33.47,114.19,4.67,36.21,20.86,60.91,1.05,4.17,55.34,0.0,0.29,,94.0,Satisfactory
+Bengaluru,2018-01-30,53.56,115.21,4.15,32.79,18.96,70.16,0.99,3.89,56.31,0.0,0.4,,99.0,Satisfactory
+Bengaluru,2018-01-31,37.93,112.97,4.4,36.09,20.81,73.36,1.06,4.07,52.6,0.0,0.46,,109.0,Moderate
+Bengaluru,2018-02-01,33.99,106.5,9.03,49.14,31.0,81.64,1.08,5.01,41.2,0.0,0.41,,94.0,Satisfactory
+Bengaluru,2018-02-02,29.63,103.77,5.9,42.78,25.09,75.97,1.44,4.38,49.36,0.0,1.34,,118.0,Moderate
+Bengaluru,2018-02-03,28.81,104.97,4.62,33.25,19.43,75.86,1.04,6.48,46.48,0.0,0.24,,88.0,Satisfactory
+Bengaluru,2018-02-04,23.31,99.74,4.32,32.25,17.81,60.26,0.93,12.74,42.53,0.01,0.02,,87.0,Satisfactory
+Bengaluru,2018-02-05,29.23,94.58,5.35,32.53,19.56,74.39,0.95,3.37,40.8,0.0,0.18,,81.0,Satisfactory
+Bengaluru,2018-02-06,32.55,98.75,3.97,29.05,17.18,83.02,0.89,3.52,40.51,0.0,0.26,,85.0,Satisfactory
+Bengaluru,2018-02-07,30.93,95.75,5.67,30.04,18.77,89.31,0.94,3.22,25.11,0.0,0.07,,79.0,Satisfactory
+Bengaluru,2018-02-08,35.48,87.19,13.58,45.34,32.12,94.19,1.1,4.2,27.4,0.0,0.25,,80.0,Satisfactory
+Bengaluru,2018-02-09,37.87,96.52,7.72,43.01,26.93,98.39,1.01,4.36,30.91,2.62,2.58,,95.0,Satisfactory
+Bengaluru,2018-02-10,30.34,84.89,8.37,39.51,25.66,90.65,0.99,6.63,25.27,1.74,4.2,,83.0,Satisfactory
+Bengaluru,2018-02-11,28.29,96.63,5.06,23.84,14.77,62.54,0.88,3.42,38.11,0.64,0.92,,76.0,Satisfactory
+Bengaluru,2018-02-12,27.9,88.93,5.34,24.85,15.02,,0.98,2.99,32.61,0.47,0.89,,74.0,Satisfactory
+Bengaluru,2018-02-13,30.53,55.15,3.37,17.2,12.96,,1.01,1.84,44.28,0.4,0.91,,78.0,Satisfactory
+Bengaluru,2018-02-14,32.43,68.55,3.69,17.59,13.54,,0.96,1.61,38.23,0.3,0.8,,71.0,Satisfactory
+Bengaluru,2018-02-15,30.19,59.31,3.96,18.7,15.35,,0.96,1.47,35.76,0.72,0.96,,71.0,Satisfactory
+Bengaluru,2018-02-16,29.62,53.91,6.66,30.03,22.24,,0.98,2.79,36.38,0.88,1.17,,70.0,Satisfactory
+Bengaluru,2018-02-17,32.11,70.68,8.19,37.85,23.18,,1.03,8.54,43.4,1.51,1.91,,77.0,Satisfactory
+Bengaluru,2018-02-18,27.53,64.77,3.13,22.89,15.17,,0.95,5.69,49.17,0.94,0.91,,83.0,Satisfactory
+Bengaluru,2018-02-19,28.6,62.32,3.48,26.23,17.17,,1.05,4.22,51.46,0.71,1.06,,82.0,Satisfactory
+Bengaluru,2018-02-20,28.89,66.18,2.78,22.48,16.61,,1.09,3.15,55.88,0.56,1.02,,81.0,Satisfactory
+Bengaluru,2018-02-21,34.62,79.69,5.45,32.97,20.66,,0.98,3.36,52.95,0.9,1.12,,80.0,Satisfactory
+Bengaluru,2018-02-22,37.13,64.91,7.04,39.61,26.13,,0.95,3.19,52.15,0.87,1.19,,82.0,Satisfactory
+Bengaluru,2018-02-23,34.6,71.15,3.84,31.9,19.82,,0.94,2.94,52.09,0.68,1.04,,83.0,Satisfactory
+Bengaluru,2018-02-24,26.41,56.42,3.63,19.98,15.15,,0.96,2.35,35.76,0.18,0.83,,81.0,Satisfactory
+Bengaluru,2018-02-25,21.87,33.81,3.17,14.46,13.05,,0.92,2.34,37.55,0.03,0.69,,69.0,Satisfactory
+Bengaluru,2018-02-26,21.31,25.9,7.96,27.46,23.09,,1.01,2.61,30.2,0.41,0.9,,68.0,Satisfactory
+Bengaluru,2018-02-27,23.35,30.13,7.4,26.31,20.8,,0.94,3.87,32.51,0.29,0.78,,71.0,Satisfactory
+Bengaluru,2018-02-28,29.3,56.03,7.13,32.9,25.1,,1.04,3.4,31.63,0.63,0.99,,81.0,Satisfactory
+Bengaluru,2018-03-01,29.48,99.47,4.8,27.41,20.33,,0.95,3.09,36.47,0.53,0.92,,83.0,Satisfactory
+Bengaluru,2018-03-02,30.38,116.47,4.88,38.24,21.33,,0.98,3.53,45.24,0.63,0.98,,87.0,Satisfactory
+Bengaluru,2018-03-03,38.39,121.49,6.26,36.26,26.83,,1.0,3.14,43.82,0.77,1.17,,92.0,Satisfactory
+Bengaluru,2018-03-04,36.56,128.58,3.02,24.85,31.34,,1.02,4.2,44.8,0.5,0.91,,84.0,Satisfactory
+Bengaluru,2018-03-05,30.79,94.71,7.78,34.44,39.95,,1.02,3.71,36.83,0.47,0.93,,86.0,Satisfactory
+Bengaluru,2018-03-06,32.09,109.19,5.78,32.76,29.06,,0.96,3.85,33.61,0.4,0.93,,87.0,Satisfactory
+Bengaluru,2018-03-07,33.88,114.17,3.4,25.14,19.18,,0.98,3.83,46.63,0.38,0.75,,90.0,Satisfactory
+Bengaluru,2018-03-08,41.37,125.36,4.18,27.15,19.49,,1.08,3.66,40.31,0.35,0.7,,99.0,Satisfactory
+Bengaluru,2018-03-09,59.48,133.95,12.31,47.26,31.65,,1.09,4.07,40.87,1.1,1.5,,104.0,Moderate
+Bengaluru,2018-03-10,59.82,143.26,4.32,37.1,25.26,,1.05,4.18,33.03,0.41,0.94,,109.0,Moderate
+Bengaluru,2018-03-11,45.19,123.62,2.76,22.32,20.37,,1.03,3.7,45.61,0.2,0.53,,106.0,Moderate
+Bengaluru,2018-03-12,35.82,105.52,3.16,17.43,16.54,,1.05,4.01,38.92,0.03,0.25,,92.0,Satisfactory
+Bengaluru,2018-03-13,20.49,63.71,4.21,14.01,13.79,,1.14,4.08,20.48,0.05,0.58,,76.0,Satisfactory
+Bengaluru,2018-03-14,29.23,85.74,3.6,16.94,15.38,,1.15,4.17,38.25,0.0,0.77,,75.0,Satisfactory
+Bengaluru,2018-03-15,26.46,54.8,8.41,22.08,17.84,,1.15,3.95,26.5,0.22,1.07,,77.0,Satisfactory
+Bengaluru,2018-03-16,19.13,33.54,7.07,28.79,15.29,,1.03,3.88,23.65,0.03,0.76,,71.0,Satisfactory
+Bengaluru,2018-03-17,23.01,33.85,5.6,27.98,22.16,,1.02,4.27,26.48,0.3,1.22,,74.0,Satisfactory
+Bengaluru,2018-03-18,20.75,33.52,3.76,16.69,25.18,,1.09,3.39,20.61,0.0,0.57,,53.0,Satisfactory
+Bengaluru,2018-03-19,31.94,57.31,4.22,24.94,28.1,,0.97,3.33,50.57,0.06,0.53,,61.0,Satisfactory
+Bengaluru,2018-03-20,43.91,70.07,4.42,35.38,34.02,,1.49,3.26,46.5,0.26,0.85,,97.0,Satisfactory
+Bengaluru,2018-03-21,42.72,98.38,3.75,31.97,31.3,,1.55,3.02,53.46,0.25,1.1,,124.0,Moderate
+Bengaluru,2018-03-22,31.78,176.51,19.92,50.97,38.75,,1.83,3.78,34.26,0.71,1.46,,135.0,Moderate
+Bengaluru,2018-03-23,40.18,136.77,27.3,62.66,50.12,,1.23,3.89,32.05,1.39,2.08,,127.0,Moderate
+Bengaluru,2018-03-24,37.72,141.77,4.06,27.94,28.5,,0.82,3.61,58.64,0.23,1.14,,100.0,Satisfactory
+Bengaluru,2018-03-25,38.84,113.42,4.49,27.43,47.05,,1.05,3.59,54.78,0.0,0.77,,98.0,Satisfactory
+Bengaluru,2018-03-26,,94.3,6.77,35.66,31.84,,0.67,5.17,,0.0,0.77,,100.0,Satisfactory
+Bengaluru,2018-03-27,19.85,72.36,7.68,34.2,23.6,,0.78,6.99,73.5,1.58,1.04,,87.0,Satisfactory
+Bengaluru,2018-03-28,,,,,33.78,,1.01,,,0.0,0.81,,,
+Bengaluru,2018-03-29,,129.91,6.31,45.77,41.75,,1.2,1.5,,0.0,0.82,,,
+Bengaluru,2018-03-30,,126.18,3.64,25.98,34.17,,1.05,1.48,,0.0,0.78,,118.0,Moderate
+Bengaluru,2018-03-31,,95.37,3.67,24.6,27.21,,1.05,2.58,,0.0,0.82,,104.0,Moderate
+Bengaluru,2018-04-01,,112.89,3.56,22.45,17.49,,0.86,2.83,,0.0,0.74,,102.0,Moderate
+Bengaluru,2018-04-02,,96.92,5.94,26.81,31.9,,1.0,3.0,,0.0,0.76,,107.0,Moderate
+Bengaluru,2018-04-03,,100.63,9.49,40.15,49.37,,1.15,3.91,,0.0,0.86,,98.0,Satisfactory
+Bengaluru,2018-04-04,,106.41,5.83,35.38,45.2,,0.89,3.42,,0.0,0.76,,108.0,Moderate
+Bengaluru,2018-04-05,,114.6,5.13,33.5,51.07,,1.22,3.39,,0.0,0.78,,107.0,Moderate
+Bengaluru,2018-04-06,,108.71,7.27,37.46,55.02,,1.03,3.64,,0.0,0.75,,108.0,Moderate
+Bengaluru,2018-04-07,,109.09,4.89,28.66,33.33,,0.78,3.55,,0.0,0.72,,106.0,Moderate
+Bengaluru,2018-04-08,,94.63,4.36,24.25,12.97,,0.66,3.4,,0.0,0.68,,103.0,Moderate
+Bengaluru,2018-04-09,,67.05,5.04,23.57,10.6,,0.7,3.34,,0.0,0.72,,93.0,Satisfactory
+Bengaluru,2018-04-10,,64.9,6.41,29.63,36.05,,0.88,3.47,,0.0,0.76,,,
+Bengaluru,2018-04-11,,63.33,4.66,24.34,43.24,,1.0,3.4,,0.0,0.76,,,
+Bengaluru,2018-04-12,,64.13,5.74,26.2,39.18,,0.9,3.24,,0.0,0.73,,88.0,Satisfactory
+Bengaluru,2018-04-13,28.96,57.17,5.8,25.44,41.42,,0.98,3.56,,0.0,0.69,,65.0,Satisfactory
+Bengaluru,2018-04-14,,60.06,4.67,22.0,35.53,,0.96,3.8,,0.0,0.42,,62.0,Satisfactory
+Bengaluru,2018-04-15,,57.83,3.99,16.94,17.16,,0.67,3.42,,0.0,0.33,,65.0,Satisfactory
+Bengaluru,2018-04-16,30.43,55.0,5.41,19.09,12.56,,0.69,3.01,,0.28,0.42,,61.0,Satisfactory
+Bengaluru,2018-04-17,32.38,61.9,7.83,27.27,32.3,,0.87,2.74,,0.0,0.28,,70.0,Satisfactory
+Bengaluru,2018-04-18,36.4,69.46,6.2,30.93,35.66,,0.96,2.73,,0.0,0.32,,67.0,Satisfactory
+Bengaluru,2018-04-19,47.67,79.33,4.34,27.36,18.62,,0.91,6.9,,0.91,1.2,,81.0,Satisfactory
+Bengaluru,2018-04-20,36.52,60.94,8.43,32.2,27.12,,0.85,2.28,66.22,1.5,1.82,,85.0,Satisfactory
+Bengaluru,2018-04-21,33.4,84.17,7.43,37.81,41.59,,0.9,2.7,,1.87,2.19,,79.0,Satisfactory
+Bengaluru,2018-04-22,33.42,75.88,3.64,19.6,23.46,,0.78,3.94,,1.86,2.05,,74.0,Satisfactory
+Bengaluru,2018-04-23,41.19,60.47,4.23,19.98,22.84,,0.8,3.94,90.99,1.72,2.14,,66.0,Satisfactory
+Bengaluru,2018-04-24,42.62,77.31,6.45,29.87,24.4,,0.82,4.05,55.89,1.75,1.94,,82.0,Satisfactory
+Bengaluru,2018-04-25,42.99,58.32,9.48,53.65,29.28,,0.98,4.06,49.01,2.7,2.85,,74.0,Satisfactory
+Bengaluru,2018-04-26,49.93,,3.29,24.84,21.13,,0.85,5.71,46.4,2.74,2.63,,83.0,Satisfactory
+Bengaluru,2018-04-27,44.12,,2.79,20.7,30.23,,1.16,5.25,53.72,1.71,1.8,,103.0,Moderate
+Bengaluru,2018-04-28,39.22,,3.52,21.73,31.32,,0.91,5.54,40.12,0.76,1.24,,82.0,Satisfactory
+Bengaluru,2018-04-29,44.57,,3.55,28.96,26.98,,0.69,6.03,45.33,0.85,1.32,,81.0,Satisfactory
+Bengaluru,2018-04-30,187.49,,3.4,25.4,12.72,,1.14,5.46,46.3,0.81,1.19,,100.0,Satisfactory
+Bengaluru,2018-05-01,59.11,,3.0,18.64,9.9,,0.59,6.12,48.92,0.12,0.43,,352.0,Very Poor
+Bengaluru,2018-05-02,65.71,,3.54,24.39,21.7,,0.9,9.43,41.52,0.22,0.54,,114.0,Moderate
+Bengaluru,2018-05-03,44.58,,5.02,34.25,31.13,,0.88,5.83,46.69,0.23,0.47,,98.0,Satisfactory
+Bengaluru,2018-05-04,113.31,,3.72,26.78,36.23,,1.16,6.65,45.87,0.28,0.57,,73.0,Satisfactory
+Bengaluru,2018-05-05,62.35,,3.63,33.46,18.98,,0.72,4.22,38.61,0.28,0.66,,144.0,Moderate
+Bengaluru,2018-05-06,79.0,,3.35,24.55,14.69,,0.73,5.71,44.38,0.24,0.55,,99.0,Satisfactory
+Bengaluru,2018-05-07,50.52,,28.39,60.58,32.23,,0.91,5.1,36.48,0.53,0.92,,151.0,Moderate
+Bengaluru,2018-05-08,55.88,,4.95,33.39,13.81,,0.8,6.3,32.43,1.25,1.61,,113.0,Moderate
+Bengaluru,2018-05-09,32.46,,3.82,27.7,19.63,,0.69,5.64,52.6,0.77,1.19,,76.0,Satisfactory
+Bengaluru,2018-05-10,28.99,,6.84,27.51,17.75,,0.81,5.31,41.46,0.71,1.15,,65.0,Satisfactory
+Bengaluru,2018-05-11,27.03,,7.84,39.99,18.71,,0.89,5.48,24.19,0.82,1.28,,59.0,Satisfactory
+Bengaluru,2018-05-12,27.01,,3.38,24.22,13.98,,0.88,4.33,39.45,0.76,1.22,,62.0,Satisfactory
+Bengaluru,2018-05-13,26.73,,3.42,26.31,13.73,,0.86,5.76,46.78,0.72,1.19,,60.0,Satisfactory
+Bengaluru,2018-05-14,33.13,,5.95,47.07,21.25,,0.87,7.1,37.5,0.85,1.34,,69.0,Satisfactory
+Bengaluru,2018-05-15,35.64,,7.74,41.15,18.25,,0.7,6.35,44.59,0.83,1.29,,64.0,Satisfactory
+Bengaluru,2018-05-16,34.36,,5.28,34.6,16.48,,0.82,6.26,29.15,0.79,1.31,,61.0,Satisfactory
+Bengaluru,2018-05-17,39.69,,3.42,24.0,15.82,,0.9,5.16,41.75,0.7,1.22,,65.0,Satisfactory
+Bengaluru,2018-05-18,43.05,124.39,13.78,33.14,27.53,,1.1,4.09,35.22,0.82,1.37,,92.0,Satisfactory
+Bengaluru,2018-05-19,45.09,94.78,17.64,42.69,34.28,,0.98,4.82,42.52,0.99,1.6,,98.0,Satisfactory
+Bengaluru,2018-05-20,47.83,66.81,3.31,18.67,10.96,,0.79,4.3,47.98,0.7,1.17,,80.0,Satisfactory
+Bengaluru,2018-05-21,52.64,58.23,8.66,33.17,19.8,,0.8,4.51,36.12,0.98,1.28,,71.0,Satisfactory
+Bengaluru,2018-05-22,59.24,71.88,5.24,35.39,20.95,,1.06,3.12,41.2,0.47,1.02,,90.0,Satisfactory
+Bengaluru,2018-05-23,62.6,84.46,7.04,35.36,26.25,,0.93,4.33,30.74,0.52,1.38,,117.0,Moderate
+Bengaluru,2018-05-24,35.4,65.64,6.35,32.53,21.18,,0.92,4.77,34.78,0.37,1.04,,70.0,Satisfactory
+Bengaluru,2018-05-25,46.14,64.28,7.52,30.05,21.53,,0.95,4.87,27.78,0.28,1.07,,73.0,Satisfactory
+Bengaluru,2018-05-26,33.64,43.62,13.58,30.58,26.53,,1.12,3.78,22.59,0.36,0.76,,76.0,Satisfactory
+Bengaluru,2018-05-27,41.73,52.37,11.87,29.69,27.37,,1.02,3.86,19.04,0.17,0.61,,89.0,Satisfactory
+Bengaluru,2018-05-28,29.29,48.38,6.2,18.87,18.11,,1.19,4.26,30.76,0.09,0.53,,80.0,Satisfactory
+Bengaluru,2018-05-29,16.92,27.94,6.37,15.29,17.52,,1.18,3.57,27.82,0.1,1.02,,67.0,Satisfactory
+Bengaluru,2018-05-30,35.67,38.75,6.7,21.27,16.18,,1.01,3.68,23.37,0.2,1.29,,60.0,Satisfactory
+Bengaluru,2018-05-31,33.16,41.38,7.15,22.99,17.21,,1.03,3.55,21.01,0.47,2.92,,73.0,Satisfactory
+Bengaluru,2018-06-01,42.07,60.8,8.89,25.48,19.15,,0.99,3.69,24.28,0.28,1.56,,68.0,Satisfactory
+Bengaluru,2018-06-02,44.47,54.34,10.58,35.43,24.13,,1.06,6.55,23.96,0.43,2.13,,86.0,Satisfactory
+Bengaluru,2018-06-03,38.79,29.26,7.51,22.36,15.78,,1.01,4.18,16.46,0.28,1.76,,88.0,Satisfactory
+Bengaluru,2018-06-04,23.35,28.86,8.65,20.58,16.36,,0.96,4.39,15.51,0.11,0.94,,60.0,Satisfactory
+Bengaluru,2018-06-05,25.5,22.18,8.03,16.5,15.62,,0.94,6.31,16.54,0.13,1.09,,61.0,Satisfactory
+Bengaluru,2018-06-06,22.77,27.69,7.8,17.25,15.45,,1.04,7.21,12.58,0.11,1.02,,63.0,Satisfactory
+Bengaluru,2018-06-07,25.27,31.71,9.77,16.84,17.37,,1.0,5.85,13.22,0.07,0.77,,70.0,Satisfactory
+Bengaluru,2018-06-08,19.28,21.36,9.94,15.8,16.94,18.55,0.91,6.23,11.05,0.05,0.64,,50.0,Good
+Bengaluru,2018-06-09,19.32,26.98,9.68,16.01,16.88,,0.96,5.35,15.82,0.06,0.56,,52.0,Satisfactory
+Bengaluru,2018-06-10,18.93,28.7,13.55,20.85,20.16,,0.92,5.19,12.71,0.01,0.51,,51.0,Satisfactory
+Bengaluru,2018-06-11,23.76,34.25,10.26,15.51,18.29,,0.99,4.66,10.74,0.28,0.88,,65.0,Satisfactory
+Bengaluru,2018-06-12,23.78,48.19,9.05,13.32,15.48,,0.99,3.37,13.91,1.11,2.42,,50.0,Good
+Bengaluru,2018-06-13,27.34,48.59,10.17,15.9,18.48,,0.95,4.0,12.97,1.03,2.41,,49.0,Good
+Bengaluru,2018-06-14,31.79,35.64,10.85,19.26,20.84,,1.02,2.91,16.41,0.59,1.4,,61.0,Satisfactory
+Bengaluru,2018-06-15,61.43,33.51,9.95,23.54,21.94,54.13,1.01,3.21,18.53,0.85,1.74,,83.0,Satisfactory
+Bengaluru,2018-06-16,22.24,43.59,9.44,18.63,20.74,65.66,1.09,3.24,13.77,1.22,2.42,,106.0,Moderate
+Bengaluru,2018-06-17,17.38,42.66,9.08,15.39,18.77,65.85,1.06,3.83,8.71,0.88,1.8,,55.0,Satisfactory
+Bengaluru,2018-06-18,13.38,100.6,9.51,14.75,19.88,52.88,1.15,4.93,11.02,0.78,1.56,,69.0,Satisfactory
+Bengaluru,2018-06-19,32.62,100.12,8.27,12.51,17.4,39.88,1.06,4.53,14.71,0.64,1.24,,81.0,Satisfactory
+Bengaluru,2018-06-20,13.64,73.69,8.31,14.01,18.08,39.82,1.06,4.83,21.95,0.57,1.2,,69.0,Satisfactory
+Bengaluru,2018-06-21,16.71,76.66,7.76,20.26,20.93,39.87,1.02,5.1,25.83,0.53,1.18,,64.0,Satisfactory
+Bengaluru,2018-06-22,18.94,79.08,10.67,31.69,27.45,40.19,1.02,4.68,26.92,0.53,1.22,,64.0,Satisfactory
+Bengaluru,2018-06-23,23.76,55.83,9.93,23.67,22.5,43.21,1.03,4.7,17.71,0.68,1.45,,66.0,Satisfactory
+Bengaluru,2018-06-24,21.84,73.73,7.93,15.51,18.69,43.75,0.98,4.64,15.09,0.3,0.83,,64.0,Satisfactory
+Bengaluru,2018-06-25,51.82,70.62,6.93,14.77,16.14,39.41,1.01,4.79,14.73,0.36,1.09,,87.0,Satisfactory
+Bengaluru,2018-06-26,32.62,56.97,5.69,13.9,13.51,42.98,0.93,4.78,18.29,0.34,0.86,,92.0,Satisfactory
+Bengaluru,2018-06-27,11.68,42.25,4.95,15.17,12.58,42.71,1.02,4.87,16.43,0.36,0.93,,60.0,Satisfactory
+Bengaluru,2018-06-28,9.23,34.44,6.3,17.93,14.8,42.01,0.99,5.5,15.6,0.5,1.13,,57.0,Satisfactory
+Bengaluru,2018-06-29,11.93,44.86,10.26,17.94,17.54,37.54,0.99,5.95,17.84,0.54,1.32,,51.0,Satisfactory
+Bengaluru,2018-06-30,18.23,65.8,32.78,33.04,38.97,26.36,1.0,6.63,10.67,0.88,2.0,,66.0,Satisfactory
+Bengaluru,2018-07-01,19.15,64.03,24.59,22.68,32.18,26.09,0.89,6.11,11.29,2.3,5.82,,72.0,Satisfactory
+Bengaluru,2018-07-02,16.29,55.13,28.13,27.31,31.9,24.06,0.88,6.9,16.14,0.64,2.13,,63.0,Satisfactory
+Bengaluru,2018-07-03,21.63,62.68,23.02,20.07,28.51,20.48,0.87,7.51,16.04,0.66,3.0,,63.0,Satisfactory
+Bengaluru,2018-07-04,18.55,71.37,17.71,15.35,23.4,22.71,0.79,6.49,14.42,0.58,3.48,,60.0,Satisfactory
+Bengaluru,2018-07-05,20.36,74.52,17.18,17.48,24.0,21.44,0.82,6.47,15.83,0.55,3.5,,61.0,Satisfactory
+Bengaluru,2018-07-06,21.44,58.91,17.06,16.86,23.64,22.71,0.86,6.63,15.59,0.52,3.34,,65.0,Satisfactory
+Bengaluru,2018-07-07,15.56,38.84,13.94,17.49,22.69,22.06,0.76,7.2,18.73,0.5,3.18,,56.0,Satisfactory
+Bengaluru,2018-07-08,22.83,42.49,13.04,14.5,19.14,22.05,0.89,7.09,16.35,0.51,3.42,,62.0,Satisfactory
+Bengaluru,2018-07-09,21.11,56.44,20.04,18.16,27.64,22.46,0.88,7.5,13.71,0.6,3.99,,66.0,Satisfactory
+Bengaluru,2018-07-10,36.65,52.63,19.76,20.32,28.01,20.65,0.87,7.49,14.05,0.51,4.06,,63.0,Satisfactory
+Bengaluru,2018-07-11,20.8,53.13,17.69,16.23,24.79,22.12,0.9,8.27,14.5,0.44,3.75,,78.0,Satisfactory
+Bengaluru,2018-07-12,17.82,51.19,15.33,14.74,20.39,21.33,0.75,8.6,15.79,0.44,3.11,,56.0,Satisfactory
+Bengaluru,2018-07-13,16.63,47.82,12.73,15.78,20.25,23.13,0.78,7.14,18.07,0.42,3.04,,53.0,Satisfactory
+Bengaluru,2018-07-14,18.87,60.54,16.04,15.81,22.41,21.52,0.75,7.47,16.19,0.49,2.98,,57.0,Satisfactory
+Bengaluru,2018-07-15,17.08,63.33,12.09,12.25,16.7,20.98,0.71,6.66,17.01,0.33,2.35,,62.0,Satisfactory
+Bengaluru,2018-07-16,19.93,47.19,19.67,16.2,25.39,21.92,0.8,7.32,13.25,0.45,2.77,,59.0,Satisfactory
+Bengaluru,2018-07-17,16.98,53.45,10.93,15.05,16.7,23.5,0.82,7.56,18.52,0.5,3.37,,60.0,Satisfactory
+Bengaluru,2018-07-18,18.83,56.14,6.08,13.81,11.96,21.62,0.8,7.75,17.83,0.58,3.5,,57.0,Satisfactory
+Bengaluru,2018-07-19,16.82,43.02,6.33,16.04,13.91,20.52,0.86,7.58,18.19,0.61,3.1,,59.0,Satisfactory
+Bengaluru,2018-07-20,15.52,41.94,6.5,16.03,13.27,20.52,0.83,7.49,22.36,0.49,2.74,,52.0,Satisfactory
+Bengaluru,2018-07-21,17.44,52.67,6.02,17.69,13.99,20.49,0.83,7.68,21.97,0.5,3.07,,59.0,Satisfactory
+Bengaluru,2018-07-22,18.63,67.89,5.71,14.94,11.91,20.14,0.85,8.01,21.53,0.36,2.92,,60.0,Satisfactory
+Bengaluru,2018-07-23,19.86,51.56,9.81,18.69,18.1,21.94,0.87,7.9,15.16,0.56,3.55,,65.0,Satisfactory
+Bengaluru,2018-07-24,17.85,50.14,7.46,16.37,15.74,25.82,0.92,7.08,13.77,0.56,3.67,,64.0,Satisfactory
+Bengaluru,2018-07-25,17.62,44.75,8.78,18.57,19.77,23.36,0.94,7.68,12.29,0.73,6.09,,59.0,Satisfactory
+Bengaluru,2018-07-26,20.0,55.87,12.84,28.4,33.72,20.06,0.83,7.55,13.43,0.61,3.7,,65.0,Satisfactory
+Bengaluru,2018-07-27,22.28,64.9,8.27,21.86,22.7,18.75,0.76,7.46,15.22,0.61,3.91,,68.0,Satisfactory
+Bengaluru,2018-07-28,21.05,64.54,6.85,17.94,15.78,18.96,0.77,6.84,16.19,0.38,2.97,,59.0,Satisfactory
+Bengaluru,2018-07-29,20.1,57.53,6.38,15.62,14.34,20.18,0.79,6.51,15.94,0.38,2.79,,66.0,Satisfactory
+Bengaluru,2018-07-30,22.92,65.5,15.82,18.15,23.4,22.04,0.97,7.18,14.61,0.66,3.24,,64.0,Satisfactory
+Bengaluru,2018-07-31,20.96,67.39,16.68,19.01,26.45,22.48,0.75,6.44,15.43,0.48,3.1,,62.0,Satisfactory
+Bengaluru,2018-08-01,20.59,68.6,17.54,22.78,29.88,21.15,0.83,6.0,14.61,0.55,3.09,,66.0,Satisfactory
+Bengaluru,2018-08-02,20.73,68.41,12.55,19.33,24.09,20.75,0.83,6.28,15.23,0.4,2.59,,68.0,Satisfactory
+Bengaluru,2018-08-03,23.34,71.35,17.03,18.78,26.75,20.61,0.9,6.5,12.05,1.27,3.96,,72.0,Satisfactory
+Bengaluru,2018-08-04,27.61,94.02,23.36,18.82,31.52,20.08,0.9,6.8,12.14,0.59,3.09,,77.0,Satisfactory
+Bengaluru,2018-08-05,20.75,81.19,17.45,15.27,23.82,19.42,0.83,7.15,13.44,0.4,2.68,,77.0,Satisfactory
+Bengaluru,2018-08-06,23.63,66.31,18.79,18.0,26.37,19.36,0.78,5.94,14.22,0.53,2.77,,67.0,Satisfactory
+Bengaluru,2018-08-07,18.24,59.59,18.82,18.39,26.63,19.67,0.81,6.18,13.14,0.47,2.71,,67.0,Satisfactory
+Bengaluru,2018-08-08,18.35,43.88,24.08,20.05,31.6,19.55,0.87,6.68,11.18,0.53,3.37,,60.0,Satisfactory
+Bengaluru,2018-08-09,17.33,55.07,21.68,17.68,28.22,20.98,0.83,6.27,13.65,0.56,3.4,,58.0,Satisfactory
+Bengaluru,2018-08-10,18.24,59.31,23.38,16.8,29.13,19.74,0.79,7.52,11.75,0.54,3.42,,60.0,Satisfactory
+Bengaluru,2018-08-11,18.6,46.24,23.61,17.12,28.96,19.86,0.78,6.44,11.75,0.62,3.17,,56.0,Satisfactory
+Bengaluru,2018-08-12,10.61,35.22,16.83,13.53,21.04,18.86,0.77,6.96,12.48,0.6,2.52,,57.0,Satisfactory
+Bengaluru,2018-08-13,11.4,39.72,18.47,15.3,25.47,18.9,0.8,5.96,11.69,0.45,2.52,,53.0,Satisfactory
+Bengaluru,2018-08-14,13.1,31.87,20.8,17.12,30.21,18.01,0.89,6.34,11.02,0.53,2.73,,60.0,Satisfactory
+Bengaluru,2018-08-15,15.35,36.24,17.91,15.93,26.23,19.41,0.85,6.35,11.1,0.46,2.75,,59.0,Satisfactory
+Bengaluru,2018-08-16,12.86,38.58,14.92,16.13,23.99,20.34,0.68,5.58,15.54,0.37,2.17,,52.0,Satisfactory
+Bengaluru,2018-08-17,16.77,52.28,16.77,15.35,25.21,17.01,0.67,5.76,14.21,0.41,2.41,,48.0,Good
+Bengaluru,2018-08-18,20.09,65.73,15.73,15.9,24.67,17.14,0.73,6.76,14.37,0.33,2.25,,57.0,Satisfactory
+Bengaluru,2018-08-19,16.78,52.97,13.99,16.35,24.39,16.94,0.69,6.44,15.56,0.35,2.05,,59.0,Satisfactory
+Bengaluru,2018-08-20,24.78,67.41,19.12,18.52,30.67,19.27,0.74,6.65,14.54,0.41,2.12,,53.0,Satisfactory
+Bengaluru,2018-08-21,20.61,77.55,18.5,17.55,29.4,22.57,0.77,5.95,16.38,0.44,1.74,,69.0,Satisfactory
+Bengaluru,2018-08-22,20.75,74.0,19.51,17.29,30.51,21.02,0.78,6.92,16.23,0.38,1.78,,65.0,Satisfactory
+Bengaluru,2018-08-23,17.29,52.66,22.31,17.95,32.44,21.4,0.9,7.32,13.6,0.43,2.12,,63.0,Satisfactory
+Bengaluru,2018-08-24,18.74,60.28,22.92,18.94,34.56,21.91,0.82,7.81,12.61,0.54,2.52,,62.0,Satisfactory
+Bengaluru,2018-08-25,22.36,75.89,24.38,19.62,36.32,25.09,0.92,7.61,12.01,0.5,2.19,,67.0,Satisfactory
+Bengaluru,2018-08-26,18.42,60.03,21.34,18.03,31.57,23.73,0.93,7.07,13.19,0.29,1.83,,70.0,Satisfactory
+Bengaluru,2018-08-27,19.86,64.68,25.62,19.41,36.57,24.91,0.86,7.09,10.61,0.43,2.13,,62.0,Satisfactory
+Bengaluru,2018-08-28,21.93,63.28,20.83,18.83,31.9,22.82,0.81,6.5,12.42,0.3,2.02,,64.0,Satisfactory
+Bengaluru,2018-08-29,20.52,49.08,16.42,18.42,30.96,21.16,0.87,6.94,10.52,0.48,2.93,,68.0,Satisfactory
+Bengaluru,2018-08-30,23.33,66.23,22.69,17.92,32.55,19.65,0.79,7.56,11.59,0.32,2.43,,68.0,Satisfactory
+Bengaluru,2018-08-31,19.74,57.18,24.42,23.85,38.66,24.71,0.83,7.34,12.01,0.33,2.33,,64.0,Satisfactory
+Bengaluru,2018-09-01,23.62,78.59,18.31,18.76,29.17,22.74,0.8,7.25,15.32,0.29,2.03,,68.0,Satisfactory
+Bengaluru,2018-09-02,21.84,69.2,16.09,17.44,26.12,19.52,0.76,8.3,17.84,0.27,2.0,,66.0,Satisfactory
+Bengaluru,2018-09-03,25.06,73.19,24.51,20.87,36.16,18.8,0.87,8.66,16.89,0.33,2.25,,63.0,Satisfactory
+Bengaluru,2018-09-04,32.78,81.02,21.82,26.03,37.81,21.32,0.91,8.63,18.24,0.97,3.29,,76.0,Satisfactory
+Bengaluru,2018-09-05,25.32,77.04,19.25,21.06,31.97,20.18,0.85,7.69,18.23,0.31,2.47,,78.0,Satisfactory
+Bengaluru,2018-09-06,25.21,71.56,20.52,21.41,33.3,19.48,0.8,8.53,17.79,0.31,2.16,,66.0,Satisfactory
+Bengaluru,2018-09-07,27.2,66.34,20.06,20.41,32.1,19.09,0.79,8.27,16.77,0.35,2.18,,70.0,Satisfactory
+Bengaluru,2018-09-08,18.32,47.45,9.29,19.4,23.04,18.31,0.75,7.58,17.16,0.18,1.77,,63.0,Satisfactory
+Bengaluru,2018-09-09,19.07,56.66,9.72,23.74,25.42,19.12,0.82,7.65,23.36,0.23,1.83,,64.0,Satisfactory
+Bengaluru,2018-09-10,28.1,72.52,8.51,29.62,28.16,23.38,0.96,7.71,21.64,0.36,2.42,,73.0,Satisfactory
+Bengaluru,2018-09-11,30.34,79.46,12.1,34.78,35.58,24.82,0.95,6.95,32.98,0.46,3.12,,90.0,Satisfactory
+Bengaluru,2018-09-12,24.47,73.31,16.57,38.97,42.15,22.64,0.96,7.44,33.73,0.39,2.72,,91.0,Satisfactory
+Bengaluru,2018-09-13,29.84,76.26,14.04,38.83,39.47,26.39,0.99,8.27,21.83,0.43,2.93,,88.0,Satisfactory
+Bengaluru,2018-09-14,27.72,76.6,14.95,42.11,42.26,30.61,0.98,7.55,32.17,0.43,2.77,,94.0,Satisfactory
+Bengaluru,2018-09-15,24.1,56.2,15.31,40.13,41.69,26.97,0.95,7.46,25.3,0.35,3.2,,77.0,Satisfactory
+Bengaluru,2018-09-16,24.43,55.34,26.3,35.93,46.22,25.87,0.96,8.26,19.68,0.42,3.32,,73.0,Satisfactory
+Bengaluru,2018-09-17,19.03,49.62,23.91,30.55,41.59,23.55,0.83,7.87,11.82,0.39,2.78,,74.0,Satisfactory
+Bengaluru,2018-09-18,19.86,64.1,17.97,24.34,32.53,23.56,0.76,7.24,13.4,0.41,2.25,,65.0,Satisfactory
+Bengaluru,2018-09-19,20.21,69.15,12.96,23.2,28.88,20.72,0.76,7.82,16.89,0.33,1.75,,65.0,Satisfactory
+Bengaluru,2018-09-20,25.55,74.65,28.53,41.9,54.46,20.6,0.89,7.22,18.67,1.01,3.09,,79.0,Satisfactory
+Bengaluru,2018-09-21,26.75,81.33,15.97,33.38,37.62,21.57,0.8,6.83,19.11,0.56,2.33,,87.0,Satisfactory
+Bengaluru,2018-09-22,24.45,80.93,21.53,30.37,40.33,20.87,0.83,7.24,21.83,0.72,2.77,,77.0,Satisfactory
+Bengaluru,2018-09-23,30.84,75.04,13.19,38.12,39.6,24.26,0.85,7.1,26.8,0.56,2.49,,87.0,Satisfactory
+Bengaluru,2018-09-24,22.6,56.12,16.43,35.0,37.99,22.95,0.93,6.7,29.89,0.71,2.62,,85.0,Satisfactory
+Bengaluru,2018-09-25,26.76,63.24,19.45,40.97,45.05,20.27,0.99,6.79,22.54,1.01,3.04,,78.0,Satisfactory
+Bengaluru,2018-09-26,31.25,76.66,12.51,28.45,32.14,17.5,0.87,6.76,23.35,0.95,2.57,,85.0,Satisfactory
+Bengaluru,2018-09-27,29.24,72.24,13.98,30.94,37.06,14.07,0.94,6.59,20.67,1.03,2.73,,80.0,Satisfactory
+Bengaluru,2018-09-28,26.36,77.69,13.23,27.64,34.42,15.1,0.8,6.14,14.86,0.53,2.04,,78.0,Satisfactory
+Bengaluru,2018-09-29,17.35,64.18,13.34,25.67,33.62,13.5,0.79,6.06,12.5,0.47,1.68,,75.0,Satisfactory
+Bengaluru,2018-09-30,25.28,62.82,13.1,23.56,31.12,15.14,0.81,5.67,16.11,0.4,1.53,,70.0,Satisfactory
+Bengaluru,2018-10-01,21.61,66.61,14.5,25.53,34.21,14.76,0.87,6.59,18.94,0.31,1.44,,82.0,Satisfactory
+Bengaluru,2018-10-02,14.51,51.79,11.08,19.67,26.83,13.69,0.74,6.36,15.9,0.23,1.19,,67.0,Satisfactory
+Bengaluru,2018-10-03,15.17,52.6,12.05,20.76,27.91,13.57,0.76,6.27,16.22,0.18,1.04,,65.0,Satisfactory
+Bengaluru,2018-10-04,21.47,46.9,16.7,21.67,32.94,13.65,0.8,6.52,8.9,0.32,1.3,,65.0,Satisfactory
+Bengaluru,2018-10-05,13.99,40.41,15.24,19.47,29.23,14.61,0.78,6.96,11.69,0.25,1.18,,62.0,Satisfactory
+Bengaluru,2018-10-06,14.0,42.0,14.33,19.84,29.19,12.98,0.78,6.52,10.5,0.32,1.3,,56.0,Satisfactory
+Bengaluru,2018-10-07,20.86,69.05,13.17,23.91,32.48,14.74,0.74,6.73,16.31,0.23,0.81,,62.0,Satisfactory
+Bengaluru,2018-10-08,32.94,96.04,12.11,26.49,34.31,15.77,0.79,6.84,18.26,0.38,1.0,,73.0,Satisfactory
+Bengaluru,2018-10-09,31.82,91.63,14.75,32.27,41.65,14.37,0.85,6.89,22.25,0.94,2.0,,80.0,Satisfactory
+Bengaluru,2018-10-10,40.93,109.21,18.56,34.32,47.59,14.9,0.81,6.48,23.46,2.07,3.07,,93.0,Satisfactory
+Bengaluru,2018-10-11,55.08,147.26,30.58,43.63,63.94,15.2,0.99,6.55,21.65,2.79,5.59,,110.0,Moderate
+Bengaluru,2018-10-12,56.31,151.57,30.12,44.04,60.98,14.22,0.93,6.53,22.96,1.46,3.95,,115.0,Moderate
+Bengaluru,2018-10-13,72.74,158.69,23.04,41.95,57.57,16.09,0.9,6.35,28.02,1.68,3.7,,167.0,Moderate
+Bengaluru,2018-10-14,48.48,100.3,6.99,26.49,28.07,13.1,0.8,6.28,34.33,0.72,2.36,,116.0,Moderate
+Bengaluru,2018-10-15,41.44,88.52,9.88,28.25,31.68,14.07,0.88,6.36,23.25,1.32,3.76,,88.0,Satisfactory
+Bengaluru,2018-10-16,35.37,94.07,10.95,26.88,31.15,12.5,0.74,6.52,19.06,0.31,1.66,,90.0,Satisfactory
+Bengaluru,2018-10-17,19.99,51.83,14.07,22.81,32.79,11.95,0.75,6.56,18.23,0.9,2.12,,75.0,Satisfactory
+Bengaluru,2018-10-18,62.95,55.23,14.0,28.34,37.9,12.18,0.82,6.45,21.13,0.78,2.22,,116.0,Moderate
+Bengaluru,2018-10-19,20.75,61.94,9.89,21.84,27.29,12.0,0.74,6.31,19.64,0.24,1.06,,81.0,Satisfactory
+Bengaluru,2018-10-20,25.61,86.65,10.61,25.93,31.45,11.56,0.75,6.74,27.25,0.15,0.99,,71.0,Satisfactory
+Bengaluru,2018-10-21,36.42,122.86,14.12,30.1,38.3,12.67,0.74,7.29,29.37,0.16,0.95,,88.0,Satisfactory
+Bengaluru,2018-10-22,37.81,132.8,20.84,41.15,51.26,11.84,1.04,7.54,29.12,0.34,1.6,,102.0,Moderate
+Bengaluru,2018-10-23,49.17,123.18,23.55,43.25,52.1,13.07,1.16,8.02,24.69,0.59,2.32,,119.0,Moderate
+Bengaluru,2018-10-24,62.67,111.41,19.33,40.4,47.8,14.23,1.01,8.31,24.3,0.56,1.78,,132.0,Moderate
+Bengaluru,2018-10-25,46.34,121.55,17.54,36.95,45.09,16.93,1.02,6.52,25.3,0.48,1.87,,110.0,Moderate
+Bengaluru,2018-10-26,50.19,123.42,14.97,40.42,46.02,22.94,1.01,7.67,30.95,0.46,2.07,,101.0,Moderate
+Bengaluru,2018-10-27,39.65,112.7,15.66,45.83,51.24,20.03,1.03,6.75,37.95,0.51,2.22,,107.0,Moderate
+Bengaluru,2018-10-28,37.32,96.1,15.03,45.79,47.93,19.55,0.97,6.29,38.38,0.53,2.61,,108.0,Moderate
+Bengaluru,2018-10-29,36.11,101.84,26.17,56.14,65.76,18.69,1.12,7.03,35.49,0.76,3.56,,103.0,Moderate
+Bengaluru,2018-10-30,40.12,109.55,31.63,58.13,73.78,19.22,1.19,6.8,28.94,0.81,3.44,,125.0,Moderate
+Bengaluru,2018-10-31,40.02,106.07,16.33,42.16,46.05,20.09,1.06,5.81,26.11,0.63,2.78,,107.0,Moderate
+Bengaluru,2018-11-01,20.96,66.49,16.9,31.6,37.49,16.25,0.95,7.01,23.72,0.44,1.92,,92.0,Satisfactory
+Bengaluru,2018-11-02,17.57,56.53,12.79,24.14,29.12,16.35,0.96,6.14,16.57,0.36,1.68,,84.0,Satisfactory
+Bengaluru,2018-11-03,21.42,63.23,11.8,24.36,28.45,16.22,1.1,6.46,20.21,0.32,1.66,,82.0,Satisfactory
+Bengaluru,2018-11-04,21.84,77.72,9.14,22.91,25.74,15.52,0.82,6.17,27.03,0.29,1.53,,74.0,Satisfactory
+Bengaluru,2018-11-05,23.98,90.86,11.81,28.89,32.92,15.31,1.03,6.14,21.7,0.39,1.77,,81.0,Satisfactory
+Bengaluru,2018-11-06,41.38,116.55,11.41,30.42,34.18,15.25,1.12,7.11,20.31,0.66,2.3,,110.0,Moderate
+Bengaluru,2018-11-07,57.03,107.56,11.01,31.2,34.22,15.57,1.04,7.8,27.35,0.46,1.85,,97.0,Satisfactory
+Bengaluru,2018-11-08,61.98,108.02,14.54,32.99,38.24,15.34,0.99,7.7,23.63,0.55,2.04,,144.0,Moderate
+Bengaluru,2018-11-09,33.68,98.45,11.58,29.99,32.31,15.66,0.99,5.77,25.02,0.44,1.88,,94.0,Satisfactory
+Bengaluru,2018-11-10,50.36,88.44,14.78,35.38,39.15,17.41,1.05,4.97,29.27,0.76,2.66,,96.0,Satisfactory
+Bengaluru,2018-11-11,55.48,101.12,16.45,37.67,43.57,17.68,1.11,5.67,34.04,0.8,2.94,,105.0,Moderate
+Bengaluru,2018-11-12,63.66,120.24,32.73,47.6,65.11,18.69,1.38,6.65,25.83,1.47,4.39,,113.0,Moderate
+Bengaluru,2018-11-13,71.05,130.84,25.65,50.42,59.92,18.82,1.46,7.96,28.07,1.87,5.53,,143.0,Moderate
+Bengaluru,2018-11-14,77.53,143.53,40.06,56.64,77.83,21.93,1.57,7.78,25.98,1.91,5.63,,143.0,Moderate
+Bengaluru,2018-11-15,58.35,105.52,21.57,43.91,50.94,20.58,1.43,6.5,17.61,1.14,3.95,,141.0,Moderate
+Bengaluru,2018-11-16,25.1,59.99,11.77,28.79,31.59,18.74,1.05,5.06,19.48,0.33,1.9,,88.0,Satisfactory
+Bengaluru,2018-11-17,49.2,96.6,7.31,28.7,28.53,17.03,1.02,5.2,35.62,0.36,1.46,,84.0,Satisfactory
+Bengaluru,2018-11-18,41.2,83.45,9.24,20.87,25.94,16.24,1.01,5.38,26.38,0.21,1.09,,91.0,Satisfactory
+Bengaluru,2018-11-19,19.95,61.66,13.0,22.54,28.63,14.46,1.1,5.57,13.5,0.28,1.36,,77.0,Satisfactory
+Bengaluru,2018-11-20,25.85,67.23,15.66,28.52,35.0,15.63,1.09,5.21,16.08,0.37,1.8,,77.0,Satisfactory
+Bengaluru,2018-11-21,33.31,71.11,11.66,28.34,32.46,16.38,1.02,5.74,21.91,0.3,1.85,,81.0,Satisfactory
+Bengaluru,2018-11-22,17.95,39.52,13.98,24.12,30.52,15.83,1.03,5.89,11.65,0.3,1.81,,73.0,Satisfactory
+Bengaluru,2018-11-23,25.58,50.78,16.08,27.32,34.72,18.03,1.11,5.57,11.55,0.34,1.88,,79.0,Satisfactory
+Bengaluru,2018-11-24,108.3,93.05,11.24,29.96,32.39,19.59,1.04,5.34,25.36,0.54,1.88,,144.0,Moderate
+Bengaluru,2018-11-25,61.34,106.53,7.46,27.32,27.58,21.03,0.85,5.25,41.24,0.76,1.76,,142.0,Moderate
+Bengaluru,2018-11-26,71.66,119.7,7.78,30.65,30.14,21.13,0.83,5.65,58.03,0.8,1.79,,124.0,Moderate
+Bengaluru,2018-11-27,54.73,137.9,19.16,36.44,36.17,41.22,0.84,5.5,62.99,0.78,1.68,,127.0,Moderate
+Bengaluru,2018-11-28,59.58,112.2,10.19,29.98,32.37,21.36,0.89,5.6,52.81,0.82,1.97,,127.0,Moderate
+Bengaluru,2018-11-29,42.06,86.54,11.35,25.48,28.83,18.27,0.93,5.48,42.35,0.82,2.22,,119.0,Moderate
+Bengaluru,2018-11-30,43.16,79.92,10.45,28.44,30.83,20.64,0.89,5.46,47.85,0.61,1.86,,94.0,Satisfactory
+Bengaluru,2018-12-01,40.67,83.54,12.57,31.03,34.43,20.42,0.97,5.49,50.45,0.83,2.38,,86.0,Satisfactory
+Bengaluru,2018-12-02,28.25,68.25,9.29,24.59,27.96,18.89,0.79,6.21,59.89,0.77,1.81,,92.0,Satisfactory
+Bengaluru,2018-12-03,33.56,69.43,11.16,25.62,29.75,18.51,0.8,6.78,43.92,0.8,1.81,,73.0,Satisfactory
+Bengaluru,2018-12-04,25.83,74.27,15.31,26.42,34.03,18.98,0.89,5.86,24.11,0.6,2.02,,75.0,Satisfactory
+Bengaluru,2018-12-05,51.43,64.2,13.6,23.94,30.8,18.26,0.87,5.69,26.63,0.62,1.85,,106.0,Moderate
+Bengaluru,2018-12-06,29.32,81.35,13.52,29.76,33.09,17.66,0.9,6.47,35.15,0.58,2.1,,87.0,Satisfactory
+Bengaluru,2018-12-07,37.49,150.02,16.07,31.25,34.16,17.51,0.93,5.9,33.42,0.61,2.26,,90.0,Satisfactory
+Bengaluru,2018-12-08,61.0,98.66,9.36,33.48,28.09,15.46,0.78,5.86,52.77,0.64,1.87,,119.0,Moderate
+Bengaluru,2018-12-09,63.28,110.14,5.87,23.23,19.92,11.87,0.75,7.38,80.57,0.6,1.61,,128.0,Moderate
+Bengaluru,2018-12-10,75.78,137.41,9.79,30.66,31.44,15.23,1.04,5.77,76.51,0.61,2.29,,157.0,Moderate
+Bengaluru,2018-12-11,88.98,177.97,12.13,38.55,39.46,20.08,1.08,5.94,69.85,0.7,2.86,,180.0,Moderate
+Bengaluru,2018-12-12,78.59,142.62,11.17,40.02,39.8,19.75,1.05,6.32,66.64,0.85,2.8,,179.0,Moderate
+Bengaluru,2018-12-13,67.36,103.83,10.53,36.8,37.08,19.05,1.03,6.32,59.79,0.91,2.45,,148.0,Moderate
+Bengaluru,2018-12-14,48.45,84.47,12.96,36.41,38.05,18.13,0.97,6.57,50.06,0.82,2.25,,103.0,Moderate
+Bengaluru,2018-12-15,47.62,81.06,15.51,35.48,39.72,18.23,0.96,6.24,48.1,0.77,2.16,,85.0,Satisfactory
+Bengaluru,2018-12-16,64.42,109.67,13.08,40.02,38.75,16.93,0.98,6.45,73.64,0.74,2.09,,112.0,Moderate
+Bengaluru,2018-12-17,86.94,140.52,39.83,54.92,76.09,18.74,1.29,7.69,51.64,1.11,2.73,,146.0,Moderate
+Bengaluru,2018-12-18,98.84,181.41,60.14,63.57,106.26,24.42,1.72,5.98,38.34,1.46,5.51,,225.0,Poor
+Bengaluru,2018-12-19,61.84,132.37,15.76,47.79,47.55,21.56,1.11,6.12,57.86,0.86,2.9,,142.0,Moderate
+Bengaluru,2018-12-20,45.7,105.66,11.87,35.34,35.33,19.31,0.83,6.04,64.96,0.78,2.43,,130.0,Moderate
+Bengaluru,2018-12-21,51.63,106.8,22.16,38.9,48.19,18.56,0.99,5.88,56.78,0.87,2.56,,116.0,Moderate
+Bengaluru,2018-12-22,42.57,93.24,12.09,35.19,35.22,17.98,0.91,6.01,41.65,0.75,2.47,,109.0,Moderate
+Bengaluru,2018-12-23,37.34,86.46,9.1,23.96,25.68,16.35,0.82,4.98,46.25,0.67,2.01,,87.0,Satisfactory
+Bengaluru,2018-12-24,43.13,85.68,10.4,27.87,29.5,15.77,0.85,5.33,41.44,0.75,1.9,,79.0,Satisfactory
+Bengaluru,2018-12-25,57.89,102.48,10.72,33.44,33.96,16.55,0.93,5.24,54.0,0.82,2.16,,103.0,Moderate
+Bengaluru,2018-12-26,59.38,100.47,10.07,33.7,33.88,16.61,1.01,5.27,55.22,0.71,1.95,,118.0,Moderate
+Bengaluru,2018-12-27,57.28,107.8,12.41,31.17,34.5,16.37,0.9,5.67,55.3,0.38,1.66,,117.0,Moderate
+Bengaluru,2018-12-28,68.37,111.01,9.44,31.77,32.0,17.22,0.91,6.12,57.62,0.37,1.31,,123.0,Moderate
+Bengaluru,2018-12-29,65.81,106.31,11.15,31.32,32.97,17.7,0.89,6.07,47.62,0.28,1.11,,124.0,Moderate
+Bengaluru,2018-12-30,64.29,100.07,8.74,28.97,27.6,16.0,0.85,5.34,64.73,0.24,0.9,,127.0,Moderate
+Bengaluru,2018-12-31,63.77,107.44,15.48,37.46,40.95,16.72,1.02,7.25,55.18,0.39,1.44,,123.0,Moderate
+Bengaluru,2019-01-01,61.55,107.76,14.75,38.19,41.3,17.97,0.98,8.29,56.91,0.33,1.24,,128.0,Moderate
+Bengaluru,2019-01-02,47.27,92.47,12.94,39.73,41.65,20.45,1.06,10.22,51.25,0.32,1.25,,103.0,Moderate
+Bengaluru,2019-01-03,48.86,96.42,16.74,46.55,51.87,29.72,1.01,8.15,46.4,0.4,1.66,,101.0,Moderate
+Bengaluru,2019-01-04,51.35,105.52,17.37,45.87,50.21,24.95,1.09,5.76,41.42,0.53,1.66,,106.0,Moderate
+Bengaluru,2019-01-05,46.57,99.1,15.87,41.74,44.4,18.17,1.03,6.13,50.61,0.39,1.22,,104.0,Moderate
+Bengaluru,2019-01-06,56.8,105.51,9.68,35.73,36.84,22.58,0.89,6.36,64.29,0.31,1.17,,115.0,Moderate
+Bengaluru,2019-01-07,58.29,116.5,15.59,44.9,48.97,26.01,1.05,7.13,55.51,0.32,1.25,,120.0,Moderate
+Bengaluru,2019-01-08,60.04,106.76,19.73,49.33,56.53,26.12,1.06,7.64,47.42,0.39,1.56,,120.0,Moderate
+Bengaluru,2019-01-09,62.6,113.27,17.76,52.68,55.76,25.66,1.05,7.01,54.54,0.41,1.43,,122.0,Moderate
+Bengaluru,2019-01-10,63.63,108.49,12.78,53.48,53.27,30.88,0.94,5.88,56.23,0.28,0.71,,120.0,Moderate
+Bengaluru,2019-01-11,59.52,111.13,14.65,49.16,51.67,29.43,1.01,5.79,57.02,0.29,1.08,,126.0,Moderate
+Bengaluru,2019-01-12,70.5,121.91,14.05,49.28,50.62,28.56,1.04,5.73,61.7,0.37,1.36,,132.0,Moderate
+Bengaluru,2019-01-13,54.44,99.59,10.6,42.99,43.65,27.09,0.93,5.47,65.16,0.36,1.1,,125.0,Moderate
+Bengaluru,2019-01-14,58.36,110.39,14.18,47.07,48.49,26.18,1.02,4.93,50.93,0.39,1.33,,111.0,Moderate
+Bengaluru,2019-01-15,47.13,86.88,16.17,46.93,48.92,21.74,0.85,5.28,55.78,0.28,1.25,,109.0,Moderate
+Bengaluru,2019-01-16,62.4,99.49,10.64,48.15,44.5,24.59,0.98,5.05,69.72,0.39,1.42,,113.0,Moderate
+Bengaluru,2019-01-17,67.83,120.55,15.74,42.88,48.8,23.07,1.09,5.74,53.81,0.49,2.1,,121.0,Moderate
+Bengaluru,2019-01-18,75.06,118.41,7.81,34.15,32.16,14.87,1.02,5.35,54.41,0.37,1.57,,152.0,Moderate
+Bengaluru,2019-01-19,59.01,102.34,7.41,36.98,33.38,17.08,0.94,5.07,46.91,0.32,1.43,,122.0,Moderate
+Bengaluru,2019-01-20,42.33,82.67,5.69,32.59,27.7,14.47,0.79,5.2,63.97,0.24,1.14,,106.0,Moderate
+Bengaluru,2019-01-21,52.05,99.24,6.26,37.39,31.71,15.56,0.92,5.32,67.06,0.31,1.28,,101.0,Moderate
+Bengaluru,2019-01-22,72.45,136.15,18.68,42.87,46.61,17.27,1.06,5.06,72.89,1.27,3.27,,145.0,Moderate
+Bengaluru,2019-01-23,60.91,121.85,11.95,42.79,40.52,16.95,1.04,5.42,67.41,0.32,1.72,,156.0,Moderate
+Bengaluru,2019-01-24,50.66,109.76,7.08,33.87,28.82,15.78,0.87,4.97,61.46,0.26,1.35,,130.0,Moderate
+Bengaluru,2019-01-25,35.76,87.96,7.16,31.94,28.37,14.75,0.84,4.79,56.81,0.24,1.35,,109.0,Moderate
+Bengaluru,2019-01-26,51.09,101.59,7.25,30.06,29.19,15.32,0.87,5.27,52.2,0.23,1.19,,102.0,Moderate
+Bengaluru,2019-01-27,40.56,87.62,5.89,26.0,24.5,14.06,0.8,5.16,55.36,0.2,1.03,,101.0,Moderate
+Bengaluru,2019-01-28,38.48,73.19,7.95,26.16,24.72,12.92,0.73,4.12,53.78,0.26,1.13,,99.0,Satisfactory
+Bengaluru,2019-01-29,29.81,62.01,9.41,29.22,28.59,12.84,0.88,4.91,47.64,0.22,0.99,,83.0,Satisfactory
+Bengaluru,2019-01-30,62.71,92.31,12.46,35.51,34.7,13.12,1.01,4.8,59.22,1.14,3.64,,107.0,Moderate
+Bengaluru,2019-01-31,48.44,94.63,8.55,33.94,30.45,13.75,0.88,5.45,67.58,2.3,8.12,,132.0,Moderate
+Bengaluru,2019-02-01,49.67,99.62,9.15,37.21,33.41,14.68,0.87,5.35,63.66,1.09,3.19,,109.0,Moderate
+Bengaluru,2019-02-02,45.32,96.87,9.15,34.78,30.75,14.41,0.82,5.01,61.35,0.45,1.6,,104.0,Moderate
+Bengaluru,2019-02-03,39.5,87.56,6.69,28.58,24.55,13.75,0.8,4.58,64.91,0.4,1.28,,101.0,Moderate
+Bengaluru,2019-02-04,32.91,70.95,9.19,27.77,25.35,13.82,0.82,4.6,49.04,0.4,1.24,,81.0,Satisfactory
+Bengaluru,2019-02-05,37.93,82.59,6.98,29.41,24.42,13.77,0.86,4.54,65.7,0.41,1.23,,92.0,Satisfactory
+Bengaluru,2019-02-06,60.08,115.27,10.06,38.44,33.98,14.13,0.88,5.81,78.02,0.45,1.37,,120.0,Moderate
+Bengaluru,2019-02-07,51.88,117.29,6.9,36.87,31.49,15.02,0.94,5.3,73.99,0.49,1.65,,146.0,Moderate
+Bengaluru,2019-02-08,54.76,108.3,5.51,30.73,25.96,15.13,0.85,5.21,65.0,0.52,1.83,,113.0,Moderate
+Bengaluru,2019-02-09,68.68,123.42,11.64,40.49,37.69,16.47,1.25,6.19,55.17,0.58,2.2,,134.0,Moderate
+Bengaluru,2019-02-10,50.31,93.13,9.95,32.83,29.4,17.01,0.96,4.52,41.91,0.56,2.03,,112.0,Moderate
+Bengaluru,2019-02-11,41.65,78.53,10.0,28.6,26.17,15.25,0.81,4.04,37.69,0.43,1.37,,80.0,Satisfactory
+Bengaluru,2019-02-12,49.32,88.06,8.75,32.05,27.32,14.48,0.82,3.99,49.43,0.44,1.33,,84.0,Satisfactory
+Bengaluru,2019-02-13,47.31,92.86,9.72,34.53,30.98,15.25,0.9,4.75,52.51,0.46,1.1,,96.0,Satisfactory
+Bengaluru,2019-02-14,37.94,84.87,11.4,31.95,32.32,16.68,0.71,4.88,57.75,0.46,1.11,,89.0,Satisfactory
+Bengaluru,2019-02-15,35.35,92.27,9.65,32.12,32.59,17.04,0.87,4.08,59.52,0.63,1.75,,103.0,Moderate
+Bengaluru,2019-02-16,45.37,98.49,21.59,35.5,44.47,16.77,1.05,4.69,56.07,1.12,2.89,,107.0,Moderate
+Bengaluru,2019-02-17,47.43,108.7,23.61,33.19,44.8,17.77,0.99,4.15,62.98,1.23,2.91,,123.0,Moderate
+Bengaluru,2019-02-18,42.92,104.51,29.45,39.84,54.29,17.16,1.23,4.52,48.6,1.03,2.96,,116.0,Moderate
+Bengaluru,2019-02-19,44.28,98.5,8.09,33.16,30.1,18.13,0.95,4.52,50.9,0.53,1.93,,116.0,Moderate
+Bengaluru,2019-02-20,31.49,79.97,9.18,28.91,27.55,15.62,0.85,4.39,40.97,0.43,1.33,,87.0,Satisfactory
+Bengaluru,2019-02-21,36.4,92.9,14.06,35.7,36.91,12.47,0.96,5.06,41.82,0.48,1.57,,85.0,Satisfactory
+Bengaluru,2019-02-22,38.35,101.4,17.28,40.77,44.74,14.54,0.96,5.45,42.98,0.54,1.96,,99.0,Satisfactory
+Bengaluru,2019-02-23,51.36,113.03,23.78,50.05,56.96,15.39,1.03,5.53,43.98,1.92,5.95,,105.0,Moderate
+Bengaluru,2019-02-24,47.59,97.06,19.87,47.01,50.3,16.23,0.94,5.19,53.2,2.49,7.3,,110.0,Moderate
+Bengaluru,2019-02-25,39.23,96.15,23.3,46.39,53.87,16.7,1.0,6.12,55.66,2.28,7.46,,103.0,Moderate
+Bengaluru,2019-02-26,51.92,101.91,17.94,42.06,44.18,18.89,0.99,6.29,64.35,2.88,8.24,,120.0,Moderate
+Bengaluru,2019-02-27,45.49,94.03,10.11,33.49,32.28,18.55,0.93,4.45,58.28,2.05,6.43,,115.0,Moderate
+Bengaluru,2019-02-28,50.8,111.32,12.67,38.76,40.15,16.52,0.94,4.87,56.36,3.14,6.74,,125.0,Moderate
+Bengaluru,2019-03-01,58.18,125.3,13.52,44.64,44.92,19.94,1.05,4.93,53.3,3.44,10.62,,143.0,Moderate
+Bengaluru,2019-03-02,40.93,95.38,6.74,26.91,26.08,17.74,0.83,4.57,49.67,1.07,4.29,,107.0,Moderate
+Bengaluru,2019-03-03,36.98,92.75,7.87,30.74,30.01,15.49,0.86,4.87,55.58,1.18,4.21,,114.0,Moderate
+Bengaluru,2019-03-04,43.15,100.96,5.02,29.23,26.24,15.83,0.8,5.09,63.42,1.04,3.53,,123.0,Moderate
+Bengaluru,2019-03-05,49.8,112.83,12.78,31.26,33.34,15.93,1.11,4.2,56.77,1.48,4.44,,118.0,Moderate
+Bengaluru,2019-03-06,53.53,116.45,23.55,35.74,46.05,15.62,1.13,4.12,48.36,2.36,6.99,,128.0,Moderate
+Bengaluru,2019-03-07,65.98,158.87,41.22,47.25,71.78,17.42,1.44,6.25,39.54,3.82,10.92,,152.0,Moderate
+Bengaluru,2019-03-08,69.62,141.49,25.8,46.88,58.06,18.21,1.32,7.02,49.42,2.51,7.46,,167.0,Moderate
+Bengaluru,2019-03-09,51.08,114.17,6.55,27.19,26.56,18.98,1.01,5.51,56.41,1.92,5.91,,151.0,Moderate
+Bengaluru,2019-03-10,39.45,85.59,3.31,19.09,16.78,14.76,0.81,5.12,47.45,0.92,3.47,,100.0,Satisfactory
+Bengaluru,2019-03-11,34.4,79.55,4.31,21.93,19.58,13.93,0.75,6.11,55.52,0.79,3.12,,91.0,Satisfactory
+Bengaluru,2019-03-12,46.15,108.89,6.44,27.97,26.33,15.19,0.8,8.64,67.73,0.88,3.55,,105.0,Moderate
+Bengaluru,2019-03-13,50.05,120.17,9.24,34.27,33.73,15.2,0.89,9.55,59.27,1.09,4.04,,113.0,Moderate
+Bengaluru,2019-03-14,43.73,116.74,8.61,29.7,32.81,14.79,0.73,6.55,65.46,0.9,3.55,,118.0,Moderate
+Bengaluru,2019-03-15,41.75,110.46,8.41,35.68,35.5,14.38,0.89,6.12,54.19,1.01,4.1,,106.0,Moderate
+Bengaluru,2019-03-16,44.32,118.8,12.34,38.3,37.28,16.05,0.94,5.15,47.32,1.25,4.25,,108.0,Moderate
+Bengaluru,2019-03-17,45.56,104.35,8.28,34.1,29.69,15.63,0.87,5.01,66.57,1.19,4.14,,115.0,Moderate
+Bengaluru,2019-03-18,43.24,99.47,5.41,31.64,24.96,16.24,0.8,5.61,67.48,1.05,3.83,,123.0,Moderate
+Bengaluru,2019-03-19,39.71,94.23,6.67,30.9,26.76,16.07,0.82,5.13,59.72,0.93,3.86,,113.0,Moderate
+Bengaluru,2019-03-20,39.8,91.98,6.79,27.36,22.43,15.0,0.73,5.7,57.62,0.97,4.09,,102.0,Moderate
+Bengaluru,2019-03-21,49.74,94.78,5.97,27.84,21.97,15.24,0.87,5.44,61.82,1.12,4.17,,120.0,Moderate
+Bengaluru,2019-03-22,44.52,96.39,7.16,30.85,24.89,15.54,0.94,6.86,59.05,1.38,4.47,,122.0,Moderate
+Bengaluru,2019-03-23,51.6,102.51,6.71,34.12,27.54,15.49,0.97,5.8,58.37,1.33,4.96,,119.0,Moderate
+Bengaluru,2019-03-24,47.42,93.06,5.81,28.12,23.65,14.79,0.84,6.92,64.14,0.98,3.78,,120.0,Moderate
+Bengaluru,2019-03-25,46.52,105.51,8.2,34.13,30.32,15.64,0.84,7.66,49.93,1.07,4.35,,97.0,Satisfactory
+Bengaluru,2019-03-26,48.85,112.26,10.0,39.23,36.32,15.4,0.93,7.29,57.9,1.07,4.35,,113.0,Moderate
+Bengaluru,2019-03-27,56.52,121.14,12.4,40.26,38.77,14.3,1.08,6.91,55.64,1.24,4.33,,129.0,Moderate
+Bengaluru,2019-03-28,61.59,129.96,14.08,47.4,45.48,14.75,1.17,6.72,51.02,1.69,5.78,,148.0,Moderate
+Bengaluru,2019-03-29,58.92,129.31,11.08,40.64,39.27,16.13,1.14,5.4,62.38,1.7,5.05,,149.0,Moderate
+Bengaluru,2019-03-30,57.09,123.2,10.17,38.21,35.11,16.53,1.15,4.89,54.03,1.45,5.22,,137.0,Moderate
+Bengaluru,2019-03-31,55.88,107.85,6.77,32.37,26.85,17.21,0.9,4.68,52.26,1.17,3.9,,135.0,Moderate
+Bengaluru,2019-04-01,53.46,110.5,11.03,35.35,32.36,16.31,1.01,4.73,49.03,1.21,3.68,,126.0,Moderate
+Bengaluru,2019-04-02,55.62,123.38,21.63,40.91,46.62,17.78,1.03,5.37,46.15,1.43,4.62,,136.0,Moderate
+Bengaluru,2019-04-03,53.61,120.13,13.21,40.06,39.47,17.27,0.94,4.96,54.26,1.57,5.0,,135.0,Moderate
+Bengaluru,2019-04-04,58.15,108.63,9.22,32.87,32.36,17.41,0.94,6.16,50.92,0.93,3.94,,127.0,Moderate
+Bengaluru,2019-04-05,46.54,108.25,13.01,37.85,39.93,16.31,1.07,5.22,53.59,1.62,4.05,,130.0,Moderate
+Bengaluru,2019-04-06,46.55,112.08,7.85,32.46,30.73,16.86,0.95,4.83,64.46,1.33,4.7,,130.0,Moderate
+Bengaluru,2019-04-07,51.73,103.64,7.95,32.1,30.27,16.3,0.98,4.86,68.41,1.26,3.98,,127.0,Moderate
+Bengaluru,2019-04-08,52.79,94.86,9.66,34.46,32.46,17.15,0.95,5.66,59.17,1.5,5.02,,125.0,Moderate
+Bengaluru,2019-04-09,43.88,90.8,9.09,33.09,30.96,19.14,1.09,5.07,66.47,1.49,5.16,,149.0,Moderate
+Bengaluru,2019-04-10,52.18,107.04,9.84,36.58,32.08,18.58,1.13,4.99,45.42,1.36,4.34,,123.0,Moderate
+Bengaluru,2019-04-11,49.25,113.7,9.52,34.41,30.94,21.22,0.89,5.76,40.76,1.21,4.38,,112.0,Moderate
+Bengaluru,2019-04-12,49.46,109.0,9.95,36.1,33.74,18.23,0.95,5.41,51.55,1.66,4.28,,130.0,Moderate
+Bengaluru,2019-04-13,47.24,98.37,7.1,30.69,28.27,17.8,0.92,7.4,52.04,0.96,3.18,,109.0,Moderate
+Bengaluru,2019-04-14,41.74,89.76,6.27,27.4,25.14,15.09,0.78,8.4,56.7,0.26,1.34,,106.0,Moderate
+Bengaluru,2019-04-15,52.38,92.14,8.34,33.83,31.72,15.92,1.04,7.56,54.29,0.53,2.26,,111.0,Moderate
+Bengaluru,2019-04-16,40.54,94.39,9.56,33.94,32.87,15.47,0.99,5.95,51.67,0.83,2.61,,115.0,Moderate
+Bengaluru,2019-04-17,52.84,97.64,11.81,31.76,33.1,17.54,1.16,5.09,38.4,0.99,2.96,,124.0,Moderate
+Bengaluru,2019-04-18,46.1,72.34,12.61,32.17,31.8,17.34,1.09,4.1,47.27,0.93,3.21,,127.0,Moderate
+Bengaluru,2019-04-19,42.33,63.83,6.84,29.02,25.65,18.08,0.9,4.55,47.03,0.64,2.55,,107.0,Moderate
+Bengaluru,2019-04-20,29.75,73.46,7.33,31.84,28.96,16.99,1.02,5.28,55.89,0.74,2.63,,122.0,Moderate
+Bengaluru,2019-04-21,25.18,69.39,6.37,32.67,27.82,15.03,1.04,4.9,56.53,0.7,2.32,,106.0,Moderate
+Bengaluru,2019-04-22,40.9,92.48,8.46,31.25,29.57,19.12,1.1,4.83,45.27,0.78,2.64,,107.0,Moderate
+Bengaluru,2019-04-23,37.08,77.31,7.76,32.12,28.78,16.05,1.31,4.42,57.49,0.81,2.48,,112.0,Moderate
+Bengaluru,2019-04-24,42.76,85.7,6.94,33.95,29.39,16.2,1.22,4.37,53.21,0.96,2.82,,108.0,Moderate
+Bengaluru,2019-04-25,57.96,109.49,8.23,36.31,32.06,16.84,1.19,5.35,54.27,0.84,3.48,,126.0,Moderate
+Bengaluru,2019-04-26,63.83,109.42,5.79,33.66,27.21,18.21,1.08,4.45,57.17,0.74,2.89,,144.0,Moderate
+Bengaluru,2019-04-27,66.34,123.11,7.59,29.77,27.39,17.39,0.84,4.97,61.68,0.37,1.79,,150.0,Moderate
+Bengaluru,2019-04-28,61.63,117.36,6.47,30.6,28.62,17.46,1.0,5.76,53.79,0.76,2.52,,141.0,Moderate
+Bengaluru,2019-04-29,62.42,108.27,6.84,30.05,27.53,18.56,0.95,4.5,50.57,0.89,2.92,,140.0,Moderate
+Bengaluru,2019-04-30,53.78,94.01,6.44,23.6,26.58,17.41,0.92,3.88,60.14,0.42,1.75,,124.0,Moderate
+Bengaluru,2019-05-01,42.75,74.84,7.54,21.81,23.34,15.57,0.99,4.72,55.94,0.23,1.31,,111.0,Moderate
+Bengaluru,2019-05-02,46.45,102.47,12.06,21.41,27.32,14.92,0.86,4.34,46.73,0.29,1.19,,103.0,Moderate
+Bengaluru,2019-05-03,47.56,95.06,8.56,22.23,25.52,17.29,0.74,4.43,48.84,0.41,1.52,,112.0,Moderate
+Bengaluru,2019-05-04,56.62,116.59,7.6,25.08,26.34,18.79,0.85,3.67,51.98,0.93,2.48,,120.0,Moderate
+Bengaluru,2019-05-05,54.62,110.84,6.9,26.36,25.65,16.93,0.8,4.21,61.04,1.03,2.36,,132.0,Moderate
+Bengaluru,2019-05-06,52.76,106.65,7.47,27.54,27.94,17.25,0.8,4.03,66.44,1.17,3.0,,131.0,Moderate
+Bengaluru,2019-05-07,42.61,87.52,10.42,23.95,27.32,16.41,0.86,4.63,47.19,0.94,2.56,,113.0,Moderate
+Bengaluru,2019-05-08,33.28,81.91,10.92,25.0,25.5,15.29,0.88,4.16,34.37,1.17,3.77,,87.0,Satisfactory
+Bengaluru,2019-05-09,51.42,94.86,17.94,30.32,35.49,19.28,1.36,4.4,37.92,1.75,4.89,,106.0,Moderate
+Bengaluru,2019-05-10,39.33,93.68,8.88,29.13,27.99,18.45,0.94,4.23,49.37,1.31,3.94,,120.0,Moderate
+Bengaluru,2019-05-11,40.38,93.84,6.49,27.17,24.4,17.05,0.97,3.64,48.35,1.08,3.39,,105.0,Moderate
+Bengaluru,2019-05-12,34.41,93.08,9.18,26.85,28.06,16.1,1.06,4.01,41.87,0.85,2.76,,101.0,Moderate
+Bengaluru,2019-05-13,32.08,86.2,5.34,25.1,22.24,13.94,0.91,4.11,50.16,1.28,2.96,,106.0,Moderate
+Bengaluru,2019-05-14,31.91,88.8,6.66,24.31,24.52,15.95,0.92,5.41,50.77,1.18,2.57,,88.0,Satisfactory
+Bengaluru,2019-05-15,33.89,81.23,7.43,24.45,25.03,16.03,1.01,4.29,38.96,0.78,2.4,,96.0,Satisfactory
+Bengaluru,2019-05-16,38.93,93.74,12.36,34.47,36.97,16.51,1.23,3.69,44.94,1.17,3.7,,102.0,Moderate
+Bengaluru,2019-05-17,40.64,91.59,14.27,32.51,36.02,17.39,1.19,4.17,36.64,1.42,4.56,,110.0,Moderate
+Bengaluru,2019-05-18,55.14,118.1,13.73,35.15,35.89,19.2,1.19,4.54,43.17,2.25,5.25,,121.0,Moderate
+Bengaluru,2019-05-19,51.35,101.63,8.15,27.75,25.63,18.52,0.97,3.86,45.7,1.4,3.42,,116.0,Moderate
+Bengaluru,2019-05-20,46.82,105.55,8.15,29.22,28.8,18.13,1.06,4.83,40.95,1.14,3.22,,109.0,Moderate
+Bengaluru,2019-05-21,45.3,93.68,5.1,26.31,23.99,16.95,0.88,4.25,51.87,0.92,1.58,,109.0,Moderate
+Bengaluru,2019-05-22,40.4,84.74,9.12,28.98,30.39,16.3,1.11,5.69,62.73,1.2,1.31,,107.0,Moderate
+Bengaluru,2019-05-23,43.26,97.98,12.96,34.61,35.36,17.81,1.04,3.95,34.01,1.43,2.94,,102.0,Moderate
+Bengaluru,2019-05-24,35.93,75.5,6.87,27.67,26.04,16.8,0.89,5.29,51.84,0.85,2.59,,92.0,Satisfactory
+Bengaluru,2019-05-25,26.07,71.31,6.76,25.34,25.38,15.38,0.79,5.0,54.83,0.56,1.99,,82.0,Satisfactory
+Bengaluru,2019-05-26,22.5,49.25,5.26,26.04,23.18,13.51,0.69,3.85,65.11,0.49,1.73,,91.0,Satisfactory
+Bengaluru,2019-05-27,25.77,59.78,8.57,32.49,30.96,16.1,0.94,4.44,60.35,0.78,2.67,,92.0,Satisfactory
+Bengaluru,2019-05-28,38.91,84.93,7.84,25.31,25.24,16.8,0.92,4.07,51.83,0.93,2.9,,92.0,Satisfactory
+Bengaluru,2019-05-29,28.66,62.28,5.08,24.99,22.09,15.5,0.75,4.82,82.31,0.82,2.12,,112.0,Moderate
+Bengaluru,2019-05-30,35.18,77.36,5.72,22.93,22.95,14.98,0.79,3.96,64.17,1.18,1.88,,98.0,Satisfactory
+Bengaluru,2019-05-31,30.29,60.85,6.44,24.81,24.68,13.84,0.82,4.09,69.14,0.88,2.32,,101.0,Moderate
+Bengaluru,2019-06-01,28.95,64.19,9.57,27.09,29.63,13.43,1.04,4.4,52.56,0.81,2.44,,89.0,Satisfactory
+Bengaluru,2019-06-02,44.24,64.72,5.18,18.31,19.6,12.94,0.85,4.39,45.14,0.53,1.45,,100.0,Satisfactory
+Bengaluru,2019-06-03,20.3,42.09,6.5,23.54,24.12,12.08,0.9,4.71,51.34,0.55,1.75,,98.0,Satisfactory
+Bengaluru,2019-06-04,27.33,61.65,9.0,24.48,30.04,11.9,0.79,4.54,40.04,0.41,1.52,,69.0,Satisfactory
+Bengaluru,2019-06-05,28.4,56.09,7.78,23.56,27.22,10.02,0.75,4.73,45.01,0.28,1.27,,78.0,Satisfactory
+Bengaluru,2019-06-06,25.72,51.53,7.47,27.41,27.68,12.3,1.02,4.17,46.31,0.41,1.57,,78.0,Satisfactory
+Bengaluru,2019-06-07,25.02,56.96,8.64,31.44,32.77,15.21,0.92,5.38,50.51,0.29,1.49,,102.0,Moderate
+Bengaluru,2019-06-08,23.54,53.47,6.54,23.49,24.49,14.01,0.81,5.1,54.31,0.16,1.16,,76.0,Satisfactory
+Bengaluru,2019-06-09,16.31,39.84,5.29,17.7,20.29,12.94,0.66,4.02,50.05,0.11,0.77,,66.0,Satisfactory
+Bengaluru,2019-06-10,7.85,25.87,6.28,16.77,21.21,11.79,0.62,4.44,45.0,0.08,0.65,,54.0,Satisfactory
+Bengaluru,2019-06-11,11.32,30.88,5.87,16.85,20.4,13.18,0.72,4.58,36.82,0.21,0.8,,50.0,Good
+Bengaluru,2019-06-12,12.8,35.87,6.7,17.93,22.31,13.74,0.61,6.09,30.56,0.43,1.09,,51.0,Satisfactory
+Bengaluru,2019-06-13,16.38,38.15,7.7,17.76,23.51,12.46,0.66,7.48,25.3,0.66,1.65,,50.0,Good
+Bengaluru,2019-06-14,22.11,47.2,7.85,18.09,23.77,12.54,0.64,8.44,24.42,1.82,5.73,,59.0,Satisfactory
+Bengaluru,2019-06-15,23.64,54.09,9.57,20.9,24.36,12.52,0.68,8.45,24.61,1.95,7.15,,69.0,Satisfactory
+Bengaluru,2019-06-16,22.01,56.08,6.47,18.54,21.24,12.87,0.62,8.99,25.18,2.19,3.2,,63.0,Satisfactory
+Bengaluru,2019-06-17,25.77,64.03,8.35,21.68,25.92,13.23,0.7,8.36,30.6,1.28,2.92,,61.0,Satisfactory
+Bengaluru,2019-06-18,28.82,64.96,6.09,20.1,22.94,13.94,0.7,6.23,30.67,0.87,2.34,,70.0,Satisfactory
+Bengaluru,2019-06-19,25.41,60.88,7.2,20.9,23.52,12.07,0.78,4.91,29.26,1.03,2.69,,74.0,Satisfactory
+Bengaluru,2019-06-20,24.36,53.32,5.24,18.74,20.57,12.0,0.65,4.96,32.97,0.69,1.97,,67.0,Satisfactory
+Bengaluru,2019-06-21,25.35,56.61,5.8,20.66,22.89,12.55,0.74,5.48,38.03,1.42,2.5,,64.0,Satisfactory
+Bengaluru,2019-06-22,16.58,45.48,4.93,20.04,21.76,12.89,0.69,5.06,38.81,1.31,1.94,,67.0,Satisfactory
+Bengaluru,2019-06-23,14.8,36.43,4.83,20.19,21.5,12.11,0.67,4.46,37.89,0.8,2.26,,66.0,Satisfactory
+Bengaluru,2019-06-24,18.54,44.9,6.3,21.39,22.49,13.29,0.71,4.33,32.56,0.87,2.76,,65.0,Satisfactory
+Bengaluru,2019-06-25,30.39,76.25,6.73,23.04,26.12,13.05,0.76,4.77,30.97,0.97,2.46,,65.0,Satisfactory
+Bengaluru,2019-06-26,34.69,61.12,7.53,21.39,24.94,13.32,0.76,4.15,25.3,1.45,3.01,,74.0,Satisfactory
+Bengaluru,2019-06-27,26.44,65.51,7.51,21.17,24.37,12.55,0.72,4.27,28.6,1.2,1.93,,72.0,Satisfactory
+Bengaluru,2019-06-28,26.98,85.13,7.01,21.09,23.98,7.99,0.68,4.78,33.5,0.94,1.58,,72.0,Satisfactory
+Bengaluru,2019-06-29,25.37,81.98,6.35,24.27,27.38,9.02,0.72,4.7,37.55,0.5,1.39,,79.0,Satisfactory
+Bengaluru,2019-06-30,20.16,63.53,5.14,17.51,19.15,10.04,0.63,3.91,33.55,0.36,1.15,,68.0,Satisfactory
+Bengaluru,2019-07-01,26.89,70.15,6.08,18.8,21.32,9.92,0.71,4.63,35.0,0.39,1.36,,65.0,Satisfactory
+Bengaluru,2019-07-02,20.79,62.01,6.09,19.94,23.04,10.46,0.73,5.37,39.44,0.4,1.33,,70.0,Satisfactory
+Bengaluru,2019-07-03,18.25,60.9,5.89,18.61,21.1,8.4,0.7,4.98,33.59,0.45,1.52,,64.0,Satisfactory
+Bengaluru,2019-07-04,18.92,60.19,6.44,21.98,23.35,8.71,0.79,5.09,27.13,1.16,1.73,,65.0,Satisfactory
+Bengaluru,2019-07-05,20.9,57.46,6.03,19.92,23.66,11.62,0.7,5.03,25.86,0.79,1.6,,63.0,Satisfactory
+Bengaluru,2019-07-06,16.65,51.06,6.2,21.47,25.96,10.2,0.76,5.32,29.0,0.5,1.65,,62.0,Satisfactory
+Bengaluru,2019-07-07,19.38,68.71,5.33,18.38,21.55,8.26,0.75,5.3,32.8,0.85,1.36,,69.0,Satisfactory
+Bengaluru,2019-07-08,17.24,55.7,5.42,16.23,19.26,8.74,0.76,5.8,29.35,0.64,1.42,,58.0,Satisfactory
+Bengaluru,2019-07-09,19.53,46.87,5.88,16.78,20.78,10.19,0.86,5.41,25.43,0.74,1.66,,64.0,Satisfactory
+Bengaluru,2019-07-10,31.67,50.35,6.02,19.9,22.32,11.63,0.78,5.79,30.18,0.86,1.34,,68.0,Satisfactory
+Bengaluru,2019-07-11,23.49,61.32,6.71,24.25,24.61,11.9,0.84,7.22,31.66,0.63,2.06,,86.0,Satisfactory
+Bengaluru,2019-07-12,20.95,62.33,6.06,22.71,23.18,11.9,0.79,7.87,32.12,0.53,1.82,,71.0,Satisfactory
+Bengaluru,2019-07-13,20.39,57.91,5.27,21.27,22.77,11.76,0.75,6.01,32.55,0.44,1.35,,62.0,Satisfactory
+Bengaluru,2019-07-14,19.18,51.48,5.39,20.0,20.69,11.64,0.74,6.77,31.64,0.56,1.24,,63.0,Satisfactory
+Bengaluru,2019-07-15,17.84,47.39,6.14,21.24,21.59,10.92,0.8,5.93,32.19,0.5,1.68,,65.0,Satisfactory
+Bengaluru,2019-07-16,24.91,46.99,6.8,21.88,22.16,12.2,0.8,4.12,25.04,0.55,1.76,,65.0,Satisfactory
+Bengaluru,2019-07-17,26.83,55.0,9.37,24.84,26.64,12.84,0.82,3.9,25.39,0.68,2.44,,69.0,Satisfactory
+Bengaluru,2019-07-18,30.97,62.36,9.88,27.45,28.31,14.47,0.85,4.16,23.45,0.65,2.87,,73.0,Satisfactory
+Bengaluru,2019-07-19,18.98,37.85,6.92,22.61,22.72,13.99,0.67,4.42,22.89,0.51,1.76,,66.0,Satisfactory
+Bengaluru,2019-07-20,15.96,42.66,5.09,21.56,21.45,12.36,0.63,7.4,25.53,0.61,1.14,,48.0,Good
+Bengaluru,2019-07-21,19.24,41.46,6.43,23.64,25.39,11.87,0.67,7.96,25.98,0.4,1.03,,64.0,Satisfactory
+Bengaluru,2019-07-22,15.91,41.71,6.7,24.64,26.02,11.03,0.69,6.1,27.44,0.36,1.11,,57.0,Satisfactory
+Bengaluru,2019-07-23,19.14,41.62,6.94,23.99,25.31,11.49,0.75,3.98,24.3,0.4,1.38,,56.0,Satisfactory
+Bengaluru,2019-07-24,20.89,63.75,6.44,23.42,24.67,12.15,0.67,3.69,25.88,0.58,1.19,,60.0,Satisfactory
+Bengaluru,2019-07-25,20.67,53.24,7.12,23.58,24.76,11.97,0.77,3.63,23.94,0.5,1.6,,64.0,Satisfactory
+Bengaluru,2019-07-26,20.33,53.25,6.92,23.49,24.97,11.62,0.73,4.09,21.84,0.44,1.34,,62.0,Satisfactory
+Bengaluru,2019-07-27,23.21,50.99,5.66,20.93,19.66,11.85,0.64,3.87,24.81,0.39,1.36,,55.0,Satisfactory
+Bengaluru,2019-07-28,23.3,49.13,7.2,21.15,22.03,11.46,0.71,5.9,25.68,0.31,1.21,,62.0,Satisfactory
+Bengaluru,2019-07-29,18.61,56.25,5.18,19.89,21.39,11.72,0.68,3.82,25.3,0.32,1.24,,64.0,Satisfactory
+Bengaluru,2019-07-30,23.14,56.4,5.84,21.54,24.17,11.9,0.72,3.95,23.02,0.52,1.47,,58.0,Satisfactory
+Bengaluru,2019-07-31,26.99,47.37,5.7,21.64,21.49,11.74,0.66,3.58,23.67,0.75,1.6,,58.0,Satisfactory
+Bengaluru,2019-08-01,19.87,51.46,5.12,19.76,18.94,11.1,0.69,3.68,23.76,0.56,1.34,,61.0,Satisfactory
+Bengaluru,2019-08-02,18.45,52.16,6.62,22.04,23.57,11.78,0.75,4.34,21.7,0.43,1.39,,59.0,Satisfactory
+Bengaluru,2019-08-03,18.13,46.6,6.99,19.08,20.69,11.18,0.65,4.05,25.31,0.35,1.24,,56.0,Satisfactory
+Bengaluru,2019-08-04,16.26,41.66,9.14,17.21,20.51,10.68,0.69,4.08,23.02,0.49,0.99,,60.0,Satisfactory
+Bengaluru,2019-08-05,15.08,29.63,9.97,18.83,22.65,11.23,0.65,4.26,17.14,0.45,1.54,,53.0,Satisfactory
+Bengaluru,2019-08-06,14.76,30.58,10.3,20.9,24.66,11.72,0.71,4.38,18.42,0.47,1.36,,48.0,Good
+Bengaluru,2019-08-07,14.94,32.65,10.1,20.29,25.36,12.83,0.78,4.52,14.32,0.45,1.43,,57.0,Satisfactory
+Bengaluru,2019-08-08,14.31,27.28,9.42,19.56,22.47,12.92,0.67,4.1,14.25,0.72,2.23,,53.0,Satisfactory
+Bengaluru,2019-08-09,15.53,30.16,9.06,21.17,23.29,12.13,0.71,3.44,17.32,0.33,0.93,,55.0,Satisfactory
+Bengaluru,2019-08-10,13.63,38.48,8.61,22.07,24.99,12.32,0.72,3.53,18.47,0.33,1.21,,49.0,Good
+Bengaluru,2019-08-11,12.95,38.27,8.35,19.08,21.33,11.74,0.61,3.57,17.76,0.44,1.28,,50.0,Good
+Bengaluru,2019-08-12,18.62,46.51,12.49,21.34,26.78,14.07,0.78,4.06,17.11,0.76,2.22,,52.0,Satisfactory
+Bengaluru,2019-08-13,22.1,46.9,12.63,24.49,28.97,14.28,0.93,4.13,18.88,0.48,2.17,,68.0,Satisfactory
+Bengaluru,2019-08-14,26.64,46.08,10.13,22.95,25.42,14.27,0.81,3.5,22.74,0.36,1.54,,70.0,Satisfactory
+Bengaluru,2019-08-15,15.63,38.14,8.64,20.93,21.81,13.18,0.69,2.97,22.46,0.35,1.6,,59.0,Satisfactory
+Bengaluru,2019-08-16,18.63,34.85,8.64,20.7,24.55,13.51,0.76,3.49,16.92,0.47,1.94,,51.0,Satisfactory
+Bengaluru,2019-08-17,20.79,52.0,10.77,24.71,28.58,14.78,0.9,3.7,16.32,0.66,2.03,,61.0,Satisfactory
+Bengaluru,2019-08-18,23.25,47.66,12.4,26.34,29.87,16.35,0.85,3.66,14.77,0.76,2.04,,67.0,Satisfactory
+Bengaluru,2019-08-19,20.73,49.59,12.5,27.88,31.49,16.63,0.88,3.85,17.67,0.52,2.37,,65.0,Satisfactory
+Bengaluru,2019-08-20,18.28,48.73,9.79,24.0,28.57,14.41,0.98,3.8,15.63,0.68,2.63,,74.0,Satisfactory
+Bengaluru,2019-08-21,17.04,45.86,12.94,20.38,27.03,12.61,1.06,4.86,17.45,0.48,1.87,,73.0,Satisfactory
+Bengaluru,2019-08-22,17.3,57.03,9.03,18.74,23.82,12.29,0.83,4.84,16.68,0.49,1.87,,68.0,Satisfactory
+Bengaluru,2019-08-23,15.08,44.78,7.84,18.23,22.24,12.69,0.85,4.64,18.5,0.67,1.93,,65.0,Satisfactory
+Bengaluru,2019-08-24,15.29,63.42,8.07,19.16,23.84,12.39,0.77,4.8,18.52,1.24,1.65,,57.0,Satisfactory
+Bengaluru,2019-08-25,14.98,55.99,5.28,15.48,18.18,11.29,0.58,5.48,20.37,1.55,1.43,,68.0,Satisfactory
+Bengaluru,2019-08-26,14.14,49.29,5.95,17.29,19.29,10.86,0.72,5.42,22.91,1.41,2.42,,63.0,Satisfactory
+Bengaluru,2019-08-27,11.42,47.0,7.18,19.78,23.79,12.1,0.71,7.1,23.6,1.66,2.14,,61.0,Satisfactory
+Bengaluru,2019-08-28,15.3,42.17,6.49,21.27,22.89,11.62,0.63,5.11,22.94,0.9,2.15,,52.0,Satisfactory
+Bengaluru,2019-08-29,17.22,44.99,5.15,18.4,19.69,11.37,0.64,5.43,22.19,1.16,1.98,,49.0,Good
+Bengaluru,2019-08-30,15.01,50.6,5.76,17.69,19.78,10.31,0.71,5.01,22.84,1.12,1.61,,53.0,Satisfactory
+Bengaluru,2019-08-31,20.82,65.26,7.24,19.48,22.6,10.46,0.79,4.89,21.78,0.9,1.53,,63.0,Satisfactory
+Bengaluru,2019-09-01,17.64,47.85,5.73,15.11,17.09,8.94,0.67,5.24,21.03,0.65,1.22,,61.0,Satisfactory
+Bengaluru,2019-09-02,10.98,27.78,3.7,12.39,12.58,8.81,0.64,5.3,21.01,0.52,1.05,,48.0,Good
+Bengaluru,2019-09-03,11.18,32.65,6.38,15.56,17.74,9.5,0.73,5.21,20.36,0.52,2.49,,51.0,Satisfactory
+Bengaluru,2019-09-04,13.01,40.46,7.04,16.9,19.57,9.34,0.72,5.33,19.94,0.62,1.59,,51.0,Satisfactory
+Bengaluru,2019-09-05,13.84,42.24,7.56,16.5,20.44,8.86,0.79,5.18,18.43,1.19,3.76,,56.0,Satisfactory
+Bengaluru,2019-09-06,15.34,44.08,8.05,16.14,20.57,9.22,0.88,5.36,17.88,0.82,2.71,,64.0,Satisfactory
+Bengaluru,2019-09-07,20.16,45.38,7.3,15.83,18.87,8.43,0.79,6.09,16.27,0.62,1.65,,63.0,Satisfactory
+Bengaluru,2019-09-08,12.63,45.47,6.0,12.36,15.67,7.49,0.79,6.15,17.38,0.67,1.27,,62.0,Satisfactory
+Bengaluru,2019-09-09,15.92,49.54,6.98,13.9,17.26,8.79,0.78,5.78,18.74,1.25,1.7,,63.0,Satisfactory
+Bengaluru,2019-09-10,20.67,58.85,5.4,12.3,13.55,10.59,0.73,5.49,22.64,1.45,1.91,,67.0,Satisfactory
+Bengaluru,2019-09-11,19.51,60.37,6.57,14.46,16.19,9.56,0.72,5.11,23.25,0.88,1.57,,62.0,Satisfactory
+Bengaluru,2019-09-12,20.53,57.11,9.86,24.3,25.64,12.42,0.8,5.18,24.32,0.41,1.41,,68.0,Satisfactory
+Bengaluru,2019-09-13,21.84,60.43,10.46,23.38,24.74,11.91,0.86,4.94,25.03,0.67,1.7,,67.0,Satisfactory
+Bengaluru,2019-09-14,22.29,56.94,6.61,21.87,20.68,10.94,0.76,5.58,27.33,0.77,1.3,,70.0,Satisfactory
+Bengaluru,2019-09-15,21.74,50.11,7.52,19.46,18.78,10.07,0.78,5.31,27.56,0.41,1.19,,69.0,Satisfactory
+Bengaluru,2019-09-16,48.41,40.74,8.0,19.11,20.07,10.48,0.82,5.11,25.41,0.42,1.59,,67.0,Satisfactory
+Bengaluru,2019-09-17,68.71,43.3,8.98,22.09,23.99,12.24,1.0,4.84,23.88,0.55,2.16,,120.0,Moderate
+Bengaluru,2019-09-18,22.83,63.17,6.7,22.04,23.16,13.83,0.95,4.32,26.44,0.62,1.84,,92.0,Satisfactory
+Bengaluru,2019-09-19,23.96,59.79,6.04,20.04,21.91,16.1,0.85,4.64,31.73,0.62,1.18,,82.0,Satisfactory
+Bengaluru,2019-09-20,19.12,56.78,11.37,23.82,26.19,17.48,0.82,4.81,30.27,0.45,1.15,,67.0,Satisfactory
+Bengaluru,2019-09-21,22.92,68.81,7.27,24.96,27.2,14.09,0.92,5.07,31.65,0.73,1.44,,74.0,Satisfactory
+Bengaluru,2019-09-22,19.15,53.11,14.84,27.97,37.17,14.75,1.01,4.92,31.13,0.62,2.16,,81.0,Satisfactory
+Bengaluru,2019-09-23,24.78,50.88,17.22,38.91,48.69,16.87,1.2,5.99,34.28,0.75,3.26,,91.0,Satisfactory
+Bengaluru,2019-09-24,17.68,36.94,11.88,33.19,36.56,14.1,1.15,5.91,43.22,0.63,2.32,,100.0,Satisfactory
+Bengaluru,2019-09-25,13.45,32.33,7.39,24.87,26.46,15.3,0.85,4.98,34.55,0.47,1.52,,81.0,Satisfactory
+Bengaluru,2019-09-26,16.59,41.07,10.63,20.76,26.68,13.17,0.83,4.63,30.31,0.4,1.4,,64.0,Satisfactory
+Bengaluru,2019-09-27,32.55,75.73,10.14,28.02,32.03,14.16,1.04,4.97,33.78,0.64,2.63,,83.0,Satisfactory
+Bengaluru,2019-09-28,26.32,78.07,7.34,26.64,27.62,14.52,0.98,4.69,42.02,0.58,2.05,,99.0,Satisfactory
+Bengaluru,2019-09-29,38.4,87.7,4.7,22.87,21.74,14.52,0.79,5.51,41.53,0.48,1.54,,93.0,Satisfactory
+Bengaluru,2019-09-30,23.22,53.78,5.23,19.29,17.87,13.18,0.81,5.24,34.56,0.55,1.56,,73.0,Satisfactory
+Bengaluru,2019-10-01,34.28,68.99,11.17,25.88,29.12,14.14,1.01,4.56,38.57,0.72,2.21,,88.0,Satisfactory
+Bengaluru,2019-10-02,17.34,36.79,13.18,32.46,35.39,13.28,0.94,6.01,40.57,0.67,2.45,,92.0,Satisfactory
+Bengaluru,2019-10-03,26.79,52.83,12.09,35.24,37.85,15.48,1.01,5.33,50.22,0.87,3.1,,95.0,Satisfactory
+Bengaluru,2019-10-04,41.28,58.29,18.78,41.03,51.72,16.06,1.1,4.35,49.07,1.02,3.52,,104.0,Moderate
+Bengaluru,2019-10-05,32.73,70.53,18.64,46.1,52.79,16.86,1.13,4.22,31.39,1.26,4.65,,107.0,Moderate
+Bengaluru,2019-10-06,27.15,55.82,14.73,33.96,36.15,14.69,0.92,3.39,37.5,0.95,4.14,,85.0,Satisfactory
+Bengaluru,2019-10-07,35.57,60.1,26.1,37.6,46.86,15.03,1.14,4.19,34.78,1.17,3.96,,88.0,Satisfactory
+Bengaluru,2019-10-08,24.46,39.4,8.65,28.28,26.66,14.09,0.71,3.39,46.65,0.69,2.45,,92.0,Satisfactory
+Bengaluru,2019-10-09,31.67,46.37,31.34,39.99,53.18,15.63,0.95,4.97,40.67,0.85,3.57,,89.0,Satisfactory
+Bengaluru,2019-10-10,73.77,70.64,12.43,36.15,37.94,18.0,0.87,4.81,34.15,1.01,3.94,,146.0,Moderate
+Bengaluru,2019-10-11,45.16,79.81,12.32,37.89,39.71,18.91,0.83,3.94,34.94,1.11,3.77,,95.0,Satisfactory
+Bengaluru,2019-10-12,38.44,75.75,10.61,30.58,32.46,17.39,0.83,4.47,29.02,0.82,2.56,,90.0,Satisfactory
+Bengaluru,2019-10-13,20.84,46.8,11.38,23.0,26.36,15.76,0.79,4.48,22.31,0.71,2.0,,72.0,Satisfactory
+Bengaluru,2019-10-14,22.61,52.98,16.56,26.95,35.28,17.97,0.85,4.18,20.5,0.96,2.81,,73.0,Satisfactory
+Bengaluru,2019-10-15,24.94,57.89,16.25,28.5,34.84,18.72,0.83,4.42,23.94,1.1,3.37,,79.0,Satisfactory
+Bengaluru,2019-10-16,21.73,57.38,15.17,28.28,33.44,17.09,0.72,3.85,25.81,1.12,3.51,,71.0,Satisfactory
+Bengaluru,2019-10-17,19.3,48.38,17.76,27.52,35.63,17.01,0.85,3.74,20.66,1.1,3.46,,75.0,Satisfactory
+Bengaluru,2019-10-18,25.83,52.13,11.2,24.42,26.37,15.22,0.71,4.83,24.17,1.05,3.1,,69.0,Satisfactory
+Bengaluru,2019-10-19,19.25,37.64,9.17,23.99,27.14,13.73,0.72,4.63,20.61,1.33,3.71,,71.0,Satisfactory
+Bengaluru,2019-10-20,17.2,39.02,6.82,23.31,23.16,13.23,0.52,5.72,26.13,0.89,2.5,,56.0,Satisfactory
+Bengaluru,2019-10-21,20.71,41.14,15.04,30.13,35.45,13.8,0.85,5.78,22.97,1.37,4.19,,69.0,Satisfactory
+Bengaluru,2019-10-22,16.46,35.11,13.68,24.22,29.48,14.84,0.83,5.59,22.81,1.11,3.22,,69.0,Satisfactory
+Bengaluru,2019-10-23,11.71,35.91,7.89,16.97,19.84,17.04,0.83,6.07,17.5,0.82,2.21,,66.0,Satisfactory
+Bengaluru,2019-10-24,12.57,46.46,4.34,15.8,16.05,12.27,0.76,6.39,21.49,1.07,1.75,,62.0,Satisfactory
+Bengaluru,2019-10-25,13.43,42.75,5.68,18.11,19.56,12.32,0.83,6.37,19.33,0.95,1.4,,65.0,Satisfactory
+Bengaluru,2019-10-26,18.21,47.6,6.8,18.89,20.81,11.69,0.74,5.76,19.0,0.61,1.31,,59.0,Satisfactory
+Bengaluru,2019-10-27,42.44,74.17,7.74,21.32,23.05,12.84,1.01,5.26,20.17,0.77,1.86,,74.0,Satisfactory
+Bengaluru,2019-10-28,42.44,78.91,10.63,24.6,26.91,13.82,1.04,5.38,18.21,0.71,2.43,,88.0,Satisfactory
+Bengaluru,2019-10-29,34.24,78.0,11.34,22.99,27.53,16.13,0.97,6.61,20.89,0.67,2.32,,80.0,Satisfactory
+Bengaluru,2019-10-30,18.77,42.23,11.91,26.91,32.16,15.45,0.98,6.42,27.66,0.57,2.12,,78.0,Satisfactory
+Bengaluru,2019-10-31,18.62,49.95,7.39,24.47,26.76,14.41,0.87,5.73,35.18,0.45,1.93,,68.0,Satisfactory
+Bengaluru,2019-11-01,27.42,77.15,12.02,25.98,31.75,14.01,0.9,6.0,41.88,0.47,1.64,,84.0,Satisfactory
+Bengaluru,2019-11-02,27.1,72.41,12.02,25.19,30.28,16.17,1.08,6.16,30.92,0.57,2.01,,77.0,Satisfactory
+Bengaluru,2019-11-03,40.0,71.78,11.18,26.32,27.98,18.0,0.99,5.46,34.6,0.89,2.58,,89.0,Satisfactory
+Bengaluru,2019-11-04,54.83,112.73,20.78,36.74,46.01,20.29,1.26,5.53,38.89,1.34,3.59,,95.0,Satisfactory
+Bengaluru,2019-11-05,73.88,144.98,31.44,41.5,61.74,20.46,1.48,6.15,34.78,1.66,4.33,,139.0,Moderate
+Bengaluru,2019-11-06,94.17,142.05,26.51,38.83,53.01,20.6,1.36,5.74,55.74,0.98,3.25,,169.0,Moderate
+Bengaluru,2019-11-07,92.21,136.66,28.33,44.07,61.28,21.68,1.38,5.9,54.15,1.81,5.31,,174.0,Moderate
+Bengaluru,2019-11-08,69.3,110.88,17.73,38.45,47.34,22.41,1.29,6.55,42.01,1.71,4.44,,159.0,Moderate
+Bengaluru,2019-11-09,47.14,102.59,12.78,35.19,40.02,20.88,1.07,5.61,41.92,1.59,4.0,,116.0,Moderate
+Bengaluru,2019-11-10,52.86,102.92,11.34,30.63,31.84,20.13,1.0,5.26,41.1,0.93,3.12,,96.0,Satisfactory
+Bengaluru,2019-11-11,61.83,117.91,8.64,33.11,34.39,20.35,0.96,5.67,57.13,0.62,1.86,,124.0,Moderate
+Bengaluru,2019-11-12,27.77,68.96,7.02,26.07,27.22,16.45,1.0,6.13,46.59,0.42,1.39,,96.0,Satisfactory
+Bengaluru,2019-11-13,30.39,81.26,10.37,28.6,31.5,17.33,0.93,6.37,43.84,0.66,2.02,,83.0,Satisfactory
+Bengaluru,2019-11-14,23.32,61.17,11.88,26.92,32.14,17.36,0.92,6.12,38.82,0.75,2.17,,80.0,Satisfactory
+Bengaluru,2019-11-15,26.33,65.78,15.95,28.61,38.17,18.25,1.1,6.02,18.93,0.74,2.54,,77.0,Satisfactory
+Bengaluru,2019-11-16,20.62,57.92,12.03,26.87,33.07,17.27,1.01,6.16,21.06,0.69,2.24,,82.0,Satisfactory
+Bengaluru,2019-11-17,30.7,64.16,10.09,28.0,34.06,16.75,0.84,6.37,36.16,0.69,1.81,,76.0,Satisfactory
+Bengaluru,2019-11-18,27.07,61.85,12.69,29.65,36.43,17.29,1.01,6.8,30.81,0.72,2.18,,72.0,Satisfactory
+Bengaluru,2019-11-19,20.23,51.01,12.61,26.77,34.15,16.19,0.96,6.55,25.97,0.66,2.12,,74.0,Satisfactory
+Bengaluru,2019-11-20,21.12,48.76,13.06,27.06,33.42,16.37,1.05,6.93,23.22,0.73,2.49,,77.0,Satisfactory
+Bengaluru,2019-11-21,42.28,78.55,14.45,34.02,39.94,17.57,1.19,6.68,29.31,0.93,2.93,,86.0,Satisfactory
+Bengaluru,2019-11-22,44.17,78.49,11.39,32.14,36.86,15.81,1.06,6.26,32.59,0.73,2.2,,96.0,Satisfactory
+Bengaluru,2019-11-23,36.68,68.13,9.67,32.05,34.86,15.22,1.01,6.44,36.87,0.56,1.8,,90.0,Satisfactory
+Bengaluru,2019-11-24,41.18,71.69,4.45,21.45,20.72,17.36,0.9,6.17,47.58,0.2,0.85,,79.0,Satisfactory
+Bengaluru,2019-11-25,37.44,69.94,6.37,27.71,28.88,16.71,1.17,6.81,37.89,0.34,3.63,,83.0,Satisfactory
+Bengaluru,2019-11-26,35.44,72.66,14.25,30.62,32.97,17.52,1.0,5.87,43.3,7.6,34.24,,88.0,Satisfactory
+Bengaluru,2019-11-27,33.02,65.25,15.29,35.64,40.58,17.13,1.22,6.34,34.88,1.29,37.66,,89.0,Satisfactory
+Bengaluru,2019-11-28,23.08,53.29,13.08,29.76,35.02,18.19,1.04,6.31,30.99,2.8,29.42,,86.0,Satisfactory
+Bengaluru,2019-11-29,22.97,61.34,14.39,25.68,31.74,14.77,1.0,5.38,24.82,0.93,40.69,,75.0,Satisfactory
+Bengaluru,2019-11-30,23.25,50.92,11.74,22.84,27.09,14.15,1.03,5.46,19.8,0.82,38.94,,75.0,Satisfactory
+Bengaluru,2019-12-01,13.46,42.5,9.63,20.19,23.27,14.09,0.93,6.35,18.54,0.66,42.98,,65.0,Satisfactory
+Bengaluru,2019-12-02,13.96,34.67,10.32,21.53,24.48,12.97,0.94,5.99,22.64,0.66,38.23,,70.0,Satisfactory
+Bengaluru,2019-12-03,27.28,55.3,14.0,27.81,31.57,13.63,1.11,6.03,28.88,1.15,44.55,,76.0,Satisfactory
+Bengaluru,2019-12-04,38.2,69.48,9.9,26.87,28.23,13.85,0.96,5.33,44.53,0.73,35.35,,86.0,Satisfactory
+Bengaluru,2019-12-05,55.45,91.85,12.88,32.39,34.22,15.19,0.94,6.48,42.62,1.1,37.71,,87.0,Satisfactory
+Bengaluru,2019-12-06,57.3,96.47,9.71,32.59,31.36,15.1,0.94,6.69,40.61,0.79,36.06,,103.0,Moderate
+Bengaluru,2019-12-07,39.42,71.64,12.01,32.74,34.96,14.07,1.05,7.05,30.49,0.97,36.31,,89.0,Satisfactory
+Bengaluru,2019-12-08,23.79,52.13,8.0,26.15,26.74,12.91,0.95,8.15,28.46,0.67,34.84,,68.0,Satisfactory
+Bengaluru,2019-12-09,21.29,56.84,10.79,29.26,30.66,13.07,1.03,6.57,29.65,0.78,35.33,,70.0,Satisfactory
+Bengaluru,2019-12-10,20.31,55.42,9.34,27.3,28.35,12.13,1.02,6.59,33.44,0.65,34.67,,74.0,Satisfactory
+Bengaluru,2019-12-11,28.62,63.74,9.43,29.94,29.6,15.16,0.84,5.96,31.81,0.81,27.87,,73.0,Satisfactory
+Bengaluru,2019-12-12,28.93,67.98,8.12,28.49,27.89,12.64,0.91,5.81,37.02,0.68,37.62,,77.0,Satisfactory
+Bengaluru,2019-12-13,30.65,71.83,8.24,26.71,27.01,13.12,0.94,6.69,35.09,0.59,33.42,,74.0,Satisfactory
+Bengaluru,2019-12-14,23.6,60.07,9.79,25.5,27.35,12.63,0.97,6.56,28.77,0.69,32.96,,74.0,Satisfactory
+Bengaluru,2019-12-15,25.33,66.09,7.47,23.85,23.24,12.51,0.78,6.28,34.2,0.55,31.51,,68.0,Satisfactory
+Bengaluru,2019-12-16,24.25,59.81,11.19,25.62,27.99,12.62,0.91,7.0,30.69,0.71,31.67,,69.0,Satisfactory
+Bengaluru,2019-12-17,27.65,61.09,11.23,28.51,31.1,12.28,1.05,6.73,30.3,0.68,32.27,,69.0,Satisfactory
+Bengaluru,2019-12-18,42.91,84.86,11.5,31.51,34.26,13.03,1.13,6.79,32.35,0.7,28.05,,82.0,Satisfactory
+Bengaluru,2019-12-19,38.66,77.48,12.17,30.63,34.57,12.91,1.16,7.36,26.97,0.7,27.12,,85.0,Satisfactory
+Bengaluru,2019-12-20,44.46,91.61,13.62,32.5,37.72,13.8,1.19,5.91,28.4,0.84,29.36,,91.0,Satisfactory
+Bengaluru,2019-12-21,48.62,89.87,7.89,29.51,28.63,14.47,0.98,6.45,37.53,0.71,31.23,,95.0,Satisfactory
+Bengaluru,2019-12-22,46.52,84.08,6.3,25.65,25.64,13.5,0.91,6.09,45.17,0.61,35.14,,88.0,Satisfactory
+Bengaluru,2019-12-23,49.33,89.98,8.39,31.35,31.8,13.96,1.0,6.11,43.35,0.77,40.0,,92.0,Satisfactory
+Bengaluru,2019-12-24,35.84,77.13,9.2,29.34,31.31,13.71,1.13,7.13,37.89,1.06,40.29,,89.0,Satisfactory
+Bengaluru,2019-12-25,35.48,71.87,7.38,26.59,27.4,14.05,1.03,5.95,32.38,2.22,12.55,,76.0,Satisfactory
+Bengaluru,2019-12-26,44.27,87.08,7.56,29.46,29.65,14.55,1.03,6.25,43.66,2.08,21.3,,95.0,Satisfactory
+Bengaluru,2019-12-27,43.32,87.09,9.56,31.24,32.59,14.71,1.09,6.6,39.42,1.66,41.25,,98.0,Satisfactory
+Bengaluru,2019-12-28,35.24,70.75,7.86,26.94,27.78,13.37,0.97,7.38,37.81,0.93,44.93,,82.0,Satisfactory
+Bengaluru,2019-12-29,38.53,73.77,6.56,26.2,26.31,13.02,0.92,7.39,43.5,0.63,23.56,,80.0,Satisfactory
+Bengaluru,2019-12-30,47.81,77.49,6.4,28.46,27.79,12.91,1.03,8.04,44.92,0.62,24.96,,93.0,Satisfactory
+Bengaluru,2019-12-31,42.54,84.76,7.92,29.1,27.48,13.75,1.06,7.58,45.78,0.88,27.59,,97.0,Satisfactory
+Bengaluru,2020-01-01,30.71,70.8,9.03,27.31,26.74,13.01,1.07,8.56,37.39,1.05,36.19,,82.0,Satisfactory
+Bengaluru,2020-01-02,25.78,62.73,8.81,28.05,30.18,12.4,1.16,7.52,33.11,0.95,34.36,,81.0,Satisfactory
+Bengaluru,2020-01-03,29.66,69.62,6.62,26.26,26.92,12.87,0.99,6.4,32.98,1.06,29.06,,85.0,Satisfactory
+Bengaluru,2020-01-04,52.62,106.81,15.46,31.56,41.89,14.59,1.39,6.94,37.35,1.5,35.36,,95.0,Satisfactory
+Bengaluru,2020-01-05,52.64,97.94,6.86,29.1,29.52,15.68,1.01,7.01,45.1,1.19,39.99,,118.0,Moderate
+Bengaluru,2020-01-06,24.74,62.08,8.08,27.57,31.18,13.94,1.09,6.97,25.22,0.69,5.39,,81.0,Satisfactory
+Bengaluru,2020-01-07,22.52,62.95,10.11,29.93,32.13,11.75,1.06,7.35,28.66,1.03,16.53,,75.0,Satisfactory
+Bengaluru,2020-01-08,30.92,74.18,5.8,30.86,28.53,12.61,1.03,6.61,47.48,0.99,15.86,,93.0,Satisfactory
+Bengaluru,2020-01-09,40.57,85.93,7.15,33.79,32.74,13.74,1.09,6.01,45.49,0.99,15.04,,101.0,Moderate
+Bengaluru,2020-01-10,39.29,83.02,8.07,36.97,35.92,14.54,1.05,7.71,39.61,0.83,16.79,,94.0,Satisfactory
+Bengaluru,2020-01-11,31.1,66.98,6.52,29.13,28.01,13.03,0.89,6.72,40.4,0.79,16.36,,78.0,Satisfactory
+Bengaluru,2020-01-12,39.5,75.34,7.01,30.57,30.05,14.27,0.97,7.38,37.47,0.81,16.7,,79.0,Satisfactory
+Bengaluru,2020-01-13,53.93,97.81,10.78,38.77,41.27,15.06,1.11,6.51,46.68,1.04,19.3,,106.0,Moderate
+Bengaluru,2020-01-14,64.35,108.24,10.27,43.03,43.97,15.71,1.08,7.03,47.83,1.07,19.47,,121.0,Moderate
+Bengaluru,2020-01-15,45.19,79.82,10.74,35.06,37.49,13.94,0.93,7.78,55.92,0.75,12.19,,111.0,Moderate
+Bengaluru,2020-01-16,39.36,84.68,7.12,38.18,37.98,13.75,1.2,7.7,59.83,0.4,1.15,,114.0,Moderate
+Bengaluru,2020-01-17,34.68,85.16,12.3,39.38,43.73,13.59,1.27,7.3,43.88,0.52,2.73,,106.0,Moderate
+Bengaluru,2020-01-18,26.9,65.04,6.83,26.29,28.93,14.38,0.95,5.81,24.91,0.46,1.65,,86.0,Satisfactory
+Bengaluru,2020-01-19,26.66,59.29,5.34,23.43,25.93,13.36,0.96,5.8,29.97,0.45,1.05,,66.0,Satisfactory
+Bengaluru,2020-01-20,34.51,82.12,6.77,33.42,35.46,14.44,1.07,5.74,35.59,0.47,1.37,,81.0,Satisfactory
+Bengaluru,2020-01-21,37.86,84.98,6.26,33.67,33.87,14.19,1.1,6.86,36.29,0.47,1.34,,90.0,Satisfactory
+Bengaluru,2020-01-22,28.25,71.37,6.1,30.62,31.73,14.77,1.23,6.35,32.1,0.44,1.31,,87.0,Satisfactory
+Bengaluru,2020-01-23,41.13,76.02,8.76,30.76,30.61,14.45,1.1,7.64,31.17,0.48,1.4,,82.0,Satisfactory
+Bengaluru,2020-01-24,42.19,84.68,7.99,39.01,40.6,13.91,1.22,7.44,29.94,0.5,1.55,,108.0,Moderate
+Bengaluru,2020-01-25,44.82,95.52,10.87,46.43,49.87,14.99,1.23,6.85,30.14,0.54,1.61,,100.0,Satisfactory
+Bengaluru,2020-01-26,44.48,93.93,9.21,45.71,48.99,16.11,1.1,8.32,36.55,0.44,1.37,,97.0,Satisfactory
+Bengaluru,2020-01-27,45.49,92.25,12.1,41.23,46.01,17.79,1.24,9.36,42.71,0.39,1.47,,98.0,Satisfactory
+Bengaluru,2020-01-28,52.63,98.54,6.61,33.37,34.73,17.5,1.17,13.04,47.28,0.43,1.34,,102.0,Moderate
+Bengaluru,2020-01-29,46.45,100.44,8.04,38.65,38.26,13.87,0.99,11.45,50.62,0.63,1.8,,115.0,Moderate
+Bengaluru,2020-01-30,43.42,107.2,17.25,47.61,53.47,14.17,1.19,9.86,37.97,0.81,2.12,,112.0,Moderate
+Bengaluru,2020-01-31,46.36,102.88,5.39,37.62,35.68,14.39,1.05,8.97,47.97,0.65,4.32,,111.0,Moderate
+Bengaluru,2020-02-01,52.07,105.15,5.09,31.67,30.74,14.51,1.03,10.3,43.71,0.61,2.24,,102.0,Moderate
+Bengaluru,2020-02-02,35.27,84.84,4.24,24.1,23.37,13.05,0.81,6.12,39.98,0.45,1.6,,94.0,Satisfactory
+Bengaluru,2020-02-03,33.79,80.75,9.12,34.38,35.34,12.29,0.96,7.34,32.47,0.43,1.64,,79.0,Satisfactory
+Bengaluru,2020-02-04,29.27,75.0,7.82,32.2,33.89,12.05,1.0,6.81,32.0,0.51,4.12,,82.0,Satisfactory
+Bengaluru,2020-02-05,30.66,74.45,6.88,30.15,32.31,12.86,1.16,7.47,34.73,0.45,4.91,,86.0,Satisfactory
+Bengaluru,2020-02-06,43.83,92.77,7.34,35.14,37.61,13.82,1.11,6.93,41.55,0.34,1.47,,96.0,Satisfactory
+Bengaluru,2020-02-07,49.51,103.19,5.71,31.27,32.33,14.44,1.06,8.53,41.16,0.27,2.81,,96.0,Satisfactory
+Bengaluru,2020-02-08,45.3,106.63,5.64,30.49,30.83,13.5,0.95,7.2,38.36,0.33,3.37,,105.0,Moderate
+Bengaluru,2020-02-09,52.39,111.14,4.66,25.96,26.24,15.42,1.06,10.99,34.35,0.34,1.56,,101.0,Moderate
+Bengaluru,2020-02-10,35.53,82.96,5.3,26.2,26.76,15.84,1.09,8.07,32.75,0.33,1.89,,103.0,Moderate
+Bengaluru,2020-02-11,33.94,77.23,6.41,28.99,27.96,12.4,1.07,7.08,34.75,1.87,2.29,,87.0,Satisfactory
+Bengaluru,2020-02-12,32.82,72.71,6.23,28.34,27.32,12.02,0.93,7.06,34.6,2.13,2.7,,80.0,Satisfactory
+Bengaluru,2020-02-13,37.67,86.81,9.5,37.32,38.56,12.15,1.06,7.06,34.92,0.62,1.72,,84.0,Satisfactory
+Bengaluru,2020-02-14,50.47,120.55,15.25,46.46,49.0,14.09,1.29,6.98,45.01,0.76,1.69,,111.0,Moderate
+Bengaluru,2020-02-15,54.91,129.65,16.22,54.43,56.07,14.89,1.24,7.48,46.99,0.78,1.54,,128.0,Moderate
+Bengaluru,2020-02-16,45.02,89.03,6.18,36.76,32.5,13.44,0.99,8.14,49.12,0.51,1.05,,120.0,Moderate
+Bengaluru,2020-02-17,41.66,94.89,14.05,43.77,45.43,13.41,1.15,9.48,42.21,0.62,1.4,,99.0,Satisfactory
+Bengaluru,2020-02-18,43.29,105.87,6.85,42.79,38.88,15.06,1.07,7.44,47.44,0.38,1.09,,103.0,Moderate
+Bengaluru,2020-02-19,55.31,97.46,6.29,36.85,34.52,15.25,1.28,7.62,49.57,0.4,1.14,,101.0,Moderate
+Bengaluru,2020-02-20,47.86,95.51,7.98,33.04,34.36,13.9,1.06,5.97,38.42,0.4,2.64,,94.0,Satisfactory
+Bengaluru,2020-02-21,30.24,72.85,4.56,24.85,26.87,12.05,1.0,6.25,40.89,0.28,1.1,,90.0,Satisfactory
+Bengaluru,2020-02-22,33.96,82.03,4.67,23.75,26.23,13.04,0.98,6.62,37.76,0.23,1.0,,78.0,Satisfactory
+Bengaluru,2020-02-23,36.3,85.26,4.15,21.8,23.7,12.61,1.09,5.92,49.19,0.19,1.0,,81.0,Satisfactory
+Bengaluru,2020-02-24,35.6,82.42,5.07,25.61,28.15,11.92,1.01,5.93,43.59,0.28,1.2,,82.0,Satisfactory
+Bengaluru,2020-02-25,41.83,97.01,5.0,31.08,33.28,12.39,1.28,6.01,50.22,0.3,1.4,,107.0,Moderate
+Bengaluru,2020-02-26,47.39,88.67,5.03,27.21,30.32,12.47,0.97,5.38,36.49,0.31,1.15,,104.0,Moderate
+Bengaluru,2020-02-27,39.39,92.84,5.95,31.61,33.19,12.63,1.16,6.72,41.29,0.27,0.92,,112.0,Moderate
+Bengaluru,2020-02-28,42.58,95.58,5.36,26.77,29.54,12.35,1.06,6.75,46.4,0.25,0.88,,98.0,Satisfactory
+Bengaluru,2020-02-29,48.75,95.45,5.79,27.79,30.87,12.22,1.01,6.22,47.04,0.24,1.01,,95.0,Satisfactory
+Bengaluru,2020-03-01,56.2,89.66,3.51,21.91,21.37,14.37,0.98,7.09,49.93,0.22,0.79,,101.0,Moderate
+Bengaluru,2020-03-02,53.75,115.89,6.52,29.55,32.36,14.37,1.18,6.36,48.39,0.32,1.36,,103.0,Moderate
+Bengaluru,2020-03-03,70.78,154.34,8.97,32.33,35.82,14.47,1.27,6.96,61.01,0.42,1.76,,137.0,Moderate
+Bengaluru,2020-03-04,55.66,118.07,12.1,33.05,39.86,15.46,1.22,6.6,52.01,0.33,1.53,,131.0,Moderate
+Bengaluru,2020-03-05,57.89,111.38,6.09,28.68,30.95,14.39,1.04,7.21,53.06,0.33,1.21,,117.0,Moderate
+Bengaluru,2020-03-06,41.84,83.19,5.52,23.14,25.33,13.61,0.94,8.07,50.82,0.43,1.85,,100.0,Satisfactory
+Bengaluru,2020-03-07,44.33,89.88,5.26,26.8,28.22,15.57,0.98,7.12,37.49,0.45,1.14,,93.0,Satisfactory
+Bengaluru,2020-03-08,38.66,84.01,3.91,21.71,22.73,14.03,0.88,6.71,40.31,0.37,1.11,,91.0,Satisfactory
+Bengaluru,2020-03-09,38.88,84.66,4.74,23.26,24.69,13.54,0.99,7.41,45.57,0.39,0.96,,99.0,Satisfactory
+Bengaluru,2020-03-10,41.48,89.64,3.92,22.84,23.81,12.71,0.94,7.08,50.57,0.33,1.53,,93.0,Satisfactory
+Bengaluru,2020-03-11,39.57,80.31,4.86,25.62,27.1,11.31,0.96,8.25,50.73,0.37,1.43,,95.0,Satisfactory
+Bengaluru,2020-03-12,34.62,78.55,6.45,28.58,30.35,10.85,1.05,6.36,49.83,0.46,1.15,,97.0,Satisfactory
+Bengaluru,2020-03-13,34.77,76.68,6.76,27.42,30.03,10.94,0.93,7.36,42.26,0.42,1.17,,90.0,Satisfactory
+Bengaluru,2020-03-14,29.97,72.04,5.47,27.04,28.63,10.8,0.91,6.65,38.8,0.38,3.09,,86.0,Satisfactory
+Bengaluru,2020-03-15,33.96,72.17,4.07,22.19,23.19,11.55,0.92,6.97,49.32,0.35,3.2,,88.0,Satisfactory
+Bengaluru,2020-03-16,26.15,71.05,4.54,21.45,23.54,11.07,0.84,6.75,36.51,0.31,2.81,,79.0,Satisfactory
+Bengaluru,2020-03-17,24.15,77.96,4.75,19.78,22.33,10.48,0.86,7.01,31.85,0.35,3.4,,77.0,Satisfactory
+Bengaluru,2020-03-18,29.66,72.55,4.54,24.72,25.9,11.06,0.9,7.25,39.28,0.38,3.03,,78.0,Satisfactory
+Bengaluru,2020-03-19,38.15,87.04,4.96,26.49,27.94,12.13,0.93,7.97,55.4,0.56,2.03,,91.0,Satisfactory
+Bengaluru,2020-03-20,43.31,94.45,3.79,23.38,24.16,13.53,0.98,6.97,53.12,0.5,1.98,,100.0,Satisfactory
+Bengaluru,2020-03-21,40.62,95.67,6.2,31.05,32.76,13.76,1.06,6.75,59.91,0.8,1.68,,103.0,Moderate
+Bengaluru,2020-03-22,30.16,66.88,4.2,13.39,14.52,12.95,0.82,6.92,48.99,0.34,1.48,,99.0,Satisfactory
+Bengaluru,2020-03-23,40.28,82.77,4.01,20.12,20.75,13.99,1.05,6.03,42.02,0.34,1.47,,85.0,Satisfactory
+Bengaluru,2020-03-24,50.85,82.89,3.45,15.65,16.61,14.92,0.86,6.39,39.76,0.24,0.95,,106.0,Moderate
+Bengaluru,2020-03-25,25.25,48.81,2.62,9.73,11.41,11.91,0.76,7.92,38.24,0.17,0.47,,70.0,Satisfactory
+Bengaluru,2020-03-26,27.77,51.53,2.55,8.99,10.63,11.25,0.7,5.87,35.05,0.13,0.38,,61.0,Satisfactory
+Bengaluru,2020-03-27,27.47,51.79,3.22,9.44,11.22,11.09,0.85,6.49,35.6,0.14,0.37,,67.0,Satisfactory
+Bengaluru,2020-03-28,24.89,45.75,2.63,10.58,12.06,10.13,0.85,6.11,36.29,0.28,1.15,,70.0,Satisfactory
+Bengaluru,2020-03-29,28.45,47.23,2.99,12.22,14.05,10.41,0.85,6.37,37.19,0.36,1.48,,66.0,Satisfactory
+Bengaluru,2020-03-30,32.46,53.57,3.02,11.09,13.51,11.12,0.91,6.77,41.31,0.21,0.88,,72.0,Satisfactory
+Bengaluru,2020-03-31,22.01,48.55,2.9,10.09,11.79,10.45,0.83,5.11,42.69,0.11,0.43,,68.0,Satisfactory
+Bengaluru,2020-04-01,22.54,49.89,2.51,10.37,11.6,10.18,0.76,5.81,41.52,0.12,0.46,,64.0,Satisfactory
+Bengaluru,2020-04-02,27.12,58.49,2.43,9.58,10.93,10.92,0.86,5.56,46.12,0.11,0.52,,70.0,Satisfactory
+Bengaluru,2020-04-03,34.12,69.87,2.43,9.69,11.07,11.13,0.77,6.8,49.16,0.11,0.46,,82.0,Satisfactory
+Bengaluru,2020-04-04,31.93,63.83,2.43,9.23,10.79,11.25,0.72,6.51,43.88,0.25,1.0,,74.0,Satisfactory
+Bengaluru,2020-04-05,30.26,67.3,2.48,9.81,11.62,11.08,0.8,6.06,39.66,0.17,2.53,,77.0,Satisfactory
+Bengaluru,2020-04-06,22.68,50.53,2.34,11.52,11.77,11.69,0.71,4.44,42.79,0.15,11.08,,65.0,Satisfactory
+Bengaluru,2020-04-07,15.14,20.84,3.05,13.48,14.79,16.57,0.71,5.3,42.61,0.22,7.2,,62.0,Satisfactory
+Bengaluru,2020-04-08,18.39,28.13,2.74,13.73,14.46,13.03,0.72,5.55,52.65,0.26,6.3,,67.0,Satisfactory
+Bengaluru,2020-04-09,23.32,32.12,2.51,12.38,13.21,13.62,0.73,5.83,48.84,0.25,5.16,,65.0,Satisfactory
+Bengaluru,2020-04-10,30.06,22.69,3.98,11.5,11.44,13.71,0.67,6.1,47.67,0.25,7.31,,76.0,Satisfactory
+Bengaluru,2020-04-11,26.99,35.92,2.35,10.63,11.3,16.25,0.79,6.06,45.02,0.73,8.55,,70.0,Satisfactory
+Bengaluru,2020-04-12,22.38,35.49,2.68,11.74,12.7,13.94,0.72,4.78,47.0,0.57,9.9,,64.0,Satisfactory
+Bengaluru,2020-04-13,25.61,42.98,3.74,15.57,16.92,11.61,0.71,5.75,46.22,0.42,17.99,,72.0,Satisfactory
+Bengaluru,2020-04-14,30.24,52.51,3.61,15.73,16.73,10.46,0.69,6.34,46.63,0.32,11.75,,72.0,Satisfactory
+Bengaluru,2020-04-15,33.62,50.11,2.76,13.81,14.7,10.86,0.67,8.19,46.04,0.37,8.98,,74.0,Satisfactory
+Bengaluru,2020-04-16,25.27,42.7,2.65,12.73,13.63,9.91,0.73,6.55,43.3,0.44,9.63,,66.0,Satisfactory
+Bengaluru,2020-04-17,40.0,50.83,2.62,12.28,13.36,10.46,0.65,5.77,41.22,0.34,9.27,,74.0,Satisfactory
+Bengaluru,2020-04-18,34.03,46.7,2.53,11.74,12.25,10.25,0.72,5.59,39.05,0.25,3.7,,94.0,Satisfactory
+Bengaluru,2020-04-19,24.22,41.6,2.61,10.48,11.63,9.42,0.61,6.21,36.3,0.28,2.29,,67.0,Satisfactory
+Bengaluru,2020-04-20,19.42,31.92,2.57,10.76,11.72,9.03,0.55,6.75,32.7,0.16,2.23,,53.0,Satisfactory
+Bengaluru,2020-04-21,17.04,48.52,3.12,13.02,13.46,7.96,0.78,6.2,31.78,0.22,2.26,,65.0,Satisfactory
+Bengaluru,2020-04-22,19.95,50.26,2.71,10.17,11.49,8.33,0.68,6.79,34.71,0.19,2.56,,71.0,Satisfactory
+Bengaluru,2020-04-23,26.1,48.49,2.9,11.41,13.28,8.44,0.67,6.36,38.1,0.2,2.59,,63.0,Satisfactory
+Bengaluru,2020-04-24,26.25,65.58,3.38,13.05,15.61,9.74,0.75,6.54,34.36,0.59,3.18,,69.0,Satisfactory
+Bengaluru,2020-04-25,25.98,55.47,3.67,13.04,15.19,10.15,0.69,5.83,30.95,0.51,4.3,,66.0,Satisfactory
+Bengaluru,2020-04-26,21.32,43.11,3.03,11.76,13.11,9.89,0.82,5.47,37.25,0.25,1.68,,61.0,Satisfactory
+Bengaluru,2020-04-27,19.25,50.33,3.17,11.69,14.32,9.21,0.76,5.55,33.06,0.19,2.14,,59.0,Satisfactory
+Bengaluru,2020-04-28,20.74,55.81,2.71,11.24,13.01,10.71,0.79,5.86,33.9,0.21,1.66,,71.0,Satisfactory
+Bengaluru,2020-04-29,13.68,39.31,2.68,12.02,13.47,10.72,0.74,5.73,30.77,0.22,1.36,,62.0,Satisfactory
+Bengaluru,2020-04-30,20.3,54.56,4.21,15.27,17.17,8.07,0.75,5.45,32.26,0.36,1.36,,61.0,Satisfactory
+Bengaluru,2020-05-01,24.81,61.29,3.34,12.6,14.65,8.95,0.67,6.28,40.97,0.22,1.93,,74.0,Satisfactory
+Bengaluru,2020-05-02,18.36,50.84,3.13,14.26,15.24,7.84,0.8,6.19,38.88,0.3,1.52,,72.0,Satisfactory
+Bengaluru,2020-05-03,22.35,56.07,3.02,17.28,16.81,6.94,0.82,6.23,39.28,0.28,1.47,,71.0,Satisfactory
+Bengaluru,2020-05-04,26.1,71.6,2.7,18.88,17.75,6.47,0.86,7.16,42.46,0.25,1.19,,79.0,Satisfactory
+Bengaluru,2020-05-05,29.23,87.56,3.09,18.26,17.24,7.53,0.82,7.44,43.07,0.25,1.18,,91.0,Satisfactory
+Bengaluru,2020-05-06,23.02,64.54,2.81,17.4,16.58,8.56,0.93,6.85,38.88,0.22,1.51,,85.0,Satisfactory
+Bengaluru,2020-05-07,26.87,72.07,2.9,18.2,17.08,8.9,0.88,6.09,34.69,0.25,0.99,,82.0,Satisfactory
+Bengaluru,2020-05-08,17.61,52.32,3.0,16.86,16.68,7.94,0.77,7.14,31.87,0.28,1.2,,73.0,Satisfactory
+Bengaluru,2020-05-09,21.05,60.98,3.05,14.05,15.16,8.26,0.77,7.51,30.1,0.26,0.85,,76.0,Satisfactory
+Bengaluru,2020-05-10,24.29,59.49,3.02,13.18,13.74,8.84,0.77,6.93,34.13,0.22,1.48,,78.0,Satisfactory
+Bengaluru,2020-05-11,20.58,66.73,3.08,14.23,14.33,9.01,0.81,7.7,35.18,0.21,1.46,,77.0,Satisfactory
+Bengaluru,2020-05-12,15.43,70.53,3.19,14.13,14.61,8.98,0.73,6.05,26.07,0.24,1.61,,82.0,Satisfactory
+Bengaluru,2020-05-13,14.56,39.32,3.27,13.82,14.5,9.23,0.8,6.09,27.46,0.76,4.51,,66.0,Satisfactory
+Bengaluru,2020-05-14,24.81,58.72,3.9,15.82,16.02,10.15,0.74,6.12,33.15,0.38,2.55,,66.0,Satisfactory
+Bengaluru,2020-05-15,17.34,46.71,4.43,16.79,16.78,9.42,0.87,7.39,25.11,0.3,1.57,,73.0,Satisfactory
+Bengaluru,2020-05-16,23.44,56.99,3.89,18.22,17.24,10.07,0.96,7.06,32.49,0.35,1.16,,74.0,Satisfactory
+Bengaluru,2020-05-17,21.25,52.69,3.12,13.24,12.56,10.3,0.72,7.19,36.41,0.27,1.14,,70.0,Satisfactory
+Bengaluru,2020-05-18,16.82,47.84,7.57,12.91,11.92,10.52,0.85,6.14,35.55,0.22,1.13,,68.0,Satisfactory
+Bengaluru,2020-05-19,23.81,79.02,3.75,13.11,13.59,9.81,0.73,5.67,27.88,0.19,1.69,,72.0,Satisfactory
+Bengaluru,2020-05-20,17.9,64.0,4.3,13.77,15.4,8.9,0.72,6.05,26.03,0.18,1.53,,79.0,Satisfactory
+Bengaluru,2020-05-21,19.53,60.44,4.38,14.59,16.17,8.87,0.74,5.8,26.55,0.18,1.81,,70.0,Satisfactory
+Bengaluru,2020-05-22,18.13,56.21,4.32,15.13,16.51,8.98,0.79,5.59,34.42,0.2,1.47,,68.0,Satisfactory
+Bengaluru,2020-05-23,19.52,62.59,3.49,15.05,15.53,8.76,0.72,6.29,39.84,0.23,1.26,,72.0,Satisfactory
+Bengaluru,2020-05-24,18.62,66.58,3.28,13.03,13.26,8.97,0.59,5.64,27.7,0.19,1.79,,66.0,Satisfactory
+Bengaluru,2020-05-25,21.06,57.36,3.88,16.82,17.08,9.36,0.7,5.81,33.26,0.25,1.49,,70.0,Satisfactory
+Bengaluru,2020-05-26,22.25,71.59,4.18,16.47,16.95,9.58,0.76,6.38,34.72,0.26,1.95,,66.0,Satisfactory
+Bengaluru,2020-05-27,19.81,55.23,4.73,18.54,18.77,12.06,0.92,6.03,26.83,0.28,1.54,,75.0,Satisfactory
+Bengaluru,2020-05-28,28.46,55.7,4.48,14.85,16.36,9.1,0.66,6.24,27.7,0.4,1.83,,74.0,Satisfactory
+Bengaluru,2020-05-29,23.16,53.37,5.1,15.72,17.14,8.2,0.7,6.48,25.16,0.6,2.18,,66.0,Satisfactory
+Bengaluru,2020-05-30,15.87,42.52,4.12,18.27,17.45,8.7,0.74,6.27,24.01,0.58,1.96,,72.0,Satisfactory
+Bengaluru,2020-05-31,23.32,51.62,2.39,11.58,10.32,7.26,0.84,7.01,25.66,0.52,2.14,,61.0,Satisfactory
+Bengaluru,2020-06-01,9.16,22.16,2.64,9.72,9.4,5.7,0.6,6.78,20.96,0.52,2.56,,49.0,Good
+Bengaluru,2020-06-02,8.95,19.43,3.09,9.76,10.18,5.13,0.57,6.65,17.46,0.59,2.72,,40.0,Good
+Bengaluru,2020-06-03,9.69,19.34,4.22,9.78,10.9,4.92,0.6,6.85,19.62,0.67,2.76,,42.0,Good
+Bengaluru,2020-06-04,10.91,30.11,7.19,11.51,13.01,4.78,0.62,6.94,17.73,0.67,2.74,,43.0,Good
+Bengaluru,2020-06-05,22.88,48.48,3.88,19.65,18.98,5.64,0.66,7.12,18.92,0.92,1.77,,55.0,Satisfactory
+Bengaluru,2020-06-06,18.18,50.12,4.61,17.1,16.43,5.7,0.6,7.16,18.22,0.66,2.39,,55.0,Satisfactory
+Bengaluru,2020-06-07,17.6,45.11,3.45,13.32,12.94,5.31,0.57,7.11,14.91,0.73,2.63,,55.0,Satisfactory
+Bengaluru,2020-06-08,20.16,48.85,4.64,15.31,15.43,5.22,0.65,6.88,16.9,0.73,2.66,,55.0,Satisfactory
+Bengaluru,2020-06-09,21.7,52.5,4.65,15.48,16.43,5.64,0.62,6.99,16.73,0.71,2.57,,58.0,Satisfactory
+Bengaluru,2020-06-10,25.44,73.07,11.1,15.98,17.72,6.0,0.66,6.92,15.65,1.05,1.82,,70.0,Satisfactory
+Bengaluru,2020-06-11,16.53,39.75,5.74,14.7,16.75,5.76,0.67,6.99,12.9,1.03,2.25,,59.0,Satisfactory
+Bengaluru,2020-06-12,16.84,35.21,5.17,13.83,15.48,5.93,0.64,7.2,15.56,0.82,2.54,,49.0,Good
+Bengaluru,2020-06-13,16.79,42.32,5.42,14.67,16.68,6.57,0.72,7.33,15.52,0.81,2.3,,50.0,Good
+Bengaluru,2020-06-14,16.66,35.74,4.77,12.31,14.6,6.7,0.56,6.86,13.54,0.86,2.29,,49.0,Good
+Bengaluru,2020-06-15,19.57,36.58,5.15,13.01,15.5,6.55,0.62,7.68,16.22,0.63,2.25,,47.0,Good
+Bengaluru,2020-06-16,17.07,45.6,5.16,13.32,15.94,6.9,0.6,7.21,16.51,0.38,2.06,,55.0,Satisfactory
+Bengaluru,2020-06-17,18.29,56.47,5.9,14.1,17.22,6.48,0.65,7.74,13.01,0.27,2.64,,57.0,Satisfactory
+Bengaluru,2020-06-18,28.32,63.66,5.57,13.98,16.54,6.84,0.73,7.27,12.63,1.31,0.88,,65.0,Satisfactory
+Bengaluru,2020-06-19,21.55,57.17,4.82,13.87,15.89,6.54,0.66,7.22,12.34,0.45,0.94,,65.0,Satisfactory
+Bengaluru,2020-06-20,18.32,47.55,4.48,13.62,14.97,6.59,0.66,7.81,14.16,0.39,1.32,,56.0,Satisfactory
+Bengaluru,2020-06-21,18.18,42.05,4.6,12.45,14.83,6.5,0.54,7.47,13.37,0.37,1.55,,52.0,Satisfactory
+Bengaluru,2020-06-22,15.65,40.19,5.59,14.45,17.28,6.5,0.62,7.18,13.04,0.46,1.66,,49.0,Good
+Bengaluru,2020-06-23,20.38,49.93,5.16,14.6,17.11,6.76,0.62,6.98,17.72,0.39,1.6,,56.0,Satisfactory
+Bengaluru,2020-06-24,19.72,52.43,5.41,14.61,16.98,7.37,0.61,6.86,18.26,0.33,1.48,,63.0,Satisfactory
+Bengaluru,2020-06-25,16.93,40.06,6.01,17.67,19.1,7.42,0.74,7.73,19.58,0.4,1.52,,63.0,Satisfactory
+Bengaluru,2020-06-26,15.4,28.66,4.42,14.29,15.57,7.32,0.61,7.45,19.53,0.25,1.43,,58.0,Satisfactory
+Bengaluru,2020-06-27,16.6,29.48,3.06,13.68,13.07,6.88,0.67,7.29,15.69,0.21,1.18,,51.0,Satisfactory
+Bengaluru,2020-06-28,20.44,26.34,2.69,10.33,10.58,6.58,0.66,6.6,17.59,0.12,0.94,,61.0,Satisfactory
+Bengaluru,2020-06-29,28.68,29.27,3.62,12.12,12.94,6.8,0.56,6.33,16.99,0.17,1.17,,65.0,Satisfactory
+Bengaluru,2020-06-30,14.47,24.26,4.61,12.69,15.0,6.82,0.56,6.45,16.08,0.18,0.86,,63.0,Satisfactory
+Bengaluru,2020-07-01,17.5,30.48,3.95,13.25,14.83,7.42,0.54,6.66,15.4,0.27,0.65,,43.0,Good
+Bhopal,2019-09-17,23.12,43.95,13.38,38.58,31.4,34.63,1.52,10.53,41.86,,,,,
+Bhopal,2019-09-18,21.25,38.2,16.08,37.81,33.18,44.14,1.38,8.95,24.7,,,,89.0,Satisfactory
+Bhopal,2019-09-19,16.94,41.09,12.94,25.28,23.96,47.43,0.95,8.08,31.66,,,,77.0,Satisfactory
+Bhopal,2019-09-20,15.29,43.1,11.93,26.05,23.56,42.29,0.95,7.52,30.93,,,,76.0,Satisfactory
+Bhopal,2019-09-21,20.75,62.7,14.9,30.9,28.55,46.25,1.41,7.31,27.19,,,,82.0,Satisfactory
+Bhopal,2019-09-22,11.21,42.45,12.44,25.74,23.8,44.52,1.16,5.82,38.87,,,,90.0,Satisfactory
+Bhopal,2019-09-23,11.81,44.21,11.05,25.81,22.72,48.42,1.07,5.34,32.97,,,,82.0,Satisfactory
+Bhopal,2019-09-24,17.7,53.29,9.59,28.48,22.95,40.42,1.18,4.96,38.57,,,,80.0,Satisfactory
+Bhopal,2019-09-25,20.41,50.27,10.74,28.75,24.02,46.34,1.11,7.96,36.42,,,,81.0,Satisfactory
+Bhopal,2019-09-26,17.21,31.31,14.75,27.96,26.86,47.0,1.05,9.32,28.2,,,,77.0,Satisfactory
+Bhopal,2019-09-27,12.65,31.54,9.57,20.58,18.72,50.15,0.84,9.64,29.49,,,,69.0,Satisfactory
+Bhopal,2019-09-28,3.4,16.32,8.05,14.11,14.05,47.07,0.64,6.72,37.28,,,,52.0,Satisfactory
+Bhopal,2019-09-29,7.23,27.84,10.21,17.12,17.41,51.91,0.66,5.91,28.85,,,,49.0,Good
+Bhopal,2019-09-30,8.7,36.97,13.93,22.35,23.21,46.82,0.7,8.9,26.74,,,,56.0,Satisfactory
+Bhopal,2019-10-01,6.53,21.31,7.3,13.46,13.09,42.77,0.71,7.08,43.46,,,,68.0,Satisfactory
+Bhopal,2019-10-02,20.86,72.34,10.44,27.86,23.31,37.95,0.87,7.08,50.24,,,,75.0,Satisfactory
+Bhopal,2019-10-03,24.92,106.41,7.92,34.15,24.6,37.23,0.75,9.36,66.15,,,,97.0,Satisfactory
+Bhopal,2019-10-04,28.1,122.06,9.29,33.99,25.63,36.82,1.04,8.53,65.06,,,,112.0,Moderate
+Bhopal,2019-10-05,26.41,99.6,12.64,36.45,28.3,40.41,1.01,8.38,63.02,,,,117.0,Moderate
+Bhopal,2019-10-06,32.5,90.64,10.19,34.81,26.8,16.79,1.19,9.9,40.2,,,,101.0,Moderate
+Bhopal,2019-10-07,39.74,102.93,16.9,38.5,34.22,17.08,1.45,8.29,40.72,,,,109.0,Moderate
+Bhopal,2019-10-08,52.66,130.64,6.13,34.1,23.13,18.88,1.26,11.29,77.47,,,,143.0,Moderate
+Bhopal,2019-10-09,36.92,114.12,3.78,32.53,20.39,13.56,0.83,12.3,79.94,,,,123.0,Moderate
+Bhopal,2019-10-10,42.55,126.36,10.57,43.5,31.74,15.13,1.05,10.09,66.05,,,,118.0,Moderate
+Bhopal,2019-10-11,53.12,155.77,10.0,38.56,28.64,17.43,0.96,7.99,57.36,,,,141.0,Moderate
+Bhopal,2019-10-12,48.92,175.24,17.8,56.37,44.45,15.28,1.37,10.03,61.57,,,,140.0,Moderate
+Bhopal,2019-10-13,55.86,199.68,30.94,61.95,58.11,19.45,1.47,9.7,63.59,,,,168.0,Moderate
+Bhopal,2019-10-14,44.56,159.02,5.46,33.55,22.29,16.73,0.88,10.87,86.69,,,,159.0,Moderate
+Bhopal,2019-10-15,49.07,160.57,9.73,47.42,33.14,19.9,0.96,10.06,71.97,,,,141.0,Moderate
+Bhopal,2019-10-16,53.62,185.45,20.64,46.41,41.46,19.78,1.03,10.75,69.49,,,,148.0,Moderate
+Bhopal,2019-10-17,60.57,168.04,25.18,44.07,43.92,19.13,1.11,11.46,68.71,,,,155.0,Moderate
+Bhopal,2019-10-18,69.65,176.36,15.09,54.27,41.14,22.23,1.5,8.69,62.63,,,,159.0,Moderate
+Bhopal,2019-10-19,70.39,152.01,3.82,29.21,18.64,19.85,0.99,13.41,59.11,,,,146.0,Moderate
+Bhopal,2019-10-20,86.57,141.8,8.05,41.02,28.36,19.25,1.18,13.41,44.4,,,,144.0,Moderate
+Bhopal,2019-10-21,98.98,163.5,7.72,41.72,28.46,20.61,1.17,8.65,45.51,,,,225.0,Poor
+Bhopal,2019-10-22,84.03,176.99,9.42,52.3,35.47,19.0,1.3,9.64,46.25,,,,209.0,Poor
+Bhopal,2019-10-23,49.01,115.92,9.07,45.9,31.79,16.1,1.09,9.81,51.28,,,,135.0,Moderate
+Bhopal,2019-10-24,50.81,153.3,9.86,44.22,31.54,14.41,1.24,15.89,57.63,,,,116.0,Moderate
+Bhopal,2019-10-25,82.8,224.32,16.43,51.52,40.76,21.55,1.48,11.75,67.26,,,,181.0,Moderate
+Bhopal,2019-10-26,52.39,107.92,4.48,27.36,18.19,16.69,0.8,11.37,51.28,,,,128.0,Moderate
+Bhopal,2019-10-27,61.4,89.15,6.93,29.86,21.53,14.07,1.1,12.38,29.35,,,,99.0,Satisfactory
+Bhopal,2019-10-28,77.79,108.58,4.49,22.31,15.52,13.27,0.72,14.05,42.02,,,,228.0,Poor
+Bhopal,2019-10-29,41.17,79.21,21.42,29.38,33.04,11.37,1.21,10.04,43.73,,,,85.0,Satisfactory
+Bhopal,2019-10-30,32.48,71.23,3.49,28.91,18.21,12.66,0.96,12.39,53.56,,,,108.0,Moderate
+Bhopal,2019-10-31,76.75,153.35,24.93,69.34,57.14,15.64,1.58,13.23,36.64,,,,117.0,Moderate
+Bhopal,2019-11-01,84.25,163.21,10.79,56.23,38.68,16.05,1.39,18.31,53.06,,,,179.0,Moderate
+Bhopal,2019-11-02,59.49,119.11,5.75,35.27,23.43,13.07,1.03,15.56,37.27,,,,153.0,Moderate
+Bhopal,2019-11-03,41.34,88.69,6.96,32.76,23.08,12.62,1.02,12.54,40.69,,,,97.0,Satisfactory
+Bhopal,2019-11-04,62.23,149.39,15.63,48.17,38.34,17.44,1.47,7.87,40.1,,,,129.0,Moderate
+Bhopal,2019-11-05,65.74,157.38,7.58,57.11,36.54,17.61,1.46,9.59,52.59,,,,146.0,Moderate
+Bhopal,2019-11-06,80.33,174.05,10.14,53.19,36.53,17.61,1.33,15.74,56.88,,,,146.0,Moderate
+Bhopal,2019-11-07,65.45,145.09,6.22,36.89,24.68,18.15,1.1,15.52,45.14,,,,186.0,Moderate
+Bhopal,2019-11-08,44.76,84.77,2.99,25.32,15.89,13.66,0.77,11.62,57.43,,,,97.0,Satisfactory
+Bhopal,2019-11-09,101.67,165.64,2.3,31.65,18.71,14.92,1.03,12.5,109.33,,,,167.0,Moderate
+Bhopal,2019-11-10,99.16,177.35,10.72,43.8,32.01,19.28,1.34,11.29,90.45,,,,234.0,Poor
+Bhopal,2019-11-11,92.96,199.03,16.07,51.48,40.44,18.67,1.38,15.28,67.58,,,,220.0,Poor
+Bhopal,2019-11-12,82.3,178.74,13.38,52.38,38.75,17.8,1.44,22.17,59.06,,,,193.0,Moderate
+Bhopal,2019-11-13,89.84,198.72,15.71,63.33,46.46,16.09,1.52,22.96,59.61,,,,193.0,Moderate
+Bhopal,2019-11-14,84.8,197.8,12.04,50.55,36.68,16.62,1.32,14.45,71.1,,,,190.0,Moderate
+Bhopal,2019-11-15,111.07,251.75,30.18,62.13,57.59,19.76,1.63,19.3,71.84,,,,224.0,Poor
+Bhopal,2019-11-16,111.98,249.14,28.36,67.6,59.01,21.16,1.37,17.52,66.8,,,,268.0,Poor
+Bhopal,2019-11-17,100.68,260.27,28.12,61.43,55.53,21.99,1.71,15.11,68.83,,,,279.0,Poor
+Bhopal,2019-11-18,76.82,193.01,25.39,49.59,47.02,19.67,1.25,11.55,84.68,,,,180.0,Moderate
+Bhopal,2019-11-19,76.28,201.55,16.13,55.49,42.63,17.21,1.47,16.06,73.15,,,,174.0,Moderate
+Bhopal,2019-11-20,73.75,165.16,3.42,39.49,23.78,14.97,1.07,14.87,79.82,,,,170.0,Moderate
+Bhopal,2019-11-21,108.95,209.35,12.97,46.99,35.54,18.68,1.65,22.75,70.97,,,,236.0,Poor
+Bhopal,2019-11-22,119.3,258.16,23.69,50.9,46.33,16.36,2.04,18.55,64.41,,,,274.0,Poor
+Bhopal,2019-11-23,111.51,240.16,18.54,58.73,46.31,20.3,1.54,16.49,75.19,,,,266.0,Poor
+Bhopal,2019-11-24,107.39,194.47,10.89,57.81,39.6,23.09,1.59,14.81,92.08,,,,268.0,Poor
+Bhopal,2019-11-25,98.08,173.15,3.15,46.22,27.14,23.88,1.29,15.75,90.66,,,,244.0,Poor
+Bhopal,2019-11-26,88.87,172.43,7.93,49.62,32.84,18.02,1.22,33.53,93.56,,,,204.0,Poor
+Bhopal,2019-11-27,136.42,236.76,10.29,61.91,41.3,18.74,1.59,32.95,84.14,,,,286.0,Poor
+Bhopal,2019-11-28,120.33,254.98,15.08,61.66,45.06,16.17,1.42,37.97,66.82,,,,312.0,Very Poor
+Bhopal,2019-11-29,94.52,214.24,14.13,57.15,41.88,20.77,1.58,20.05,60.33,,,,228.0,Poor
+Bhopal,2019-11-30,97.46,232.36,21.0,50.92,44.16,22.73,1.38,17.76,60.26,,,,225.0,Poor
+Bhopal,2019-12-01,102.14,208.49,8.14,42.84,29.4,20.31,1.26,22.44,73.56,,,,218.0,Poor
+Bhopal,2019-12-02,106.73,219.55,6.1,47.17,30.05,21.32,1.24,20.65,67.94,,,,274.0,Poor
+Bhopal,2019-12-03,93.3,164.93,6.13,48.07,30.56,20.14,1.09,12.33,75.97,,,,239.0,Poor
+Bhopal,2019-12-04,58.17,133.93,7.7,54.91,35.47,16.48,1.09,12.13,65.29,,,,140.0,Moderate
+Bhopal,2019-12-05,54.73,136.33,5.96,53.51,33.31,16.7,0.95,13.59,59.47,,,,135.0,Moderate
+Bhopal,2019-12-06,62.92,141.0,5.03,49.41,30.37,18.18,0.95,11.81,73.3,,,,120.0,Moderate
+Bhopal,2019-12-07,113.84,213.2,12.45,69.19,46.93,22.78,1.4,23.5,81.85,,,,189.0,Moderate
+Bhopal,2019-12-08,132.79,233.3,7.52,72.24,44.54,23.43,1.56,20.84,76.68,,,,310.0,Very Poor
+Bhopal,2019-12-09,122.7,233.44,6.71,70.44,42.92,22.92,1.54,13.35,76.1,,,,305.0,Very Poor
+Bhopal,2019-12-10,119.7,242.07,11.71,75.55,49.71,23.52,1.66,15.74,70.76,,,,295.0,Poor
+Bhopal,2019-12-11,114.08,233.12,9.05,75.67,47.61,22.64,1.43,17.54,65.67,,,,298.0,Poor
+Bhopal,2019-12-12,86.48,166.1,3.65,45.18,27.1,21.4,0.95,14.53,64.08,,,,243.0,Poor
+Bhopal,2019-12-13,48.52,97.13,3.82,36.54,22.65,22.46,0.88,10.42,58.07,,,,121.0,Moderate
+Bhopal,2019-12-14,70.34,115.59,5.21,38.1,24.59,23.66,0.92,3.97,48.52,,,,119.0,Moderate
+Bhopal,2019-12-15,69.58,105.5,6.59,36.82,25.03,22.4,0.84,5.88,38.72,,,,120.0,Moderate
+Bhopal,2019-12-16,68.18,106.69,5.93,41.63,27.06,20.98,0.86,5.34,45.16,,,,137.0,Moderate
+Bhopal,2019-12-17,98.75,144.08,6.85,47.53,30.94,25.94,0.96,5.75,49.55,,,,180.0,Moderate
+Bhopal,2019-12-18,82.89,138.04,7.56,56.51,36.29,23.1,1.05,7.82,46.45,,,,217.0,Poor
+Bhopal,2019-12-19,73.27,132.11,8.28,59.98,38.74,22.72,1.2,12.26,48.92,,,,153.0,Moderate
+Bhopal,2019-12-20,92.61,175.92,13.2,69.33,47.71,26.46,1.36,13.54,46.03,,,,197.0,Moderate
+Bhopal,2019-12-21,80.04,155.45,5.55,59.83,36.42,24.53,1.15,14.39,61.25,,,,190.0,Moderate
+Bhopal,2019-12-22,78.56,147.6,6.2,57.2,35.56,26.5,1.14,10.69,60.14,,,,147.0,Moderate
+Bhopal,2019-12-23,71.6,128.59,3.83,49.38,29.46,25.17,0.97,8.04,66.32,,,,171.0,Moderate
+Bhopal,2019-12-24,76.98,137.53,5.71,48.93,30.76,25.39,1.09,9.38,50.84,,,,117.0,Moderate
+Bhopal,2019-12-25,115.82,169.48,8.72,41.34,29.17,30.99,1.17,6.81,34.89,,,,234.0,Poor
+Bhopal,2019-12-26,77.06,128.39,8.89,49.21,33.5,22.13,1.03,7.89,52.24,,,,241.0,Poor
+Bhopal,2019-12-27,58.7,124.83,11.62,55.18,38.89,18.09,1.0,10.2,47.03,,,,130.0,Moderate
+Bhopal,2019-12-28,45.61,86.96,7.83,43.82,29.77,16.58,0.84,10.54,54.9,,,,99.0,Satisfactory
+Bhopal,2019-12-29,65.61,113.96,6.77,46.49,30.32,19.66,0.91,4.24,47.5,,,,106.0,Moderate
+Bhopal,2019-12-30,67.7,117.86,6.22,44.05,28.58,20.5,0.98,6.91,51.42,,,,119.0,Moderate
+Bhopal,2019-12-31,116.65,173.53,7.22,47.06,31.0,26.45,1.18,10.31,40.11,,,,187.0,Moderate
+Bhopal,2020-01-01,100.55,145.81,7.8,42.22,28.9,25.12,1.13,3.99,40.01,,,,266.0,Poor
+Bhopal,2020-01-02,84.46,134.81,7.69,38.04,26.58,24.02,1.04,6.96,34.23,,,,223.0,Poor
+Bhopal,2020-01-03,96.58,151.47,6.91,41.4,27.73,23.69,1.05,5.29,42.14,,,,199.0,Moderate
+Bhopal,2020-01-04,93.38,155.98,14.89,49.68,38.62,21.83,1.33,6.66,41.08,,,,205.0,Poor
+Bhopal,2020-01-05,75.17,125.76,10.56,46.67,33.5,22.43,1.1,3.36,37.47,,,,213.0,Poor
+Bhopal,2020-01-06,45.49,96.18,8.92,47.62,32.68,15.57,0.9,12.43,47.64,,,,105.0,Moderate
+Bhopal,2020-01-07,65.96,162.16,19.71,51.85,43.69,17.07,1.25,19.06,43.92,,,,114.0,Moderate
+Bhopal,2020-01-08,74.62,158.19,4.89,35.11,22.74,21.45,0.9,7.48,55.42,,,,153.0,Moderate
+Bhopal,2020-01-09,78.07,132.56,5.35,34.05,22.55,20.2,0.74,14.65,47.76,,,,174.0,Moderate
+Bhopal,2020-01-10,65.94,113.49,6.89,36.15,24.91,16.54,0.81,7.34,51.3,,,,120.0,Moderate
+Bhopal,2020-01-11,65.7,127.1,7.14,46.29,30.51,16.09,0.95,11.1,60.12,,,,115.0,Moderate
+Bhopal,2020-01-12,70.03,142.67,22.47,54.59,47.39,19.35,1.35,13.32,49.77,,,,124.0,Moderate
+Bhopal,2020-01-13,62.95,150.56,10.38,43.3,31.56,20.43,1.31,15.23,49.23,,,,146.0,Moderate
+Bhopal,2020-01-14,85.64,158.56,11.88,48.0,35.28,28.68,1.43,11.31,33.43,,,,147.0,Moderate
+Bhopal,2020-01-15,105.95,162.64,8.74,36.38,26.55,30.81,1.22,10.5,28.41,,,,200.0,Moderate
+Bhopal,2020-01-16,134.02,196.56,7.96,32.54,23.87,32.17,1.33,9.74,18.93,,,,307.0,Very Poor
+Bhopal,2020-01-17,80.47,139.95,6.67,38.33,25.9,22.01,1.01,17.33,49.45,,,,234.0,Poor
+Bhopal,2020-01-18,87.22,145.21,10.87,40.78,30.61,22.86,1.13,16.63,32.11,,,,193.0,Moderate
+Bhopal,2020-01-19,61.76,107.46,7.75,39.66,27.49,18.85,0.94,15.78,40.37,,,,137.0,Moderate
+Bhopal,2020-01-20,52.0,103.34,5.45,39.37,25.46,16.05,0.82,14.48,48.53,,,,107.0,Moderate
+Bhopal,2020-01-21,66.21,133.21,6.97,45.66,30.04,19.36,1.11,12.89,44.59,,,,104.0,Moderate
+Bhopal,2020-01-22,77.7,142.79,6.32,37.59,25.21,25.19,0.95,11.27,39.34,,,,147.0,Moderate
+Bhopal,2020-01-23,65.7,118.35,7.78,40.99,28.22,20.4,0.93,11.19,55.28,,,,141.0,Moderate
+Bhopal,2020-01-24,55.61,153.75,17.0,53.06,42.13,19.31,1.27,12.64,46.25,,,,133.0,Moderate
+Bhopal,2020-01-25,80.92,197.84,23.08,60.5,51.03,23.33,1.56,7.33,40.15,,,,151.0,Moderate
+Bhopal,2020-01-26,78.94,179.42,14.38,58.1,42.68,24.31,1.5,25.68,46.81,,,,184.0,Moderate
+Bhopal,2020-01-27,59.64,173.19,26.16,44.36,44.95,18.5,0.79,16.3,56.0,,,,123.0,Moderate
+Bhopal,2020-01-28,51.51,152.6,6.98,29.92,21.68,21.09,0.84,11.42,57.96,,,,162.0,Moderate
+Bhopal,2020-01-29,26.35,126.17,5.25,28.66,19.6,11.69,0.64,7.9,60.68,,,,120.0,Moderate
+Bhopal,2020-01-30,61.02,121.23,5.37,37.6,24.46,18.98,0.84,7.17,56.55,,,,118.0,Moderate
+Bhopal,2020-01-31,41.52,106.72,5.76,45.69,29.07,14.79,0.88,12.28,55.07,,,,111.0,Moderate
+Bhopal,2020-02-01,35.23,94.42,4.25,37.21,23.33,13.43,0.76,7.67,62.2,,,,99.0,Satisfactory
+Bhopal,2020-02-02,34.11,90.98,4.55,32.89,21.29,12.27,0.71,11.38,65.11,,,,94.0,Satisfactory
+Bhopal,2020-02-03,37.8,97.23,4.0,33.21,21.01,15.01,0.78,8.08,60.49,,,,94.0,Satisfactory
+Bhopal,2020-02-04,48.21,126.71,5.31,38.18,24.71,18.91,0.93,10.79,53.66,,,,115.0,Moderate
+Bhopal,2020-02-05,62.84,133.91,7.6,42.27,28.75,20.4,1.04,14.53,53.22,,,,121.0,Moderate
+Bhopal,2020-02-06,53.09,124.54,4.45,37.05,23.41,17.49,0.85,6.99,65.74,,,,124.0,Moderate
+Bhopal,2020-02-07,60.4,129.16,4.6,36.83,23.42,18.9,0.86,15.08,66.81,,,,114.0,Moderate
+Bhopal,2020-02-08,53.49,122.11,3.78,32.47,20.42,15.92,0.73,8.24,76.07,,,,119.0,Moderate
+Bhopal,2020-02-09,45.82,89.86,3.49,32.12,20.01,15.16,0.71,9.61,82.58,,,,109.0,Moderate
+Bhopal,2020-02-10,49.99,113.78,3.78,40.19,24.55,15.35,0.89,13.31,73.51,,,,112.0,Moderate
+Bhopal,2020-02-11,46.41,106.47,4.08,38.68,23.97,14.81,0.87,14.92,76.77,,,,123.0,Moderate
+Bhopal,2020-02-12,58.48,148.28,15.32,48.9,38.55,17.56,1.21,21.56,66.72,,,,122.0,Moderate
+Bhopal,2020-02-13,87.83,220.69,18.42,58.91,46.4,22.76,1.66,14.22,47.65,,,,185.0,Moderate
+Bhopal,2020-02-14,57.25,176.09,5.2,46.76,29.18,19.61,1.03,7.45,67.55,,,,155.0,Moderate
+Bhopal,2020-02-15,49.0,175.48,8.68,51.43,34.5,19.47,1.13,27.49,61.27,,,,151.0,Moderate
+Bhopal,2020-02-16,43.85,143.22,11.29,59.43,40.88,19.16,1.17,28.89,45.77,,,,149.0,Moderate
+Bhopal,2020-02-17,38.03,135.71,13.08,57.99,41.47,14.98,1.26,26.67,50.86,,,,120.0,Moderate
+Bhopal,2020-02-18,36.17,131.02,10.78,55.27,38.25,13.6,1.02,33.94,61.11,,,,136.0,Moderate
+Bhopal,2020-02-19,35.5,135.29,10.03,46.73,33.1,13.45,0.84,43.76,57.41,,,,121.0,Moderate
+Bhopal,2020-02-20,48.82,147.98,2.01,28.42,16.84,17.72,0.71,47.46,83.37,,,,137.0,Moderate
+Bhopal,2020-02-21,52.9,149.75,4.77,31.98,20.98,19.34,0.87,29.67,76.0,,,,127.0,Moderate
+Bhopal,2020-02-22,56.47,154.27,3.69,32.01,20.13,22.42,0.86,29.92,74.82,,,,141.0,Moderate
+Bhopal,2020-02-23,78.47,149.05,4.03,31.8,20.28,29.18,0.96,24.92,63.72,,,,143.0,Moderate
+Bhopal,2020-02-24,64.76,136.8,4.14,35.66,22.42,24.36,0.92,14.21,71.82,,,,138.0,Moderate
+Bhopal,2020-02-25,46.56,128.83,7.85,39.53,27.5,15.91,0.97,21.25,65.5,,,,117.0,Moderate
+Bhopal,2020-02-26,56.79,182.16,26.5,52.94,49.79,18.01,1.06,21.11,51.59,,,,137.0,Moderate
+Bhopal,2020-02-27,45.15,164.28,9.62,41.04,29.74,17.34,1.0,8.22,63.08,,,,152.0,Moderate
+Bhopal,2020-02-28,45.67,143.39,2.47,35.5,20.97,16.08,0.76,23.42,77.11,,,,141.0,Moderate
+Bhopal,2020-02-29,57.17,177.99,13.46,47.39,36.23,16.95,1.18,31.84,61.89,,,,134.0,Moderate
+Bhopal,2020-03-01,56.96,156.55,5.85,35.63,23.8,21.11,1.01,25.01,68.96,,,,149.0,Moderate
+Bhopal,2020-03-02,42.46,103.2,3.0,29.98,18.48,20.47,0.75,15.23,66.4,,,,122.0,Moderate
+Bhopal,2020-03-03,35.71,127.07,3.65,27.86,17.87,14.47,0.68,14.06,69.86,,,,111.0,Moderate
+Bhopal,2020-03-04,50.42,150.43,2.5,26.59,16.27,15.87,0.65,10.82,77.01,,,,128.0,Moderate
+Bhopal,2020-03-05,31.62,139.82,2.23,20.25,12.67,11.22,0.46,11.88,74.61,,,,129.0,Moderate
+Bhopal,2020-03-06,39.0,152.86,2.36,19.42,12.33,12.66,0.46,11.8,56.95,,,,134.0,Moderate
+Bhopal,2020-03-07,31.08,136.03,3.96,25.61,16.93,10.92,0.59,12.4,73.08,,,,126.0,Moderate
+Bhopal,2020-03-08,26.46,90.56,4.44,27.92,18.55,11.62,0.71,12.32,65.71,,,,108.0,Moderate
+Bhopal,2020-03-09,21.71,76.47,3.9,27.85,18.07,12.02,0.71,15.43,68.42,,,,88.0,Satisfactory
+Bhopal,2020-03-10,39.17,90.15,2.52,21.5,13.59,18.53,0.79,9.86,67.84,,,,96.0,Satisfactory
+Bhopal,2020-03-11,28.29,79.64,1.95,13.84,9.03,18.37,0.46,9.95,67.6,,,,87.0,Satisfactory
+Bhopal,2020-03-12,22.35,90.17,2.05,14.28,9.35,10.48,0.39,7.29,77.34,,,,94.0,Satisfactory
+Bhopal,2020-03-13,20.58,120.75,6.24,27.12,19.57,6.91,0.66,14.67,71.87,,,,98.0,Satisfactory
+Bhopal,2020-03-14,24.67,136.07,2.1,20.28,12.59,7.68,0.51,14.59,74.51,,,,126.0,Moderate
+Bhopal,2020-03-15,31.08,149.46,7.44,33.84,24.13,9.91,0.91,8.41,68.34,,,,126.0,Moderate
+Bhopal,2020-03-16,32.78,138.8,7.14,37.17,25.58,13.22,0.99,9.03,64.88,,,,133.0,Moderate
+Bhopal,2020-03-17,29.44,112.15,2.98,30.64,18.8,14.25,0.78,10.44,78.11,,,,124.0,Moderate
+Bhopal,2020-03-18,30.25,97.28,2.47,30.26,18.2,14.35,0.79,12.89,82.85,,,,109.0,Moderate
+Bhopal,2020-03-19,37.56,121.09,3.37,35.15,21.52,15.42,0.93,12.13,72.94,,,,110.0,Moderate
+Bhopal,2020-03-20,38.33,115.47,2.26,25.91,15.7,15.65,0.62,18.02,74.85,,,,121.0,Moderate
+Bhopal,2020-03-21,48.89,155.55,2.72,23.62,14.86,11.96,0.78,10.45,78.9,,,,118.0,Moderate
+Bhopal,2020-03-22,41.97,118.18,1.68,18.18,11.13,16.18,0.62,13.7,71.63,,,,138.0,Moderate
+Bhopal,2020-03-23,39.45,120.22,1.94,21.97,13.32,16.32,0.72,13.72,64.16,,,,106.0,Moderate
+Bhopal,2020-03-24,35.52,113.66,1.6,15.64,9.71,16.45,0.55,12.88,68.08,,,,118.0,Moderate
+Bhopal,2020-03-25,23.88,71.03,1.61,9.83,6.62,20.97,0.37,12.78,64.94,,,,96.0,Satisfactory
+Bhopal,2020-03-26,22.93,41.62,1.63,10.67,7.09,24.4,0.37,12.27,65.58,,,,82.0,Satisfactory
+Bhopal,2020-03-27,18.97,41.9,1.98,10.34,7.19,20.92,0.4,8.78,39.06,,,,58.0,Satisfactory
+Bhopal,2020-03-28,15.69,31.69,0.82,8.36,5.13,20.31,0.37,8.4,32.9,,,,37.0,Good
+Bhopal,2020-03-29,,,,,,,,,,,,,,
+Bhopal,2020-03-30,,,,,,,,,,,,,,
+Bhopal,2020-03-31,,,,,,,,,,,,,,
+Bhopal,2020-04-01,,,,,,,,,,,,,,
+Bhopal,2020-04-02,,,,,,,,,,,,,,
+Bhopal,2020-04-03,,,,,,,,,,,,,,
+Bhopal,2020-04-04,,,,,,,,,,,,,,
+Bhopal,2020-04-05,,,,,,,,,,,,,,
+Bhopal,2020-04-06,,,,,,,,,,,,,,
+Bhopal,2020-04-07,35.95,85.88,2.85,16.26,8.69,18.53,0.15,16.82,85.3,,,,,
+Bhopal,2020-04-08,32.15,105.58,3.72,6.76,6.73,14.65,0.5,11.77,56.41,,,,102.0,Moderate
+Bhopal,2020-04-09,27.54,109.33,3.62,7.8,7.19,14.11,0.56,12.99,55.53,,,,104.0,Moderate
+Bhopal,2020-04-10,28.85,99.38,3.71,8.8,7.8,13.17,0.61,10.29,55.03,,,,100.0,Satisfactory
+Bhopal,2020-04-11,38.73,98.89,3.85,9.97,8.54,13.81,0.67,13.15,57.49,,,,98.0,Satisfactory
+Bhopal,2020-04-12,40.28,113.91,3.15,12.68,7.65,16.76,0.49,14.64,65.78,,,,99.0,Satisfactory
+Bhopal,2020-04-13,28.4,92.72,3.92,11.52,8.91,15.22,0.61,12.07,47.31,,,,95.0,Satisfactory
+Bhopal,2020-04-14,44.88,122.8,3.95,11.2,9.27,15.61,0.68,13.32,46.95,,,,106.0,Moderate
+Bhopal,2020-04-15,37.43,93.53,3.68,9.08,7.91,14.94,0.66,13.68,55.35,,,,104.0,Moderate
+Bhopal,2020-04-16,57.8,115.67,4.04,13.67,10.66,14.93,0.8,15.84,47.76,,,,109.0,Moderate
+Bhopal,2020-04-17,53.54,130.31,4.02,11.17,9.31,14.78,0.76,15.88,48.17,,,,111.0,Moderate
+Bhopal,2020-04-18,59.34,113.89,4.18,12.85,10.33,19.32,0.79,15.02,58.23,,,,120.0,Moderate
+Bhopal,2020-04-19,42.56,126.07,3.89,8.33,7.68,16.18,0.59,11.37,73.63,,,,110.0,Moderate
+Bhopal,2020-04-20,60.33,132.44,4.25,11.96,9.91,14.59,0.75,17.29,63.71,,,,130.0,Moderate
+Bhopal,2020-04-21,39.31,115.59,4.07,9.89,8.67,16.0,0.64,14.84,78.35,,,,118.0,Moderate
+Bhopal,2020-04-22,47.96,102.17,4.09,12.98,10.32,15.4,0.69,15.2,80.27,,,,117.0,Moderate
+Bhopal,2020-04-23,57.59,113.97,3.96,11.31,9.33,15.13,0.79,16.91,83.48,,,,122.0,Moderate
+Bhopal,2020-04-24,41.99,117.82,3.02,10.04,7.74,15.21,0.57,13.09,63.33,,,,110.0,Moderate
+Bhopal,2020-04-25,39.18,125.19,3.95,9.76,8.5,11.98,0.4,11.27,65.82,,,,118.0,Moderate
+Bhopal,2020-04-26,41.85,134.46,3.72,9.74,8.31,12.77,0.48,11.37,76.15,,,,126.0,Moderate
+Bhopal,2020-04-27,26.39,85.85,2.43,11.61,8.14,18.78,0.47,11.08,81.91,,,,121.0,Moderate
+Bhopal,2020-04-28,35.29,66.47,1.24,11.29,7.12,14.99,0.47,13.07,86.55,,,,111.0,Moderate
+Bhopal,2020-04-29,82.89,130.53,1.84,16.1,10.13,17.23,0.73,12.94,80.84,,,,159.0,Moderate
+Bhopal,2020-04-30,44.8,96.89,1.32,12.18,7.66,15.8,0.55,7.65,85.66,,,,127.0,Moderate
+Bhopal,2020-05-01,32.01,107.92,1.67,11.74,7.69,14.71,0.43,12.13,74.3,,,,102.0,Moderate
+Bhopal,2020-05-02,27.77,88.38,1.14,9.25,5.94,11.53,0.44,9.17,71.92,,,,103.0,Moderate
+Bhopal,2020-05-03,19.25,82.49,0.96,6.16,4.14,10.71,0.35,7.39,69.34,,,,82.0,Satisfactory
+Bhopal,2020-05-04,31.58,122.09,1.36,8.81,5.88,17.68,0.46,9.41,67.22,,,,104.0,Moderate
+Bhopal,2020-05-05,15.83,76.1,1.54,7.98,5.58,14.14,0.36,8.64,88.12,,,,109.0,Moderate
+Bhopal,2020-05-06,34.54,89.22,1.26,11.61,7.28,12.35,0.48,13.95,88.75,,,,114.0,Moderate
+Bhopal,2020-05-07,16.11,67.7,1.09,9.92,6.24,11.48,0.35,8.21,76.78,,,,96.0,Satisfactory
+Bhopal,2020-05-08,27.52,93.84,1.17,11.32,7.06,10.24,0.44,7.76,83.57,,,,103.0,Moderate
+Bhopal,2020-05-09,18.74,97.09,0.99,7.07,4.65,9.55,0.34,7.89,74.13,,,,95.0,Satisfactory
+Bhopal,2020-05-10,14.74,46.8,1.02,7.37,4.84,12.12,0.34,8.2,82.56,,,,99.0,Satisfactory
+Bhopal,2020-05-11,9.48,36.92,0.7,8.68,5.18,14.69,0.28,8.87,99.3,,,,127.0,Moderate
+Bhopal,2020-05-12,24.64,63.97,1.01,11.92,7.17,15.3,0.49,14.95,84.88,,,,109.0,Moderate
+Bhopal,2020-05-13,24.57,65.88,1.26,12.17,7.58,14.51,0.48,13.84,87.38,,,,116.0,Moderate
+Bhopal,2020-05-14,21.91,56.23,1.51,13.25,8.37,17.97,0.44,14.9,82.98,,,,107.0,Moderate
+Bhopal,2020-05-15,26.18,70.96,1.36,13.19,8.2,16.36,0.47,20.6,80.83,,,,110.0,Moderate
+Bhopal,2020-05-16,24.81,68.94,1.26,12.37,7.69,14.69,0.46,12.43,85.94,,,,112.0,Moderate
+Bhopal,2020-05-17,19.6,66.04,1.06,9.67,6.09,15.0,0.37,7.47,89.45,,,,117.0,Moderate
+Bhopal,2020-05-18,23.88,73.13,0.8,9.83,5.88,13.96,0.46,8.42,72.55,,,,98.0,Satisfactory
+Bhopal,2020-05-19,20.12,99.16,2.6,9.55,7.28,9.94,0.38,8.06,87.72,,,,128.0,Moderate
+Bhopal,2020-05-20,16.4,105.71,1.05,10.15,6.34,7.75,0.36,14.42,89.05,,,,115.0,Moderate
+Bhopal,2020-05-21,22.62,90.6,1.18,9.55,6.09,9.79,0.45,20.3,103.85,,,,135.0,Moderate
+Bhopal,2020-05-22,25.27,90.14,2.03,8.39,5.99,9.36,0.38,13.3,76.7,,,,92.0,Satisfactory
+Bhopal,2020-05-23,20.18,62.33,1.0,5.42,3.76,8.61,0.32,11.52,69.56,,,,89.0,Satisfactory
+Bhopal,2020-05-24,18.29,44.35,0.93,4.25,3.05,7.82,0.27,9.01,58.9,,,,71.0,Satisfactory
+Bhopal,2020-05-25,17.38,38.97,0.96,4.44,3.23,7.94,0.3,13.03,40.33,,,,56.0,Satisfactory
+Bhopal,2020-05-26,14.9,62.85,1.02,4.83,3.48,7.61,0.28,11.31,57.61,,,,80.0,Satisfactory
+Bhopal,2020-05-27,20.03,121.91,1.16,5.98,4.16,9.85,0.32,13.42,69.97,,,,98.0,Satisfactory
+Bhopal,2020-05-28,17.85,114.83,1.14,5.46,3.91,10.6,0.3,12.38,71.28,,,,111.0,Moderate
+Bhopal,2020-05-29,19.7,111.09,1.15,5.82,4.1,12.14,0.33,13.02,45.17,,,,110.0,Moderate
+Bhopal,2020-05-30,21.88,154.8,1.21,5.49,3.99,11.91,0.33,8.67,57.96,,,,116.0,Moderate
+Bhopal,2020-05-31,29.45,134.89,1.05,6.19,4.21,12.83,0.4,5.72,47.8,,,,134.0,Moderate
+Bhopal,2020-06-01,21.03,96.44,0.59,6.88,4.14,11.5,0.41,7.93,42.81,,,,120.0,Moderate
+Bhopal,2020-06-02,16.93,65.39,0.96,6.58,4.36,12.08,0.39,11.66,35.03,,,,89.0,Satisfactory
+Bhopal,2020-06-03,17.26,46.43,1.24,7.38,5.03,12.48,0.42,10.4,43.81,,,,64.0,Satisfactory
+Bhopal,2020-06-04,7.93,13.16,1.66,9.12,6.2,17.92,0.43,16.54,55.45,,,,75.0,Satisfactory
+Bhopal,2020-06-05,13.61,35.54,1.57,9.09,6.19,15.93,0.44,15.65,47.51,,,,70.0,Satisfactory
+Bhopal,2020-06-06,19.53,49.9,2.01,11.56,7.87,16.63,0.43,13.32,42.73,,,,66.0,Satisfactory
+Bhopal,2020-06-07,14.54,42.14,1.66,9.51,6.48,17.14,0.42,12.11,45.73,,,,78.0,Satisfactory
+Bhopal,2020-06-08,12.75,43.49,1.63,9.41,6.42,15.18,0.43,12.78,49.62,,,,76.0,Satisfactory
+Bhopal,2020-06-09,15.77,50.01,1.59,9.24,6.29,14.8,0.52,15.7,53.27,,,,73.0,Satisfactory
+Bhopal,2020-06-10,15.42,53.78,1.65,12.02,7.82,17.39,0.52,11.13,46.84,,,,68.0,Satisfactory
+Bhopal,2020-06-11,20.25,65.16,1.94,14.5,9.38,17.99,0.63,22.7,31.68,,,,65.0,Satisfactory
+Bhopal,2020-06-12,24.26,67.49,1.49,12.35,7.87,19.28,0.65,9.76,53.91,,,,79.0,Satisfactory
+Bhopal,2020-06-13,21.85,49.55,1.79,13.89,8.95,19.94,0.71,7.46,37.84,,,,67.0,Satisfactory
+Bhopal,2020-06-14,20.64,42.36,1.3,9.29,6.08,21.49,0.58,9.63,40.36,,,,67.0,Satisfactory
+Bhopal,2020-06-15,12.16,29.73,1.12,10.12,6.29,18.88,0.59,8.15,75.59,,,,84.0,Satisfactory
+Bhopal,2020-06-16,14.33,34.91,3.65,12.29,9.58,17.27,0.49,8.8,80.5,,,,90.0,Satisfactory
+Bhopal,2020-06-17,15.38,45.42,3.9,13.45,10.42,16.9,0.46,20.16,79.64,,,,87.0,Satisfactory
+Bhopal,2020-06-18,15.62,48.76,4.17,15.27,11.6,15.78,0.58,10.84,77.57,,,,86.0,Satisfactory
+Bhopal,2020-06-19,16.08,48.35,5.38,19.92,15.06,13.28,0.94,12.91,66.66,,,,81.0,Satisfactory
+Bhopal,2020-06-20,17.49,49.39,2.22,9.81,7.11,17.78,0.87,12.01,54.27,,,,72.0,Satisfactory
+Bhopal,2020-06-21,20.94,66.39,1.48,9.01,6.08,27.57,0.47,10.21,41.3,,,,59.0,Satisfactory
+Bhopal,2020-06-22,19.17,55.27,2.04,11.02,7.6,17.01,0.54,10.56,47.58,,,,67.0,Satisfactory
+Bhopal,2020-06-23,15.56,39.65,1.9,9.46,6.66,16.08,0.55,10.78,40.8,,,,52.0,Satisfactory
+Bhopal,2020-06-24,14.49,40.62,2.59,11.66,8.41,14.6,0.56,9.29,54.42,,,,64.0,Satisfactory
+Bhopal,2020-06-25,19.66,51.12,2.33,10.96,7.81,14.01,0.62,8.9,38.72,,,,55.0,Satisfactory
+Bhopal,2020-06-26,16.85,40.64,2.56,12.46,8.79,15.39,0.64,15.41,33.59,,,,60.0,Satisfactory
+Bhopal,2020-06-27,11.04,26.77,2.08,7.55,5.8,12.86,0.48,9.48,51.27,,,,66.0,Satisfactory
+Bhopal,2020-06-28,13.58,37.76,1.79,5.54,4.49,12.56,0.41,12.83,48.24,,,,55.0,Satisfactory
+Bhopal,2020-06-29,14.68,43.1,1.94,8.22,6.04,12.8,0.46,13.28,48.45,,,,56.0,Satisfactory
+Bhopal,2020-06-30,14.48,46.7,2.02,9.17,6.62,11.19,0.5,12.78,50.01,,,,59.0,Satisfactory
+Bhopal,2020-07-01,14.0,30.0,1.1,5.12,3.62,8.05,0.35,12.45,48.77,,,,69.0,Satisfactory
+Brajrajnagar,2017-12-07,171.38,311.68,,41.07,,7.78,3.26,5.83,4.69,0.0,,,,
+Brajrajnagar,2017-12-08,126.67,192.81,,20.16,,7.97,2.94,5.43,10.51,0.0,,,304.0,Very Poor
+Brajrajnagar,2017-12-09,105.11,154.39,,18.4,,8.15,2.83,5.1,10.33,0.0,,,291.0,Poor
+Brajrajnagar,2017-12-10,65.25,99.73,,15.21,,7.9,2.74,4.75,8.37,0.0,,,189.0,Moderate
+Brajrajnagar,2017-12-11,,,,,,,,,,,,,,
+Brajrajnagar,2017-12-12,144.54,218.14,,22.63,,8.48,2.72,8.54,30.14,0.0,,,,
+Brajrajnagar,2017-12-13,153.61,227.43,,18.47,,8.9,2.78,7.84,16.28,0.0,,,320.0,Very Poor
+Brajrajnagar,2017-12-14,129.38,199.46,,17.77,,9.13,2.76,6.52,7.1,0.0,,,319.0,Very Poor
+Brajrajnagar,2017-12-15,115.35,178.56,,16.99,,8.88,2.7,6.04,7.03,0.0,,,302.0,Very Poor
+Brajrajnagar,2017-12-16,102.0,165.18,,15.96,,8.54,2.58,5.74,7.0,0.0,,,267.0,Poor
+Brajrajnagar,2017-12-17,76.19,128.13,,17.33,,8.03,2.45,5.51,7.53,0.0,,,191.0,Moderate
+Brajrajnagar,2017-12-18,72.55,124.51,,20.44,,7.18,2.5,5.91,7.15,0.0,,,138.0,Moderate
+Brajrajnagar,2017-12-19,70.49,118.77,0.03,12.24,0.06,6.96,2.78,4.29,6.41,0.0,,,155.0,Moderate
+Brajrajnagar,2017-12-20,,,0.02,0.03,0.04,,3.03,0.84,0.04,,,,,
+Brajrajnagar,2017-12-21,,,0.02,0.03,0.04,,3.07,0.64,0.02,,,,,
+Brajrajnagar,2017-12-22,,,0.02,0.02,0.04,,3.17,0.62,0.03,,,,,
+Brajrajnagar,2017-12-23,,,,,,,,,,,,,,
+Brajrajnagar,2017-12-24,,,,,,,,,,,,,,
+Brajrajnagar,2017-12-25,,,,,,,,,,,,,,
+Brajrajnagar,2017-12-26,,,,,,,,,,,,,,
+Brajrajnagar,2017-12-27,,,0.02,0.03,0.04,,2.91,0.58,0.01,,,,,
+Brajrajnagar,2017-12-28,,,0.02,0.02,0.04,,3.23,0.61,0.02,,,,,
+Brajrajnagar,2017-12-29,,,0.03,0.02,0.04,,3.34,0.64,0.02,,,,,
+Brajrajnagar,2017-12-30,,,0.02,0.03,0.03,,3.57,0.69,0.01,,,,,
+Brajrajnagar,2017-12-31,,,,0.03,,,,,,,,,,
+Brajrajnagar,2018-01-01,,,,0.03,,,,,,,,,,
+Brajrajnagar,2018-01-02,,,,0.03,,,,,,,,,,
+Brajrajnagar,2018-01-03,,,,0.03,,,,,,,,,,
+Brajrajnagar,2018-01-04,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-05,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-06,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-07,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-08,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-09,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-10,,,0.03,0.04,0.07,,3.89,0.94,0.01,,,,,
+Brajrajnagar,2018-01-11,,,0.02,0.02,0.04,,4.15,0.86,,,,,,
+Brajrajnagar,2018-01-12,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-13,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-14,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-15,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-16,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-17,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-18,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-19,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-20,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-21,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-22,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-23,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-24,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-25,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-26,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-27,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-28,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-29,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-30,,,,,,,,,,,,,,
+Brajrajnagar,2018-01-31,,,,,,,,,,,,,,
+Brajrajnagar,2018-02-01,,,,,,,,,,,,,,
+Brajrajnagar,2018-02-02,131.83,276.46,23.92,32.15,56.08,8.92,4.72,12.65,18.97,,,,308.0,Very Poor
+Brajrajnagar,2018-02-03,106.75,216.39,22.39,28.58,50.97,8.84,4.7,11.73,18.93,,,,282.0,Poor
+Brajrajnagar,2018-02-04,114.74,223.01,16.23,31.88,48.11,9.16,4.69,11.49,18.67,,,,285.0,Poor
+Brajrajnagar,2018-02-05,129.1,262.29,20.17,34.18,54.35,9.48,4.64,10.65,12.73,,,,267.0,Poor
+Brajrajnagar,2018-02-06,138.58,268.78,17.67,30.14,47.81,10.17,4.71,10.92,15.47,,,,310.0,Very Poor
+Brajrajnagar,2018-02-07,122.68,226.39,19.58,28.96,48.53,10.63,4.71,10.49,10.78,,,,316.0,Very Poor
+Brajrajnagar,2018-02-08,141.36,263.44,19.74,30.06,49.79,10.27,4.48,11.55,15.09,,,,300.0,Poor
+Brajrajnagar,2018-02-09,107.02,206.24,16.15,27.87,44.01,9.86,4.48,10.8,17.8,,,,307.0,Very Poor
+Brajrajnagar,2018-02-10,76.89,148.86,11.18,22.86,34.03,9.6,4.14,8.26,13.14,,,,179.0,Moderate
+Brajrajnagar,2018-02-11,75.71,145.18,8.62,25.21,33.81,9.13,4.1,9.56,13.63,,,,160.0,Moderate
+Brajrajnagar,2018-02-12,64.48,106.39,9.44,18.72,28.16,9.61,4.01,8.13,12.38,,,,145.0,Moderate
+Brajrajnagar,2018-02-13,38.64,84.51,7.69,16.69,24.37,8.96,3.89,7.21,13.41,,,,125.0,Moderate
+Brajrajnagar,2018-02-14,32.99,62.38,7.35,19.27,26.62,8.42,3.59,9.2,13.92,,,,124.0,Moderate
+Brajrajnagar,2018-02-15,74.1,135.13,12.72,22.3,35.01,8.89,3.62,8.3,13.72,,,,127.0,Moderate
+Brajrajnagar,2018-02-16,76.03,158.72,11.93,25.89,37.8,8.62,3.63,8.64,14.53,0.0,,,133.0,Moderate
+Brajrajnagar,2018-02-17,84.71,191.72,22.42,24.54,46.95,9.2,3.7,7.61,9.66,0.0,,,191.0,Moderate
+Brajrajnagar,2018-02-18,109.21,276.97,17.5,28.46,45.95,8.62,3.81,13.52,13.3,0.0,,,196.0,Moderate
+Brajrajnagar,2018-02-19,133.97,296.79,19.16,27.13,46.29,9.47,3.96,12.02,16.2,0.0,,,303.0,Very Poor
+Brajrajnagar,2018-02-20,109.11,228.41,19.64,27.57,47.19,10.31,3.95,10.01,11.94,0.09,,,302.0,Very Poor
+Brajrajnagar,2018-02-21,82.44,182.86,17.86,23.06,40.92,10.98,3.84,10.91,10.93,0.01,,,214.0,Poor
+Brajrajnagar,2018-02-22,88.45,214.45,19.2,30.18,49.38,10.39,3.86,20.18,15.95,0.0,,,176.0,Moderate
+Brajrajnagar,2018-02-23,132.04,277.7,21.4,31.75,53.14,11.25,4.06,19.71,15.9,64.58,,,265.0,Poor
+Brajrajnagar,2018-02-24,111.8,247.37,24.81,28.76,53.56,11.9,4.09,18.65,18.07,14.79,,,300.0,Poor
+Brajrajnagar,2018-02-25,113.7,237.12,23.98,26.52,50.49,12.22,4.03,16.0,15.44,1.31,,,282.0,Poor
+Brajrajnagar,2018-02-26,74.27,154.49,17.48,22.86,40.33,11.48,3.75,14.98,10.83,1.29,,,184.0,Moderate
+Brajrajnagar,2018-02-27,66.41,152.61,24.58,23.43,48.0,12.9,3.88,15.16,11.3,1.87,,,175.0,Moderate
+Brajrajnagar,2018-02-28,79.47,175.17,15.04,22.68,37.71,12.43,3.86,15.25,10.51,0.0,,,129.0,Moderate
+Brajrajnagar,2018-03-01,97.62,216.82,22.92,24.04,46.95,13.25,4.04,15.44,10.33,0.0,,,194.0,Moderate
+Brajrajnagar,2018-03-02,107.49,202.08,13.26,22.46,35.7,13.3,4.29,17.98,18.73,0.0,,,249.0,Poor
+Brajrajnagar,2018-03-03,138.61,270.48,14.1,23.64,37.73,12.69,4.45,17.19,15.51,0.12,,,298.0,Poor
+Brajrajnagar,2018-03-04,138.76,280.15,16.66,27.96,44.61,11.49,4.34,17.91,18.27,0.0,,,312.0,Very Poor
+Brajrajnagar,2018-03-05,105.42,225.99,14.61,23.25,37.84,11.05,4.2,16.3,12.29,0.19,,,312.0,Very Poor
+Brajrajnagar,2018-03-06,107.43,198.72,15.06,29.19,44.26,10.97,3.97,16.42,13.16,0.05,,,208.0,Poor
+Brajrajnagar,2018-03-07,101.91,195.56,12.18,26.95,39.12,10.54,4.02,16.17,15.68,0.0,,,241.0,Poor
+Brajrajnagar,2018-03-08,74.6,138.09,9.54,23.63,33.16,9.71,3.96,15.13,14.92,0.0,,,238.0,Poor
+Brajrajnagar,2018-03-09,101.02,194.6,13.89,27.3,41.21,9.57,3.9,15.67,15.6,0.0,,,135.0,Moderate
+Brajrajnagar,2018-03-10,111.29,226.09,18.89,29.92,48.81,9.98,4.26,16.68,17.43,0.0,,,301.0,Very Poor
+Brajrajnagar,2018-03-11,191.33,318.98,18.17,31.32,49.48,10.58,4.53,17.73,16.97,0.0,,,316.0,Very Poor
+Brajrajnagar,2018-03-12,175.92,332.84,21.29,34.54,55.81,10.63,4.45,17.75,18.33,0.0,,,355.0,Very Poor
+Brajrajnagar,2018-03-13,142.27,252.49,17.11,33.82,50.91,9.8,4.36,17.18,17.68,0.0,,,325.0,Very Poor
+Brajrajnagar,2018-03-14,165.82,294.65,16.34,34.85,51.19,9.69,4.43,18.57,22.26,0.0,,,325.0,Very Poor
+Brajrajnagar,2018-03-15,165.11,294.93,18.16,36.86,55.0,10.56,4.6,18.19,15.22,0.05,,,341.0,Very Poor
+Brajrajnagar,2018-03-16,70.35,98.68,17.6,28.08,45.66,11.91,4.06,16.1,7.82,0.0,,,245.0,Poor
+Brajrajnagar,2018-03-17,84.67,156.42,22.87,20.09,42.94,11.94,3.93,15.71,14.21,0.0,,,149.0,Moderate
+Brajrajnagar,2018-03-18,98.35,205.38,22.13,22.01,44.13,11.1,4.02,15.03,13.23,0.0,,,217.0,Poor
+Brajrajnagar,2018-03-19,84.18,185.76,9.35,25.52,34.87,9.49,3.91,14.55,16.45,0.0,,,195.0,Moderate
+Brajrajnagar,2018-03-20,123.81,273.73,12.99,31.84,44.82,9.25,4.07,15.87,17.03,0.0,,,237.0,Poor
+Brajrajnagar,2018-03-21,142.71,264.81,18.82,35.15,53.94,10.39,4.44,17.09,9.57,0.0,,,321.0,Very Poor
+Brajrajnagar,2018-03-22,81.95,150.97,11.18,27.66,38.83,10.33,3.99,15.48,15.65,0.0,,,243.0,Poor
+Brajrajnagar,2018-03-23,109.51,211.11,20.48,30.11,50.59,10.07,4.17,15.2,14.9,0.0,,,246.0,Poor
+Brajrajnagar,2018-03-24,104.98,206.05,20.67,29.53,50.16,9.65,4.17,14.84,14.63,0.0,,,247.0,Poor
+Brajrajnagar,2018-03-25,112.66,234.69,12.99,29.35,42.32,9.72,4.14,14.75,16.8,0.0,,,232.0,Poor
+Brajrajnagar,2018-03-26,102.38,241.51,13.95,31.82,45.76,9.11,4.19,15.85,20.36,0.0,,,272.0,Poor
+Brajrajnagar,2018-03-27,138.98,296.39,13.65,33.92,47.54,10.59,4.62,16.99,22.25,0.0,,,296.0,Poor
+Brajrajnagar,2018-03-28,190.61,284.15,13.62,34.86,48.47,11.78,4.49,19.25,23.54,0.0,,,334.0,Very Poor
+Brajrajnagar,2018-03-29,170.06,326.35,17.53,35.24,52.73,11.13,4.61,20.89,16.73,0.0,,,337.0,Very Poor
+Brajrajnagar,2018-03-30,152.57,316.75,19.68,37.39,57.05,11.23,4.77,20.84,16.11,0.2,,,345.0,Very Poor
+Brajrajnagar,2018-03-31,110.16,246.8,18.87,27.23,46.1,11.29,4.42,18.2,18.2,0.0,,,284.0,Poor
+Brajrajnagar,2018-04-01,59.95,155.03,11.13,18.43,29.54,10.25,4.08,16.48,16.94,0.0,,,210.0,Poor
+Brajrajnagar,2018-04-02,60.56,99.16,7.48,19.97,27.45,10.02,3.92,15.79,16.75,0.0,,,125.0,Moderate
+Brajrajnagar,2018-04-03,82.22,157.33,10.59,20.98,31.56,10.55,4.01,16.16,18.95,0.0,,,133.0,Moderate
+Brajrajnagar,2018-04-04,60.63,123.03,10.35,20.27,30.6,10.33,4.0,15.32,13.01,0.0,,,180.0,Moderate
+Brajrajnagar,2018-04-05,62.08,131.56,12.65,19.46,32.1,10.25,3.83,14.87,20.89,0.0,,,124.0,Moderate
+Brajrajnagar,2018-04-06,53.48,118.71,8.46,18.32,26.77,9.16,3.72,14.75,23.32,0.0,,,123.0,Moderate
+Brajrajnagar,2018-04-07,47.96,84.93,6.93,15.99,22.92,8.52,3.55,13.86,20.06,0.0,,,121.0,Moderate
+Brajrajnagar,2018-04-08,65.81,107.11,7.22,17.02,24.24,7.77,3.51,14.64,20.7,0.0,,,120.0,Moderate
+Brajrajnagar,2018-04-09,48.4,101.29,9.78,15.68,25.46,8.42,3.55,13.96,19.92,0.0,,,136.0,Moderate
+Brajrajnagar,2018-04-10,51.76,106.64,6.1,15.28,21.38,7.86,3.43,13.32,20.56,0.0,,,118.0,Moderate
+Brajrajnagar,2018-04-11,62.35,133.3,6.42,19.07,25.47,7.31,3.52,13.43,21.43,0.0,,,122.0,Moderate
+Brajrajnagar,2018-04-12,53.98,119.41,7.62,17.65,25.26,7.61,3.42,13.44,17.38,0.0,,,131.0,Moderate
+Brajrajnagar,2018-04-13,66.41,148.03,7.22,19.7,26.9,8.06,3.38,13.28,13.64,0.0,,,119.0,Moderate
+Brajrajnagar,2018-04-14,72.11,171.44,8.44,17.41,25.85,8.97,3.43,13.1,20.82,0.0,,,165.0,Moderate
+Brajrajnagar,2018-04-15,59.53,134.21,6.27,17.68,23.92,9.01,3.37,13.05,20.1,0.0,,,137.0,Moderate
+Brajrajnagar,2018-04-16,66.7,157.14,6.29,21.15,27.44,8.93,3.35,13.8,23.5,0.0,,,128.0,Moderate
+Brajrajnagar,2018-04-17,71.55,160.58,6.62,18.11,24.71,9.42,3.5,13.34,22.42,0.0,,,162.0,Moderate
+Brajrajnagar,2018-04-18,63.99,129.83,21.34,21.17,42.5,9.26,3.47,12.91,12.92,0.0,,,120.0,Moderate
+Brajrajnagar,2018-04-19,90.1,217.95,33.86,20.64,54.51,9.26,3.55,13.04,12.41,0.0,,,160.0,Moderate
+Brajrajnagar,2018-04-20,80.52,177.28,26.01,18.25,44.24,10.35,3.59,13.34,24.14,0.19,,,226.0,Poor
+Brajrajnagar,2018-04-21,59.15,141.27,5.1,19.72,24.81,9.72,3.28,13.13,23.52,0.0,,,120.0,Moderate
+Brajrajnagar,2018-04-22,84.31,199.05,11.81,23.6,35.41,10.58,3.71,13.85,13.79,0.0,,,162.0,Moderate
+Brajrajnagar,2018-04-23,63.4,162.61,11.46,19.53,30.97,10.0,3.34,12.87,15.67,0.0,,,152.0,Moderate
+Brajrajnagar,2018-04-24,66.68,157.02,7.13,21.6,28.73,9.78,3.24,13.7,18.19,0.0,,,131.0,Moderate
+Brajrajnagar,2018-04-25,84.36,203.02,10.37,23.62,33.99,9.89,3.38,13.78,21.32,0.0,,,149.0,Moderate
+Brajrajnagar,2018-04-26,84.04,227.33,14.05,22.36,36.4,10.04,3.56,14.15,28.11,0.27,,,235.0,Poor
+Brajrajnagar,2018-04-27,70.22,169.4,5.74,21.61,27.35,9.27,3.3,14.21,26.7,0.31,,,146.0,Moderate
+Brajrajnagar,2018-04-28,43.2,115.78,4.69,14.32,19.0,8.81,3.23,13.55,29.9,0.16,,,125.0,Moderate
+Brajrajnagar,2018-04-29,27.32,88.77,9.05,14.05,22.91,12.42,3.38,13.08,30.29,0.24,,,116.0,Moderate
+Brajrajnagar,2018-04-30,11.39,31.08,8.0,15.23,23.21,14.69,3.58,13.36,19.03,0.0,,,,
+Brajrajnagar,2018-05-01,49.8,95.59,8.23,14.82,23.04,14.5,3.54,13.66,12.87,0.0,,,118.0,Moderate
+Brajrajnagar,2018-05-02,30.34,71.62,8.09,15.32,23.4,13.56,3.35,13.32,30.1,0.0,,,117.0,Moderate
+Brajrajnagar,2018-05-03,40.96,79.29,5.55,15.28,20.84,11.3,3.13,12.72,20.38,0.0,,,115.0,Moderate
+Brajrajnagar,2018-05-04,56.56,126.57,11.32,17.87,29.18,9.88,3.25,12.74,26.05,0.0,,,119.0,Moderate
+Brajrajnagar,2018-05-05,64.78,159.85,6.57,21.58,28.14,9.21,3.32,12.87,26.57,0.0,,,124.0,Moderate
+Brajrajnagar,2018-05-06,67.12,167.38,5.2,21.61,26.82,8.49,3.28,12.88,29.03,0.0,,,134.0,Moderate
+Brajrajnagar,2018-05-07,66.6,147.27,4.05,18.02,22.09,7.6,3.19,13.14,33.22,0.0,,,139.0,Moderate
+Brajrajnagar,2018-05-08,80.49,170.83,6.43,20.22,25.71,7.85,3.3,13.48,27.09,0.0,,,182.0,Moderate
+Brajrajnagar,2018-05-09,92.4,232.53,8.21,22.49,24.53,7.61,2.7,13.12,24.27,0.0,,,141.0,Moderate
+Brajrajnagar,2018-05-10,65.29,159.02,5.4,18.31,23.7,10.42,3.3,13.13,31.11,0.0,,,155.0,Moderate
+Brajrajnagar,2018-05-11,61.67,140.15,4.29,16.7,20.99,10.84,3.18,13.2,28.72,0.0,,,132.0,Moderate
+Brajrajnagar,2018-05-12,49.68,112.47,3.61,17.05,20.66,9.41,3.12,13.03,32.84,0.0,,,118.0,Moderate
+Brajrajnagar,2018-05-13,52.02,110.69,4.62,18.72,23.32,8.51,3.17,12.99,28.89,0.0,,,119.0,Moderate
+Brajrajnagar,2018-05-14,35.89,67.19,4.84,15.89,20.7,8.07,3.14,12.74,17.21,0.0,,,116.0,Moderate
+Brajrajnagar,2018-05-15,45.36,74.62,4.27,16.05,20.32,7.52,3.17,12.69,23.72,0.0,,,116.0,Moderate
+Brajrajnagar,2018-05-16,53.9,107.07,3.86,19.28,23.14,7.53,3.14,12.71,28.91,0.0,,,116.0,Moderate
+Brajrajnagar,2018-05-17,56.8,133.44,3.57,16.64,20.2,7.14,3.06,12.53,27.16,0.0,,,116.0,Moderate
+Brajrajnagar,2018-05-18,52.0,120.05,2.87,14.32,17.18,6.6,3.05,12.6,31.76,0.24,,,125.0,Moderate
+Brajrajnagar,2018-05-19,53.83,97.81,4.57,16.37,20.93,6.37,3.08,12.4,18.8,0.0,,,114.0,Moderate
+Brajrajnagar,2018-05-20,61.45,124.05,5.85,16.3,22.14,5.91,3.16,12.69,27.95,0.0,,,130.0,Moderate
+Brajrajnagar,2018-05-21,50.51,100.95,3.23,14.56,17.79,5.78,3.03,12.64,24.89,0.0,,,113.0,Moderate
+Brajrajnagar,2018-05-22,72.02,134.28,4.94,17.34,22.28,5.54,3.15,12.52,22.75,0.0,,,118.0,Moderate
+Brajrajnagar,2018-05-23,56.13,95.61,4.61,13.41,18.01,5.25,3.15,12.5,25.15,0.0,,,154.0,Moderate
+Brajrajnagar,2018-05-24,46.32,92.4,4.28,13.75,18.03,4.71,2.99,12.47,27.18,0.0,,,113.0,Moderate
+Brajrajnagar,2018-05-25,51.03,99.86,2.7,14.46,17.16,4.48,2.97,12.43,25.04,0.0,,,113.0,Moderate
+Brajrajnagar,2018-05-26,50.59,108.1,3.13,15.63,18.76,4.39,2.97,12.53,25.46,0.0,,,113.0,Moderate
+Brajrajnagar,2018-05-27,41.71,84.85,2.89,15.91,18.81,4.07,2.92,12.74,26.14,0.05,,,112.0,Moderate
+Brajrajnagar,2018-05-28,53.87,98.28,5.84,13.92,19.75,4.64,3.0,12.79,24.01,1.3,,,114.0,Moderate
+Brajrajnagar,2018-05-29,41.89,88.67,6.95,10.94,17.9,4.95,2.99,12.85,24.37,1.89,,,114.0,Moderate
+Brajrajnagar,2018-05-30,45.66,106.31,5.45,13.01,18.44,5.56,2.98,12.76,26.32,1.61,,,112.0,Moderate
+Brajrajnagar,2018-05-31,38.05,61.23,6.37,11.19,17.52,6.58,2.96,12.51,16.82,0.83,,,113.0,Moderate
+Brajrajnagar,2018-06-01,,,,,,,,,,,,,,
+Brajrajnagar,2018-06-02,,,,,,,,,,,,,,
+Brajrajnagar,2018-06-03,,,,,,,,,,,,,,
+Brajrajnagar,2018-06-04,11.05,32.12,6.25,12.99,19.19,7.98,2.94,12.89,18.96,6.1,,,,
+Brajrajnagar,2018-06-05,50.06,97.1,4.04,10.51,14.55,10.2,2.57,12.78,15.23,3.29,,,107.0,Moderate
+Brajrajnagar,2018-06-06,55.84,100.01,3.62,11.86,15.49,15.1,2.38,12.77,13.33,2.13,,,105.0,Moderate
+Brajrajnagar,2018-06-07,42.67,74.46,2.58,9.62,12.19,14.54,2.36,12.53,19.24,2.03,,,106.0,Moderate
+Brajrajnagar,2018-06-08,49.76,70.51,2.75,10.25,13.0,16.14,2.45,12.42,16.37,2.38,,,106.0,Moderate
+Brajrajnagar,2018-06-09,55.9,79.68,3.71,10.8,14.51,15.24,2.56,12.48,13.69,2.55,,,108.0,Moderate
+Brajrajnagar,2018-06-10,47.22,61.64,4.22,9.87,14.1,12.38,2.63,12.34,16.47,3.88,,,111.0,Moderate
+Brajrajnagar,2018-06-11,41.95,60.84,3.18,10.79,13.97,10.41,2.57,12.31,13.8,2.74,,,108.0,Moderate
+Brajrajnagar,2018-06-12,32.83,,2.81,9.42,12.23,8.92,2.47,12.19,18.76,1.36,,,107.0,Moderate
+Brajrajnagar,2018-06-13,39.46,,3.34,11.6,14.93,8.12,2.53,12.32,13.16,1.6,,,107.0,Moderate
+Brajrajnagar,2018-06-14,66.26,,5.36,13.62,18.98,7.62,2.57,12.5,13.34,2.41,,,109.0,Moderate
+Brajrajnagar,2018-06-15,88.97,,4.85,13.34,18.18,7.09,2.6,12.62,15.58,1.84,,,158.0,Moderate
+Brajrajnagar,2018-06-16,87.78,,5.28,16.61,21.86,6.86,2.62,12.78,15.33,3.19,,,217.0,Poor
+Brajrajnagar,2018-06-17,74.96,,9.56,16.06,25.62,6.58,2.74,12.8,14.78,4.44,,,167.0,Moderate
+Brajrajnagar,2018-06-18,62.05,,5.37,15.06,20.41,6.29,2.61,12.62,14.15,2.98,,,126.0,Moderate
+Brajrajnagar,2018-06-19,38.68,103.39,4.32,13.27,17.58,6.0,2.51,12.52,16.33,1.33,,,108.0,Moderate
+Brajrajnagar,2018-06-20,46.46,105.66,3.69,13.27,16.96,6.5,2.5,12.38,15.69,2.62,,,107.0,Moderate
+Brajrajnagar,2018-06-21,47.81,95.03,3.67,12.19,15.83,7.47,2.54,12.39,16.86,2.33,,,110.0,Moderate
+Brajrajnagar,2018-06-22,35.95,53.61,3.62,10.89,14.5,7.48,2.56,12.32,16.06,1.62,,,109.0,Moderate
+Brajrajnagar,2018-06-23,44.95,79.31,4.71,12.48,17.18,7.0,2.56,12.32,12.49,1.78,,,108.0,Moderate
+Brajrajnagar,2018-06-24,43.18,84.77,4.78,12.92,17.69,6.5,2.59,12.6,12.76,1.76,,,109.0,Moderate
+Brajrajnagar,2018-06-25,30.19,70.34,2.99,12.35,15.34,5.92,2.5,12.75,18.13,1.29,,,108.0,Moderate
+Brajrajnagar,2018-06-26,30.66,53.71,4.93,10.81,15.74,5.84,2.5,12.38,7.73,0.7,,,107.0,Moderate
+Brajrajnagar,2018-06-27,22.36,43.09,6.22,8.51,14.74,5.69,2.57,12.18,6.19,1.12,,,108.0,Moderate
+Brajrajnagar,2018-06-28,18.95,38.45,4.01,7.8,11.8,5.04,2.48,12.34,10.2,0.56,,,108.0,Moderate
+Brajrajnagar,2018-06-29,32.68,63.16,5.91,9.4,15.3,5.0,2.52,12.43,9.39,0.72,,,107.0,Moderate
+Brajrajnagar,2018-06-30,46.65,94.54,6.6,10.23,16.84,4.88,2.6,12.53,10.8,1.59,,,109.0,Moderate
+Brajrajnagar,2018-07-01,45.42,76.09,5.22,11.47,16.7,5.0,2.68,12.93,11.71,2.96,,,111.0,Moderate
+Brajrajnagar,2018-07-02,30.04,53.49,3.47,9.57,13.04,4.76,2.46,12.34,11.21,0.67,,,106.0,Moderate
+Brajrajnagar,2018-07-03,38.52,55.35,5.09,11.42,16.5,5.24,2.71,12.88,9.38,3.53,,,111.0,Moderate
+Brajrajnagar,2018-07-04,36.48,62.09,5.99,10.39,16.28,4.94,2.43,12.62,8.97,1.2,,,108.0,Moderate
+Brajrajnagar,2018-07-05,31.92,63.99,4.54,11.38,15.92,4.76,2.14,12.69,9.16,1.01,,,103.0,Moderate
+Brajrajnagar,2018-07-06,37.85,78.56,4.67,10.43,15.1,4.64,2.17,12.43,9.26,1.08,,,103.0,Moderate
+Brajrajnagar,2018-07-07,49.42,93.84,5.61,10.53,16.13,4.76,2.27,12.59,10.13,1.34,,,104.0,Moderate
+Brajrajnagar,2018-07-08,31.45,53.03,4.7,9.56,14.25,4.56,2.19,12.7,8.26,0.68,,,103.0,Moderate
+Brajrajnagar,2018-07-09,29.41,49.46,4.55,9.23,13.78,4.38,2.14,12.59,7.95,0.6,,,102.0,Moderate
+Brajrajnagar,2018-07-10,27.87,50.74,5.23,9.72,14.95,4.48,2.22,12.64,7.22,0.98,,,104.0,Moderate
+Brajrajnagar,2018-07-11,29.38,49.42,6.44,9.99,16.42,4.37,2.3,12.73,6.93,1.19,,,104.0,Moderate
+Brajrajnagar,2018-07-12,30.48,44.06,4.76,9.6,14.36,4.88,2.28,12.93,7.72,1.15,,,105.0,Moderate
+Brajrajnagar,2018-07-13,29.94,43.49,3.96,9.26,13.22,6.46,2.27,12.87,8.68,1.64,,,105.0,Moderate
+Brajrajnagar,2018-07-14,25.35,37.98,3.73,7.72,11.45,7.8,2.08,12.27,8.23,0.5,,,102.0,Moderate
+Brajrajnagar,2018-07-15,13.0,23.51,3.75,5.59,9.34,7.3,2.0,11.95,7.14,0.36,,,101.0,Moderate
+Brajrajnagar,2018-07-16,17.13,25.16,5.52,7.81,13.31,6.94,2.07,12.26,6.28,0.44,,,101.0,Moderate
+Brajrajnagar,2018-07-17,21.11,24.46,4.36,8.66,13.03,6.69,2.22,12.85,7.71,1.96,,,104.0,Moderate
+Brajrajnagar,2018-07-18,28.94,38.86,4.84,8.29,13.13,6.25,2.13,12.68,6.81,1.2,,,102.0,Moderate
+Brajrajnagar,2018-07-19,30.5,50.63,7.18,10.79,17.98,5.82,2.14,13.03,6.32,1.11,,,103.0,Moderate
+Brajrajnagar,2018-07-20,35.52,63.88,7.19,9.32,16.51,5.59,1.94,12.49,6.27,0.84,,,100.0,Satisfactory
+Brajrajnagar,2018-07-21,19.23,30.91,5.57,8.89,14.46,5.13,0.37,12.28,6.39,0.29,,,71.0,Satisfactory
+Brajrajnagar,2018-07-22,18.05,22.7,5.77,8.37,14.14,4.93,0.0,12.24,6.61,0.25,,,34.0,Good
+Brajrajnagar,2018-07-23,19.71,26.98,4.23,8.59,12.81,5.05,0.0,12.58,8.39,0.99,,,29.0,Good
+Brajrajnagar,2018-07-24,28.03,47.39,6.05,10.14,16.18,4.87,0.0,12.83,7.14,1.05,,,43.0,Good
+Brajrajnagar,2018-07-25,33.52,62.91,7.18,9.71,16.88,4.56,0.0,12.59,6.57,0.49,,,56.0,Satisfactory
+Brajrajnagar,2018-07-26,24.83,39.98,6.94,8.78,15.73,4.4,0.0,12.34,6.54,0.64,,,54.0,Satisfactory
+Brajrajnagar,2018-07-27,42.07,73.54,8.07,8.66,16.72,4.43,0.0,12.33,5.27,0.39,,,52.0,Satisfactory
+Brajrajnagar,2018-07-28,42.07,77.33,6.85,9.44,16.31,4.27,0.0,12.46,5.78,0.41,,,77.0,Satisfactory
+Brajrajnagar,2018-07-29,42.02,65.44,7.68,8.22,15.9,4.31,0.0,12.36,5.45,0.66,,,73.0,Satisfactory
+Brajrajnagar,2018-07-30,52.31,92.27,5.49,9.76,15.26,4.4,0.0,12.6,7.02,0.74,,,84.0,Satisfactory
+Brajrajnagar,2018-07-31,45.8,85.4,5.35,9.41,14.74,4.57,0.0,12.51,7.16,0.53,,,85.0,Satisfactory
+Brajrajnagar,2018-08-01,37.79,54.85,5.95,8.87,14.81,4.77,0.0,12.32,5.51,0.71,,,74.0,Satisfactory
+Brajrajnagar,2018-08-02,52.27,104.18,5.75,10.24,15.99,4.52,0.0,12.41,5.76,0.37,,,73.0,Satisfactory
+Brajrajnagar,2018-08-03,70.94,122.95,7.85,11.1,18.95,4.74,0.0,12.86,6.29,1.01,,,122.0,Moderate
+Brajrajnagar,2018-08-04,87.09,133.51,8.56,9.83,18.37,4.67,0.0,12.57,7.04,0.5,,,151.0,Moderate
+Brajrajnagar,2018-08-05,52.13,134.21,5.68,9.64,15.31,4.59,0.0,12.66,6.7,0.25,,,164.0,Moderate
+Brajrajnagar,2018-08-06,51.65,98.18,11.12,7.82,18.93,4.78,0.0,12.58,4.2,0.39,,,109.0,Moderate
+Brajrajnagar,2018-08-07,28.62,46.5,8.08,6.61,14.68,4.58,0.0,12.3,4.72,0.22,,,81.0,Satisfactory
+Brajrajnagar,2018-08-08,17.97,30.25,6.15,7.62,13.77,4.51,0.0,12.58,5.05,0.15,,,31.0,Good
+Brajrajnagar,2018-08-09,33.1,49.71,7.2,8.73,15.92,4.78,0.0,12.67,5.75,0.57,,,41.0,Good
+Brajrajnagar,2018-08-10,49.75,82.53,9.65,8.93,18.58,4.77,0.0,12.92,5.88,0.87,,,68.0,Satisfactory
+Brajrajnagar,2018-08-11,58.33,86.3,8.79,9.73,18.51,4.63,0.0,13.08,5.7,1.08,,,96.0,Satisfactory
+Brajrajnagar,2018-08-12,50.37,66.92,4.49,8.53,13.01,4.36,0.0,12.96,7.14,0.38,,,89.0,Satisfactory
+Brajrajnagar,2018-08-13,29.61,59.97,4.75,7.5,12.25,4.25,0.0,12.52,6.13,0.23,,,71.0,Satisfactory
+Brajrajnagar,2018-08-14,29.5,40.83,7.11,6.45,13.56,4.23,0.0,12.29,4.97,0.52,,,54.0,Satisfactory
+Brajrajnagar,2018-08-15,12.71,24.15,4.34,5.31,9.64,4.07,0.0,12.01,5.62,0.17,,,39.0,Good
+Brajrajnagar,2018-08-16,13.45,26.39,5.57,7.31,12.89,3.92,0.0,12.23,4.43,0.1,,,22.0,Good
+Brajrajnagar,2018-08-17,25.56,40.18,6.88,8.27,15.15,3.95,0.0,12.83,4.82,0.26,,,29.0,Good
+Brajrajnagar,2018-08-18,29.74,42.93,8.33,7.62,15.93,3.95,0.0,12.86,5.33,0.69,,,54.0,Satisfactory
+Brajrajnagar,2018-08-19,28.27,44.95,4.53,8.36,12.89,3.79,0.2,12.88,5.71,0.44,,,54.0,Satisfactory
+Brajrajnagar,2018-08-20,18.07,25.99,4.34,7.01,11.36,4.01,0.16,12.55,4.91,0.24,,,82.0,Satisfactory
+Brajrajnagar,2018-08-21,18.22,26.34,4.28,7.29,11.58,3.85,0.03,12.58,5.99,0.11,,,38.0,Good
+Brajrajnagar,2018-08-22,18.75,35.7,5.93,7.17,13.11,3.86,0.31,12.17,4.16,0.08,,,79.0,Satisfactory
+Brajrajnagar,2018-08-23,36.16,55.98,6.87,8.58,15.44,3.78,0.32,12.32,4.43,0.22,,,76.0,Satisfactory
+Brajrajnagar,2018-08-24,32.24,54.51,8.23,9.2,17.42,4.37,0.1,12.54,3.84,0.27,,,75.0,Satisfactory
+Brajrajnagar,2018-08-25,36.63,42.47,10.47,7.38,17.84,4.7,0.45,12.66,3.71,0.29,,,88.0,Satisfactory
+Brajrajnagar,2018-08-26,27.29,38.33,11.51,6.03,17.54,4.67,0.13,12.3,3.41,0.29,,,70.0,Satisfactory
+Brajrajnagar,2018-08-27,32.51,46.53,9.47,6.8,16.27,4.46,0.17,12.65,3.83,0.45,,,72.0,Satisfactory
+Brajrajnagar,2018-08-28,32.66,42.14,11.68,7.04,18.71,4.56,0.14,12.63,3.8,0.47,,,63.0,Satisfactory
+Brajrajnagar,2018-08-29,38.0,53.97,9.11,7.64,16.74,4.54,0.25,12.59,4.85,0.52,,,65.0,Satisfactory
+Brajrajnagar,2018-08-30,40.63,64.24,7.7,7.08,14.76,4.5,0.02,12.42,4.6,0.34,,,82.0,Satisfactory
+Brajrajnagar,2018-08-31,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-01,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-02,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-03,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-04,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-05,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-06,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-07,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-08,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-09,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-10,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-11,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-12,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-13,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-14,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-15,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-16,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-17,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-18,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-19,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-20,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-21,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-22,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-23,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-24,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-25,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-26,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-27,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-28,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-29,,,,,,,,,,,,,,
+Brajrajnagar,2018-09-30,,,,,,,,,,,,,,
+Brajrajnagar,2018-10-01,,,,,,,,,,,,,,
+Brajrajnagar,2018-10-02,,,,,,,,,,,,,,
+Brajrajnagar,2018-10-03,,,,,,,,,,,,,,
+Brajrajnagar,2018-10-04,,,,,,,,,,,,,,
+Brajrajnagar,2018-10-05,,,,,,,,,,,,,,
+Brajrajnagar,2018-10-06,,,,,,,,,,,,,,
+Brajrajnagar,2018-10-07,,,,,,,,,,,,,,
+Brajrajnagar,2018-10-08,,,,,,,,,,,,,,
+Brajrajnagar,2018-10-09,,,,,,,,,,,,,,
+Brajrajnagar,2018-10-10,,,,,,,,,,,,,,
+Brajrajnagar,2018-10-11,,,,,,,,,,,,,,
+Brajrajnagar,2018-10-12,,,,,,,,,,,,,,
+Brajrajnagar,2018-10-13,,,,,,,,,,,,,,
+Brajrajnagar,2018-10-14,,,,,,,,,,,,,,
+Brajrajnagar,2018-10-15,,,,,,,,,,,,,,
+Brajrajnagar,2018-10-16,,,,,,,,,,,,,,
+Brajrajnagar,2018-10-17,,164.39,8.11,19.25,27.35,5.17,0.0,13.61,15.37,0.34,,,,
+Brajrajnagar,2018-10-18,,151.07,15.0,14.44,29.43,5.23,0.0,13.53,11.13,0.58,,,135.0,Moderate
+Brajrajnagar,2018-10-19,,150.92,17.35,13.22,30.57,5.32,0.0,13.3,8.04,0.96,,,133.0,Moderate
+Brajrajnagar,2018-10-20,,123.54,12.92,10.15,23.06,5.1,0.0,12.86,6.24,0.52,,,128.0,Moderate
+Brajrajnagar,2018-10-21,,120.15,13.59,10.66,24.24,4.86,0.0,12.79,5.71,0.41,,,112.0,Moderate
+Brajrajnagar,2018-10-22,,129.42,14.41,12.16,26.57,5.78,0.0,13.07,8.09,0.98,,,120.0,Moderate
+Brajrajnagar,2018-10-23,,100.23,12.17,10.61,20.07,7.09,0.9,13.05,7.18,0.12,,,112.0,Moderate
+Brajrajnagar,2018-10-24,6.6,102.69,12.98,15.43,21.14,10.53,2.76,12.65,8.21,0.07,,,141.0,Moderate
+Brajrajnagar,2018-10-25,9.59,115.07,14.71,19.83,26.35,16.29,0.34,13.42,8.96,0.38,,,107.0,Moderate
+Brajrajnagar,2018-10-26,,109.32,14.8,17.1,27.03,24.21,0.31,12.61,8.9,0.43,,,110.0,Moderate
+Brajrajnagar,2018-10-27,,111.84,16.46,20.64,26.71,19.82,0.29,12.67,9.39,0.61,,,103.0,Moderate
+Brajrajnagar,2018-10-28,,104.53,16.86,20.31,31.6,17.22,0.45,12.82,9.47,0.62,,,112.0,Moderate
+Brajrajnagar,2018-10-29,,106.58,18.56,21.39,27.74,15.95,0.49,12.95,12.37,0.76,,,100.0,Satisfactory
+Brajrajnagar,2018-10-30,73.58,92.89,17.25,27.27,27.01,18.64,0.48,12.36,7.85,0.41,,,99.0,Satisfactory
+Brajrajnagar,2018-10-31,28.82,59.73,17.79,18.61,24.79,19.24,0.41,12.23,6.54,0.25,,,79.0,Satisfactory
+Brajrajnagar,2018-11-01,50.79,89.2,25.31,18.96,34.02,16.21,0.45,12.63,7.49,0.24,,,59.0,Satisfactory
+Brajrajnagar,2018-11-02,70.44,113.42,22.93,22.23,31.54,14.44,0.49,12.92,9.02,0.52,,,101.0,Moderate
+Brajrajnagar,2018-11-03,69.02,111.27,24.29,19.93,39.44,13.21,0.55,13.67,7.43,0.64,,,165.0,Moderate
+Brajrajnagar,2018-11-04,73.08,115.6,28.51,24.11,39.82,12.17,0.57,14.14,9.8,0.66,,,130.0,Moderate
+Brajrajnagar,2018-11-05,70.58,110.05,24.47,25.09,33.03,11.46,0.57,13.59,11.38,0.7,,,141.0,Moderate
+Brajrajnagar,2018-11-06,81.34,120.17,24.28,28.78,35.01,11.32,0.6,13.52,10.85,0.83,,,171.0,Moderate
+Brajrajnagar,2018-11-07,122.91,159.59,15.41,17.2,26.43,11.08,0.51,12.92,11.98,0.59,,,187.0,Moderate
+Brajrajnagar,2018-11-08,114.48,157.27,12.45,22.22,26.72,11.23,0.53,13.29,8.92,0.51,,,305.0,Very Poor
+Brajrajnagar,2018-11-09,92.79,146.0,15.77,22.49,27.78,13.6,0.61,13.33,15.05,0.69,,,279.0,Poor
+Brajrajnagar,2018-11-10,102.24,155.04,15.63,24.57,41.39,14.29,0.7,13.28,9.18,0.88,,,213.0,Poor
+Brajrajnagar,2018-11-11,101.38,145.63,19.53,25.77,35.7,13.05,0.79,13.44,9.73,1.02,,,231.0,Poor
+Brajrajnagar,2018-11-12,93.46,141.34,22.49,23.48,38.7,12.58,0.85,14.05,7.59,1.2,,,222.0,Poor
+Brajrajnagar,2018-11-13,92.06,143.86,24.7,23.18,34.2,11.97,0.85,13.31,7.22,0.88,,,194.0,Moderate
+Brajrajnagar,2018-11-14,99.58,164.79,20.09,25.17,32.23,11.46,0.96,13.51,9.18,1.13,,,220.0,Poor
+Brajrajnagar,2018-11-15,86.54,142.06,21.13,16.03,28.04,11.27,1.09,13.43,3.81,1.44,,,237.0,Poor
+Brajrajnagar,2018-11-16,,,,,,,,,,,,,,
+Brajrajnagar,2018-11-17,,,,,,,,,,,,,,
+Brajrajnagar,2018-11-18,,,,,,,,,,,,,,
+Brajrajnagar,2018-11-19,,,,,,,,,,,,,,
+Brajrajnagar,2018-11-20,,,,,,,,,,,,,,
+Brajrajnagar,2018-11-21,,,,,,,,,,,,,,
+Brajrajnagar,2018-11-22,,,,,,,,,,,,,,
+Brajrajnagar,2018-11-23,,,,,,,,,,,,,,
+Brajrajnagar,2018-11-24,,,,,,,,,,,,,,
+Brajrajnagar,2018-11-25,,,,,,,,,,,,,,
+Brajrajnagar,2018-11-26,,,,,,,,,,,,,,
+Brajrajnagar,2018-11-27,,,,,,,,,,,,,,
+Brajrajnagar,2018-11-28,,,,,,,,,,,,,,
+Brajrajnagar,2018-11-29,,,,,,,,,,,,,,
+Brajrajnagar,2018-11-30,,,,,,,,,,,,,,
+Brajrajnagar,2018-12-01,,,,,,,,,,,,,,
+Brajrajnagar,2018-12-02,,,,,,,,,,,,,,
+Brajrajnagar,2018-12-03,,,,,,,,,,,,,,
+Brajrajnagar,2018-12-04,,,,,,,,,,,,,,
+Brajrajnagar,2018-12-05,128.64,223.86,21.21,28.0,41.76,54.24,1.29,15.16,9.16,0.0,,,,
+Brajrajnagar,2018-12-06,128.42,192.96,19.81,23.62,38.45,53.31,1.36,15.05,7.28,6.08,,,308.0,Very Poor
+Brajrajnagar,2018-12-07,106.56,174.97,16.89,23.87,34.84,50.44,1.37,14.31,7.71,17.33,,,286.0,Poor
+Brajrajnagar,2018-12-08,92.9,155.62,15.28,20.18,33.55,75.35,1.29,13.7,8.45,35.32,,,214.0,Poor
+Brajrajnagar,2018-12-09,107.16,166.89,16.46,24.5,36.95,86.39,1.45,14.31,7.11,46.59,,,229.0,Poor
+Brajrajnagar,2018-12-10,101.21,160.22,17.97,29.48,41.17,68.07,1.48,15.63,6.76,55.57,,,255.0,Poor
+Brajrajnagar,2018-12-11,95.17,139.71,22.75,21.83,40.13,68.04,1.47,13.89,6.18,29.96,,,228.0,Poor
+Brajrajnagar,2018-12-12,110.42,158.99,26.6,18.39,41.2,66.8,1.59,14.13,5.94,25.07,,,235.0,Poor
+Brajrajnagar,2018-12-13,119.8,174.11,23.3,16.98,37.49,46.7,1.57,14.26,4.37,27.33,,,284.0,Poor
+Brajrajnagar,2018-12-14,119.32,179.41,23.24,17.39,36.55,53.39,1.66,14.16,5.71,26.91,,,306.0,Very Poor
+Brajrajnagar,2018-12-15,88.44,151.27,17.58,18.32,32.59,48.19,1.4,13.53,7.16,14.54,,,233.0,Poor
+Brajrajnagar,2018-12-16,63.54,99.01,13.15,16.44,27.25,46.91,1.27,12.87,8.05,19.65,,,158.0,Moderate
+Brajrajnagar,2018-12-17,37.47,50.51,8.89,12.82,18.6,46.53,1.21,12.9,7.78,12.44,,,94.0,Satisfactory
+Brajrajnagar,2018-12-18,36.58,47.74,13.86,10.97,22.92,45.58,1.2,12.85,7.04,8.73,,,63.0,Satisfactory
+Brajrajnagar,2018-12-19,87.16,123.32,34.06,11.31,43.06,45.3,1.5,13.48,5.18,13.15,,,111.0,Moderate
+Brajrajnagar,2018-12-20,86.88,140.22,25.98,17.27,36.79,46.29,1.52,13.38,5.38,18.51,,,177.0,Moderate
+Brajrajnagar,2018-12-21,102.7,176.7,26.75,18.41,40.47,41.28,1.54,13.76,6.14,16.14,,,228.0,Poor
+Brajrajnagar,2018-12-22,91.97,155.4,24.47,16.85,37.9,47.86,1.5,13.48,5.93,14.76,,,224.0,Poor
+Brajrajnagar,2018-12-23,62.66,110.94,31.2,19.9,34.6,33.79,1.51,13.89,5.68,14.71,,,192.0,Moderate
+Brajrajnagar,2018-12-24,79.99,145.42,21.01,23.07,38.21,43.89,2.25,14.08,7.09,19.03,,,119.0,Moderate
+Brajrajnagar,2018-12-25,104.88,179.97,30.26,22.17,47.69,45.27,2.27,13.95,6.01,16.81,,,227.0,Poor
+Brajrajnagar,2018-12-26,105.37,185.94,28.88,23.12,44.14,44.23,2.36,13.92,5.94,14.02,,,240.0,Poor
+Brajrajnagar,2018-12-27,92.57,157.2,27.42,21.17,45.81,40.39,2.4,13.81,6.5,13.17,,,238.0,Poor
+Brajrajnagar,2018-12-28,65.79,111.43,16.09,25.65,34.56,51.14,2.3,13.59,7.55,10.17,,,178.0,Moderate
+Brajrajnagar,2018-12-29,87.11,154.42,17.82,24.13,38.96,43.57,2.47,13.66,9.49,12.78,,,132.0,Moderate
+Brajrajnagar,2018-12-30,91.29,154.7,20.43,24.46,40.71,47.48,2.46,13.88,8.52,12.15,,,200.0,Moderate
+Brajrajnagar,2018-12-31,113.28,187.85,23.93,26.53,45.54,62.13,2.7,14.5,7.55,17.54,,,236.0,Poor
+Brajrajnagar,2019-01-01,122.13,193.0,22.92,23.24,45.11,59.95,2.82,14.38,8.11,14.94,,,297.0,Poor
+Brajrajnagar,2019-01-02,134.63,204.6,19.33,24.44,43.58,47.97,2.93,16.19,7.94,15.13,,,297.0,Poor
+Brajrajnagar,2019-01-03,144.01,212.12,19.49,28.77,43.34,50.6,3.0,15.81,8.42,16.37,,,323.0,Very Poor
+Brajrajnagar,2019-01-04,114.33,200.21,23.74,25.85,43.45,53.25,2.82,15.05,7.91,12.76,,,297.0,Poor
+Brajrajnagar,2019-01-05,111.2,182.96,23.49,28.05,47.47,65.87,2.89,15.69,6.65,12.08,,,269.0,Poor
+Brajrajnagar,2019-01-06,111.65,168.12,20.24,29.41,43.59,84.16,3.0,16.07,7.24,12.11,,,286.0,Poor
+Brajrajnagar,2019-01-07,115.3,175.98,17.55,28.26,40.47,62.08,3.04,15.34,7.3,12.01,,,278.0,Poor
+Brajrajnagar,2019-01-08,120.05,170.37,14.69,23.73,34.61,42.75,3.02,15.05,8.18,10.29,,,303.0,Very Poor
+Brajrajnagar,2019-01-09,115.84,162.16,13.46,23.55,32.74,42.79,3.03,14.86,6.98,11.68,,,284.0,Poor
+Brajrajnagar,2019-01-10,107.48,170.41,18.88,26.1,38.12,53.42,2.88,14.78,7.42,5.43,,,248.0,Poor
+Brajrajnagar,2019-01-11,129.34,199.63,19.92,26.6,43.04,47.04,3.0,15.67,7.77,0.1,,,267.0,Poor
+Brajrajnagar,2019-01-12,144.95,224.11,22.13,32.79,49.01,42.17,3.21,17.73,7.27,0.0,,,316.0,Very Poor
+Brajrajnagar,2019-01-13,157.16,225.75,19.34,27.88,43.45,51.35,3.19,17.69,10.11,0.0,,,329.0,Very Poor
+Brajrajnagar,2019-01-14,158.4,230.38,19.84,26.74,40.66,38.75,3.31,16.54,7.91,0.0,,,334.0,Very Poor
+Brajrajnagar,2019-01-15,101.16,164.46,15.93,25.7,37.58,40.1,2.96,15.77,8.69,0.0,,,295.0,Poor
+Brajrajnagar,2019-01-16,97.91,166.85,21.4,32.0,45.64,36.76,3.0,18.08,8.76,0.0,,,212.0,Poor
+Brajrajnagar,2019-01-17,130.42,216.35,21.45,28.35,46.25,43.46,3.14,17.84,9.94,0.0,,,240.0,Poor
+Brajrajnagar,2019-01-18,131.1,216.29,21.82,31.39,47.63,58.18,3.25,16.63,7.99,0.0,,,319.0,Very Poor
+Brajrajnagar,2019-01-19,100.96,175.79,20.07,28.87,43.13,58.95,3.14,16.29,8.08,0.0,,,266.0,Poor
+Brajrajnagar,2019-01-20,103.75,170.98,22.29,25.11,44.53,44.08,3.22,16.09,7.4,0.0,,,241.0,Poor
+Brajrajnagar,2019-01-21,111.26,185.23,21.49,28.07,45.14,42.84,3.28,16.85,7.24,0.0,,,250.0,Poor
+Brajrajnagar,2019-01-22,118.98,195.88,26.6,30.29,49.1,43.36,3.41,17.2,8.82,0.0,,,301.0,Very Poor
+Brajrajnagar,2019-01-23,111.07,184.91,29.9,25.19,50.44,79.99,3.26,17.1,9.17,0.0,,,280.0,Poor
+Brajrajnagar,2019-01-24,131.46,214.98,42.0,26.08,58.49,66.53,3.04,16.68,6.42,0.0,,,295.0,Poor
+Brajrajnagar,2019-01-25,78.32,131.06,21.48,23.19,37.38,45.27,3.19,15.71,6.86,0.0,,,270.0,Poor
+Brajrajnagar,2019-01-26,53.22,72.18,11.81,18.37,27.14,41.3,3.01,14.57,6.87,0.0,,,126.0,Moderate
+Brajrajnagar,2019-01-27,68.67,96.01,14.25,17.68,28.38,43.88,2.91,14.64,6.05,0.0,,,115.0,Moderate
+Brajrajnagar,2019-01-28,93.22,143.45,27.83,15.64,41.44,44.76,3.2,14.62,5.2,0.0,,,199.0,Moderate
+Brajrajnagar,2019-01-29,63.39,105.7,16.21,23.57,34.04,42.4,3.05,14.76,6.52,0.0,,,174.0,Moderate
+Brajrajnagar,2019-01-30,95.81,169.49,24.2,23.45,45.2,40.63,3.12,15.49,6.86,0.0,,,128.0,Moderate
+Brajrajnagar,2019-01-31,75.25,138.91,22.38,25.97,45.49,42.71,3.12,16.66,9.56,0.0,,,220.0,Poor
+Brajrajnagar,2019-02-01,109.4,181.71,19.12,26.9,42.16,54.05,3.41,16.72,7.96,0.0,,,186.0,Moderate
+Brajrajnagar,2019-02-02,112.37,185.58,22.66,28.08,41.22,88.66,3.4,15.83,6.6,0.0,,,283.0,Poor
+Brajrajnagar,2019-02-03,108.57,180.8,23.45,27.22,44.82,97.03,3.46,16.13,9.01,0.0,,,275.0,Poor
+Brajrajnagar,2019-02-04,103.6,181.73,18.82,26.51,41.42,76.88,3.38,16.28,10.05,0.0,,,246.0,Poor
+Brajrajnagar,2019-02-05,112.37,190.29,15.79,28.31,38.73,34.35,3.57,16.15,10.62,0.0,,,268.0,Poor
+Brajrajnagar,2019-02-06,128.36,221.16,20.04,28.41,45.15,42.57,3.48,16.6,11.94,0.0,,,293.0,Poor
+Brajrajnagar,2019-02-07,114.28,209.55,23.59,23.73,42.75,39.77,3.35,16.89,13.31,0.0,,,295.0,Poor
+Brajrajnagar,2019-02-08,84.99,135.97,21.95,22.47,39.96,33.08,3.3,15.69,6.92,0.0,,,250.0,Poor
+Brajrajnagar,2019-02-09,56.43,93.57,15.79,20.24,30.68,39.83,3.04,14.89,6.34,0.0,,,130.0,Moderate
+Brajrajnagar,2019-02-10,66.92,143.42,19.28,22.18,37.74,36.63,3.06,14.66,7.99,0.0,,,118.0,Moderate
+Brajrajnagar,2019-02-11,84.77,170.2,21.73,28.39,46.87,34.29,3.15,17.35,7.13,0.0,,,138.0,Moderate
+Brajrajnagar,2019-02-12,99.22,181.46,24.3,25.67,46.17,29.06,3.41,16.81,10.63,0.0,,,226.0,Poor
+Brajrajnagar,2019-02-13,137.43,226.56,22.52,26.94,46.83,34.25,3.55,17.93,9.55,0.0,,,275.0,Poor
+Brajrajnagar,2019-02-14,158.01,259.0,23.58,30.09,45.53,32.76,3.53,17.95,10.05,0.0,,,324.0,Very Poor
+Brajrajnagar,2019-02-15,90.34,151.27,14.32,24.95,32.4,31.5,3.32,18.04,11.68,0.0,,,302.0,Very Poor
+Brajrajnagar,2019-02-16,45.7,73.79,12.92,18.43,25.9,32.11,3.03,16.22,10.34,0.0,,,131.0,Moderate
+Brajrajnagar,2019-02-17,64.14,104.07,31.33,20.57,40.98,32.26,3.32,15.88,8.86,0.0,,,121.0,Moderate
+Brajrajnagar,2019-02-18,73.28,130.16,16.92,24.75,34.74,36.82,3.23,16.33,16.2,0.0,,,,
+Brajrajnagar,2019-02-19,99.7,200.58,24.62,23.85,44.39,38.51,3.27,16.92,9.92,0.0,,,168.0,Moderate
+Brajrajnagar,2019-02-20,91.34,178.39,27.24,19.86,44.73,42.06,3.18,16.12,7.52,0.0,,,231.0,Poor
+Brajrajnagar,2019-02-21,89.38,179.97,22.34,24.69,39.88,40.49,3.08,16.07,10.27,0.0,,,179.0,Moderate
+Brajrajnagar,2019-02-22,122.22,214.29,25.69,22.72,43.86,47.36,3.37,16.56,13.14,0.0,,,284.0,Poor
+Brajrajnagar,2019-02-23,82.11,152.68,19.65,19.58,35.33,38.59,3.16,15.47,9.65,0.0,,,219.0,Poor
+Brajrajnagar,2019-02-24,89.27,161.18,18.82,19.72,34.99,41.07,3.02,16.13,9.42,0.0,,,156.0,Moderate
+Brajrajnagar,2019-02-25,63.97,109.26,12.84,21.38,26.44,36.36,3.0,15.42,8.51,0.0,,,180.0,Moderate
+Brajrajnagar,2019-02-26,66.18,106.57,18.8,16.82,31.93,41.48,2.91,15.91,6.45,0.0,,,115.0,Moderate
+Brajrajnagar,2019-02-27,55.94,109.22,18.4,16.87,31.35,38.28,2.95,15.61,8.49,0.0,,,117.0,Moderate
+Brajrajnagar,2019-02-28,52.12,114.31,17.63,18.47,30.4,43.34,2.76,14.34,6.88,0.0,,,113.0,Moderate
+Brajrajnagar,2019-03-01,62.4,124.51,17.32,20.32,30.82,52.69,2.65,10.13,8.78,0.0,,,112.0,Moderate
+Brajrajnagar,2019-03-02,94.98,173.6,18.76,22.36,34.41,45.64,2.87,4.11,8.91,0.0,,,152.0,Moderate
+Brajrajnagar,2019-03-03,97.36,166.06,21.8,21.02,37.88,37.46,3.02,3.45,5.1,0.0,,,277.0,Poor
+Brajrajnagar,2019-03-04,96.13,175.89,29.6,17.57,43.76,47.43,2.98,2.87,7.68,0.0,,,216.0,Poor
+Brajrajnagar,2019-03-05,79.77,144.52,17.27,16.64,28.09,42.47,2.94,2.33,6.92,0.0,,,185.0,Moderate
+Brajrajnagar,2019-03-06,64.82,125.25,11.15,16.64,24.35,64.58,2.76,4.89,10.01,0.0,,,133.0,Moderate
+Brajrajnagar,2019-03-07,68.97,132.52,14.32,19.47,29.11,85.5,2.78,7.03,8.67,0.0,,,128.0,Moderate
+Brajrajnagar,2019-03-08,76.1,145.91,17.04,23.71,34.0,88.02,2.76,7.42,10.58,0.0,,,135.0,Moderate
+Brajrajnagar,2019-03-09,90.91,173.2,19.36,26.05,36.02,85.46,2.78,8.74,12.61,0.0,,,157.0,Moderate
+Brajrajnagar,2019-03-10,104.21,214.24,27.06,25.04,45.85,89.78,2.98,8.33,10.8,0.0,,,261.0,Poor
+Brajrajnagar,2019-03-11,92.27,182.18,20.12,24.62,37.73,70.45,2.82,7.54,10.01,0.0,,,191.0,Moderate
+Brajrajnagar,2019-03-12,90.05,171.65,18.6,21.91,35.39,46.77,3.0,7.98,10.35,0.0,,,239.0,Poor
+Brajrajnagar,2019-03-13,94.33,187.93,22.33,18.74,36.54,43.34,3.2,7.37,10.39,0.0,,,197.0,Moderate
+Brajrajnagar,2019-03-14,64.14,121.46,17.2,16.91,29.38,52.54,2.92,7.23,10.42,0.0,,,189.0,Moderate
+Brajrajnagar,2019-03-15,48.23,84.35,9.7,16.38,21.52,67.92,2.81,7.43,8.82,0.0,,,113.0,Moderate
+Brajrajnagar,2019-03-16,82.61,151.14,12.99,15.82,25.51,42.63,2.81,7.71,6.92,0.0,,,116.0,Moderate
+Brajrajnagar,2019-03-17,78.65,133.83,17.64,17.86,30.0,51.72,2.87,7.56,10.85,0.0,,,248.0,Poor
+Brajrajnagar,2019-03-18,46.94,71.19,11.91,15.87,24.5,40.52,2.78,6.94,8.06,0.0,,,114.0,Moderate
+Brajrajnagar,2019-03-19,74.06,118.82,18.63,16.33,29.66,51.75,2.84,7.7,9.26,0.0,,,118.0,Moderate
+Brajrajnagar,2019-03-20,83.75,157.52,19.05,16.48,29.51,60.66,2.93,7.23,7.68,0.0,,,185.0,Moderate
+Brajrajnagar,2019-03-21,53.78,79.64,9.14,16.79,20.29,40.96,2.66,7.19,15.17,0.0,,,124.0,Moderate
+Brajrajnagar,2019-03-22,62.33,97.87,13.09,15.26,22.74,34.96,2.82,6.91,11.55,0.0,,,113.0,Moderate
+Brajrajnagar,2019-03-23,71.83,118.77,12.16,17.06,24.0,39.39,2.76,6.85,11.53,0.0,,,116.0,Moderate
+Brajrajnagar,2019-03-24,106.07,197.98,14.85,22.36,32.46,45.13,2.88,7.15,10.05,0.0,,,201.0,Poor
+Brajrajnagar,2019-03-25,122.45,230.52,18.29,24.06,37.8,42.99,3.05,7.92,10.96,0.0,,,296.0,Poor
+Brajrajnagar,2019-03-26,102.7,181.7,19.03,24.53,35.65,39.09,2.97,8.41,15.81,0.0,,,276.0,Poor
+Brajrajnagar,2019-03-27,83.56,155.25,11.2,21.75,25.07,42.17,2.7,7.5,14.36,0.0,,,143.0,Moderate
+Brajrajnagar,2019-03-28,83.68,171.41,14.03,20.75,31.27,41.95,2.86,7.07,16.78,0.0,,,236.0,Poor
+Brajrajnagar,2019-03-29,116.02,219.56,17.45,27.08,38.58,35.46,3.11,8.19,18.46,0.0,,,248.0,Poor
+Brajrajnagar,2019-03-30,119.74,217.75,19.87,25.26,38.51,34.89,3.14,9.51,15.81,0.0,,,284.0,Poor
+Brajrajnagar,2019-03-31,112.65,217.1,18.43,19.73,35.38,36.47,3.18,8.91,20.16,0.0,,,290.0,Poor
+Brajrajnagar,2019-04-01,78.38,138.53,11.15,21.07,26.1,40.46,2.88,8.53,19.62,0.0,,,190.0,Moderate
+Brajrajnagar,2019-04-02,89.29,166.03,14.83,23.94,32.68,37.9,3.01,7.73,11.09,0.0,,,193.0,Moderate
+Brajrajnagar,2019-04-03,123.03,215.27,16.18,24.73,36.0,39.56,3.18,9.28,18.31,0.0,,,268.0,Poor
+Brajrajnagar,2019-04-04,130.81,226.76,18.54,23.77,36.1,64.59,3.25,9.57,20.76,0.0,,,307.0,Very Poor
+Brajrajnagar,2019-04-05,,,,,,,,,,,,,305.0,Very Poor
+Brajrajnagar,2019-04-06,,3.97,,,0.0,,0.0,,,0.0,,,,
+Brajrajnagar,2019-04-07,,,,,,,,,,,,,,
+Brajrajnagar,2019-04-08,,,,,,,,,,,,,,
+Brajrajnagar,2019-04-09,,,,,,,,,,,,,,
+Brajrajnagar,2019-04-10,,,,,,,,,,,,,,
+Brajrajnagar,2019-04-11,30.06,107.91,17.81,23.7,32.56,56.28,2.4,7.58,12.15,0.0,,,,
+Brajrajnagar,2019-04-12,76.89,175.54,19.64,18.33,34.43,64.57,2.54,7.51,12.61,0.0,,,155.0,Moderate
+Brajrajnagar,2019-04-13,72.91,152.94,12.92,19.06,27.96,102.72,2.21,7.43,16.54,0.0,,,131.0,Moderate
+Brajrajnagar,2019-04-14,87.47,175.76,12.79,21.66,28.67,85.21,2.49,7.77,18.37,0.0,,,187.0,Moderate
+Brajrajnagar,2019-04-15,131.29,258.62,21.18,25.89,43.97,78.67,2.92,9.85,8.91,0.0,,,247.0,Poor
+Brajrajnagar,2019-04-16,,,,,,,,,,,,,,
+Brajrajnagar,2019-04-17,,,,,,,,,,,,,,
+Brajrajnagar,2019-04-18,,,,,,,,,,,,,,
+Brajrajnagar,2019-04-19,,47.44,20.04,14.18,30.77,47.4,2.5,7.9,16.41,0.0,,,,
+Brajrajnagar,2019-04-20,33.0,54.8,16.3,16.05,27.15,30.66,2.38,7.62,8.4,0.0,,,106.0,Moderate
+Brajrajnagar,2019-04-21,,,,,,,,,,,,,,
+Brajrajnagar,2019-04-22,,70.1,81.94,20.23,93.59,33.55,1.9,7.67,21.67,0.0,,,,
+Brajrajnagar,2019-04-23,,,,,,,,,,,,,,
+Brajrajnagar,2019-04-24,72.92,100.0,,,0.0,,0.0,,,0.0,,,,
+Brajrajnagar,2019-04-25,57.72,116.42,22.12,24.28,20.03,55.52,1.03,8.18,16.32,0.0,,,109.0,Moderate
+Brajrajnagar,2019-04-26,63.83,139.07,14.57,21.97,31.07,49.01,2.13,7.85,12.23,0.0,,,116.0,Moderate
+Brajrajnagar,2019-04-27,90.77,198.92,12.81,24.17,31.33,60.61,2.22,7.16,11.69,0.0,,,162.0,Moderate
+Brajrajnagar,2019-04-28,95.05,216.03,13.36,24.32,31.41,74.68,2.36,7.1,13.64,0.0,,,210.0,Poor
+Brajrajnagar,2019-04-29,123.52,261.52,31.34,28.24,52.66,89.8,2.56,9.27,6.94,0.0,,,255.0,Poor
+Brajrajnagar,2019-04-30,25.63,70.82,27.14,16.61,19.94,60.71,1.48,7.97,20.53,0.0,,,108.0,Moderate
+Brajrajnagar,2019-05-01,23.37,53.69,7.97,17.37,17.98,80.64,2.22,6.39,10.1,0.0,,,106.0,Moderate
+Brajrajnagar,2019-05-02,10.79,42.33,12.66,13.59,21.32,64.38,2.18,7.26,7.45,0.0,,,105.0,Moderate
+Brajrajnagar,2019-05-03,12.49,32.55,11.5,9.98,15.61,75.93,2.02,5.78,6.34,0.0,,,,
+Brajrajnagar,2019-05-04,,84.88,12.97,15.39,19.69,93.03,2.19,6.54,10.88,0.0,,,109.0,Moderate
+Brajrajnagar,2019-05-05,13.62,28.94,,,0.0,,0.0,,,0.0,,,99.0,Satisfactory
+Brajrajnagar,2019-05-06,65.73,101.48,,,0.0,,0.0,,,0.0,,,,
+Brajrajnagar,2019-05-07,76.68,160.24,,,0.0,,0.0,,,0.0,,,172.0,Moderate
+Brajrajnagar,2019-05-08,83.95,192.46,,,0.0,,0.0,,,0.0,,,161.0,Moderate
+Brajrajnagar,2019-05-09,77.54,188.21,18.71,27.54,20.44,77.06,1.41,6.61,23.56,0.0,,,192.0,Moderate
+Brajrajnagar,2019-05-10,117.28,198.78,43.28,26.85,26.43,107.84,1.08,6.75,5.08,0.0,,,154.0,Moderate
+Brajrajnagar,2019-05-11,67.45,191.22,,,0.0,,0.0,,,0.0,,,224.0,Poor
+Brajrajnagar,2019-05-12,59.41,120.36,34.67,22.14,25.26,54.54,1.53,7.2,28.22,0.0,,,130.0,Moderate
+Brajrajnagar,2019-05-13,61.29,133.85,17.94,20.97,32.42,43.44,2.88,6.7,21.74,0.0,,,117.0,Moderate
+Brajrajnagar,2019-05-14,47.47,122.49,17.58,22.48,13.74,34.93,1.19,6.58,11.4,0.0,,,120.0,Moderate
+Brajrajnagar,2019-05-15,68.52,151.34,,,0.0,,0.0,,,0.0,,,121.0,Moderate
+Brajrajnagar,2019-05-16,45.67,93.26,,,0.0,,0.0,,,0.0,,,117.0,Moderate
+Brajrajnagar,2019-05-17,56.61,119.58,,,0.0,,0.0,,,0.0,,,84.0,Satisfactory
+Brajrajnagar,2019-05-18,75.78,173.2,,,0.0,,0.0,,,0.0,,,157.0,Moderate
+Brajrajnagar,2019-05-19,78.6,189.46,,,0.0,,0.0,,,0.0,,,143.0,Moderate
+Brajrajnagar,2019-05-20,66.08,147.09,,,0.0,,0.0,,,0.0,,,172.0,Moderate
+Brajrajnagar,2019-05-21,70.12,143.64,,,0.0,,0.0,,,0.0,,,114.0,Moderate
+Brajrajnagar,2019-05-22,44.97,79.3,36.48,15.39,31.93,37.29,1.92,6.87,35.25,0.0,,,131.0,Moderate
+Brajrajnagar,2019-05-23,45.14,90.69,24.81,21.23,23.27,28.21,1.92,7.85,33.42,0.0,,,114.0,Moderate
+Brajrajnagar,2019-05-24,39.41,101.91,19.28,20.62,31.19,43.19,2.36,7.02,20.35,0.0,,,117.0,Moderate
+Brajrajnagar,2019-05-25,44.87,146.4,7.75,23.41,24.03,38.61,3.17,6.85,19.72,0.0,,,124.0,Moderate
+Brajrajnagar,2019-05-26,46.98,128.69,6.98,19.09,21.23,42.94,3.01,5.74,14.7,0.0,,,119.0,Moderate
+Brajrajnagar,2019-05-27,58.45,138.62,9.09,20.3,25.04,41.92,3.17,7.38,17.3,0.0,,,136.0,Moderate
+Brajrajnagar,2019-05-28,47.05,109.8,7.4,18.44,17.41,44.19,2.55,7.84,20.57,0.0,,,117.0,Moderate
+Brajrajnagar,2019-05-29,36.04,69.37,0.75,3.01,0.1,1.56,0.02,2.41,,0.0,,,84.0,Satisfactory
+Brajrajnagar,2019-05-30,34.15,96.5,9.35,19.74,9.99,42.33,1.43,8.34,41.24,0.0,,,,
+Brajrajnagar,2019-05-31,40.9,80.06,10.66,18.4,9.09,45.55,1.48,7.32,23.83,0.0,,,114.0,Moderate
+Brajrajnagar,2019-06-01,14.37,46.73,15.26,16.28,12.93,41.43,1.52,7.76,35.05,0.0,,,,
+Brajrajnagar,2019-06-02,33.62,67.57,7.62,19.75,19.88,39.86,3.12,6.66,16.79,0.0,,,116.0,Moderate
+Brajrajnagar,2019-06-03,,13.11,19.75,14.14,21.49,61.87,2.15,8.36,19.28,0.0,,,,
+Brajrajnagar,2019-06-04,32.78,74.12,5.74,17.04,17.11,55.93,3.06,7.46,24.42,0.0,,,117.0,Moderate
+Brajrajnagar,2019-06-05,51.53,110.34,5.5,23.39,12.97,41.06,2.17,7.39,21.96,0.0,,,117.0,Moderate
+Brajrajnagar,2019-06-06,36.15,72.44,11.0,17.47,13.17,39.23,2.01,7.65,23.08,0.0,,,112.0,Moderate
+Brajrajnagar,2019-06-07,26.6,77.51,15.62,16.16,27.33,36.09,2.92,6.7,14.34,0.0,,,115.0,Moderate
+Brajrajnagar,2019-06-08,8.32,60.9,12.04,16.96,25.27,37.53,3.25,8.06,17.26,0.0,,,115.0,Moderate
+Brajrajnagar,2019-06-09,48.94,101.94,13.2,14.56,6.25,40.24,0.89,6.55,3.53,0.0,,,107.0,Moderate
+Brajrajnagar,2019-06-10,58.33,112.5,7.11,12.95,4.76,47.42,0.99,6.91,41.28,0.0,,,115.0,Moderate
+Brajrajnagar,2019-06-11,52.66,139.95,6.43,18.81,20.88,38.31,3.16,6.98,39.35,0.0,,,,
+Brajrajnagar,2019-06-12,26.52,60.92,23.07,14.67,20.22,39.73,1.36,7.6,30.39,0.0,,,105.0,Moderate
+Brajrajnagar,2019-06-13,21.72,43.69,0.79,9.22,1.29,107.91,0.13,23.41,31.02,0.34,,,,
+Brajrajnagar,2019-06-14,18.76,63.23,3.03,13.6,3.08,43.3,0.53,5.88,37.25,6.72,,,88.0,Satisfactory
+Brajrajnagar,2019-06-15,20.0,49.38,16.77,10.29,7.77,40.64,0.57,5.09,39.25,4.51,,,91.0,Satisfactory
+Brajrajnagar,2019-06-16,18.48,32.91,,,0.0,,0.0,,,1.34,,,94.0,Satisfactory
+Brajrajnagar,2019-06-17,26.35,51.33,2.45,17.14,5.79,45.77,0.98,3.04,24.87,8.6,,,95.0,Satisfactory
+Brajrajnagar,2019-06-18,29.42,61.09,7.25,12.38,16.27,29.81,1.81,3.98,11.32,5.53,,,97.0,Satisfactory
+Brajrajnagar,2019-06-19,39.47,82.32,3.88,15.57,9.61,35.48,1.86,3.87,16.14,7.43,,,100.0,Satisfactory
+Brajrajnagar,2019-06-20,28.0,53.35,1.75,14.19,8.83,29.71,1.4,3.49,13.64,9.21,,,94.0,Satisfactory
+Brajrajnagar,2019-06-21,26.98,47.39,1.23,14.88,9.84,32.37,1.85,2.37,9.75,1.36,,,100.0,Satisfactory
+Brajrajnagar,2019-06-22,43.88,61.27,1.84,12.2,7.76,28.07,1.91,2.3,9.45,5.1,,,101.0,Moderate
+Brajrajnagar,2019-06-23,42.01,64.73,3.85,13.34,7.34,41.46,1.84,1.66,7.26,0.0,,,98.0,Satisfactory
+Brajrajnagar,2019-06-24,41.34,80.82,3.91,13.5,11.8,32.12,1.91,3.01,11.11,13.58,,,101.0,Moderate
+Brajrajnagar,2019-06-25,32.02,62.15,4.42,13.96,10.66,30.99,1.9,3.05,9.81,9.71,,,100.0,Satisfactory
+Brajrajnagar,2019-06-26,24.51,54.19,7.94,15.9,12.49,39.04,1.42,2.57,14.78,5.29,,,95.0,Satisfactory
+Brajrajnagar,2019-06-27,38.5,82.94,1.85,17.82,12.1,27.85,1.93,2.61,11.09,4.91,,,102.0,Moderate
+Brajrajnagar,2019-06-28,29.03,48.97,1.06,12.44,6.09,33.67,1.35,2.09,17.69,4.62,,,100.0,Satisfactory
+Brajrajnagar,2019-06-29,21.27,46.44,3.54,13.23,4.97,35.77,1.07,2.73,19.36,1.81,,,95.0,Satisfactory
+Brajrajnagar,2019-06-30,18.41,29.91,26.78,8.11,26.93,28.25,1.98,2.04,8.04,0.77,,,102.0,Moderate
+Brajrajnagar,2019-07-01,22.96,59.93,4.2,12.97,9.05,42.71,1.87,2.19,7.29,9.99,,,,
+Brajrajnagar,2019-07-02,15.25,55.17,1.83,13.03,8.67,33.92,1.85,2.11,11.78,4.43,,,99.0,Satisfactory
+Brajrajnagar,2019-07-03,15.74,30.03,2.45,11.52,6.9,23.06,1.88,1.9,12.39,2.33,,,99.0,Satisfactory
+Brajrajnagar,2019-07-04,24.34,31.63,10.93,12.26,6.72,30.98,1.57,2.64,9.71,2.95,,,102.0,Moderate
+Brajrajnagar,2019-07-05,5.08,12.24,4.56,12.55,7.2,39.22,1.59,2.15,7.07,4.56,,,,
+Brajrajnagar,2019-07-06,12.09,17.01,1.6,11.29,7.64,40.55,1.88,1.96,8.48,4.48,,,100.0,Satisfactory
+Brajrajnagar,2019-07-07,8.11,23.2,0.67,10.83,3.39,31.19,1.24,1.31,10.99,4.74,,,94.0,Satisfactory
+Brajrajnagar,2019-07-08,18.49,33.36,1.49,17.95,5.12,43.58,1.04,1.85,10.79,3.96,,,66.0,Satisfactory
+Brajrajnagar,2019-07-09,15.75,25.12,5.98,13.29,9.19,41.04,1.84,1.87,9.69,3.33,,,100.0,Satisfactory
+Brajrajnagar,2019-07-10,19.59,45.95,1.96,15.31,7.76,35.84,1.8,1.74,10.21,1.08,,,,
+Brajrajnagar,2019-07-11,23.11,55.16,2.26,12.06,8.65,39.82,1.87,2.16,8.4,2.05,,,98.0,Satisfactory
+Brajrajnagar,2019-07-12,24.81,61.14,4.74,12.62,11.68,46.84,1.85,2.71,7.52,1.49,,,101.0,Moderate
+Brajrajnagar,2019-07-13,33.21,81.2,5.29,12.05,12.76,28.92,1.97,3.13,7.5,2.13,,,102.0,Moderate
+Brajrajnagar,2019-07-14,22.63,54.23,10.51,11.22,16.17,32.5,1.85,2.3,9.16,2.31,,,99.0,Satisfactory
+Brajrajnagar,2019-07-15,18.88,69.94,5.24,11.43,12.46,36.06,1.81,2.88,10.18,1.56,,,98.0,Satisfactory
+Brajrajnagar,2019-07-16,38.78,87.74,7.77,9.48,13.25,42.53,1.92,4.2,7.39,1.71,,,102.0,Moderate
+Brajrajnagar,2019-07-17,31.14,72.59,9.44,11.45,14.21,62.99,1.78,2.57,8.11,2.56,,,98.0,Satisfactory
+Brajrajnagar,2019-07-18,32.95,64.37,9.06,11.95,9.93,60.08,1.46,2.58,6.72,1.52,,,98.0,Satisfactory
+Brajrajnagar,2019-07-19,25.71,60.58,6.45,11.38,6.27,58.23,1.02,3.14,8.53,1.76,,,80.0,Satisfactory
+Brajrajnagar,2019-07-20,27.82,51.68,9.12,12.17,17.2,53.88,1.81,5.67,5.58,1.33,,,97.0,Satisfactory
+Brajrajnagar,2019-07-21,24.73,56.46,11.59,8.74,7.44,34.8,0.88,3.16,6.18,1.17,,,93.0,Satisfactory
+Brajrajnagar,2019-07-22,20.24,53.62,3.2,10.32,5.99,81.0,0.95,3.9,9.97,0.58,,,94.0,Satisfactory
+Brajrajnagar,2019-07-23,20.5,50.9,5.4,11.74,9.22,69.31,1.42,2.28,8.46,0.0,,,99.0,Satisfactory
+Brajrajnagar,2019-07-24,16.9,35.71,6.6,11.57,8.05,77.62,1.24,1.26,10.77,0.0,,,84.0,Satisfactory
+Brajrajnagar,2019-07-25,21.23,31.73,5.88,7.52,10.99,59.27,1.79,1.41,6.22,0.0,,,98.0,Satisfactory
+Brajrajnagar,2019-07-26,16.79,33.38,12.03,12.58,17.88,68.25,1.86,1.96,6.72,0.0,,,99.0,Satisfactory
+Brajrajnagar,2019-07-27,18.61,25.47,5.6,11.4,4.89,66.61,0.91,1.41,4.54,0.0,,,95.0,Satisfactory
+Brajrajnagar,2019-07-28,28.1,41.48,,,0.0,,0.0,,,0.0,,,35.0,Good
+Brajrajnagar,2019-07-29,11.49,17.06,2.79,8.03,4.57,76.64,0.94,1.2,8.06,0.0,,,71.0,Satisfactory
+Brajrajnagar,2019-07-30,11.72,16.88,1.01,8.65,4.05,85.38,1.75,1.29,7.27,0.0,,,96.0,Satisfactory
+Brajrajnagar,2019-07-31,11.3,18.72,3.64,8.23,5.87,77.32,1.85,1.07,5.28,0.0,,,99.0,Satisfactory
+Brajrajnagar,2019-08-01,15.83,22.93,4.82,8.21,9.41,73.54,1.98,1.46,3.8,0.0,,,103.0,Moderate
+Brajrajnagar,2019-08-02,17.03,21.22,4.61,6.32,7.79,70.76,1.82,1.95,5.94,0.0,,,100.0,Satisfactory
+Brajrajnagar,2019-08-03,11.68,21.99,4.3,6.54,7.56,61.12,1.91,1.47,4.5,0.0,,,100.0,Satisfactory
+Brajrajnagar,2019-08-04,9.51,18.82,5.28,10.73,6.95,76.43,1.78,1.08,4.09,0.0,,,96.0,Satisfactory
+Brajrajnagar,2019-08-05,,,,,,,,,,,,,,
+Brajrajnagar,2019-08-06,14.82,22.61,7.75,7.35,13.18,96.75,2.0,2.24,4.21,0.0,,,,
+Brajrajnagar,2019-08-07,9.9,23.73,7.14,7.87,9.29,194.46,1.85,1.26,4.45,0.0,,,101.0,Moderate
+Brajrajnagar,2019-08-08,,15.62,16.67,5.79,9.56,78.87,0.8,3.02,9.15,0.0,,,,
+Brajrajnagar,2019-08-09,2.54,,2.23,11.17,6.65,71.51,1.82,3.71,7.41,0.0,,,,
+Brajrajnagar,2019-08-10,36.02,,5.48,8.93,11.27,58.58,2.04,2.02,4.63,0.0,,,,
+Brajrajnagar,2019-08-11,35.2,,6.37,12.75,10.81,62.68,2.03,2.17,4.14,0.0,,,,
+Brajrajnagar,2019-08-12,,,12.22,13.44,5.0,68.78,0.88,1.94,3.82,0.0,,,,
+Brajrajnagar,2019-08-13,13.05,18.03,14.66,8.4,18.29,63.01,1.95,2.84,5.75,0.0,,,,
+Brajrajnagar,2019-08-14,8.93,14.62,4.07,6.99,8.11,34.44,1.86,2.89,6.6,0.0,,,,
+Brajrajnagar,2019-08-15,26.93,68.24,14.33,9.0,18.1,35.27,2.05,3.63,7.55,0.0,,,103.0,Moderate
+Brajrajnagar,2019-08-16,28.16,65.76,5.34,7.5,8.36,44.61,1.54,5.26,4.34,0.0,,,103.0,Moderate
+Brajrajnagar,2019-08-17,43.12,108.51,8.62,8.02,14.5,41.14,2.0,6.15,5.27,0.0,,,102.0,Moderate
+Brajrajnagar,2019-08-18,23.19,53.79,14.01,9.02,19.48,57.49,1.97,6.14,3.46,0.0,,,107.0,Moderate
+Brajrajnagar,2019-08-19,20.65,41.49,6.59,9.35,10.81,54.09,1.49,6.88,5.15,0.0,,,,
+Brajrajnagar,2019-08-20,12.39,27.67,10.11,11.89,17.63,35.91,1.73,7.8,7.7,0.0,,,,
+Brajrajnagar,2019-08-21,32.15,63.23,3.4,11.04,10.09,37.82,1.96,8.44,6.27,0.0,,,100.0,Satisfactory
+Brajrajnagar,2019-08-22,39.35,68.75,3.96,9.97,7.56,45.64,1.83,9.04,6.69,0.0,,,101.0,Moderate
+Brajrajnagar,2019-08-23,22.73,29.55,13.89,8.68,5.0,27.3,1.7,6.44,5.64,0.0,,,,
+Brajrajnagar,2019-08-24,32.21,52.24,1.65,7.26,4.76,33.07,1.92,6.42,4.36,0.0,,,102.0,Moderate
+Brajrajnagar,2019-08-25,37.79,56.15,3.82,9.04,5.16,39.33,1.92,7.06,5.52,0.0,,,102.0,Moderate
+Brajrajnagar,2019-08-26,21.99,42.74,4.0,11.0,7.14,36.14,1.95,7.06,5.8,1.83,,,102.0,Moderate
+Brajrajnagar,2019-08-27,34.35,60.67,15.24,10.09,14.49,36.61,2.02,7.69,4.5,2.92,,,102.0,Moderate
+Brajrajnagar,2019-08-28,30.32,68.46,4.8,12.19,7.85,30.97,2.0,7.15,6.12,2.69,,,102.0,Moderate
+Brajrajnagar,2019-08-29,35.6,76.5,3.07,10.28,7.15,33.42,1.96,6.91,5.35,1.63,,,103.0,Moderate
+Brajrajnagar,2019-08-30,29.62,65.62,8.98,10.32,1.73,36.08,0.27,5.64,4.45,2.58,,,100.0,Satisfactory
+Brajrajnagar,2019-08-31,45.24,91.89,,,0.0,,0.0,,,0.53,,,81.0,Satisfactory
+Brajrajnagar,2019-09-01,33.73,79.79,3.79,11.29,6.08,27.0,1.11,8.32,7.01,2.41,,,97.0,Satisfactory
+Brajrajnagar,2019-09-02,17.73,49.02,1.9,10.64,2.56,37.06,1.42,6.38,5.88,1.99,,,102.0,Moderate
+Brajrajnagar,2019-09-03,25.45,56.18,,,0.0,,0.0,,,1.44,,,51.0,Satisfactory
+Brajrajnagar,2019-09-04,31.95,64.37,3.49,8.07,4.12,14.25,1.05,11.05,6.6,2.22,,,81.0,Satisfactory
+Brajrajnagar,2019-09-05,17.5,28.45,3.32,6.65,6.06,13.26,1.93,10.54,4.78,0.0,,,101.0,Moderate
+Brajrajnagar,2019-09-06,20.52,30.46,4.38,6.16,6.08,40.63,1.92,9.56,5.22,0.0,,,102.0,Moderate
+Brajrajnagar,2019-09-07,15.34,24.82,4.92,8.23,7.3,19.31,1.97,9.58,4.0,0.0,,,101.0,Moderate
+Brajrajnagar,2019-09-08,18.58,28.07,1.16,14.09,1.14,10.75,0.62,9.23,4.18,0.0,,,70.0,Satisfactory
+Brajrajnagar,2019-09-09,21.44,35.1,4.88,10.22,6.3,21.06,1.04,24.97,5.46,0.0,,,69.0,Satisfactory
+Brajrajnagar,2019-09-10,16.98,36.49,3.6,11.43,8.46,19.29,1.95,11.01,5.19,0.0,,,102.0,Moderate
+Brajrajnagar,2019-09-11,25.9,40.09,7.81,14.16,10.14,21.31,1.87,9.07,4.52,0.0,,,102.0,Moderate
+Brajrajnagar,2019-09-12,33.44,39.6,4.54,10.69,7.05,28.09,1.69,15.72,5.96,2.38,,,97.0,Satisfactory
+Brajrajnagar,2019-09-13,19.52,33.04,3.97,11.98,7.54,28.65,1.91,9.14,5.74,2.99,,,100.0,Satisfactory
+Brajrajnagar,2019-09-14,27.59,56.59,6.23,11.07,9.89,44.38,1.92,8.95,4.45,1.16,,,102.0,Moderate
+Brajrajnagar,2019-09-15,33.54,79.84,10.64,4.44,10.8,24.75,1.51,8.64,4.74,2.14,,,101.0,Moderate
+Brajrajnagar,2019-09-16,33.37,77.66,10.41,11.01,11.45,19.32,1.72,8.46,5.01,3.47,,,102.0,Moderate
+Brajrajnagar,2019-09-17,37.4,78.65,6.86,8.67,12.03,28.76,2.0,8.09,3.94,0.8,,,103.0,Moderate
+Brajrajnagar,2019-09-18,32.19,60.92,11.95,7.12,15.97,43.87,1.98,9.08,3.75,0.0,,,102.0,Moderate
+Brajrajnagar,2019-09-19,15.64,40.1,7.09,5.24,10.44,23.64,1.95,9.55,5.29,0.0,,,102.0,Moderate
+Brajrajnagar,2019-09-20,22.3,68.21,7.67,10.74,9.9,17.66,1.99,9.46,4.15,0.47,,,102.0,Moderate
+Brajrajnagar,2019-09-21,34.26,78.19,8.39,11.38,12.63,14.62,2.04,10.41,4.84,1.37,,,104.0,Moderate
+Brajrajnagar,2019-09-22,35.88,83.06,6.86,8.73,7.96,34.4,1.84,8.76,4.26,0.28,,,103.0,Moderate
+Brajrajnagar,2019-09-23,23.5,52.79,4.05,9.36,4.6,56.25,1.5,8.21,5.41,0.0,,,102.0,Moderate
+Brajrajnagar,2019-09-24,13.3,39.83,,,0.0,,0.0,,,0.4,,,49.0,Good
+Brajrajnagar,2019-09-25,19.4,38.72,6.75,4.85,5.71,24.06,1.24,8.77,4.05,0.11,,,91.0,Satisfactory
+Brajrajnagar,2019-09-26,16.66,33.48,5.66,6.28,7.84,35.82,1.91,8.67,3.75,0.0,,,101.0,Moderate
+Brajrajnagar,2019-09-27,15.27,30.81,7.74,5.87,9.85,17.85,2.01,9.07,3.71,0.0,,,102.0,Moderate
+Brajrajnagar,2019-09-28,14.78,32.14,3.87,8.3,6.66,24.25,2.02,9.04,3.78,0.12,,,103.0,Moderate
+Brajrajnagar,2019-09-29,16.93,27.1,12.88,13.28,13.6,42.83,1.9,9.56,5.1,0.0,,,102.0,Moderate
+Brajrajnagar,2019-09-30,26.05,39.9,4.19,8.81,7.52,17.04,2.14,9.2,4.98,1.68,,,103.0,Moderate
+Brajrajnagar,2019-10-01,32.16,96.99,6.9,8.45,10.88,13.64,2.17,9.12,4.86,1.27,,,104.0,Moderate
+Brajrajnagar,2019-10-02,28.96,66.56,3.88,15.17,7.4,39.16,2.07,9.24,4.96,1.28,,,104.0,Moderate
+Brajrajnagar,2019-10-03,27.41,74.47,2.14,10.3,7.09,55.34,2.03,9.1,5.22,0.0,,,103.0,Moderate
+Brajrajnagar,2019-10-04,51.42,120.96,4.96,7.69,10.95,14.18,2.23,9.67,5.59,3.77,,,98.0,Satisfactory
+Brajrajnagar,2019-10-05,34.76,90.57,8.59,8.36,12.4,44.98,2.17,8.54,5.14,2.98,,,105.0,Moderate
+Brajrajnagar,2019-10-06,30.55,61.86,8.17,7.86,9.76,48.7,2.06,8.36,5.55,0.0,,,104.0,Moderate
+Brajrajnagar,2019-10-07,25.13,46.13,7.41,9.91,9.33,25.96,2.09,8.5,6.29,0.72,,,103.0,Moderate
+Brajrajnagar,2019-10-08,25.41,45.92,2.74,8.59,6.44,32.57,1.68,8.64,4.26,0.0,,,103.0,Moderate
+Brajrajnagar,2019-10-09,55.0,76.23,21.03,11.6,19.13,41.56,1.6,8.69,5.22,0.32,,,103.0,Moderate
+Brajrajnagar,2019-10-10,26.48,63.49,,,0.0,,0.0,,,0.35,,,78.0,Satisfactory
+Brajrajnagar,2019-10-11,32.77,72.72,3.0,11.04,4.46,35.05,1.1,9.77,6.51,1.52,,,90.0,Satisfactory
+Brajrajnagar,2019-10-12,28.89,57.42,5.87,10.42,9.17,34.73,2.02,9.01,4.42,1.2,,,104.0,Moderate
+Brajrajnagar,2019-10-13,30.73,71.59,9.19,6.99,10.86,16.16,2.07,8.85,5.29,0.0,,,103.0,Moderate
+Brajrajnagar,2019-10-14,39.96,86.42,7.7,6.33,8.98,38.89,1.62,8.96,6.63,2.7,,,103.0,Moderate
+Brajrajnagar,2019-10-15,61.88,127.82,8.05,14.13,7.53,25.72,1.06,9.14,5.49,2.15,,,106.0,Moderate
+Brajrajnagar,2019-10-16,53.11,115.38,7.74,6.34,11.96,12.14,2.12,9.07,6.24,0.12,,,116.0,Moderate
+Brajrajnagar,2019-10-17,54.85,122.37,8.98,8.46,12.45,64.1,2.16,9.24,4.7,1.04,,,110.0,Moderate
+Brajrajnagar,2019-10-18,32.62,65.15,9.41,9.1,11.34,28.3,1.81,8.39,4.62,0.37,,,106.0,Moderate
+Brajrajnagar,2019-10-19,35.99,73.18,7.53,12.77,12.7,24.03,2.11,8.87,4.4,0.0,,,104.0,Moderate
+Brajrajnagar,2019-10-20,41.21,79.3,11.56,6.08,11.98,18.82,1.72,8.76,3.94,0.0,,,104.0,Moderate
+Brajrajnagar,2019-10-21,20.53,37.45,4.48,9.73,9.76,36.91,2.16,8.88,4.78,0.0,,,104.0,Moderate
+Brajrajnagar,2019-10-22,31.58,74.28,9.36,8.53,15.98,78.49,2.23,8.76,4.27,0.0,,,105.0,Moderate
+Brajrajnagar,2019-10-23,32.15,60.91,8.0,11.54,13.11,44.52,2.17,8.79,4.23,0.0,,,105.0,Moderate
+Brajrajnagar,2019-10-24,24.43,38.28,2.87,8.4,6.55,58.88,2.03,7.41,4.64,0.0,,,104.0,Moderate
+Brajrajnagar,2019-10-25,23.14,30.81,2.01,7.08,4.99,75.86,2.04,7.02,4.89,0.0,,,104.0,Moderate
+Brajrajnagar,2019-10-26,34.74,89.89,7.28,11.56,13.25,76.68,2.15,7.22,4.68,0.0,,,104.0,Moderate
+Brajrajnagar,2019-10-27,29.75,60.55,13.41,5.35,13.24,86.49,1.88,8.68,3.75,0.0,,,103.0,Moderate
+Brajrajnagar,2019-10-28,,,,,,,,,,,,,,
+Brajrajnagar,2019-10-29,,,,,,,,,,,,,,
+Brajrajnagar,2019-10-30,78.08,118.78,,,0.0,,0.0,,,0.0,,,,
+Brajrajnagar,2019-10-31,89.91,183.8,11.49,12.82,13.86,66.31,1.61,9.41,6.66,0.0,,,,
+Brajrajnagar,2019-11-01,84.24,175.43,13.08,10.87,19.33,92.17,2.31,9.14,4.24,0.0,,,179.0,Moderate
+Brajrajnagar,2019-11-02,77.18,166.58,17.72,13.3,24.41,53.26,2.38,9.44,4.53,0.0,,,188.0,Moderate
+Brajrajnagar,2019-11-03,83.03,175.1,13.46,6.59,14.74,16.78,2.13,9.85,5.57,0.0,,,146.0,Moderate
+Brajrajnagar,2019-11-04,107.54,231.42,17.46,11.95,7.25,19.89,0.8,9.84,3.26,0.0,,,236.0,Poor
+Brajrajnagar,2019-11-05,89.4,189.29,13.26,8.22,9.23,73.66,1.4,10.75,9.5,0.03,,,222.0,Poor
+Brajrajnagar,2019-11-06,83.14,181.43,11.19,8.78,13.81,72.47,1.41,10.37,5.73,0.17,,,200.0,Moderate
+Brajrajnagar,2019-11-07,81.1,177.97,16.43,14.19,22.13,63.28,0.52,10.27,5.33,0.56,,,174.0,Moderate
+Brajrajnagar,2019-11-08,62.63,141.47,16.43,12.46,21.19,66.83,0.6,12.66,6.55,1.58,,,141.0,Moderate
+Brajrajnagar,2019-11-09,38.64,109.84,12.82,11.79,21.22,95.05,0.63,13.9,5.57,0.0,,,122.0,Moderate
+Brajrajnagar,2019-11-10,43.3,95.82,12.63,3.84,7.34,49.2,0.31,14.83,5.48,0.0,,,99.0,Satisfactory
+Brajrajnagar,2019-11-11,42.37,109.49,17.88,18.7,19.25,58.82,0.47,16.54,8.78,0.0,,,102.0,Moderate
+Brajrajnagar,2019-11-12,60.96,144.97,17.5,11.75,22.71,95.68,0.62,16.66,5.66,0.0,,,115.0,Moderate
+Brajrajnagar,2019-11-13,57.49,133.85,21.67,13.4,26.17,78.69,0.64,16.25,8.23,0.6,,,126.0,Moderate
+Brajrajnagar,2019-11-14,57.19,135.99,20.18,16.54,28.46,70.67,0.7,16.39,10.83,0.9,,,123.0,Moderate
+Brajrajnagar,2019-11-15,58.09,130.12,22.04,20.33,30.93,44.48,0.74,16.09,13.46,1.87,,,125.0,Moderate
+Brajrajnagar,2019-11-16,51.52,115.04,19.48,15.26,27.08,83.14,0.78,14.74,6.49,0.56,,,113.0,Moderate
+Brajrajnagar,2019-11-17,79.1,162.45,26.7,13.89,18.16,53.02,0.39,14.44,9.05,2.28,,,126.0,Moderate
+Brajrajnagar,2019-11-18,76.72,171.91,19.21,18.41,16.67,48.33,0.49,13.49,5.87,0.0,,,184.0,Moderate
+Brajrajnagar,2019-11-19,50.88,132.67,16.82,13.95,23.82,46.11,0.87,13.49,7.45,0.0,,,133.0,Moderate
+Brajrajnagar,2019-11-20,57.47,136.14,11.81,11.63,19.06,31.81,0.88,13.21,4.79,0.0,,,120.0,Moderate
+Brajrajnagar,2019-11-21,69.64,148.15,12.57,10.03,18.76,29.51,0.89,12.73,4.75,0.0,,,131.0,Moderate
+Brajrajnagar,2019-11-22,88.71,182.05,13.3,12.97,19.85,25.03,0.92,12.72,5.0,0.0,,,152.0,Moderate
+Brajrajnagar,2019-11-23,86.71,175.56,15.97,9.92,22.56,51.87,0.96,12.71,5.92,0.0,,,211.0,Poor
+Brajrajnagar,2019-11-24,66.14,118.67,14.01,6.85,17.41,60.72,0.97,11.92,5.16,0.0,,,156.0,Moderate
+Brajrajnagar,2019-11-25,98.46,195.77,14.81,13.04,19.47,51.85,0.97,12.01,6.9,0.0,,,,
+Brajrajnagar,2019-11-26,88.94,193.69,19.14,9.81,20.74,88.0,0.81,11.97,5.02,0.0,,,180.0,Moderate
+Brajrajnagar,2019-11-27,47.74,158.7,18.24,11.19,23.64,76.09,1.02,11.32,5.95,0.0,,,185.0,Moderate
+Brajrajnagar,2019-11-28,129.09,226.22,17.82,12.03,23.66,51.44,1.09,12.18,7.43,0.05,,,,
+Brajrajnagar,2019-11-29,102.32,194.1,30.45,12.24,15.47,23.22,0.51,12.3,3.7,0.0,,,223.0,Poor
+Brajrajnagar,2019-11-30,78.96,159.2,,,0.0,,0.0,,,0.0,,,201.0,Poor
+Brajrajnagar,2019-12-01,70.08,136.96,,,0.0,,0.0,,,0.0,,,147.0,Moderate
+Brajrajnagar,2019-12-02,63.24,136.41,16.09,14.98,15.21,102.21,0.65,9.94,5.09,0.0,,,126.0,Moderate
+Brajrajnagar,2019-12-03,75.53,166.11,17.95,13.2,26.21,88.16,1.17,11.07,4.67,0.0,,,129.0,Moderate
+Brajrajnagar,2019-12-04,64.22,129.06,17.08,14.92,25.29,74.24,1.13,11.69,5.21,83.81,,,155.0,Moderate
+Brajrajnagar,2019-12-05,54.83,120.83,17.42,15.09,29.92,36.29,0.85,12.63,8.04,299.61,,,111.0,Moderate
+Brajrajnagar,2019-12-06,62.64,137.13,17.11,22.34,29.82,57.61,0.77,12.14,6.07,43.22,,,120.0,Moderate
+Brajrajnagar,2019-12-07,64.84,137.89,18.03,19.15,32.09,52.69,0.81,12.04,7.32,0.0,,,128.0,Moderate
+Brajrajnagar,2019-12-08,68.89,138.53,28.56,9.13,15.28,34.63,0.41,10.7,3.58,0.0,,,128.0,Moderate
+Brajrajnagar,2019-12-09,75.5,156.39,19.83,25.04,17.9,82.98,0.44,11.26,10.06,58.98,,,140.0,Moderate
+Brajrajnagar,2019-12-10,82.35,173.7,29.29,21.61,40.7,61.29,0.91,11.96,5.07,0.0,,,151.0,Moderate
+Brajrajnagar,2019-12-11,118.77,233.8,31.06,17.7,44.04,76.34,1.08,12.33,5.92,0.0,,,220.0,Poor
+Brajrajnagar,2019-12-12,91.52,176.71,29.03,13.86,40.61,51.93,1.01,12.61,6.67,111.65,,,290.0,Poor
+Brajrajnagar,2019-12-13,65.57,137.46,26.63,15.87,39.15,79.46,0.63,12.09,6.49,129.35,,,157.0,Moderate
+Brajrajnagar,2019-12-14,61.59,126.98,25.94,15.01,24.78,44.01,0.4,11.53,8.49,0.0,,,118.0,Moderate
+Brajrajnagar,2019-12-15,50.72,96.88,,,0.0,,0.0,,,0.0,,,118.0,Moderate
+Brajrajnagar,2019-12-16,37.19,73.79,,,0.0,,0.0,,,0.0,,,73.0,Satisfactory
+Brajrajnagar,2019-12-17,66.14,121.66,17.62,16.74,18.95,60.35,0.57,12.05,11.41,167.64,,,98.0,Satisfactory
+Brajrajnagar,2019-12-18,43.22,88.08,17.83,22.37,27.57,55.66,0.6,11.58,7.36,279.17,,,109.0,Moderate
+Brajrajnagar,2019-12-19,38.79,87.3,16.8,17.32,26.71,55.18,0.57,12.21,5.87,244.75,,,88.0,Satisfactory
+Brajrajnagar,2019-12-20,62.63,130.65,28.36,23.22,23.27,81.84,0.46,8.27,37.97,177.1,,,98.0,Satisfactory
+Brajrajnagar,2019-12-21,64.93,140.68,25.56,17.85,36.32,82.58,0.94,5.98,28.69,238.14,,,126.0,Moderate
+Brajrajnagar,2019-12-22,55.2,118.5,27.17,23.61,35.4,57.47,0.82,5.22,35.47,24.46,,,125.0,Moderate
+Brajrajnagar,2019-12-23,48.17,104.52,22.82,20.22,33.66,63.05,0.87,5.58,26.37,147.07,,,108.0,Moderate
+Brajrajnagar,2019-12-24,90.37,184.5,26.75,20.31,42.7,57.85,1.07,7.26,24.75,99.43,,,123.0,Moderate
+Brajrajnagar,2019-12-25,109.25,194.3,31.17,14.67,41.4,91.85,1.26,7.56,28.41,0.0,,,257.0,Poor
+Brajrajnagar,2019-12-26,99.98,162.31,29.18,13.52,37.05,68.74,1.19,6.31,16.64,28.56,,,255.0,Poor
+Brajrajnagar,2019-12-27,64.98,105.72,18.88,11.35,26.24,62.38,0.82,4.65,32.82,219.48,,,199.0,Moderate
+Brajrajnagar,2019-12-28,39.99,83.28,20.77,23.88,31.31,66.72,0.64,3.94,35.13,87.76,,,91.0,Satisfactory
+Brajrajnagar,2019-12-29,82.67,157.49,29.81,26.01,43.18,58.43,0.82,3.73,25.93,0.0,,,111.0,Moderate
+Brajrajnagar,2019-12-30,66.67,133.61,24.67,21.09,38.42,37.18,0.97,4.36,27.86,0.0,,,171.0,Moderate
+Brajrajnagar,2019-12-31,63.03,129.29,22.53,24.51,35.47,60.47,1.1,3.13,33.37,0.0,,,118.0,Moderate
+Brajrajnagar,2020-01-01,42.75,81.36,17.53,18.45,27.64,54.21,1.19,2.86,40.09,0.0,,,114.0,Moderate
+Brajrajnagar,2020-01-02,28.9,48.32,12.98,13.58,21.25,42.02,1.26,3.09,36.6,74.56,,,69.0,Satisfactory
+Brajrajnagar,2020-01-03,34.82,51.35,16.6,15.66,23.74,43.59,1.33,3.35,30.32,8.14,,,70.0,Satisfactory
+Brajrajnagar,2020-01-04,58.33,97.03,25.16,12.74,31.73,68.52,1.33,3.84,20.75,0.0,,,77.0,Satisfactory
+Brajrajnagar,2020-01-05,67.62,129.98,32.76,9.65,41.22,67.9,1.45,3.08,25.55,0.0,,,128.0,Moderate
+Brajrajnagar,2020-01-06,49.74,108.41,26.25,15.99,34.79,70.72,1.45,3.32,26.9,0.0,,,108.0,Moderate
+Brajrajnagar,2020-01-07,68.28,140.98,29.12,21.59,43.48,59.3,1.48,4.94,23.88,0.0,,,115.0,Moderate
+Brajrajnagar,2020-01-08,69.26,116.9,24.77,16.87,35.38,54.19,1.54,4.34,28.24,0.0,,,146.0,Moderate
+Brajrajnagar,2020-01-09,76.66,108.79,22.1,10.8,29.92,40.28,1.52,4.14,24.27,0.0,,,112.0,Moderate
+Brajrajnagar,2020-01-10,56.23,91.1,26.82,15.1,26.53,42.93,1.14,4.19,17.32,0.0,,,166.0,Moderate
+Brajrajnagar,2020-01-11,,,21.2,17.58,31.41,40.89,1.69,3.88,33.43,0.0,,,,
+Brajrajnagar,2020-01-12,,,24.97,19.02,36.85,42.34,1.71,4.11,30.9,0.0,,,,
+Brajrajnagar,2020-01-13,,,31.97,19.98,45.99,63.24,1.74,5.59,25.16,0.0,,,,
+Brajrajnagar,2020-01-14,125.88,263.62,31.39,23.2,43.61,77.03,1.29,5.63,38.55,53.94,,,,
+Brajrajnagar,2020-01-15,115.69,209.26,30.02,26.74,45.4,106.47,0.82,8.53,26.83,4.94,,,296.0,Poor
+Brajrajnagar,2020-01-16,108.99,195.21,27.88,20.64,38.24,85.38,0.84,6.95,35.7,1.98,,,285.0,Poor
+Brajrajnagar,2020-01-17,101.29,189.61,25.28,25.34,43.24,73.69,0.86,6.45,28.69,0.0,,,250.0,Poor
+Brajrajnagar,2020-01-18,83.82,184.33,26.56,15.4,36.36,62.42,0.85,6.23,27.36,1.68,,,188.0,Moderate
+Brajrajnagar,2020-01-19,89.78,154.57,28.02,17.0,39.18,82.41,0.89,5.37,27.66,1.13,,,206.0,Poor
+Brajrajnagar,2020-01-20,69.42,125.86,15.35,22.11,27.38,89.04,0.87,4.62,37.69,1.1,,,160.0,Moderate
+Brajrajnagar,2020-01-21,83.39,158.93,28.64,31.01,37.68,82.8,0.87,5.69,24.53,0.32,,,146.0,Moderate
+Brajrajnagar,2020-01-22,104.47,184.67,25.44,19.5,38.53,91.79,0.87,6.26,26.39,0.0,,,210.0,Poor
+Brajrajnagar,2020-01-23,91.23,160.68,27.22,14.01,37.63,83.71,0.9,5.11,26.95,0.0,,,259.0,Poor
+Brajrajnagar,2020-01-24,68.34,133.71,27.57,17.51,22.37,83.67,0.54,4.56,29.78,0.0,,,160.0,Moderate
+Brajrajnagar,2020-01-25,61.65,134.25,,,0.0,,0.0,,,0.0,,,116.0,Moderate
+Brajrajnagar,2020-01-26,60.24,126.56,,,0.0,,0.0,,,0.0,,,138.0,Moderate
+Brajrajnagar,2020-01-27,70.6,145.59,22.81,22.61,17.64,43.44,0.39,4.98,41.49,0.0,,,112.0,Moderate
+Brajrajnagar,2020-01-28,74.93,153.51,25.59,21.22,38.89,47.77,0.88,5.54,27.18,0.0,,,139.0,Moderate
+Brajrajnagar,2020-01-29,78.91,143.98,25.39,13.72,36.33,42.98,0.89,4.77,26.71,0.89,,,189.0,Moderate
+Brajrajnagar,2020-01-30,59.9,127.63,21.35,12.47,28.37,47.55,0.87,5.34,31.09,1.91,,,137.0,Moderate
+Brajrajnagar,2020-01-31,55.53,114.45,12.49,21.69,23.91,43.41,0.89,4.05,34.77,1.17,,,103.0,Moderate
+Brajrajnagar,2020-02-01,54.18,127.55,16.08,16.45,26.96,46.7,0.85,4.43,34.02,0.0,,,116.0,Moderate
+Brajrajnagar,2020-02-02,52.62,99.77,10.55,20.67,21.78,62.71,0.89,3.77,43.07,0.0,,,119.0,Moderate
+Brajrajnagar,2020-02-03,109.14,242.49,17.02,27.47,36.02,91.11,0.86,6.09,31.21,1.2,,,,
+Brajrajnagar,2020-02-04,69.43,139.05,14.25,24.04,30.81,54.56,0.88,8.79,19.51,2.63,,,191.0,Moderate
+Brajrajnagar,2020-02-05,65.97,117.63,12.51,17.13,21.63,65.64,0.84,8.81,24.26,0.51,,,118.0,Moderate
+Brajrajnagar,2020-02-06,71.77,144.14,20.12,12.53,30.85,70.44,0.5,6.7,18.56,0.97,,,127.0,Moderate
+Brajrajnagar,2020-02-07,52.91,106.4,13.49,15.17,23.33,58.31,0.01,4.45,23.6,0.65,,,126.0,Moderate
+Brajrajnagar,2020-02-08,44.57,96.57,8.78,17.31,17.07,50.78,0.01,4.78,27.01,0.0,,,97.0,Satisfactory
+Brajrajnagar,2020-02-09,57.83,126.56,13.07,16.09,22.88,34.57,0.01,4.67,42.22,0.0,,,98.0,Satisfactory
+Brajrajnagar,2020-02-10,64.57,148.99,16.9,19.61,30.05,53.95,0.02,5.27,36.5,0.19,,,129.0,Moderate
+Brajrajnagar,2020-02-11,84.2,187.19,19.24,19.31,35.49,84.27,0.04,5.21,40.03,0.0,,,155.0,Moderate
+Brajrajnagar,2020-02-12,79.59,173.45,21.53,28.99,34.85,78.86,0.04,6.12,35.88,0.91,,,174.0,Moderate
+Brajrajnagar,2020-02-13,78.7,184.84,21.65,27.35,40.68,52.49,0.05,6.66,32.06,3.52,,,177.0,Moderate
+Brajrajnagar,2020-02-14,81.63,194.14,25.73,19.21,39.88,68.98,0.03,5.62,29.38,1.68,,,157.0,Moderate
+Brajrajnagar,2020-02-15,69.93,153.82,18.85,26.35,32.78,72.85,0.01,4.27,35.56,3.78,,,162.0,Moderate
+Brajrajnagar,2020-02-16,53.86,117.98,13.39,22.37,24.22,56.52,0.01,3.73,40.05,1.66,,,118.0,Moderate
+Brajrajnagar,2020-02-17,62.05,144.59,14.81,23.73,27.39,72.84,0.02,4.49,34.47,0.85,,,119.0,Moderate
+Brajrajnagar,2020-02-18,66.86,156.78,22.58,22.93,37.21,117.44,0.02,5.32,35.68,1.53,,,136.0,Moderate
+Brajrajnagar,2020-02-19,79.45,184.8,18.97,28.87,42.25,80.09,0.04,11.05,29.0,1.08,,,141.0,Moderate
+Brajrajnagar,2020-02-20,82.41,185.18,20.05,23.77,38.65,95.52,0.04,9.58,30.76,2.61,,,172.0,Moderate
+Brajrajnagar,2020-02-21,70.64,152.08,18.54,20.87,33.35,50.76,0.05,5.77,34.49,0.89,,,168.0,Moderate
+Brajrajnagar,2020-02-22,91.15,180.05,15.6,23.05,32.29,95.81,0.05,7.63,37.78,0.0,,,140.0,Moderate
+Brajrajnagar,2020-02-23,76.21,163.07,13.64,21.41,27.06,71.07,0.05,6.54,43.29,0.0,,,233.0,Poor
+Brajrajnagar,2020-02-24,66.04,186.21,9.16,16.9,18.96,78.53,0.05,3.5,28.73,0.79,,,,
+Brajrajnagar,2020-02-25,33.53,45.85,8.7,14.46,15.45,85.95,0.05,4.48,33.81,0.47,,,82.0,Satisfactory
+Brajrajnagar,2020-02-26,50.29,70.42,12.95,15.66,18.65,91.61,0.04,3.39,31.36,0.0,,,67.0,Satisfactory
+Brajrajnagar,2020-02-27,55.53,91.46,10.38,19.35,18.99,75.76,0.03,2.69,37.23,0.55,,,108.0,Moderate
+Brajrajnagar,2020-02-28,67.21,113.28,14.21,18.13,13.25,77.43,0.01,3.47,12.79,0.81,,,94.0,Satisfactory
+Brajrajnagar,2020-02-29,84.52,144.52,,,0.0,,0.0,,,0.0,,,158.0,Moderate
+Brajrajnagar,2020-03-01,94.73,128.97,,,0.0,,0.0,,,0.0,,,202.0,Poor
+Brajrajnagar,2020-03-02,101.48,143.48,,,0.0,,0.0,,,0.0,,,229.0,Poor
+Brajrajnagar,2020-03-03,74.94,100.99,6.7,20.74,7.82,78.26,0.03,8.69,52.39,0.0,,,199.0,Moderate
+Brajrajnagar,2020-03-04,,53.24,7.99,18.0,18.45,99.3,0.05,5.82,45.15,0.0,,,83.0,Satisfactory
+Brajrajnagar,2020-03-05,,32.15,9.74,17.88,20.37,98.3,0.04,4.57,32.64,0.0,,,60.0,Satisfactory
+Brajrajnagar,2020-03-06,,35.92,18.95,17.94,24.29,69.7,0.03,3.6,26.53,0.0,,,46.0,Good
+Brajrajnagar,2020-03-07,,32.85,10.19,12.39,14.11,85.27,0.01,3.1,30.47,0.42,,,51.0,Satisfactory
+Brajrajnagar,2020-03-08,,40.63,17.5,8.87,8.99,113.55,0.01,2.56,23.0,0.67,,,44.0,Good
+Brajrajnagar,2020-03-09,66.18,39.13,10.16,14.48,8.85,111.94,0.07,5.07,55.49,1.03,,,91.0,Satisfactory
+Brajrajnagar,2020-03-10,25.66,25.78,14.65,18.54,21.54,85.45,0.26,3.82,31.53,1.09,,,66.0,Satisfactory
+Brajrajnagar,2020-03-11,34.62,34.73,11.74,14.63,15.66,67.31,0.24,2.73,36.27,0.28,,,,
+Brajrajnagar,2020-03-12,22.07,22.15,17.04,11.37,17.5,102.49,0.23,2.44,38.33,0.29,,,,
+Brajrajnagar,2020-03-13,,,,,,,,,,,,,,
+Brajrajnagar,2020-03-14,,,,,,,,,,,,,,
+Brajrajnagar,2020-03-15,,,,,,,,,,,,,,
+Brajrajnagar,2020-03-16,,,,,,,,,,,,,,
+Brajrajnagar,2020-03-17,80.27,220.65,15.97,6.38,22.36,12.86,0.29,4.12,59.1,0.3,,,,
+Brajrajnagar,2020-03-18,64.95,178.22,23.51,3.13,26.47,14.11,0.3,3.84,51.13,0.56,,,161.0,Moderate
+Brajrajnagar,2020-03-19,57.92,132.86,25.4,4.77,29.44,16.6,0.3,4.08,45.05,0.45,,,141.0,Moderate
+Brajrajnagar,2020-03-20,,,,,,,,,,,,,115.0,Moderate
+Brajrajnagar,2020-03-21,,,,,,,,,,,,,,
+Brajrajnagar,2020-03-22,,,,,,,,,,,,,,
+Brajrajnagar,2020-03-23,,,,,,,,,,,,,,
+Brajrajnagar,2020-03-24,92.5,221.48,14.29,5.65,19.95,11.34,0.3,5.21,68.11,0.22,,,,
+Brajrajnagar,2020-03-25,72.91,192.52,20.75,4.66,23.33,12.56,0.3,4.25,50.83,0.25,,,169.0,Moderate
+Brajrajnagar,2020-03-26,66.01,149.11,18.32,2.92,20.43,12.7,0.3,3.99,59.13,0.24,,,145.0,Moderate
+Brajrajnagar,2020-03-27,83.66,202.56,40.59,3.5,43.41,13.55,0.3,5.02,57.24,0.2,,,156.0,Moderate
+Brajrajnagar,2020-03-28,52.6,123.23,,,,58.05,0.29,4.03,64.35,0.12,,,139.0,Moderate
+Brajrajnagar,2020-03-29,52.58,128.05,,,,58.31,0.29,3.65,55.02,0.13,,,128.0,Moderate
+Brajrajnagar,2020-03-30,49.81,118.62,,,,58.66,0.28,4.26,65.48,0.11,,,129.0,Moderate
+Brajrajnagar,2020-03-31,65.44,164.64,,,,58.15,0.28,4.92,60.83,0.13,,,128.0,Moderate
+Brajrajnagar,2020-04-01,59.92,163.12,,,,53.85,0.28,4.65,73.85,0.12,,,148.0,Moderate
+Brajrajnagar,2020-04-02,74.14,202.5,,,,56.37,0.29,4.14,53.76,0.24,,,160.0,Moderate
+Brajrajnagar,2020-04-03,71.91,187.2,,,,62.53,0.3,3.8,63.94,0.22,,,158.0,Moderate
+Brajrajnagar,2020-04-04,64.28,162.17,,,,61.98,0.31,4.28,72.79,0.21,,,164.0,Moderate
+Brajrajnagar,2020-04-05,56.63,106.43,,,,60.19,0.3,4.29,97.06,0.07,,,139.0,Moderate
+Brajrajnagar,2020-04-06,92.54,242.21,,,,60.71,0.3,4.3,46.65,0.23,,,129.0,Moderate
+Brajrajnagar,2020-04-07,81.29,175.78,90.91,,0.0,61.88,0.31,4.64,59.52,0.28,,,,
+Brajrajnagar,2020-04-08,51.22,93.4,288.55,,94.65,66.94,0.31,4.89,77.56,0.04,,,,
+Brajrajnagar,2020-04-09,101.41,140.84,351.3,,227.8,57.4,0.41,5.74,33.27,0.06,,,,
+Brajrajnagar,2020-04-10,90.45,149.84,136.08,,13.82,65.67,0.33,5.7,59.21,0.13,,,236.0,Poor
+Brajrajnagar,2020-04-11,93.45,197.74,,,,58.77,0.33,5.26,73.03,0.15,,,222.0,Poor
+Brajrajnagar,2020-04-12,86.2,187.5,,,0.0,72.26,0.34,5.55,38.92,0.15,,,206.0,Poor
+Brajrajnagar,2020-04-13,76.67,198.38,,,0.0,,0.35,5.13,,0.14,,,176.0,Moderate
+Brajrajnagar,2020-04-14,89.36,218.21,,,0.0,,0.35,4.94,,0.13,,,174.0,Moderate
+Brajrajnagar,2020-04-15,76.63,183.91,,,0.0,,0.37,4.32,,0.19,,,201.0,Poor
+Brajrajnagar,2020-04-16,61.41,142.43,,,0.0,,0.36,4.4,,0.06,,,126.0,Moderate
+Brajrajnagar,2020-04-17,98.12,220.98,,,0.0,,0.38,4.32,,0.15,,,194.0,Moderate
+Brajrajnagar,2020-04-18,77.66,168.5,,,0.0,,0.39,5.04,,0.1,,,207.0,Poor
+Brajrajnagar,2020-04-19,55.82,121.54,,,0.0,,0.38,5.29,,0.05,,,120.0,Moderate
+Brajrajnagar,2020-04-20,84.94,180.11,,,0.0,,0.39,4.52,,0.12,,,142.0,Moderate
+Brajrajnagar,2020-04-21,33.32,75.64,,,0.0,,0.39,4.31,,0.07,,,122.0,Moderate
+Brajrajnagar,2020-04-22,27.93,56.84,,,0.0,,0.38,4.96,,0.07,,,54.0,Satisfactory
+Brajrajnagar,2020-04-23,38.58,83.38,,,0.0,,0.37,4.62,,0.06,,,78.0,Satisfactory
+Brajrajnagar,2020-04-24,32.86,67.04,,,0.0,,0.36,4.26,,0.05,,,79.0,Satisfactory
+Brajrajnagar,2020-04-25,42.81,113.41,,,0.0,,0.35,5.02,,0.06,,,,
+Brajrajnagar,2020-04-26,18.0,42.35,,,0.0,,0.35,4.59,,0.05,,,55.0,Satisfactory
+Brajrajnagar,2020-04-27,28.56,73.65,,,0.0,,0.34,4.31,,0.07,,,50.0,Good
+Brajrajnagar,2020-04-28,36.72,84.46,,,0.0,,0.33,4.62,,0.07,,,75.0,Satisfactory
+Brajrajnagar,2020-04-29,35.97,73.55,,,0.0,,0.33,4.02,,0.06,,,91.0,Satisfactory
+Brajrajnagar,2020-04-30,53.76,101.91,,,0.0,,0.32,4.96,,0.07,,,80.0,Satisfactory
+Brajrajnagar,2020-05-01,59.5,219.38,,,0.0,,0.31,5.55,,0.04,,,141.0,Moderate
+Brajrajnagar,2020-05-02,,,,,,,,,,,,,158.0,Moderate
+Brajrajnagar,2020-05-03,75.61,139.65,,,0.0,,0.46,,91.52,0.03,,,188.0,Moderate
+Brajrajnagar,2020-05-04,31.59,106.58,,,0.0,,0.39,,56.28,0.05,,,138.0,Moderate
+Brajrajnagar,2020-05-05,46.37,91.62,,,0.0,,0.38,,73.76,0.06,,,114.0,Moderate
+Brajrajnagar,2020-05-06,42.05,87.03,,,0.0,,0.38,,79.3,0.08,,,133.0,Moderate
+Brajrajnagar,2020-05-07,25.98,66.02,,,0.0,,0.38,,77.06,0.03,,,103.0,Moderate
+Brajrajnagar,2020-05-08,32.29,74.65,,,0.0,,0.38,,63.56,0.05,,,93.0,Satisfactory
+Brajrajnagar,2020-05-09,39.19,112.34,,,0.0,,0.38,,74.48,0.02,,,116.0,Moderate
+Brajrajnagar,2020-05-10,44.57,102.28,,,0.0,,0.38,,51.06,0.03,,,117.0,Moderate
+Brajrajnagar,2020-05-11,88.68,143.47,382.44,32.61,382.84,33.63,0.65,7.76,43.78,0.01,,,,
+Brajrajnagar,2020-05-12,79.64,125.28,,,,54.47,0.42,5.21,51.27,0.07,,,,
+Brajrajnagar,2020-05-13,73.38,121.42,304.26,34.21,302.78,45.43,0.49,6.9,57.06,0.03,,,,
+Brajrajnagar,2020-05-14,70.23,120.96,390.68,,378.24,50.14,0.42,,85.82,0.05,,,178.0,Moderate
+Brajrajnagar,2020-05-15,50.05,115.09,,,,50.03,0.37,,74.57,0.05,,,131.0,Moderate
+Brajrajnagar,2020-05-16,48.78,128.87,267.71,,66.87,50.89,0.37,,76.56,0.06,,,134.0,Moderate
+Brajrajnagar,2020-05-17,46.31,87.22,,,,48.17,0.37,,50.88,0.09,,,120.0,Moderate
+Brajrajnagar,2020-05-18,,,,,,,,,,,,,,
+Brajrajnagar,2020-05-19,,,,,,,,,,,,,,
+Brajrajnagar,2020-05-20,,,,,,,,,,,,,,
+Brajrajnagar,2020-05-21,,,,,,,,,,,,,,
+Brajrajnagar,2020-05-22,,,,,,,,,,,,,,
+Brajrajnagar,2020-05-23,,,,,,,,,,,,,,
+Brajrajnagar,2020-05-24,,,,,,,,,,,,,,
+Brajrajnagar,2020-05-25,,,,,,,,,,,,,,
+Brajrajnagar,2020-05-26,,,,,,,,,,,,,,
+Brajrajnagar,2020-05-27,,,,,,,,,,,,,,
+Brajrajnagar,2020-05-28,,,,,,,,,,,,,,
+Brajrajnagar,2020-05-29,158.38,147.23,289.75,29.45,289.09,104.21,0.82,9.28,3.06,0.0,,,,
+Brajrajnagar,2020-05-30,45.22,84.74,62.18,7.46,14.98,76.62,0.62,8.56,51.45,0.0,,,,
+Brajrajnagar,2020-05-31,30.4,74.06,16.55,0.49,13.63,3.19,0.66,7.07,36.01,0.0,,,73.0,Satisfactory
+Brajrajnagar,2020-06-01,85.7,97.14,11.44,0.6,5.35,2.91,0.68,6.2,54.66,0.0,,,,
+Brajrajnagar,2020-06-02,57.78,97.36,16.02,0.52,15.32,3.23,0.57,5.93,57.67,0.0,,,131.0,Moderate
+Brajrajnagar,2020-06-03,63.28,95.86,,,0.0,,0.66,5.25,58.88,0.0,,,98.0,Satisfactory
+Brajrajnagar,2020-06-04,31.8,77.28,,,0.0,,0.0,6.31,37.58,0.0,,,,
+Brajrajnagar,2020-06-05,22.8,413.89,,,0.0,,0.0,5.37,14.91,0.0,,,168.0,Moderate
+Brajrajnagar,2020-06-06,95.99,226.52,10.01,0.83,3.52,2.68,0.74,6.42,22.99,0.0,,,,
+Brajrajnagar,2020-06-07,115.75,168.85,13.95,0.71,14.49,2.91,0.71,8.73,32.08,0.0,,,,
+Brajrajnagar,2020-06-08,77.38,144.41,14.48,0.61,15.03,3.03,0.64,6.88,74.93,0.0,,,,
+Brajrajnagar,2020-06-09,65.01,176.81,14.68,0.53,15.17,3.03,0.64,6.52,54.7,0.0,,,132.0,Moderate
+Brajrajnagar,2020-06-10,41.25,254.96,17.11,0.53,17.61,3.17,0.56,5.04,29.4,0.0,,,,
+Brajrajnagar,2020-06-11,45.07,106.78,,,0.0,,0.59,5.94,34.99,0.0,,,99.0,Satisfactory
+Brajrajnagar,2020-06-12,34.71,90.12,,,0.0,,0.63,6.83,15.55,0.0,,,76.0,Satisfactory
+Brajrajnagar,2020-06-13,44.62,182.52,,,0.0,,0.63,6.94,14.0,0.0,,,,
+Brajrajnagar,2020-06-14,121.74,158.88,,,0.0,,0.57,4.38,20.55,0.0,,,,
+Brajrajnagar,2020-06-15,40.23,253.14,,,0.0,,1.03,16.64,,0.0,,,,
+Brajrajnagar,2020-06-16,62.9,502.09,,,0.0,,1.21,24.36,,0.0,,,,
+Brajrajnagar,2020-06-17,,,,,,,,,,,,,,
+Brajrajnagar,2020-06-18,,,,,,,,,,,,,,
+Brajrajnagar,2020-06-19,,,,,,,,,,,,,,
+Brajrajnagar,2020-06-20,,,,,,,,,,,,,,
+Brajrajnagar,2020-06-21,,,,,,,,,,,,,,
+Brajrajnagar,2020-06-22,,,,,,,,,,,,,,
+Brajrajnagar,2020-06-23,,,,,,,,,,,,,,
+Brajrajnagar,2020-06-24,308.79,589.39,,,0.0,,0.0,,8.16,0.0,,,,
+Brajrajnagar,2020-06-25,129.63,203.93,229.1,34.04,23.95,81.19,0.32,10.37,22.17,0.0,,,,
+Brajrajnagar,2020-06-26,29.21,71.31,3.22,3.37,5.65,20.86,0.43,7.47,21.95,0.0,,,,
+Brajrajnagar,2020-06-27,,,,,,,,,,,,,,
+Brajrajnagar,2020-06-28,,,,,,,,,,,,,,
+Brajrajnagar,2020-06-29,,,,,,,,,,,,,,
+Brajrajnagar,2020-06-30,,,,,,,,,,,,,,
+Brajrajnagar,2020-07-01,,,,,,,,,,,,,,
+Chandigarh,2019-09-02,13.62,87.4,8.15,4.28,12.15,0.78,0.55,10.12,45.86,3.42,0.33,4.15,,
+Chandigarh,2019-09-03,27.93,95.68,9.72,4.71,14.19,0.88,0.79,9.36,30.18,3.39,0.04,3.82,93.0,Satisfactory
+Chandigarh,2019-09-04,34.05,90.68,16.53,9.83,25.86,1.68,0.93,4.27,17.23,5.27,0.89,21.98,96.0,Satisfactory
+Chandigarh,2019-09-05,,59.99,11.03,4.9,16.06,1.11,0.58,14.1,26.81,4.77,1.81,57.52,77.0,Satisfactory
+Chandigarh,2019-09-06,,65.86,7.3,2.69,9.88,1.38,0.9,9.26,9.36,2.81,2.13,43.24,,
+Chandigarh,2019-09-07,,91.04,10.35,3.73,14.09,1.7,0.78,10.48,16.77,17.23,2.02,51.82,84.0,Satisfactory
+Chandigarh,2019-09-08,,64.62,8.64,3.06,4.68,1.53,0.49,8.71,23.08,9.04,1.93,4.64,88.0,Satisfactory
+Chandigarh,2019-09-09,,89.94,6.5,2.63,8.91,1.06,0.67,9.52,40.5,5.36,2.36,1.39,,
+Chandigarh,2019-09-10,,97.12,7.68,2.76,10.41,1.37,0.75,8.71,33.4,4.53,2.14,1.4,88.0,Satisfactory
+Chandigarh,2019-09-11,,122.52,7.93,3.08,11.04,1.34,0.75,8.51,34.62,6.02,2.33,1.29,107.0,Moderate
+Chandigarh,2019-09-12,,125.4,7.32,3.89,11.28,1.53,0.7,6.02,29.28,6.72,2.2,1.34,121.0,Moderate
+Chandigarh,2019-09-13,,62.29,8.23,5.34,10.71,1.09,0.49,7.76,26.61,8.35,2.03,1.25,90.0,Satisfactory
+Chandigarh,2019-09-14,,65.68,8.81,4.62,10.75,1.06,0.6,7.55,24.06,5.09,1.91,1.27,69.0,Satisfactory
+Chandigarh,2019-09-15,,72.54,7.44,2.62,9.98,1.25,0.55,10.1,31.07,3.91,1.87,1.34,68.0,Satisfactory
+Chandigarh,2019-09-16,,106.87,6.47,2.47,8.38,1.08,0.54,9.84,36.46,3.82,1.86,1.36,96.0,Satisfactory
+Chandigarh,2019-09-17,,119.42,6.87,2.77,9.65,1.17,0.64,10.68,41.84,4.81,2.13,1.37,102.0,Moderate
+Chandigarh,2019-09-18,,118.59,5.99,4.62,10.49,1.25,0.66,11.07,44.79,4.57,2.05,1.27,120.0,Moderate
+Chandigarh,2019-09-19,38.1,61.67,7.61,3.3,10.9,1.37,0.65,14.74,26.14,7.14,1.94,2.15,88.0,Satisfactory
+Chandigarh,2019-09-20,40.41,67.91,10.52,3.96,12.79,3.76,0.55,9.97,28.6,4.46,2.02,1.48,71.0,Satisfactory
+Chandigarh,2019-09-21,27.21,62.04,8.6,7.2,10.64,5.9,0.53,9.63,34.72,3.57,2.08,1.32,69.0,Satisfactory
+Chandigarh,2019-09-22,29.75,64.56,10.22,5.64,11.21,5.98,0.55,8.67,21.21,4.0,1.72,1.31,68.0,Satisfactory
+Chandigarh,2019-09-23,18.35,49.86,9.53,4.55,10.1,5.94,0.51,8.83,27.24,5.97,5.59,7.5,59.0,Satisfactory
+Chandigarh,2019-09-24,34.43,89.26,9.8,4.23,10.04,5.87,0.66,8.71,37.1,4.85,2.52,1.49,74.0,Satisfactory
+Chandigarh,2019-09-25,33.66,105.3,10.94,6.56,11.8,5.97,0.73,8.19,21.1,5.69,2.16,1.39,102.0,Moderate
+Chandigarh,2019-09-26,22.93,73.73,13.33,6.05,10.8,6.34,0.79,12.05,17.26,4.74,1.81,1.28,94.0,Satisfactory
+Chandigarh,2019-09-27,16.0,57.51,18.72,5.25,17.25,6.51,0.83,12.05,24.57,7.3,1.96,1.25,80.0,Satisfactory
+Chandigarh,2019-09-28,22.41,59.18,18.75,5.06,17.87,6.57,0.56,13.4,31.23,4.98,1.65,1.36,77.0,Satisfactory
+Chandigarh,2019-09-29,13.93,49.87,12.76,3.31,7.67,6.1,0.5,14.95,16.21,2.79,1.66,1.55,48.0,Good
+Chandigarh,2019-09-30,,87.46,23.3,5.59,19.89,6.79,0.81,18.05,9.66,8.22,2.29,3.12,,
+Chandigarh,2019-10-01,24.45,49.4,27.37,5.3,24.85,7.27,0.85,16.05,12.58,6.07,1.89,2.33,68.0,Satisfactory
+Chandigarh,2019-10-02,15.77,44.47,13.35,5.38,13.63,6.2,0.54,15.9,20.96,4.99,2.73,1.79,58.0,Satisfactory
+Chandigarh,2019-10-03,29.59,71.0,10.47,7.86,12.9,6.24,0.71,16.42,19.05,6.85,2.43,1.85,58.0,Satisfactory
+Chandigarh,2019-10-04,30.27,73.77,7.99,8.1,10.54,5.76,0.46,18.14,16.87,4.5,2.51,1.64,74.0,Satisfactory
+Chandigarh,2019-10-05,25.9,77.68,9.62,4.75,10.27,5.9,0.44,15.09,17.33,4.37,2.27,1.41,72.0,Satisfactory
+Chandigarh,2019-10-06,38.69,82.66,10.07,4.05,10.31,6.01,0.49,14.44,15.07,4.07,1.45,1.58,83.0,Satisfactory
+Chandigarh,2019-10-07,53.09,112.6,8.63,5.0,9.58,5.96,0.51,11.35,17.72,4.88,0.65,1.67,94.0,Satisfactory
+Chandigarh,2019-10-08,43.67,104.59,10.14,4.64,10.57,5.99,0.61,12.42,13.96,4.7,0.92,1.96,106.0,Moderate
+Chandigarh,2019-10-09,53.12,120.09,17.13,5.73,16.77,6.57,0.85,13.54,16.92,5.99,1.07,2.17,108.0,Moderate
+Chandigarh,2019-10-10,56.82,121.89,13.25,6.53,13.7,6.21,0.74,12.52,19.27,7.2,0.99,1.89,117.0,Moderate
+Chandigarh,2019-10-11,50.45,106.22,13.64,6.51,14.27,6.27,0.74,10.38,11.03,5.31,0.86,1.76,107.0,Moderate
+Chandigarh,2019-10-12,58.03,106.62,13.94,5.64,14.67,6.25,0.72,12.45,26.84,6.49,0.89,1.99,107.0,Moderate
+Chandigarh,2019-10-13,57.61,112.63,15.52,4.3,14.77,6.21,0.71,11.66,19.64,5.98,0.96,2.01,98.0,Satisfactory
+Chandigarh,2019-10-14,74.8,128.72,13.92,6.28,14.43,6.31,0.83,13.5,19.87,6.43,0.66,25.17,135.0,Moderate
+Chandigarh,2019-10-15,73.44,135.12,16.48,6.34,16.6,6.47,0.95,12.4,15.35,6.67,0.55,49.92,138.0,Moderate
+Chandigarh,2019-10-16,83.96,151.62,17.66,6.6,17.59,6.62,1.0,10.71,19.99,7.02,0.57,1.4,158.0,Moderate
+Chandigarh,2019-10-17,80.65,133.85,16.88,7.57,17.78,6.95,0.88,10.2,22.35,6.95,0.55,1.33,187.0,Moderate
+Chandigarh,2019-10-18,56.2,108.33,12.07,5.93,12.92,6.42,0.61,10.23,24.06,4.8,0.35,1.27,122.0,Moderate
+Chandigarh,2019-10-19,51.84,109.52,14.08,5.48,14.22,6.49,0.62,11.54,18.3,4.92,0.4,3.8,110.0,Moderate
+Chandigarh,2019-10-20,53.9,111.12,10.73,5.4,11.43,6.04,0.59,11.04,18.54,4.51,0.29,2.05,105.0,Moderate
+Chandigarh,2019-10-21,53.79,117.94,11.51,5.22,11.97,6.14,0.54,10.41,19.03,4.71,0.3,3.57,111.0,Moderate
+Chandigarh,2019-10-22,47.72,106.01,10.27,4.3,10.48,6.15,0.54,9.55,22.98,4.48,1.08,2.68,108.0,Moderate
+Chandigarh,2019-10-23,46.9,108.1,18.05,5.96,17.37,6.75,0.73,10.67,16.13,5.49,2.45,3.01,104.0,Moderate
+Chandigarh,2019-10-24,71.66,130.66,21.97,7.38,21.56,7.01,0.91,9.69,15.62,6.21,3.91,3.96,110.0,Moderate
+Chandigarh,2019-10-25,92.3,159.18,17.22,7.59,17.86,6.61,0.99,10.21,17.21,3.33,8.64,1.03,190.0,Moderate
+Chandigarh,2019-10-26,104.11,150.29,12.26,6.84,13.52,6.22,0.82,10.29,18.17,3.0,6.19,0.9,231.0,Poor
+Chandigarh,2019-10-27,122.16,180.25,7.8,16.3,11.84,7.79,0.73,9.92,17.49,3.04,5.9,0.81,253.0,Poor
+Chandigarh,2019-10-28,154.85,224.22,33.17,13.6,33.08,27.94,0.82,9.24,16.2,3.21,6.21,0.76,335.0,Very Poor
+Chandigarh,2019-10-29,110.06,184.04,36.29,19.43,43.39,40.84,1.29,9.28,14.68,3.47,8.34,0.95,268.0,Poor
+Chandigarh,2019-10-30,108.09,181.54,17.27,11.43,20.99,22.6,1.01,8.21,22.36,3.42,7.81,0.86,270.0,Poor
+Chandigarh,2019-10-31,109.17,169.19,9.28,10.06,13.98,12.73,0.99,8.87,24.24,3.29,6.73,0.85,262.0,Poor
+Chandigarh,2019-11-01,112.71,190.12,7.24,13.46,14.1,12.82,0.89,8.29,26.53,3.43,6.82,0.8,270.0,Poor
+Chandigarh,2019-11-02,123.26,190.28,14.3,11.76,18.63,19.21,1.02,9.04,14.22,4.25,7.47,0.82,297.0,Poor
+Chandigarh,2019-11-03,135.98,215.41,4.69,8.11,5.18,5.93,0.98,11.2,18.42,5.01,7.34,1.17,283.0,Poor
+Chandigarh,2019-11-04,114.56,166.58,4.58,6.33,7.82,4.2,0.69,9.56,16.51,4.44,6.1,1.05,322.0,Very Poor
+Chandigarh,2019-11-05,53.96,115.54,7.09,6.08,9.39,6.12,0.54,9.81,17.46,4.09,4.62,1.04,148.0,Moderate
+Chandigarh,2019-11-06,58.85,125.5,15.47,7.78,13.85,17.58,1.02,11.69,9.64,3.88,7.38,1.16,117.0,Moderate
+Chandigarh,2019-11-07,46.3,84.99,15.71,9.68,14.7,17.99,0.79,8.19,7.92,3.67,6.04,1.02,100.0,Satisfactory
+Chandigarh,2019-11-08,45.3,72.48,38.26,8.67,35.9,7.29,0.74,9.2,9.4,3.36,4.68,0.89,82.0,Satisfactory
+Chandigarh,2019-11-09,47.33,80.15,11.26,7.59,13.85,,0.61,10.8,10.68,3.82,3.91,0.92,81.0,Satisfactory
+Chandigarh,2019-11-10,72.51,131.65,18.24,7.08,15.67,,0.85,12.45,9.62,4.04,6.33,1.23,106.0,Moderate
+Chandigarh,2019-11-11,103.38,157.59,14.31,10.07,9.72,,0.84,9.4,13.19,16.02,5.11,4.19,198.0,Moderate
+Chandigarh,2019-11-12,113.03,157.15,10.32,13.33,6.5,,0.79,10.7,11.25,64.33,3.32,4.45,270.0,Poor
+Chandigarh,2019-11-13,101.59,165.89,33.46,21.83,31.03,,0.99,10.81,7.64,31.33,6.13,4.09,270.0,Poor
+Chandigarh,2019-11-14,101.15,173.66,30.76,20.56,25.88,,1.29,12.37,9.47,1.53,6.96,3.99,214.0,Poor
+Chandigarh,2019-11-15,96.95,162.86,4.57,17.22,13.93,1.0,0.85,10.64,12.77,1.5,5.61,3.76,245.0,Poor
+Chandigarh,2019-11-16,63.35,122.19,3.11,10.68,13.76,0.7,0.5,8.08,17.52,1.19,3.48,3.4,165.0,Moderate
+Chandigarh,2019-11-17,42.54,70.69,3.11,9.85,12.88,0.65,0.42,9.32,17.13,1.03,2.63,3.77,94.0,Satisfactory
+Chandigarh,2019-11-18,61.85,100.77,5.34,25.44,28.08,6.43,0.67,9.22,14.66,1.15,3.57,3.38,87.0,Satisfactory
+Chandigarh,2019-11-19,85.34,154.54,,,,,1.07,10.57,11.05,8.69,6.84,10.44,136.0,Moderate
+Chandigarh,2019-11-20,92.71,157.63,,,,,1.24,11.86,8.42,10.81,2.31,1.25,215.0,Poor
+Chandigarh,2019-11-21,84.5,144.04,,,,,0.93,12.07,8.79,9.14,1.96,1.16,179.0,Moderate
+Chandigarh,2019-11-22,116.3,199.37,,,,,0.87,10.74,6.22,9.34,1.87,1.23,246.0,Poor
+Chandigarh,2019-11-23,84.1,125.61,1.32,17.06,18.48,9.59,0.53,9.45,8.15,6.91,1.82,0.97,256.0,Poor
+Chandigarh,2019-11-24,44.9,76.48,2.6,18.03,20.07,5.0,0.45,10.79,8.99,5.24,1.92,1.19,107.0,Moderate
+Chandigarh,2019-11-25,46.55,93.05,17.99,51.27,68.73,5.0,0.87,11.2,7.16,6.89,2.25,1.14,80.0,Satisfactory
+Chandigarh,2019-11-26,61.28,138.26,16.84,48.98,66.05,5.0,0.84,9.71,4.22,7.59,2.31,1.12,111.0,Moderate
+Chandigarh,2019-11-27,32.56,64.7,18.8,52.22,70.53,5.0,0.85,10.94,5.34,7.25,2.22,1.22,88.0,Satisfactory
+Chandigarh,2019-11-28,42.0,74.34,28.32,29.43,51.8,5.0,0.85,10.01,5.92,8.14,1.73,7.16,100.0,Satisfactory
+Chandigarh,2019-11-29,50.57,91.07,40.39,8.06,36.97,5.0,0.88,10.77,7.12,9.66,0.67,0.21,95.0,Satisfactory
+Chandigarh,2019-11-30,55.52,105.75,27.53,10.22,27.17,5.0,0.77,10.78,8.14,7.55,0.45,0.17,92.0,Satisfactory
+Chandigarh,2019-12-01,59.05,98.34,8.75,12.28,13.41,5.0,0.73,10.18,10.13,7.16,0.41,0.14,107.0,Moderate
+Chandigarh,2019-12-02,78.39,120.04,11.61,11.11,14.88,5.0,0.61,8.67,11.23,6.4,0.31,0.16,122.0,Moderate
+Chandigarh,2019-12-03,81.14,140.46,25.39,15.46,27.98,5.0,0.77,6.36,12.77,7.0,0.39,0.11,166.0,Moderate
+Chandigarh,2019-12-04,91.88,171.84,59.58,13.5,52.75,24.2,1.3,9.59,12.55,10.0,0.86,0.29,199.0,Moderate
+Chandigarh,2019-12-05,92.12,167.97,70.94,5.08,59.09,35.57,1.25,9.06,13.89,10.36,0.92,0.22,204.0,Poor
+Chandigarh,2019-12-06,77.58,135.81,44.31,10.6,41.3,44.06,0.96,10.33,9.78,8.15,0.65,0.15,186.0,Moderate
+Chandigarh,2019-12-07,69.8,133.11,43.97,12.89,42.09,49.26,1.0,10.46,8.77,8.82,0.64,4.82,139.0,Moderate
+Chandigarh,2019-12-08,69.48,111.77,33.52,14.4,33.18,40.21,0.87,10.54,10.45,2.09,0.48,1.27,142.0,Moderate
+Chandigarh,2019-12-09,97.55,196.46,29.9,21.94,34.45,36.14,0.92,11.4,8.56,3.31,0.46,1.09,157.0,Moderate
+Chandigarh,2019-12-10,90.07,153.17,27.56,20.88,32.57,35.75,0.86,11.91,8.73,3.3,0.43,1.0,218.0,Poor
+Chandigarh,2019-12-11,119.05,175.51,33.79,21.97,38.56,45.27,1.06,10.15,7.86,3.43,0.65,1.05,211.0,Poor
+Chandigarh,2019-12-12,108.0,141.0,34.59,23.28,40.18,47.58,1.01,8.2,8.47,3.49,0.63,1.15,307.0,Very Poor
+Chandigarh,2019-12-13,21.86,53.35,6.07,14.69,12.52,46.26,0.4,7.97,13.21,3.38,0.25,0.8,115.0,Moderate
+Chandigarh,2019-12-14,39.0,70.49,8.42,14.96,14.58,57.1,0.48,10.16,4.84,3.37,0.26,0.99,44.0,Good
+Chandigarh,2019-12-15,39.25,63.12,7.44,11.3,11.79,43.62,0.51,9.65,5.81,3.27,0.18,1.04,70.0,Satisfactory
+Chandigarh,2019-12-16,41.79,77.26,7.23,10.15,11.16,31.34,0.53,6.58,3.7,3.04,0.18,0.76,69.0,Satisfactory
+Chandigarh,2019-12-17,61.95,101.09,4.68,12.21,9.97,37.32,0.53,6.01,4.85,3.04,0.14,0.73,89.0,Satisfactory
+Chandigarh,2019-12-18,49.36,82.55,6.34,11.18,10.87,33.79,0.62,5.7,3.93,4.8,0.22,0.74,95.0,Satisfactory
+Chandigarh,2019-12-19,91.41,119.91,7.9,14.2,13.76,33.11,0.66,7.77,5.84,7.02,0.29,0.84,149.0,Moderate
+Chandigarh,2019-12-20,98.48,132.54,8.48,14.95,14.25,42.05,0.8,8.64,8.29,8.3,0.25,0.88,204.0,Poor
+Chandigarh,2019-12-21,68.55,119.96,5.88,11.44,10.79,40.98,0.8,5.95,8.99,7.21,0.21,2.3,199.0,Moderate
+Chandigarh,2019-12-22,46.06,87.11,2.7,11.25,8.04,36.8,0.62,6.88,11.38,0.08,0.13,0.83,101.0,Moderate
+Chandigarh,2019-12-23,41.79,83.61,6.97,12.09,11.87,40.76,0.66,6.83,8.97,4.17,0.22,0.69,80.0,Satisfactory
+Chandigarh,2019-12-24,67.27,132.94,10.35,13.21,15.23,36.41,0.72,6.88,8.48,7.96,0.21,0.81,110.0,Moderate
+Chandigarh,2019-12-25,35.08,65.55,3.48,9.79,7.92,26.09,0.49,5.65,9.85,5.42,0.11,0.65,96.0,Satisfactory
+Chandigarh,2019-12-26,38.86,79.99,2.22,10.41,7.23,22.17,0.49,6.14,10.21,4.76,0.11,0.62,69.0,Satisfactory
+Chandigarh,2019-12-27,61.39,131.32,3.7,14.23,10.0,25.4,0.58,4.76,6.78,6.06,0.18,0.5,97.0,Satisfactory
+Chandigarh,2019-12-28,77.1,156.58,12.15,11.78,14.9,25.82,0.69,6.58,6.12,6.54,0.24,0.64,127.0,Moderate
+Chandigarh,2019-12-29,58.68,99.91,11.84,12.41,16.18,24.38,0.77,5.62,9.04,7.95,0.24,0.68,149.0,Moderate
+Chandigarh,2019-12-30,72.34,140.37,38.14,16.28,36.66,26.86,1.04,6.59,6.52,8.77,5.1,1.28,102.0,Moderate
+Chandigarh,2019-12-31,77.06,145.42,49.23,14.74,48.79,24.95,1.24,7.27,6.62,10.96,0.42,0.72,206.0,Poor
+Chandigarh,2020-01-01,63.22,135.76,46.81,15.96,45.21,24.73,1.11,7.79,8.1,9.14,0.38,0.78,132.0,Moderate
+Chandigarh,2020-01-02,45.65,102.2,40.57,13.18,39.43,29.29,0.97,8.9,22.51,7.93,0.74,0.88,109.0,Moderate
+Chandigarh,2020-01-03,45.79,94.86,36.01,11.14,34.87,46.37,0.93,11.32,14.29,8.27,1.11,0.99,102.0,Moderate
+Chandigarh,2020-01-04,53.46,108.55,23.92,13.16,26.12,45.85,0.84,9.13,9.92,7.1,0.64,1.01,100.0,Satisfactory
+Chandigarh,2020-01-05,51.15,106.42,6.6,13.63,12.1,35.98,0.64,8.39,9.66,5.65,0.23,0.9,109.0,Moderate
+Chandigarh,2020-01-06,37.92,65.35,10.22,12.04,14.32,38.35,0.57,9.79,6.99,5.4,0.14,0.98,85.0,Satisfactory
+Chandigarh,2020-01-07,28.87,48.29,29.12,11.69,29.7,39.27,0.79,8.73,8.44,6.69,0.18,1.02,56.0,Satisfactory
+Chandigarh,2020-01-08,31.92,43.82,18.41,9.94,19.91,38.98,0.61,7.9,10.9,4.94,0.16,0.91,48.0,Good
+Chandigarh,2020-01-09,28.35,47.36,3.41,11.19,8.54,35.22,0.44,5.58,12.51,4.01,0.37,0.81,49.0,Good
+Chandigarh,2020-01-10,27.82,63.04,7.97,11.61,12.46,33.56,0.5,6.0,10.61,4.62,0.22,0.26,58.0,Satisfactory
+Chandigarh,2020-01-11,46.57,108.09,19.2,15.57,23.47,24.35,0.76,6.55,8.43,6.31,0.16,0.31,80.0,Satisfactory
+Chandigarh,2020-01-12,75.8,165.63,17.43,17.6,23.12,24.83,0.92,9.83,6.26,9.58,0.16,0.39,123.0,Moderate
+Chandigarh,2020-01-13,63.64,120.83,18.37,15.63,23.05,29.22,0.88,7.38,7.63,8.33,0.17,0.32,170.0,Moderate
+Chandigarh,2020-01-14,39.14,73.4,13.13,9.24,15.17,33.17,0.69,6.7,8.2,6.8,0.16,0.25,88.0,Satisfactory
+Chandigarh,2020-01-15,46.49,85.04,12.44,12.03,16.45,31.7,0.68,7.03,9.22,6.39,0.16,0.3,77.0,Satisfactory
+Chandigarh,2020-01-16,40.07,79.2,7.15,11.91,11.96,29.08,0.67,6.47,8.12,6.54,0.15,0.27,80.0,Satisfactory
+Chandigarh,2020-01-17,48.86,90.27,16.22,10.91,18.44,41.64,0.75,7.18,6.46,6.81,0.19,0.25,85.0,Satisfactory
+Chandigarh,2020-01-18,58.57,134.0,18.14,11.8,20.29,47.37,0.69,8.39,8.28,6.26,0.19,1.71,110.0,Moderate
+Chandigarh,2020-01-19,46.76,96.89,20.11,11.33,22.08,35.94,0.78,7.99,10.35,6.54,0.29,0.97,112.0,Moderate
+Chandigarh,2020-01-20,54.78,127.45,27.83,13.64,29.01,42.26,0.96,6.46,8.95,7.74,0.44,0.83,93.0,Satisfactory
+Chandigarh,2020-01-21,65.75,140.69,38.7,16.84,39.52,43.79,1.03,9.06,9.56,9.44,0.6,1.04,136.0,Moderate
+Chandigarh,2020-01-22,41.75,93.67,18.17,12.43,21.1,48.99,0.73,7.32,6.54,6.48,0.46,0.91,112.0,Moderate
+Chandigarh,2020-01-23,29.8,72.37,1.59,10.72,6.48,50.54,0.43,5.37,12.63,3.94,0.14,0.68,73.0,Satisfactory
+Chandigarh,2020-01-24,27.35,82.96,1.26,13.16,7.67,48.75,0.54,5.84,14.54,4.31,0.11,0.58,75.0,Satisfactory
+Chandigarh,2020-01-25,50.16,107.88,35.84,13.38,35.43,35.96,1.03,7.56,3.2,6.75,0.28,0.83,99.0,Satisfactory
+Chandigarh,2020-01-26,63.05,108.46,29.72,14.09,31.22,32.77,0.9,8.11,11.11,5.95,0.15,1.05,117.0,Moderate
+Chandigarh,2020-01-27,70.05,123.37,26.66,18.67,31.12,36.16,0.98,8.26,9.31,8.21,0.36,2.29,93.0,Satisfactory
+Chandigarh,2020-01-28,40.04,89.37,15.87,17.71,21.46,70.87,0.64,7.53,10.27,5.05,0.25,0.73,142.0,Moderate
+Chandigarh,2020-01-29,23.83,68.76,6.6,16.39,13.86,65.83,0.51,7.44,8.83,0.0,0.0,0.0,72.0,Satisfactory
+Chandigarh,2020-01-30,26.33,65.41,4.78,11.56,9.73,52.34,0.46,5.88,9.77,3.21,0.15,0.46,76.0,Satisfactory
+Chandigarh,2020-01-31,33.27,66.36,4.48,12.56,7.49,68.76,0.6,6.3,7.45,5.07,0.24,0.69,55.0,Satisfactory
+Chandigarh,2020-02-01,46.01,85.01,3.21,15.01,5.53,79.53,0.82,7.97,12.24,7.04,0.38,0.85,95.0,Satisfactory
+Chandigarh,2020-02-02,36.92,82.32,4.52,12.5,10.0,52.13,0.57,6.96,13.45,5.16,0.16,0.79,75.0,Satisfactory
+Chandigarh,2020-02-03,45.69,115.3,17.36,14.34,20.79,48.4,0.76,7.01,10.43,5.97,0.3,0.77,95.0,Satisfactory
+Chandigarh,2020-02-04,48.43,112.21,32.31,16.22,34.89,45.63,0.87,8.97,11.01,7.08,0.42,0.82,113.0,Moderate
+Chandigarh,2020-02-05,44.5,85.81,1.37,11.9,7.21,41.06,0.5,7.05,13.06,4.56,0.15,0.69,98.0,Satisfactory
+Chandigarh,2020-02-06,44.26,93.7,15.06,13.75,18.79,51.85,0.71,7.71,9.21,5.77,0.33,0.8,83.0,Satisfactory
+Chandigarh,2020-02-07,52.11,95.92,29.84,17.65,28.07,52.94,0.82,9.1,9.83,6.73,0.42,0.94,102.0,Moderate
+Chandigarh,2020-02-08,56.44,94.22,9.91,15.27,15.03,37.51,0.67,7.94,10.93,5.92,0.24,0.79,91.0,Satisfactory
+Chandigarh,2020-02-09,58.61,103.76,23.06,19.65,28.42,24.01,0.82,10.03,9.18,6.61,0.3,0.92,101.0,Moderate
+Chandigarh,2020-02-10,58.08,109.57,25.78,18.27,30.22,26.54,0.89,8.69,10.81,6.72,1.58,3.27,109.0,Moderate
+Chandigarh,2020-02-11,55.99,118.21,18.39,17.75,24.25,34.43,0.85,8.71,11.89,6.74,2.6,0.9,109.0,Moderate
+Chandigarh,2020-02-12,54.47,114.12,3.68,15.96,11.31,32.97,0.65,8.35,19.25,5.87,0.17,0.76,110.0,Moderate
+Chandigarh,2020-02-13,45.96,94.73,1.7,14.52,8.96,33.61,0.59,9.29,17.07,5.64,0.16,0.77,102.0,Moderate
+Chandigarh,2020-02-14,38.65,96.46,1.54,13.63,8.36,36.75,0.49,8.37,16.15,4.98,0.2,0.76,94.0,Satisfactory
+Chandigarh,2020-02-15,38.73,92.66,1.43,14.94,8.94,36.5,0.56,9.09,17.84,4.98,0.14,0.82,94.0,Satisfactory
+Chandigarh,2020-02-16,44.75,97.01,10.51,18.43,17.9,30.26,0.68,9.39,12.34,5.74,0.21,1.08,99.0,Satisfactory
+Chandigarh,2020-02-17,37.34,84.86,6.64,17.18,14.42,29.55,0.61,8.07,15.63,5.3,0.2,0.91,88.0,Satisfactory
+Chandigarh,2020-02-18,39.85,114.47,4.45,17.63,12.56,50.52,0.66,9.85,11.62,5.45,0.2,3.38,94.0,Satisfactory
+Chandigarh,2020-02-19,49.94,140.48,29.86,23.78,36.57,47.46,1.0,8.79,12.05,8.7,0.41,2.84,124.0,Moderate
+Chandigarh,2020-02-20,40.09,105.55,3.48,22.32,14.23,51.36,0.66,10.52,10.35,5.38,0.22,2.71,114.0,Moderate
+Chandigarh,2020-02-21,17.74,36.33,5.72,19.61,14.1,51.13,0.58,11.11,8.22,4.37,0.12,2.94,72.0,Satisfactory
+Chandigarh,2020-02-22,28.86,59.53,9.04,16.27,15.75,56.93,0.61,9.63,15.11,5.0,0.16,3.21,50.0,Good
+Chandigarh,2020-02-23,26.21,65.46,11.93,16.68,18.18,54.07,0.67,10.0,15.54,5.4,0.15,3.91,64.0,Satisfactory
+Chandigarh,2020-02-24,22.11,68.15,8.68,14.65,14.71,57.43,0.54,10.26,14.02,4.5,0.17,4.41,61.0,Satisfactory
+Chandigarh,2020-02-25,31.08,78.66,8.84,17.82,16.43,53.71,0.65,11.05,13.07,5.38,0.18,1.27,78.0,Satisfactory
+Chandigarh,2020-02-26,36.76,96.77,23.97,21.72,30.21,42.06,0.91,11.17,11.33,6.28,0.17,1.41,83.0,Satisfactory
+Chandigarh,2020-02-27,55.33,122.12,20.93,22.96,28.95,44.13,1.03,11.55,10.96,8.48,0.24,1.37,112.0,Moderate
+Chandigarh,2020-02-28,48.22,112.13,9.79,19.63,18.3,60.86,0.79,9.13,14.79,7.02,0.21,1.09,112.0,Moderate
+Chandigarh,2020-02-29,24.21,56.88,12.13,19.64,19.59,59.45,0.63,8.1,13.73,5.02,0.15,1.2,86.0,Satisfactory
+Chandigarh,2020-03-01,16.87,53.56,26.74,19.34,31.78,51.59,0.7,9.37,10.24,5.43,0.13,1.31,62.0,Satisfactory
+Chandigarh,2020-03-02,32.21,75.25,21.81,19.91,27.96,51.7,0.72,11.08,9.32,5.67,0.15,1.3,66.0,Satisfactory
+Chandigarh,2020-03-03,35.14,90.3,9.78,16.91,16.8,66.95,0.6,9.75,12.35,5.31,0.13,1.27,82.0,Satisfactory
+Chandigarh,2020-03-04,35.6,101.85,14.24,21.84,22.8,68.95,0.77,10.94,12.72,6.69,0.16,1.21,97.0,Satisfactory
+Chandigarh,2020-03-05,20.93,64.03,6.33,21.44,16.33,58.7,0.52,8.94,13.74,4.8,0.14,1.16,86.0,Satisfactory
+Chandigarh,2020-03-06,13.67,38.03,4.61,17.43,12.82,58.92,0.4,7.91,11.92,3.56,0.93,47.4,49.0,Good
+Chandigarh,2020-03-07,13.4,26.33,18.12,12.2,20.48,59.19,0.57,6.45,5.37,3.66,2.35,116.62,35.0,Good
+Chandigarh,2020-03-08,22.56,46.29,26.85,14.69,29.63,55.11,0.66,8.51,12.53,5.13,2.25,1.11,62.0,Satisfactory
+Chandigarh,2020-03-09,21.62,53.89,1.64,13.26,8.13,54.32,0.38,7.63,15.71,3.43,2.65,0.87,47.0,Good
+Chandigarh,2020-03-10,29.78,76.2,7.71,18.13,15.51,64.07,0.6,9.69,12.53,4.58,2.53,1.23,69.0,Satisfactory
+Chandigarh,2020-03-11,27.87,69.71,11.05,20.98,19.56,63.51,0.63,8.38,10.97,5.07,2.87,1.14,74.0,Satisfactory
+Chandigarh,2020-03-12,19.08,38.09,7.16,19.73,15.69,69.07,0.54,8.23,15.5,3.99,2.84,0.64,49.0,Good
+Chandigarh,2020-03-13,17.86,40.9,6.34,18.04,14.58,69.88,0.46,8.05,17.15,3.59,2.84,0.78,50.0,Good
+Chandigarh,2020-03-14,9.63,23.2,4.21,12.29,9.75,69.21,0.38,10.93,16.26,3.1,2.96,0.75,29.0,Good
+Chandigarh,2020-03-15,10.57,36.5,4.62,9.66,8.78,82.11,0.46,9.47,15.62,3.49,2.61,1.0,30.0,Good
+Chandigarh,2020-03-16,21.2,70.76,3.76,9.14,7.39,87.95,0.47,10.27,12.37,3.51,1.5,0.8,56.0,Satisfactory
+Chandigarh,2020-03-17,18.52,76.08,2.35,8.04,6.29,100.35,0.5,9.45,15.24,3.93,0.15,0.7,77.0,Satisfactory
+Chandigarh,2020-03-18,20.51,82.33,1.72,8.72,5.92,79.79,0.56,9.75,15.7,4.28,0.16,0.8,79.0,Satisfactory
+Chandigarh,2020-03-19,23.59,83.69,4.97,11.22,9.8,75.59,0.66,10.23,14.59,5.24,0.26,1.03,85.0,Satisfactory
+Chandigarh,2020-03-20,24.17,78.67,9.26,12.79,14.12,75.77,0.76,14.03,14.31,6.09,0.34,1.06,79.0,Satisfactory
+Chandigarh,2020-03-21,21.88,74.23,7.22,12.43,12.3,72.55,0.71,13.58,14.99,5.94,0.33,1.14,76.0,Satisfactory
+Chandigarh,2020-03-22,18.63,42.79,4.03,9.7,8.37,60.29,0.53,11.7,14.6,4.08,0.22,1.11,62.0,Satisfactory
+Chandigarh,2020-03-23,14.77,38.24,2.41,10.02,7.16,53.38,0.54,11.08,15.03,4.12,0.21,1.18,39.0,Good
+Chandigarh,2020-03-24,16.69,34.29,2.07,9.91,6.82,50.69,0.5,11.95,13.7,3.98,0.21,1.22,36.0,Good
+Chandigarh,2020-03-25,15.43,37.65,3.62,8.88,6.15,42.77,0.52,11.13,13.78,3.58,0.19,1.17,35.0,Good
+Chandigarh,2020-03-26,13.28,40.33,1.85,8.79,6.07,41.23,0.5,10.54,12.43,3.53,0.13,1.11,39.0,Good
+Chandigarh,2020-03-27,18.86,34.12,2.98,9.17,6.85,40.12,0.5,9.61,10.49,3.78,0.16,1.09,40.0,Good
+Chandigarh,2020-03-28,7.73,15.78,1.67,9.4,6.25,34.53,0.38,9.64,14.02,2.74,0.11,1.06,26.0,Good
+Chandigarh,2020-03-29,18.82,41.48,1.33,9.31,5.96,41.67,0.3,10.6,17.01,2.75,1.56,0.78,30.0,Good
+Chandigarh,2020-03-30,12.34,29.51,1.55,10.05,6.48,48.87,0.38,9.61,17.27,2.98,0.26,0.83,38.0,Good
+Chandigarh,2020-03-31,15.51,39.66,1.46,10.85,6.85,43.04,0.49,9.39,13.55,3.64,0.13,0.99,34.0,Good
+Chandigarh,2020-04-01,12.25,26.47,2.32,10.86,7.53,39.2,0.4,10.8,14.86,2.87,0.13,1.08,32.0,Good
+Chandigarh,2020-04-02,11.2,31.54,1.47,9.8,6.3,34.46,0.39,8.68,19.4,2.94,0.11,0.99,34.0,Good
+Chandigarh,2020-04-03,11.91,22.03,1.53,11.26,7.14,32.8,0.39,7.84,19.39,2.93,0.1,0.95,33.0,Good
+Chandigarh,2020-04-04,12.77,29.32,1.47,11.97,7.43,32.37,0.46,10.1,20.12,3.27,0.1,1.01,34.0,Good
+Chandigarh,2020-04-05,15.43,34.61,2.15,13.07,8.54,33.74,0.54,10.4,17.37,3.59,0.18,1.2,35.0,Good
+Chandigarh,2020-04-06,20.93,47.96,1.66,10.91,6.06,46.0,0.41,12.81,22.15,3.1,0.82,1.48,41.0,Good
+Chandigarh,2020-04-07,11.46,40.6,0.98,9.63,5.81,49.62,0.38,7.77,20.86,3.09,0.46,0.86,45.0,Good
+Chandigarh,2020-04-08,11.19,33.44,1.66,11.89,7.54,40.9,0.42,9.68,21.26,2.75,0.51,1.02,38.0,Good
+Chandigarh,2020-04-09,10.0,24.49,2.22,12.34,8.22,39.61,0.5,9.6,19.04,3.02,0.57,1.17,35.0,Good
+Chandigarh,2020-04-10,12.37,35.91,1.98,11.89,7.79,36.11,0.47,9.6,20.02,3.23,0.56,1.14,36.0,Good
+Chandigarh,2020-04-11,14.16,42.72,2.58,11.66,8.18,34.48,0.53,10.29,22.93,3.47,0.64,1.22,42.0,Good
+Chandigarh,2020-04-12,15.62,44.12,1.34,10.16,6.38,33.38,0.51,12.02,27.2,3.32,0.62,1.13,46.0,Good
+Chandigarh,2020-04-13,19.73,44.85,1.68,10.72,6.95,31.33,0.54,9.92,26.65,3.43,0.63,1.16,45.0,Good
+Chandigarh,2020-04-14,18.52,56.62,1.93,11.69,7.66,29.25,0.57,10.29,32.23,3.61,0.64,0.98,56.0,Satisfactory
+Chandigarh,2020-04-15,22.97,82.04,1.34,11.23,6.94,23.31,0.49,10.92,38.63,3.73,0.66,0.89,71.0,Satisfactory
+Chandigarh,2020-04-16,21.93,61.39,2.49,11.04,7.75,24.21,0.59,13.23,22.37,3.79,0.74,1.26,74.0,Satisfactory
+Chandigarh,2020-04-17,16.51,55.98,1.78,11.17,7.43,29.6,0.51,11.25,28.71,3.23,0.62,1.11,,
+Chandigarh,2020-04-18,10.05,41.58,1.41,10.35,6.56,28.06,0.37,8.81,29.03,2.12,0.48,0.95,55.0,Satisfactory
+Chandigarh,2020-04-19,6.86,22.51,2.12,10.47,7.17,28.76,0.41,8.56,26.86,2.05,0.5,1.08,39.0,Good
+Chandigarh,2020-04-20,11.4,20.39,3.53,11.89,9.05,31.13,0.57,9.65,17.41,2.53,0.54,1.37,34.0,Good
+Chandigarh,2020-04-21,12.87,32.33,3.78,13.35,9.8,46.36,0.47,13.26,20.84,3.33,0.52,1.12,37.0,Good
+Chandigarh,2020-04-22,11.29,24.44,3.23,12.47,9.09,43.25,0.58,9.62,23.17,2.82,0.56,1.23,41.0,Good
+Chandigarh,2020-04-23,16.05,35.61,3.05,12.3,8.83,34.79,0.59,10.74,30.31,2.84,0.58,1.23,50.0,Good
+Chandigarh,2020-04-24,14.91,43.08,2.89,13.2,9.2,31.08,0.6,11.72,31.17,3.13,0.64,1.19,57.0,Satisfactory
+Chandigarh,2020-04-25,17.25,60.12,2.01,11.93,7.88,28.7,0.57,13.36,38.25,3.48,0.58,1.14,63.0,Satisfactory
+Chandigarh,2020-04-26,12.34,25.87,2.4,12.06,8.22,27.13,0.53,11.13,28.09,2.83,0.46,1.15,51.0,Satisfactory
+Chandigarh,2020-04-27,10.3,21.14,2.82,12.76,8.9,27.6,0.53,11.83,23.89,2.89,0.44,1.19,35.0,Good
+Chandigarh,2020-04-28,12.25,34.79,3.56,13.24,9.54,37.29,0.45,10.82,17.08,3.07,3.01,1.12,40.0,Good
+Chandigarh,2020-04-29,14.57,40.93,2.7,12.76,8.84,49.89,0.59,13.77,24.1,3.66,0.54,1.05,40.0,Good
+Chandigarh,2020-04-30,21.39,59.34,1.7,10.33,6.78,34.73,0.56,13.18,20.02,3.12,0.5,1.02,54.0,Satisfactory
+Chandigarh,2020-05-01,22.24,62.94,2.63,11.59,8.18,30.38,0.54,14.28,35.76,3.32,0.49,1.0,60.0,Satisfactory
+Chandigarh,2020-05-02,19.81,64.91,0.87,9.84,5.83,26.22,0.45,12.38,19.61,2.77,0.4,0.8,64.0,Satisfactory
+Chandigarh,2020-05-03,17.98,46.16,1.37,8.65,5.62,27.53,0.45,8.91,28.81,2.89,0.37,0.89,66.0,Satisfactory
+Chandigarh,2020-05-04,10.42,27.26,2.14,11.69,7.66,26.5,0.51,8.62,27.24,2.21,0.42,1.11,50.0,Good
+Chandigarh,2020-05-05,17.99,49.93,5.65,13.03,10.22,30.81,0.48,12.12,47.91,4.42,7.13,2.35,52.0,Satisfactory
+Chandigarh,2020-05-06,16.21,51.32,1.47,12.43,7.69,30.09,0.46,12.46,36.4,1.56,0.65,0.6,60.0,Satisfactory
+Chandigarh,2020-05-07,13.54,50.6,2.44,12.5,8.47,25.12,0.59,12.11,30.3,1.62,0.17,0.9,56.0,Satisfactory
+Chandigarh,2020-05-08,18.31,58.59,2.66,13.77,9.35,24.59,0.64,13.67,35.8,2.15,0.21,0.94,64.0,Satisfactory
+Chandigarh,2020-05-09,23.0,68.68,1.84,13.92,8.79,26.61,0.61,13.91,34.83,2.34,0.65,0.77,74.0,Satisfactory
+Chandigarh,2020-05-10,24.15,70.6,1.28,12.1,7.2,33.88,0.67,10.23,18.29,1.87,0.3,0.67,77.0,Satisfactory
+Chandigarh,2020-05-11,16.39,32.19,2.15,13.19,8.4,30.1,0.51,10.11,34.39,1.61,0.48,0.55,92.0,Satisfactory
+Chandigarh,2020-05-12,17.07,51.9,0.97,13.43,7.74,30.08,0.49,10.11,31.48,1.61,0.19,0.42,62.0,Satisfactory
+Chandigarh,2020-05-13,34.57,80.7,2.32,16.16,10.29,35.92,0.71,13.26,21.28,2.62,1.18,0.51,66.0,Satisfactory
+Chandigarh,2020-05-14,29.6,76.43,2.72,11.53,8.22,42.09,0.64,11.32,25.04,1.78,0.54,0.62,81.0,Satisfactory
+Chandigarh,2020-05-15,12.35,44.33,2.09,11.65,7.66,43.37,0.41,9.11,33.0,1.36,1.31,0.52,63.0,Satisfactory
+Chandigarh,2020-05-16,20.83,58.34,2.14,12.38,8.18,41.37,0.58,12.49,36.18,2.13,0.92,1.15,60.0,Satisfactory
+Chandigarh,2020-05-17,22.99,55.25,2.75,14.01,9.53,33.61,0.62,14.73,33.99,3.15,0.24,1.05,64.0,Satisfactory
+Chandigarh,2020-05-18,21.46,64.99,2.94,13.04,9.18,35.06,0.59,11.78,36.21,3.82,0.95,1.04,65.0,Satisfactory
+Chandigarh,2020-05-19,16.47,46.79,4.27,15.7,11.67,46.44,0.48,10.49,35.86,2.84,1.0,0.87,66.0,Satisfactory
+Chandigarh,2020-05-20,17.59,62.46,2.84,4.12,9.68,9.7,0.5,11.89,37.58,3.94,1.72,1.8,60.0,Satisfactory
+Chandigarh,2020-05-21,29.03,114.38,3.1,3.97,10.41,17.87,0.6,14.87,38.8,4.01,1.19,0.89,82.0,Satisfactory
+Chandigarh,2020-05-22,35.93,148.36,2.98,4.31,10.11,25.39,0.67,13.91,41.74,4.75,0.74,0.77,116.0,Moderate
+Chandigarh,2020-05-23,35.26,115.35,2.99,4.15,9.9,25.6,0.56,12.99,50.61,4.74,1.22,0.68,130.0,Moderate
+Chandigarh,2020-05-24,24.52,88.82,3.16,4.5,10.35,25.25,0.45,10.63,47.61,3.51,0.53,0.7,104.0,Moderate
+Chandigarh,2020-05-25,26.31,79.69,2.96,4.43,9.78,24.84,0.45,14.61,45.71,3.41,0.23,0.75,91.0,Satisfactory
+Chandigarh,2020-05-26,29.31,89.31,3.63,4.14,10.15,26.85,0.38,17.55,62.14,3.67,0.67,0.57,97.0,Satisfactory
+Chandigarh,2020-05-27,19.09,94.4,4.36,5.67,10.72,30.73,0.38,16.16,57.07,3.22,0.48,0.47,107.0,Moderate
+Chandigarh,2020-05-28,19.87,94.14,4.56,7.07,11.44,30.12,0.42,12.95,42.21,3.05,0.36,0.54,98.0,Satisfactory
+Chandigarh,2020-05-29,11.88,44.34,3.83,6.59,10.57,29.9,0.55,11.69,29.66,2.8,1.97,0.65,77.0,Satisfactory
+Chandigarh,2020-05-30,15.25,43.99,3.25,5.34,8.53,30.48,0.48,9.53,28.26,3.21,0.76,0.77,48.0,Good
+Chandigarh,2020-05-31,16.6,31.15,3.11,5.43,8.27,31.62,0.68,9.95,18.6,2.96,0.46,0.99,46.0,Good
+Chandigarh,2020-06-01,18.59,39.63,3.23,5.11,8.69,30.59,0.49,13.92,35.57,2.95,0.49,0.85,56.0,Satisfactory
+Chandigarh,2020-06-02,18.36,49.0,4.36,5.02,8.3,32.86,0.32,11.65,28.53,2.88,0.28,0.42,57.0,Satisfactory
+Chandigarh,2020-06-03,16.71,55.63,2.54,9.17,6.52,24.7,0.2,12.02,27.44,3.48,0.28,0.73,67.0,Satisfactory
+Chandigarh,2020-06-04,14.48,42.99,1.49,10.16,6.46,33.3,0.2,11.58,34.95,3.07,0.19,0.68,72.0,Satisfactory
+Chandigarh,2020-06-05,21.25,41.22,1.76,9.52,6.38,41.79,0.23,10.36,27.91,3.73,0.21,0.94,54.0,Satisfactory
+Chandigarh,2020-06-06,22.07,34.31,2.2,8.37,6.1,41.78,0.29,13.94,27.05,2.92,0.73,0.8,50.0,Good
+Chandigarh,2020-06-07,16.35,27.91,2.94,14.64,9.96,40.41,0.3,11.11,32.2,4.81,0.62,0.92,53.0,Satisfactory
+Chandigarh,2020-06-08,21.12,44.53,3.72,14.96,10.35,42.23,0.3,12.61,33.96,4.83,0.41,0.87,61.0,Satisfactory
+Chandigarh,2020-06-09,29.37,60.45,1.36,11.05,6.89,39.71,0.29,16.51,40.05,3.96,25.74,0.89,63.0,Satisfactory
+Chandigarh,2020-06-10,24.53,69.69,1.92,12.04,7.65,35.08,0.32,10.59,34.92,3.56,3.21,0.79,72.0,Satisfactory
+Chandigarh,2020-06-11,25.59,71.11,2.02,10.68,7.22,28.25,0.3,11.46,44.57,3.75,4.4,0.72,78.0,Satisfactory
+Chandigarh,2020-06-12,33.92,84.64,0.61,8.16,4.75,25.72,0.31,14.37,56.51,3.09,0.35,0.53,87.0,Satisfactory
+Chandigarh,2020-06-13,25.68,74.5,1.35,11.6,7.04,26.65,0.3,8.41,36.37,3.75,0.44,0.82,85.0,Satisfactory
+Chandigarh,2020-06-14,21.72,54.51,3.07,8.43,6.82,24.39,0.3,12.65,37.23,4.57,0.52,1.17,71.0,Satisfactory
+Chandigarh,2020-06-15,21.74,69.81,0.52,6.21,3.66,22.38,0.31,12.87,62.28,2.59,0.37,0.63,73.0,Satisfactory
+Chandigarh,2020-06-16,21.2,55.75,3.68,11.63,8.93,28.18,0.3,13.31,53.87,3.17,0.45,0.62,73.0,Satisfactory
+Chandigarh,2020-06-17,20.84,59.04,2.28,7.87,5.14,27.7,0.31,11.98,53.01,3.13,0.39,0.67,72.0,Satisfactory
+Chandigarh,2020-06-18,28.75,72.21,0.69,8.61,4.82,28.94,0.31,8.31,49.32,3.06,0.39,0.62,72.0,Satisfactory
+Chandigarh,2020-06-19,16.34,50.9,0.88,8.53,5.21,35.9,0.31,7.94,42.03,2.9,0.39,0.62,82.0,Satisfactory
+Chandigarh,2020-06-20,23.97,69.58,1.36,9.83,6.07,49.79,0.3,7.64,32.07,3.87,0.4,0.65,58.0,Satisfactory
+Chandigarh,2020-06-21,26.45,57.26,0.44,9.1,5.08,35.05,0.28,9.62,45.2,3.69,0.31,0.53,76.0,Satisfactory
+Chandigarh,2020-06-22,21.69,44.88,1.02,9.25,5.03,28.91,0.3,14.34,43.95,3.55,0.3,0.6,61.0,Satisfactory
+Chandigarh,2020-06-23,19.17,44.48,1.03,7.69,4.8,26.43,0.29,8.71,36.97,3.46,0.27,0.83,53.0,Satisfactory
+Chandigarh,2020-06-24,16.79,29.54,2.71,8.58,6.59,26.44,0.3,8.3,22.17,2.99,0.28,0.87,38.0,Good
+Chandigarh,2020-06-25,14.15,33.6,1.88,6.87,5.11,25.67,0.3,13.13,24.25,2.96,0.29,0.88,37.0,Good
+Chandigarh,2020-06-26,31.84,64.54,0.92,7.4,4.62,29.16,0.31,10.19,43.26,3.53,0.29,0.77,68.0,Satisfactory
+Chandigarh,2020-06-27,35.55,68.82,0.59,6.79,4.02,46.74,0.3,7.42,43.33,3.09,0.29,0.72,79.0,Satisfactory
+Chandigarh,2020-06-28,39.42,82.24,0.67,7.21,4.31,44.84,0.29,13.08,45.54,3.52,0.39,0.79,73.0,Satisfactory
+Chandigarh,2020-06-29,38.89,88.27,1.25,8.57,5.48,59.2,0.3,15.06,35.94,3.8,0.31,0.77,83.0,Satisfactory
+Chandigarh,2020-06-30,20.28,45.56,1.0,7.36,4.62,47.19,0.3,12.3,35.69,2.45,8.15,1.42,71.0,Satisfactory
+Chandigarh,2020-07-01,32.9,72.38,0.56,9.87,5.92,36.63,0.33,14.91,34.33,3.31,0.33,0.46,66.0,Satisfactory
+Chennai,2015-01-01,,,16.3,15.39,22.68,4.59,1.17,9.2,11.35,0.17,,,,
+Chennai,2015-01-02,,,16.49,13.42,23.09,7.83,1.23,8.61,9.16,0.13,,,,
+Chennai,2015-01-03,,,9.72,19.56,9.99,4.63,0.77,48.23,13.45,0.03,,,,
+Chennai,2015-01-04,,,9.6,16.2,11.71,5.23,1.0,27.96,10.33,,,,,
+Chennai,2015-01-05,,,9.16,16.3,12.94,5.5,0.9,16.6,9.36,,,,,
+Chennai,2015-01-06,,,30.58,35.6,13.42,5.46,0.91,21.98,12.61,0.57,,,,
+Chennai,2015-01-07,,,43.92,46.38,13.32,4.9,1.22,28.13,13.94,0.2,,,,
+Chennai,2015-01-08,,,26.74,37.79,10.98,3.71,1.15,21.26,38.29,0.97,3.54,,,
+Chennai,2015-01-09,,,39.24,42.65,10.52,5.81,1.31,22.82,27.34,3.1,14.68,,,
+Chennai,2015-01-10,,,10.2,19.17,11.15,3.96,0.98,17.36,27.19,0.04,,,,
+Chennai,2015-01-11,,,55.04,49.87,14.65,3.77,0.8,21.75,19.04,0.39,,,,
+Chennai,2015-01-12,,,23.78,30.31,15.71,4.16,1.07,28.51,18.32,0.1,,,,
+Chennai,2015-01-13,,,48.95,64.35,12.73,6.06,0.97,16.44,17.25,0.78,0.96,,,
+Chennai,2015-01-14,,,29.88,38.23,15.74,8.79,1.22,20.32,23.68,2.67,,,,
+Chennai,2015-01-15,,,18.58,23.87,12.97,4.53,1.01,21.92,14.1,0.24,,,,
+Chennai,2015-01-16,,,12.29,18.39,12.51,4.03,1.17,13.18,13.22,0.14,,,,
+Chennai,2015-01-17,,,9.57,17.4,12.93,3.77,1.7,10.44,26.34,0.03,,,,
+Chennai,2015-01-18,,,24.48,30.7,9.26,3.63,1.12,11.33,29.08,0.09,,,,
+Chennai,2015-01-19,,,42.76,41.8,9.43,3.82,2.35,9.72,27.45,0.31,,,,
+Chennai,2015-01-20,,,21.82,27.9,11.76,20.14,1.99,8.52,32.32,0.06,,,,
+Chennai,2015-01-21,,,43.8,59.26,8.54,3.85,1.79,9.28,18.84,9.48,,,,
+Chennai,2015-01-22,,,45.63,46.77,8.85,4.6,1.43,7.64,24.98,12.58,,,,
+Chennai,2015-01-23,,,34.64,37.55,10.49,4.01,3.43,10.57,42.33,7.99,,,,
+Chennai,2015-01-24,,,12.39,9.89,14.62,4.36,0.84,7.39,37.17,,,,,
+Chennai,2015-01-25,,,34.39,10.14,14.56,3.98,0.85,7.16,17.11,,,,,
+Chennai,2015-01-26,,,30.07,10.44,14.43,3.53,2.07,7.38,20.18,,,,,
+Chennai,2015-01-27,,,8.83,12.63,13.41,4.28,1.16,7.14,27.02,,,,,
+Chennai,2015-01-28,,,10.41,16.83,14.9,3.69,2.81,8.06,36.68,,8.98,,,
+Chennai,2015-01-29,,,44.65,41.79,13.2,3.95,0.84,8.46,26.29,,2.86,,,
+Chennai,2015-01-30,,,21.66,23.84,15.56,5.54,0.82,9.46,21.75,,,,,
+Chennai,2015-01-31,,,44.76,46.59,14.26,4.37,0.94,7.88,38.57,,7.18,,,
+Chennai,2015-02-01,,,21.43,26.05,12.53,4.2,0.71,7.76,42.61,,11.39,,,
+Chennai,2015-02-02,,,10.61,15.82,20.87,3.63,1.59,10.58,38.8,,13.02,,,
+Chennai,2015-02-03,,,9.09,14.89,17.92,5.12,0.98,6.83,29.08,,,,,
+Chennai,2015-02-04,,,9.22,14.0,16.97,27.6,0.85,4.89,36.62,,11.48,,,
+Chennai,2015-02-05,,,15.68,19.17,16.44,76.99,0.95,7.48,29.93,,,,,
+Chennai,2015-02-06,,,11.9,16.7,17.47,81.78,0.76,7.36,37.13,,,,,
+Chennai,2015-02-07,,,8.78,13.46,16.99,25.85,0.89,6.42,33.12,,0.38,,,
+Chennai,2015-02-08,,,8.35,12.98,17.84,46.65,1.16,6.21,33.17,,10.02,,,
+Chennai,2015-02-09,,,8.43,13.43,19.17,37.42,1.1,6.27,31.08,,,,,
+Chennai,2015-02-10,,,8.99,13.2,16.15,58.69,1.0,6.64,40.77,,,,,
+Chennai,2015-02-11,,,11.62,14.8,17.39,50.48,1.0,6.87,40.57,,,,,
+Chennai,2015-02-12,,,10.77,14.27,16.47,47.94,0.97,6.79,47.85,,,,,
+Chennai,2015-02-13,,,11.4,14.16,14.83,56.36,1.19,7.21,36.94,,,,,
+Chennai,2015-02-14,,,9.83,12.97,15.28,56.06,1.43,7.84,31.32,,,,,
+Chennai,2015-02-15,,,9.97,13.02,16.57,68.44,0.99,7.58,26.41,,,,,
+Chennai,2015-02-16,,,9.55,12.63,15.2,82.48,0.98,7.38,30.87,,,,,
+Chennai,2015-02-17,,,11.76,14.43,11.95,116.59,5.18,8.35,33.53,,,,,
+Chennai,2015-02-18,,,12.57,15.78,10.13,113.29,9.81,9.15,33.83,,,,,
+Chennai,2015-02-19,,,12.62,15.2,10.55,85.61,9.99,9.42,19.3,,,,,
+Chennai,2015-02-20,,,12.1,13.43,13.11,98.16,4.52,11.51,30.22,,1.64,,,
+Chennai,2015-02-21,,,9.33,11.56,14.85,103.03,0.85,7.04,24.91,,3.31,,,
+Chennai,2015-02-22,,,8.72,11.4,12.7,110.13,0.9,6.31,30.54,,8.04,,,
+Chennai,2015-02-23,,,13.54,15.81,13.57,105.68,0.9,6.13,25.03,,3.24,,,
+Chennai,2015-02-24,,,14.05,14.44,14.09,114.96,0.9,7.34,29.33,,,,,
+Chennai,2015-02-25,,,10.83,11.57,16.94,62.31,1.41,8.67,30.18,,,,,
+Chennai,2015-02-26,,,7.97,13.22,15.59,,3.42,6.31,29.46,,4.29,,,
+Chennai,2015-02-27,,,10.16,11.24,12.99,58.05,0.97,7.77,40.47,,6.49,,,
+Chennai,2015-02-28,,,8.73,11.7,11.08,29.87,1.15,6.09,25.91,,,,,
+Chennai,2015-03-01,,,8.16,11.38,11.91,14.42,1.15,5.8,52.44,,5.74,,,
+Chennai,2015-03-02,,,8.66,10.95,12.26,14.83,10.6,5.29,93.22,17.71,5.74,,,
+Chennai,2015-03-03,,,10.02,12.29,11.48,63.64,5.33,8.15,47.22,6.65,6.04,,,
+Chennai,2015-03-04,,,9.25,11.37,11.41,58.57,2.82,6.77,41.26,6.86,6.02,,,
+Chennai,2015-03-05,,,10.67,14.04,8.45,40.55,9.85,7.59,63.26,5.93,7.34,,,
+Chennai,2015-03-06,,,11.44,16.34,8.46,74.0,11.02,10.07,105.13,,,,,
+Chennai,2015-03-07,,,11.05,18.61,11.19,10.8,10.12,8.04,85.37,7.61,,,,
+Chennai,2015-03-08,,,10.26,18.9,10.12,10.89,9.77,5.5,64.65,10.22,,,,
+Chennai,2015-03-09,,,10.03,18.29,12.99,11.03,9.93,5.29,77.43,10.91,2.16,,,
+Chennai,2015-03-10,,,10.07,22.44,16.57,11.42,5.45,4.61,34.6,7.82,10.29,,,
+Chennai,2015-03-11,,,10.4,21.64,19.98,11.56,1.13,5.03,35.85,2.62,9.78,,,
+Chennai,2015-03-12,,,11.46,16.02,14.87,10.86,1.11,5.22,57.14,,,,,
+Chennai,2015-03-13,,,11.18,16.2,13.81,13.77,2.8,8.43,52.68,,6.61,,,
+Chennai,2015-03-14,,,9.82,16.41,14.35,10.89,1.12,7.79,51.23,,,,,
+Chennai,2015-03-15,,,30.73,35.78,13.25,11.15,1.07,5.58,47.28,,10.65,,,
+Chennai,2015-03-16,,,17.08,24.87,14.08,11.16,1.09,5.63,52.19,,8.19,,,
+Chennai,2015-03-17,,,35.48,48.6,17.67,10.54,1.07,10.75,73.63,,10.29,,,
+Chennai,2015-03-18,,,46.92,54.96,14.34,9.96,1.25,10.87,34.43,,10.24,,,
+Chennai,2015-03-19,,,14.24,22.4,16.37,9.99,1.02,12.45,48.82,,9.96,,,
+Chennai,2015-03-20,,,14.93,22.22,13.62,10.04,1.05,10.7,35.5,,7.79,,,
+Chennai,2015-03-21,,,24.83,36.81,15.25,11.76,0.81,13.96,54.8,,,,,
+Chennai,2015-03-22,,,14.05,22.96,12.06,9.56,2.24,8.66,49.91,,,,,
+Chennai,2015-03-23,173.51,,26.85,30.32,14.48,11.76,1.38,8.86,30.17,,8.72,,,
+Chennai,2015-03-24,149.04,,31.23,112.29,12.77,9.68,0.93,14.04,38.67,,8.39,,333.0,Very Poor
+Chennai,2015-03-25,205.65,,26.97,98.75,14.71,13.31,1.32,10.16,39.17,,7.5,,,
+Chennai,2015-03-26,140.21,,16.83,31.79,25.73,10.91,1.41,11.94,44.52,,8.02,,318.0,Very Poor
+Chennai,2015-03-27,266.29,,39.96,50.12,20.48,11.51,1.27,25.45,27.64,,8.35,,408.0,Severe
+Chennai,2015-03-28,88.65,,22.83,38.75,20.64,10.97,2.21,11.76,27.68,,,,448.0,Severe
+Chennai,2015-03-29,81.34,,31.78,48.15,19.74,10.35,1.34,5.59,27.69,,,,,
+Chennai,2015-03-30,144.46,,12.8,25.53,16.36,10.41,1.24,8.05,27.57,,5.87,,,
+Chennai,2015-03-31,51.69,,37.45,46.48,16.09,11.41,1.23,6.53,27.62,,6.94,,312.0,Very Poor
+Chennai,2015-04-01,103.75,,42.23,36.98,14.4,10.04,1.33,4.65,27.54,,7.37,,289.0,Poor
+Chennai,2015-04-02,106.27,,33.67,38.34,14.8,11.53,1.08,6.22,27.65,,4.72,,206.0,Poor
+Chennai,2015-04-03,42.82,,23.17,35.32,16.86,10.17,1.21,6.23,27.6,,,,248.0,Poor
+Chennai,2015-04-04,187.51,,20.88,26.89,17.5,10.1,1.23,4.74,27.57,,3.73,,,
+Chennai,2015-04-05,85.86,,17.2,26.79,17.04,12.33,1.14,3.96,27.58,,4.48,,302.0,Very Poor
+Chennai,2015-04-06,83.19,,9.46,16.84,15.85,12.35,3.42,5.63,23.22,0.14,5.12,,193.0,Moderate
+Chennai,2015-04-07,48.35,,13.12,18.16,15.86,10.95,7.69,5.73,13.38,0.11,,,151.0,Moderate
+Chennai,2015-04-08,73.66,,8.54,17.07,17.64,10.83,1.1,3.76,24.4,,,,137.0,Moderate
+Chennai,2015-04-09,66.72,,12.08,16.79,15.37,12.76,5.14,4.31,22.29,8.61,7.39,,208.0,Poor
+Chennai,2015-04-10,80.79,,12.98,16.3,17.21,10.7,6.35,5.7,19.22,,,,172.0,Moderate
+Chennai,2015-04-11,75.59,,8.57,16.81,18.36,11.54,1.57,5.16,27.01,,,,149.0,Moderate
+Chennai,2015-04-12,75.82,,7.44,17.27,15.86,11.58,1.13,3.58,27.57,,,,157.0,Moderate
+Chennai,2015-04-13,80.23,,12.33,20.43,13.51,9.86,5.69,5.58,23.1,4.39,,,242.0,Poor
+Chennai,2015-04-14,87.48,,7.97,18.6,17.24,10.79,1.02,6.25,27.62,,,,205.0,Poor
+Chennai,2015-04-15,72.65,,9.4,18.34,13.71,9.6,3.87,4.7,28.02,,,,245.0,Poor
+Chennai,2015-04-16,90.72,,12.93,19.6,13.63,9.91,6.25,1.75,24.24,5.39,,,244.0,Poor
+Chennai,2015-04-17,73.28,,10.34,22.18,20.41,9.81,1.02,4.53,27.79,,3.52,,152.0,Moderate
+Chennai,2015-04-18,73.33,,10.84,22.69,19.72,10.07,0.98,3.82,27.81,,,,152.0,Moderate
+Chennai,2015-04-19,71.17,,18.3,29.45,18.05,10.46,0.92,4.36,27.86,,5.42,,148.0,Moderate
+Chennai,2015-04-20,78.58,,59.44,69.16,19.01,10.33,1.06,5.99,27.82,,,,149.0,Moderate
+Chennai,2015-04-21,74.55,,24.69,37.66,18.13,9.97,1.13,5.08,27.79,,,,158.0,Moderate
+Chennai,2015-04-22,73.8,,10.66,25.18,18.57,10.47,0.92,6.3,27.76,,,,145.0,Moderate
+Chennai,2015-04-23,69.28,,27.38,41.89,18.28,13.36,2.44,4.14,27.59,,8.51,,142.0,Moderate
+Chennai,2015-04-24,70.45,,27.72,39.33,14.56,12.32,5.53,5.1,27.91,14.22,9.63,,180.0,Moderate
+Chennai,2015-04-25,60.15,,32.58,35.63,10.76,11.38,10.28,8.42,,9.09,,,130.0,Moderate
+Chennai,2015-04-26,57.57,,35.23,36.72,6.91,10.85,10.92,1.23,,7.86,,,102.0,Moderate
+Chennai,2015-04-27,67.8,,21.79,26.61,8.07,15.0,12.02,0.91,,8.55,,,113.0,Moderate
+Chennai,2015-04-28,70.85,,45.19,45.19,7.91,13.97,13.1,32.85,,9.43,,,136.0,Moderate
+Chennai,2015-04-29,63.16,,41.12,49.3,9.38,14.0,8.02,9.32,,7.45,,,130.0,Moderate
+Chennai,2015-04-30,55.47,,42.65,58.18,10.16,18.24,4.31,6.67,,13.33,0.53,,115.0,Moderate
+Chennai,2015-05-01,51.62,,16.04,19.39,8.77,16.77,10.29,3.44,,2.91,0.1,,108.0,Moderate
+Chennai,2015-05-02,85.26,,28.87,37.2,9.61,20.97,9.7,2.69,,0.15,,,139.0,Moderate
+Chennai,2015-05-03,44.26,,24.54,34.41,20.42,16.24,6.09,4.29,11.32,0.62,,,140.0,Moderate
+Chennai,2015-05-04,28.97,,14.67,16.92,7.19,16.06,8.1,5.86,11.91,0.57,0.46,,100.0,Satisfactory
+Chennai,2015-05-05,35.16,,20.39,22.34,10.33,14.54,5.16,6.65,17.11,2.45,1.24,,107.0,Moderate
+Chennai,2015-05-06,44.1,,11.98,16.92,12.74,14.63,7.07,11.24,19.53,3.44,3.87,,124.0,Moderate
+Chennai,2015-05-07,57.31,,7.24,20.94,21.64,18.01,1.72,9.54,23.77,2.94,21.72,,130.0,Moderate
+Chennai,2015-05-08,54.28,,18.46,24.85,17.05,23.82,9.48,18.14,31.3,0.85,,,201.0,Poor
+Chennai,2015-05-09,60.64,,15.09,25.94,17.23,32.5,5.22,16.28,28.72,1.52,1.45,,126.0,Moderate
+Chennai,2015-05-10,53.69,,22.35,29.04,37.17,19.91,2.05,9.01,20.45,0.13,,,153.0,Moderate
+Chennai,2015-05-11,49.2,,19.46,33.32,31.25,17.07,2.73,21.84,21.28,4.32,22.23,,176.0,Moderate
+Chennai,2015-05-12,82.63,,29.3,43.83,43.94,18.78,1.8,17.42,22.25,12.35,5.09,,146.0,Moderate
+Chennai,2015-05-13,100.77,,9.42,22.81,21.94,17.5,1.95,10.63,23.81,10.64,6.9,,208.0,Poor
+Chennai,2015-05-14,120.24,,15.04,23.93,24.47,27.53,2.47,10.36,24.4,0.01,5.36,,285.0,Poor
+Chennai,2015-05-15,70.64,,6.67,20.05,18.36,53.13,1.6,10.03,25.08,,5.47,,178.0,Moderate
+Chennai,2015-05-16,91.69,,6.21,19.7,18.4,56.05,2.47,10.54,24.75,,5.01,,209.0,Poor
+Chennai,2015-05-17,79.98,,6.78,19.21,18.38,50.22,3.12,9.98,25.84,,3.66,,201.0,Poor
+Chennai,2015-05-18,87.7,,6.53,19.56,18.2,58.39,2.46,11.85,26.06,,2.62,,196.0,Moderate
+Chennai,2015-05-19,83.47,,38.26,49.11,35.47,55.27,4.75,15.11,26.21,,2.09,,156.0,Moderate
+Chennai,2015-05-20,97.96,,5.9,16.44,18.92,52.02,6.45,16.19,24.28,,2.03,,135.0,Moderate
+Chennai,2015-05-21,97.74,,6.16,16.72,18.82,53.87,2.56,14.97,39.53,,2.85,,197.0,Moderate
+Chennai,2015-05-22,85.55,,5.93,16.47,18.43,51.63,3.13,13.12,40.22,2.88,2.76,,200.0,Moderate
+Chennai,2015-05-23,90.87,,7.67,17.24,19.78,55.21,2.23,10.51,40.41,3.21,4.2,,166.0,Moderate
+Chennai,2015-05-24,78.25,,6.55,17.43,17.31,54.03,1.91,18.74,26.44,,2.26,,148.0,Moderate
+Chennai,2015-05-25,125.51,,9.66,17.14,20.45,58.32,2.7,11.06,40.59,,2.2,,177.0,Moderate
+Chennai,2015-05-26,113.78,,6.1,15.58,17.15,52.12,2.91,12.79,40.91,,4.2,,235.0,Poor
+Chennai,2015-05-27,119.68,,9.6,16.33,19.94,56.9,4.16,11.4,43.83,5.37,4.15,,277.0,Poor
+Chennai,2015-05-28,105.59,,14.0,20.24,23.78,53.36,3.18,11.34,52.84,2.7,3.99,,221.0,Poor
+Chennai,2015-05-29,100.5,,19.0,21.32,26.22,58.98,1.45,10.99,44.51,,,,204.0,Poor
+Chennai,2015-05-30,102.97,,24.07,25.74,35.87,52.25,2.12,9.7,52.73,,93.65,,206.0,Poor
+Chennai,2015-05-31,127.46,,18.69,29.99,27.0,55.9,1.43,11.03,48.19,,27.09,,211.0,Poor
+Chennai,2015-06-01,129.49,,4.23,14.97,15.73,53.25,1.56,11.45,46.7,,0.11,,216.0,Poor
+Chennai,2015-06-02,100.13,,4.48,14.35,14.84,54.95,2.51,9.62,47.98,,,,220.0,Poor
+Chennai,2015-06-03,108.88,,5.25,16.12,17.11,58.26,1.44,10.79,50.59,,,,203.0,Poor
+Chennai,2015-06-04,111.48,,4.69,15.66,16.38,57.97,1.51,10.8,42.62,,,,207.0,Poor
+Chennai,2015-06-05,73.81,,9.21,16.64,18.28,53.98,1.48,11.32,40.96,0.13,1.71,,200.0,Moderate
+Chennai,2015-06-06,60.15,,4.59,15.47,16.48,55.75,1.53,9.55,46.33,,2.53,,125.0,Moderate
+Chennai,2015-06-07,61.59,,4.51,15.4,16.38,52.11,2.02,10.2,46.1,0.09,2.1,,150.0,Moderate
+Chennai,2015-06-08,64.94,,4.86,15.86,16.71,53.63,1.57,11.71,43.28,73.92,45.7,,119.0,Moderate
+Chennai,2015-06-09,61.26,,4.94,15.26,15.78,50.27,1.85,14.35,44.62,1.4,1.39,,121.0,Moderate
+Chennai,2015-06-10,58.49,,4.21,15.22,16.17,57.02,2.68,11.19,49.07,,1.39,,144.0,Moderate
+Chennai,2015-06-11,58.84,,6.18,15.13,17.09,54.34,1.87,7.89,50.75,,1.56,,117.0,Moderate
+Chennai,2015-06-12,60.75,,5.64,15.08,16.42,52.24,1.88,9.5,43.42,,,,121.0,Moderate
+Chennai,2015-06-13,58.12,,5.17,15.31,16.68,57.06,1.9,9.94,45.84,,,,118.0,Moderate
+Chennai,2015-06-14,58.33,,4.06,15.4,16.56,57.11,1.89,9.48,46.63,,265.98,,117.0,Moderate
+Chennai,2015-06-15,59.87,,5.29,14.98,17.13,52.87,2.73,8.94,37.5,,81.3,,165.0,Moderate
+Chennai,2015-06-16,49.91,,3.95,13.37,14.54,53.49,1.85,8.31,39.99,70.96,15.55,,118.0,Moderate
+Chennai,2015-06-17,53.53,,3.85,12.39,13.86,54.26,1.97,10.04,35.97,391.88,2.34,,120.0,Moderate
+Chennai,2015-06-18,45.43,,3.25,11.22,12.39,55.0,1.89,6.89,36.51,5.1,2.68,,114.0,Moderate
+Chennai,2015-06-19,54.86,,4.57,14.6,15.3,56.56,2.67,13.31,36.11,0.16,1.74,,155.0,Moderate
+Chennai,2015-06-20,56.25,,4.53,15.23,16.57,58.34,2.25,10.29,37.1,,1.27,,158.0,Moderate
+Chennai,2015-06-21,57.87,,3.92,15.88,17.05,57.83,1.89,9.93,41.28,11.12,3.65,,118.0,Moderate
+Chennai,2015-06-22,72.61,,6.83,17.51,18.04,55.43,2.93,9.47,38.85,0.17,0.12,,152.0,Moderate
+Chennai,2015-06-23,68.28,,7.62,16.15,14.61,52.18,2.3,10.42,33.71,1.46,1.35,,181.0,Moderate
+Chennai,2015-06-24,58.07,,7.07,16.31,15.81,51.31,2.33,12.21,38.65,3.31,0.41,,167.0,Moderate
+Chennai,2015-06-25,67.93,,7.21,19.42,16.81,49.56,2.43,10.78,42.65,0.78,0.22,,158.0,Moderate
+Chennai,2015-06-26,69.03,,3.74,17.22,15.38,63.57,2.71,11.35,36.46,0.89,0.15,,147.0,Moderate
+Chennai,2015-06-27,76.57,,4.06,15.11,14.84,48.26,2.33,10.04,33.37,0.86,0.12,,149.0,Moderate
+Chennai,2015-06-28,77.2,,4.02,17.59,15.56,56.33,2.04,9.68,28.86,0.91,0.13,,157.0,Moderate
+Chennai,2015-06-29,76.18,,3.79,17.75,15.68,55.49,2.04,10.84,32.23,0.93,0.13,,157.0,Moderate
+Chennai,2015-06-30,77.16,,3.53,17.68,15.59,49.23,2.32,11.67,33.71,0.94,0.13,,172.0,Moderate
+Chennai,2015-07-01,83.72,,8.87,20.08,20.23,53.46,2.59,14.01,32.66,0.98,0.18,,201.0,Poor
+Chennai,2015-07-02,68.41,,5.59,20.66,18.33,50.73,1.8,13.46,33.28,1.02,0.21,,169.0,Moderate
+Chennai,2015-07-03,73.86,,6.06,21.36,17.47,56.63,7.39,13.24,30.81,1.02,0.21,,186.0,Moderate
+Chennai,2015-07-04,70.58,,8.99,17.94,14.05,52.85,20.62,15.31,29.69,1.03,0.23,,290.0,Poor
+Chennai,2015-07-05,70.61,,4.7,20.14,17.67,54.4,2.19,13.9,30.78,1.02,0.23,,193.0,Moderate
+Chennai,2015-07-06,71.19,,5.51,20.02,17.66,50.38,1.84,14.55,28.04,0.96,0.18,,164.0,Moderate
+Chennai,2015-07-07,69.56,,4.76,20.37,17.7,52.81,2.22,11.02,30.14,1.02,0.13,,187.0,Moderate
+Chennai,2015-07-08,68.72,,4.69,19.66,17.44,58.71,1.99,15.11,28.23,1.01,0.22,,160.0,Moderate
+Chennai,2015-07-09,67.95,,12.24,13.66,20.38,46.24,2.76,10.39,40.63,,,,207.0,Poor
+Chennai,2015-07-10,59.59,,7.78,14.72,16.86,52.64,1.89,13.92,36.19,0.87,0.18,,169.0,Moderate
+Chennai,2015-07-11,62.54,,6.95,19.45,16.78,62.36,8.49,7.05,31.75,,,,208.0,Poor
+Chennai,2015-07-12,61.7,,6.01,20.32,15.16,52.0,8.59,6.71,33.56,0.99,6.67,,230.0,Poor
+Chennai,2015-07-13,65.54,,5.32,19.39,17.75,47.1,1.89,9.44,36.38,0.29,0.17,,146.0,Moderate
+Chennai,2015-07-14,53.35,,9.12,20.42,20.14,50.93,2.54,8.74,35.64,,,,188.0,Moderate
+Chennai,2015-07-15,59.2,,7.11,17.26,17.66,46.66,2.26,9.23,32.25,0.1,0.16,,191.0,Moderate
+Chennai,2015-07-16,57.02,,8.0,18.65,18.99,47.76,2.39,9.08,30.0,0.1,0.16,,189.0,Moderate
+Chennai,2015-07-17,53.75,,5.96,18.59,17.67,48.22,2.13,8.02,32.51,,,,154.0,Moderate
+Chennai,2015-07-18,48.36,,5.28,19.18,17.62,45.27,2.63,7.56,30.9,,,,190.0,Moderate
+Chennai,2015-07-19,40.7,,6.33,19.23,18.33,59.74,1.47,10.39,28.57,,0.03,,104.0,Moderate
+Chennai,2015-07-20,36.72,,5.52,18.96,17.64,46.58,2.31,10.8,30.88,,,,132.0,Moderate
+Chennai,2015-07-21,42.94,,5.1,18.58,16.77,46.58,1.58,11.47,31.69,,3.1,,100.0,Satisfactory
+Chennai,2015-07-22,47.23,,4.8,18.89,16.87,47.49,1.4,7.34,28.35,0.06,0.84,,126.0,Moderate
+Chennai,2015-07-23,81.77,,16.14,26.1,25.0,42.63,2.61,11.97,32.5,0.06,0.06,,141.0,Moderate
+Chennai,2015-07-24,83.64,,9.73,18.19,19.02,42.14,1.93,14.1,38.29,,,,210.0,Poor
+Chennai,2015-07-25,53.69,,4.82,20.33,17.18,48.95,1.43,11.06,31.79,,,,102.0,Moderate
+Chennai,2015-07-26,47.88,,4.45,19.16,16.82,50.64,1.31,14.62,29.31,,0.1,,92.0,Satisfactory
+Chennai,2015-07-27,57.59,,6.64,18.92,17.87,44.13,2.16,12.57,24.5,,0.09,,123.0,Moderate
+Chennai,2015-07-28,51.55,,5.14,18.75,17.09,45.49,1.56,11.53,31.29,,,,143.0,Moderate
+Chennai,2015-07-29,50.58,,4.86,19.44,17.33,35.66,2.43,10.73,30.81,,,,144.0,Moderate
+Chennai,2015-07-30,49.89,,5.12,19.47,17.43,39.93,2.28,13.85,29.26,,,,141.0,Moderate
+Chennai,2015-07-31,56.67,,6.55,19.64,18.32,41.61,1.79,16.07,30.59,,,,106.0,Moderate
+Chennai,2015-08-01,85.39,,24.62,29.71,36.6,42.88,4.08,16.06,29.3,,0.99,,195.0,Moderate
+Chennai,2015-08-02,70.17,,6.32,15.44,17.87,44.0,2.12,22.81,18.06,,,,194.0,Moderate
+Chennai,2015-08-03,49.45,,6.56,14.52,18.15,39.68,1.56,16.03,16.74,0.01,0.02,,98.0,Satisfactory
+Chennai,2015-08-04,64.89,,9.85,15.17,20.9,33.16,1.33,22.46,19.37,6.14,1.93,,120.0,Moderate
+Chennai,2015-08-05,59.69,,7.9,16.22,19.77,46.45,1.41,19.41,16.56,30.27,31.58,,112.0,Moderate
+Chennai,2015-08-06,49.27,,6.46,14.74,17.93,41.35,2.89,11.0,12.61,10.46,14.45,,189.0,Moderate
+Chennai,2015-08-07,56.12,,7.86,14.52,18.89,40.63,1.27,11.79,14.3,6.01,10.17,,100.0,Satisfactory
+Chennai,2015-08-08,63.11,,8.68,15.11,19.82,39.26,2.56,12.75,11.84,4.63,8.43,,145.0,Moderate
+Chennai,2015-08-09,55.12,,7.62,15.08,19.0,43.36,1.35,12.69,14.38,3.29,4.77,,123.0,Moderate
+Chennai,2015-08-10,54.41,,7.37,14.92,18.75,35.22,1.11,12.13,15.58,2.91,1.86,,96.0,Satisfactory
+Chennai,2015-08-11,61.65,,8.71,15.12,19.68,36.74,1.02,12.74,16.66,,,,96.0,Satisfactory
+Chennai,2015-08-12,53.49,,7.35,14.57,18.54,44.64,1.06,11.88,14.3,6.14,,,106.0,Moderate
+Chennai,2015-08-13,58.42,,8.6,14.41,19.25,36.34,1.17,9.36,13.79,6.14,,,102.0,Moderate
+Chennai,2015-08-14,57.52,,7.55,15.55,19.18,39.0,1.42,13.1,15.16,,,,121.0,Moderate
+Chennai,2015-08-15,51.29,,6.41,14.77,17.4,34.65,1.02,12.76,13.02,,,,96.0,Satisfactory
+Chennai,2015-08-16,58.79,,7.48,16.06,19.42,32.92,1.0,15.0,22.01,4.82,,,111.0,Moderate
+Chennai,2015-08-17,63.39,,9.21,15.16,20.02,32.13,1.35,11.61,20.54,,,,129.0,Moderate
+Chennai,2015-08-18,66.98,,9.85,16.15,20.4,37.0,1.26,14.04,12.83,,,,106.0,Moderate
+Chennai,2015-08-19,69.54,,10.26,15.61,20.61,35.64,1.19,12.82,13.74,,,,123.0,Moderate
+Chennai,2015-08-20,64.9,,18.87,19.19,28.28,41.66,1.78,13.55,15.53,0.54,,,176.0,Moderate
+Chennai,2015-08-21,43.12,,7.05,13.87,17.52,40.55,1.15,13.4,15.55,,,,91.0,Satisfactory
+Chennai,2015-08-22,39.93,,7.95,14.15,17.77,44.2,4.88,19.33,12.97,,,,165.0,Moderate
+Chennai,2015-08-23,33.26,,8.13,14.71,18.63,52.02,1.12,14.34,10.11,,8.0,,108.0,Moderate
+Chennai,2015-08-24,40.27,,8.07,14.15,18.19,40.25,1.95,13.4,12.72,,,,119.0,Moderate
+Chennai,2015-08-25,46.96,,7.88,13.55,17.72,33.69,1.48,11.86,13.35,,,,98.0,Satisfactory
+Chennai,2015-08-26,39.91,,7.39,13.23,17.04,25.41,1.24,13.06,16.24,,,,100.0,Satisfactory
+Chennai,2015-08-27,39.65,,7.25,12.82,16.21,25.89,1.94,12.83,12.59,39.39,3.09,,127.0,Moderate
+Chennai,2015-08-28,45.16,,8.5,13.19,16.74,28.32,1.54,14.31,10.77,194.28,8.48,,100.0,Satisfactory
+Chennai,2015-08-29,43.58,,8.78,14.18,17.26,26.79,2.19,14.6,11.95,,,,146.0,Moderate
+Chennai,2015-08-30,37.62,,8.16,16.1,17.88,24.53,1.54,14.9,18.81,287.49,1.19,,112.0,Moderate
+Chennai,2015-08-31,41.0,,8.04,15.66,17.36,23.7,1.43,14.02,20.96,,,,97.0,Satisfactory
+Chennai,2015-09-01,32.37,,8.57,16.34,18.15,26.38,1.21,15.72,30.26,,,,88.0,Satisfactory
+Chennai,2015-09-02,24.27,,8.54,16.66,18.34,24.6,4.7,16.01,34.15,,,,163.0,Moderate
+Chennai,2015-09-03,26.54,,9.27,17.24,19.25,23.58,1.99,18.24,28.04,,,,99.0,Satisfactory
+Chennai,2015-09-04,26.96,,9.51,17.1,19.35,23.47,1.92,14.6,28.95,,,,106.0,Moderate
+Chennai,2015-09-05,25.83,,9.14,16.9,19.0,27.06,2.01,11.02,29.73,,,,83.0,Satisfactory
+Chennai,2015-09-06,26.47,,9.58,17.03,19.38,23.63,1.68,11.13,20.59,,,,82.0,Satisfactory
+Chennai,2015-09-07,27.97,,9.8,17.3,19.68,23.09,1.75,12.8,22.13,,,,107.0,Moderate
+Chennai,2015-09-08,27.86,,9.65,17.24,19.5,26.37,1.47,9.81,20.26,80.72,,,86.0,Satisfactory
+Chennai,2015-09-09,26.89,,9.23,16.89,19.05,26.56,1.61,11.61,24.66,,,,88.0,Satisfactory
+Chennai,2015-09-10,28.78,,9.76,17.02,19.51,25.26,2.16,12.2,24.13,,,,148.0,Moderate
+Chennai,2015-09-11,31.49,,10.3,15.04,18.98,29.07,1.54,14.18,19.44,,,,79.0,Satisfactory
+Chennai,2015-09-12,32.09,,10.28,14.96,18.92,23.77,1.39,12.68,18.16,,,,82.0,Satisfactory
+Chennai,2015-09-13,29.23,,9.88,15.72,18.98,24.6,1.32,11.18,23.09,,,,79.0,Satisfactory
+Chennai,2015-09-14,30.94,,9.95,15.18,18.66,23.52,1.84,12.36,22.54,10.04,0.06,,128.0,Moderate
+Chennai,2015-09-15,29.62,,9.43,14.0,17.61,24.65,1.03,9.85,22.76,11.1,5.24,,77.0,Satisfactory
+Chennai,2015-09-16,29.73,,9.38,12.96,17.13,22.52,1.0,11.55,20.48,,10.4,,74.0,Satisfactory
+Chennai,2015-09-17,30.34,,10.03,10.69,16.63,23.18,0.96,8.44,22.81,,,,70.0,Satisfactory
+Chennai,2015-09-18,31.63,,10.28,10.45,16.76,23.56,2.1,11.12,22.77,,7.61,,116.0,Moderate
+Chennai,2015-09-19,35.42,,11.71,10.47,17.88,24.9,0.82,12.1,34.03,,,,77.0,Satisfactory
+Chennai,2015-09-20,27.32,,10.97,10.48,17.46,25.08,2.93,10.2,32.15,,,,197.0,Moderate
+Chennai,2015-09-21,27.69,,10.7,10.76,17.2,23.36,2.95,10.36,30.29,,,,214.0,Poor
+Chennai,2015-09-22,39.77,,9.91,11.93,16.66,24.32,1.72,12.19,26.91,,,,121.0,Moderate
+Chennai,2015-09-23,31.65,,10.35,10.81,16.65,25.1,1.31,11.9,19.27,,,,84.0,Satisfactory
+Chennai,2015-09-24,39.97,,12.07,10.01,17.23,24.19,1.74,10.22,15.36,0.09,14.91,,131.0,Moderate
+Chennai,2015-09-25,41.94,,13.27,10.75,18.43,23.73,2.19,12.38,19.24,0.54,1.44,,153.0,Moderate
+Chennai,2015-09-26,65.79,,16.61,9.7,20.27,23.06,1.79,12.36,47.29,3.88,1.2,,171.0,Moderate
+Chennai,2015-09-27,86.4,,12.74,10.03,17.36,25.37,1.02,16.69,52.35,1.88,1.24,,165.0,Moderate
+Chennai,2015-09-28,61.69,,12.83,10.08,17.57,23.16,1.89,12.7,41.98,,40.72,,176.0,Moderate
+Chennai,2015-09-29,44.26,,13.58,10.47,18.3,24.47,4.41,11.8,31.31,,,,224.0,Poor
+Chennai,2015-09-30,42.71,,13.38,10.73,18.11,25.7,1.89,14.96,33.91,,,,154.0,Moderate
+Chennai,2015-10-01,46.97,,13.64,11.77,19.08,22.48,2.76,11.92,22.96,,,,188.0,Moderate
+Chennai,2015-10-02,42.17,,12.45,10.78,17.5,23.43,1.77,12.23,22.74,,,,135.0,Moderate
+Chennai,2015-10-03,47.0,,14.53,12.94,18.79,24.93,0.81,12.86,21.73,3.13,,,84.0,Satisfactory
+Chennai,2015-10-04,49.45,,15.59,15.21,19.82,23.82,1.14,12.05,31.57,0.04,59.02,,107.0,Moderate
+Chennai,2015-10-05,46.7,,17.25,13.7,20.87,29.51,0.65,13.31,32.14,0.04,0.49,,89.0,Satisfactory
+Chennai,2015-10-06,33.87,,12.56,10.87,17.82,22.41,2.18,12.95,30.89,0.08,0.63,,136.0,Moderate
+Chennai,2015-10-07,33.0,,10.66,11.79,16.77,22.99,1.18,12.52,28.49,10.1,0.42,,94.0,Satisfactory
+Chennai,2015-10-08,36.3,,9.39,12.98,16.24,22.45,1.2,10.55,32.23,16.19,,,82.0,Satisfactory
+Chennai,2015-10-09,36.51,,9.45,12.68,16.1,23.68,1.37,10.6,25.16,,,,86.0,Satisfactory
+Chennai,2015-10-10,37.71,,9.9,12.52,16.23,24.42,1.72,9.32,23.29,4.28,0.28,,107.0,Moderate
+Chennai,2015-10-11,35.73,,9.26,12.94,16.04,23.82,2.62,11.37,21.22,,0.05,,165.0,Moderate
+Chennai,2015-10-12,36.27,,9.4,13.16,16.27,24.01,1.88,11.1,25.34,3.2,2.01,,150.0,Moderate
+Chennai,2015-10-13,122.16,,32.03,21.5,37.11,25.89,2.61,10.78,23.67,3.26,25.37,,203.0,Poor
+Chennai,2015-10-14,90.73,,21.94,22.21,22.57,25.37,2.08,10.14,26.13,,0.16,,263.0,Poor
+Chennai,2015-10-15,63.96,,22.31,22.35,33.64,25.85,1.75,9.37,23.01,,,,196.0,Moderate
+Chennai,2015-10-16,48.79,,14.76,15.46,21.71,27.06,1.61,13.63,24.94,,0.1,,156.0,Moderate
+Chennai,2015-10-17,34.96,,12.79,14.19,18.81,23.99,1.75,9.58,31.38,,,,147.0,Moderate
+Chennai,2015-10-18,37.55,,13.09,13.58,18.72,29.5,1.05,8.24,20.22,,,,109.0,Moderate
+Chennai,2015-10-19,31.54,,11.55,12.4,16.95,25.99,2.02,7.93,18.08,,,,121.0,Moderate
+Chennai,2015-10-20,37.74,,15.02,12.9,19.39,29.24,1.14,6.07,17.91,,,,83.0,Satisfactory
+Chennai,2015-10-21,41.27,,11.42,14.19,16.82,,7.62,7.1,19.12,,,,241.0,Poor
+Chennai,2015-10-22,47.68,,11.51,13.2,16.65,74.89,1.6,9.12,24.82,,,,133.0,Moderate
+Chennai,2015-10-23,81.26,,23.27,20.88,27.69,66.35,3.21,7.26,20.24,,,,238.0,Poor
+Chennai,2015-10-24,44.79,,13.46,12.53,18.71,65.37,1.64,5.03,28.69,,,,175.0,Moderate
+Chennai,2015-10-25,50.98,,11.11,12.27,17.9,73.15,1.28,8.34,56.16,,,,136.0,Moderate
+Chennai,2015-10-26,46.79,,10.0,12.05,17.04,71.95,0.98,8.23,57.43,,,,130.0,Moderate
+Chennai,2015-10-27,54.0,,10.84,13.79,18.37,73.0,0.88,9.78,59.47,,,,128.0,Moderate
+Chennai,2015-10-28,52.65,,11.11,11.71,17.4,77.18,1.1,8.2,60.46,,,,136.0,Moderate
+Chennai,2015-10-29,55.75,,16.03,12.9,20.18,67.45,0.91,6.93,47.37,,,,125.0,Moderate
+Chennai,2015-10-30,52.29,,10.23,10.92,16.59,58.32,1.04,9.78,44.29,,,,113.0,Moderate
+Chennai,2015-10-31,41.39,,10.99,9.93,16.44,67.74,2.56,8.92,42.18,,,,195.0,Moderate
+Chennai,2015-11-01,44.08,,10.15,10.76,16.59,64.13,2.6,8.96,50.33,22.34,30.27,,174.0,Moderate
+Chennai,2015-11-02,41.44,,9.98,11.73,15.99,56.08,1.34,10.96,61.39,30.77,38.46,,142.0,Moderate
+Chennai,2015-11-03,41.96,,11.0,13.78,15.28,65.03,1.34,8.85,44.1,,16.17,,122.0,Moderate
+Chennai,2015-11-04,41.8,,10.68,13.77,15.7,60.9,2.03,8.37,39.61,,23.49,,135.0,Moderate
+Chennai,2015-11-05,43.18,,12.31,15.87,16.76,67.74,1.81,6.42,27.51,0.01,5.94,,128.0,Moderate
+Chennai,2015-11-06,44.74,,16.01,23.81,18.55,53.83,4.34,6.37,32.31,0.01,0.01,,204.0,Poor
+Chennai,2015-11-07,53.31,,10.05,18.91,13.82,142.84,1.55,7.08,43.44,,,,132.0,Moderate
+Chennai,2015-11-08,38.73,,7.29,16.0,15.58,129.91,1.71,6.04,50.61,,,,154.0,Moderate
+Chennai,2015-11-09,23.46,,5.53,13.02,17.17,210.06,1.91,5.22,56.36,,,,119.0,Moderate
+Chennai,2015-11-10,76.42,,5.55,13.89,17.79,46.22,1.17,7.75,92.04,,,,117.0,Moderate
+Chennai,2015-11-11,53.36,,6.24,15.85,20.5,186.57,1.4,6.6,64.95,,,,183.0,Moderate
+Chennai,2015-11-12,44.5,,6.16,15.41,19.8,197.29,1.27,5.01,43.68,,,,100.0,Satisfactory
+Chennai,2015-11-13,51.11,,5.48,14.79,18.1,176.1,1.38,3.91,64.42,,,,106.0,Moderate
+Chennai,2015-11-14,55.76,,5.68,14.72,18.0,210.23,1.2,2.98,69.77,,,,132.0,Moderate
+Chennai,2015-11-15,49.55,,5.76,13.89,17.69,124.02,1.09,3.53,58.57,,,,122.0,Moderate
+Chennai,2015-11-16,31.49,,5.43,12.65,16.81,128.37,1.62,5.31,65.97,,,,105.0,Moderate
+Chennai,2015-11-17,30.89,,5.26,12.88,16.78,148.89,1.48,3.37,70.3,,,,133.0,Moderate
+Chennai,2015-11-18,36.51,,4.87,13.25,16.64,145.71,1.38,4.9,58.16,,,,98.0,Satisfactory
+Chennai,2015-11-19,30.69,,5.86,11.68,15.07,64.36,1.52,4.21,32.87,,,,98.0,Satisfactory
+Chennai,2015-11-20,28.66,,5.87,9.19,12.74,5.61,1.34,4.45,28.91,,,,89.0,Satisfactory
+Chennai,2015-11-21,33.37,,5.39,8.59,11.95,12.4,1.16,4.83,42.39,9.68,60.67,,87.0,Satisfactory
+Chennai,2015-11-22,29.11,,5.56,7.91,11.45,135.17,1.81,5.28,48.21,9.67,36.7,,126.0,Moderate
+Chennai,2015-11-23,27.08,,5.2,7.74,11.1,142.9,1.24,4.81,50.22,,,,90.0,Satisfactory
+Chennai,2015-11-24,25.63,,5.94,8.34,11.94,81.89,1.29,6.64,43.05,,,,93.0,Satisfactory
+Chennai,2015-11-25,35.35,,5.19,8.2,11.11,130.64,1.19,4.21,48.89,,,,96.0,Satisfactory
+Chennai,2015-11-26,36.82,,4.97,8.01,11.06,68.35,0.99,4.03,65.25,,,,107.0,Moderate
+Chennai,2015-11-27,36.96,,5.93,8.11,11.82,131.43,1.2,5.08,53.11,,,,103.0,Moderate
+Chennai,2015-11-28,44.41,,6.43,8.91,12.59,141.84,1.3,5.82,57.22,,,,112.0,Moderate
+Chennai,2015-11-29,29.55,,5.14,7.53,10.95,142.26,1.22,4.82,61.76,,,,113.0,Moderate
+Chennai,2015-11-30,31.97,,5.24,7.9,11.18,172.14,1.23,4.7,56.35,,,,99.0,Satisfactory
+Chennai,2015-12-01,28.82,,5.35,7.8,11.26,119.06,1.33,4.67,49.71,,,,103.0,Moderate
+Chennai,2015-12-02,32.64,,3.75,7.94,10.39,113.53,1.78,4.2,43.19,,,,161.0,Moderate
+Chennai,2015-12-03,52.16,,2.73,5.88,8.18,,1.12,1.97,35.62,,,,85.0,Satisfactory
+Chennai,2015-12-04,,,,,,,,,,,,,80.0,Satisfactory
+Chennai,2015-12-05,,,,,,,,,,,,,,
+Chennai,2015-12-06,,,,,,,,,,,,,,
+Chennai,2015-12-07,13.27,,4.7,7.74,9.83,83.48,2.11,11.52,19.08,,,,,
+Chennai,2015-12-08,48.08,,5.18,6.79,9.96,139.64,1.23,4.0,32.87,,,,107.0,Moderate
+Chennai,2015-12-09,40.81,,5.66,6.05,9.97,180.77,1.54,3.34,34.14,,,,121.0,Moderate
+Chennai,2015-12-10,40.96,,6.78,6.76,10.95,302.08,1.28,2.65,36.71,,,,100.0,Satisfactory
+Chennai,2015-12-11,46.17,,5.64,5.56,9.2,147.67,1.49,2.63,36.39,,,,108.0,Moderate
+Chennai,2015-12-12,78.83,,7.53,7.55,12.74,86.29,1.34,2.85,36.2,,,,97.0,Satisfactory
+Chennai,2015-12-13,138.07,,8.98,8.62,14.8,134.62,1.23,4.44,45.23,,,,130.0,Moderate
+Chennai,2015-12-14,54.85,,7.33,8.39,13.35,122.67,1.36,3.41,36.62,,,,113.0,Moderate
+Chennai,2015-12-15,42.45,,7.31,7.61,12.99,104.23,1.29,3.99,44.62,,,,106.0,Moderate
+Chennai,2015-12-16,46.16,,8.41,7.64,13.78,80.86,1.15,5.37,22.53,,,,102.0,Moderate
+Chennai,2015-12-17,48.64,,8.53,7.96,14.01,69.02,1.35,4.69,34.27,,,,129.0,Moderate
+Chennai,2015-12-18,44.78,,9.18,8.38,15.06,102.37,1.39,3.82,30.28,,,,130.0,Moderate
+Chennai,2015-12-19,39.11,,7.88,8.47,15.11,123.26,1.58,3.01,20.24,,,,114.0,Moderate
+Chennai,2015-12-20,42.67,,14.57,19.41,33.4,209.8,1.45,3.55,29.24,,,,117.0,Moderate
+Chennai,2015-12-21,65.01,,12.46,18.15,29.84,223.87,1.56,1.62,27.77,,,,103.0,Moderate
+Chennai,2015-12-22,56.1,,10.67,16.39,27.63,352.89,1.76,1.49,36.75,,,,150.0,Moderate
+Chennai,2015-12-23,50.32,,9.63,17.56,27.48,201.85,0.79,1.95,59.97,,,,104.0,Moderate
+Chennai,2015-12-24,63.0,,9.27,20.86,28.89,236.87,0.94,1.74,12.16,,,,106.0,Moderate
+Chennai,2015-12-25,59.47,,14.43,22.32,35.42,256.27,0.81,2.0,12.69,,,,108.0,Moderate
+Chennai,2015-12-26,71.81,,8.24,12.18,19.83,275.78,0.76,2.2,23.4,,,,111.0,Moderate
+Chennai,2015-12-27,81.74,,3.79,9.86,12.43,225.01,1.77,2.11,39.39,,,,165.0,Moderate
+Chennai,2015-12-28,62.63,,4.71,12.09,15.53,309.04,6.75,2.5,37.11,,,,211.0,Poor
+Chennai,2015-12-29,65.1,,7.81,16.1,22.16,196.84,3.66,4.28,13.33,,,,241.0,Poor
+Chennai,2015-12-30,57.23,,6.45,15.14,20.1,123.82,0.54,2.0,21.97,,,,114.0,Moderate
+Chennai,2015-12-31,52.27,,6.82,16.46,21.42,206.54,0.71,3.5,25.77,,,,100.0,Satisfactory
+Chennai,2016-01-01,65.97,,5.86,32.92,32.56,283.67,,0.94,34.57,,,,125.0,Moderate
+Chennai,2016-01-02,41.3,,5.17,8.72,10.41,132.94,0.67,15.6,,,,,123.0,Moderate
+Chennai,2016-01-03,36.81,,4.61,6.44,8.85,96.9,1.17,2.91,,,,,106.0,Moderate
+Chennai,2016-01-04,44.87,,5.06,12.75,15.02,98.22,0.74,3.33,31.84,,,,63.0,Satisfactory
+Chennai,2016-01-05,63.67,,7.42,21.07,22.62,160.08,1.17,2.71,18.99,,,,132.0,Moderate
+Chennai,2016-01-06,67.49,,7.21,19.92,21.91,181.86,0.72,3.1,24.3,,,,136.0,Moderate
+Chennai,2016-01-07,52.94,,6.69,10.48,15.12,285.95,2.34,2.82,17.02,,,,184.0,Moderate
+Chennai,2016-01-08,69.88,,8.13,25.36,25.42,296.29,0.89,3.91,19.24,,,,120.0,Moderate
+Chennai,2016-01-09,66.89,,7.0,21.05,22.43,173.32,0.88,3.91,14.33,,,,162.0,Moderate
+Chennai,2016-01-10,62.27,,7.04,20.35,21.92,187.56,1.04,3.71,17.26,,,,119.0,Moderate
+Chennai,2016-01-11,51.56,,6.67,20.34,21.72,121.14,0.77,3.83,23.03,,,,113.0,Moderate
+Chennai,2016-01-12,58.27,,7.43,22.24,23.31,295.74,1.09,3.17,20.26,,,,119.0,Moderate
+Chennai,2016-01-13,63.13,,8.1,25.19,25.04,227.92,0.96,4.38,19.69,,,,129.0,Moderate
+Chennai,2016-01-14,80.23,,7.06,21.76,23.08,177.66,2.73,4.91,30.64,,,,220.0,Poor
+Chennai,2016-01-15,39.74,,4.5,13.02,15.63,56.65,0.61,3.44,29.13,,,,139.0,Moderate
+Chennai,2016-01-16,49.21,,6.26,12.83,15.21,152.68,1.49,2.46,40.45,,,,130.0,Moderate
+Chennai,2016-01-17,55.73,,5.82,10.86,13.78,186.53,0.67,2.95,32.4,,,,121.0,Moderate
+Chennai,2016-01-18,58.28,,6.82,12.01,15.13,149.22,0.8,3.52,33.07,,,,114.0,Moderate
+Chennai,2016-01-19,56.47,,6.97,12.34,15.39,128.27,0.8,6.44,28.81,,,,115.0,Moderate
+Chennai,2016-01-20,60.04,,5.69,11.52,14.17,44.39,2.97,3.42,33.98,,7.28,,200.0,Moderate
+Chennai,2016-01-21,55.45,,5.28,11.1,13.7,188.8,2.63,2.84,33.05,16.77,11.32,,167.0,Moderate
+Chennai,2016-01-22,65.26,,6.89,11.46,14.64,174.22,0.79,3.97,21.75,11.48,7.08,,172.0,Moderate
+Chennai,2016-01-23,53.07,,4.53,11.09,10.24,169.19,0.54,4.1,34.52,10.62,4.18,,117.0,Moderate
+Chennai,2016-01-24,51.32,,4.16,8.8,8.12,35.18,2.49,3.51,57.19,14.53,3.31,,198.0,Moderate
+Chennai,2016-01-25,46.84,,6.09,12.73,11.58,102.74,2.11,3.65,34.98,4.51,8.9,,153.0,Moderate
+Chennai,2016-01-26,46.29,,9.88,18.21,17.18,47.56,0.68,3.26,30.61,6.45,6.47,,142.0,Moderate
+Chennai,2016-01-27,42.49,,9.97,18.3,17.33,168.71,1.38,3.39,32.57,5.37,6.72,,144.0,Moderate
+Chennai,2016-01-28,47.11,,8.7,13.56,14.2,129.87,1.46,3.52,26.99,5.4,6.36,,145.0,Moderate
+Chennai,2016-01-29,50.13,,10.72,13.23,15.55,74.11,1.11,3.45,22.2,5.59,7.17,,149.0,Moderate
+Chennai,2016-01-30,53.58,,9.69,15.06,15.66,11.8,6.18,3.35,22.59,6.73,10.01,,186.0,Moderate
+Chennai,2016-01-31,76.91,,9.77,12.11,14.27,2.19,1.68,4.1,30.36,6.57,9.37,,216.0,Poor
+Chennai,2016-02-01,107.65,,10.73,14.47,16.13,4.15,1.45,4.07,21.67,9.88,10.15,,220.0,Poor
+Chennai,2016-02-02,69.9,,11.42,15.9,17.36,1.51,1.65,4.33,26.83,14.04,15.1,,209.0,Poor
+Chennai,2016-02-03,112.72,,11.82,15.66,17.54,0.94,1.47,3.51,22.93,16.23,24.5,,251.0,Poor
+Chennai,2016-02-04,81.79,,10.07,12.72,14.84,0.97,0.77,6.57,26.09,10.01,12.59,,191.0,Moderate
+Chennai,2016-02-05,127.03,,8.46,13.25,13.84,0.92,1.08,5.94,28.65,8.06,10.02,,203.0,Poor
+Chennai,2016-02-06,70.57,,8.24,13.74,13.91,1.31,0.64,6.41,20.8,8.71,13.08,,183.0,Moderate
+Chennai,2016-02-07,79.55,,9.63,12.07,14.14,,0.67,5.4,20.9,11.12,12.82,,162.0,Moderate
+Chennai,2016-02-08,76.36,,6.21,9.92,10.54,,0.58,5.1,22.66,3.56,7.11,,154.0,Moderate
+Chennai,2016-02-09,92.83,,9.0,12.68,13.94,52.72,0.83,3.53,24.37,6.46,9.4,,181.0,Moderate
+Chennai,2016-02-10,98.75,,8.31,12.5,13.27,0.55,1.09,3.3,25.94,5.43,12.16,,223.0,Poor
+Chennai,2016-02-11,82.03,,6.36,14.24,12.57,0.02,1.65,3.09,28.54,6.84,10.56,,193.0,Moderate
+Chennai,2016-02-12,85.64,,10.32,16.69,16.7,5.22,1.7,3.44,29.62,6.7,14.15,,157.0,Moderate
+Chennai,2016-02-13,76.72,,7.12,12.56,12.24,5.76,1.14,2.53,22.99,5.46,10.82,,173.0,Moderate
+Chennai,2016-02-14,57.58,,10.37,11.15,13.49,7.68,1.42,2.77,19.11,2.28,7.17,,133.0,Moderate
+Chennai,2016-02-15,65.38,,12.45,11.74,15.35,,1.43,2.56,17.51,5.31,12.24,,109.0,Moderate
+Chennai,2016-02-16,80.38,,7.92,12.43,16.3,6.53,1.57,2.38,19.19,3.62,8.96,,160.0,Moderate
+Chennai,2016-02-17,68.45,,5.26,8.8,9.1,,1.64,2.32,31.74,1.7,3.01,,145.0,Moderate
+Chennai,2016-02-18,73.22,,8.96,13.11,13.38,81.0,1.45,4.02,27.19,1.07,0.81,,134.0,Moderate
+Chennai,2016-02-19,79.01,,11.02,15.12,15.84,,1.46,2.77,38.48,1.76,0.96,,170.0,Moderate
+Chennai,2016-02-20,83.44,,9.83,13.42,14.13,,1.42,8.68,59.12,2.9,0.84,,179.0,Moderate
+Chennai,2016-02-21,62.16,,5.84,10.03,9.5,,1.91,2.38,54.63,13.07,0.53,,156.0,Moderate
+Chennai,2016-02-22,41.54,,6.52,10.28,10.12,,1.67,4.9,55.5,2.8,0.45,,130.0,Moderate
+Chennai,2016-02-23,67.25,,10.22,15.63,15.5,,1.4,7.42,40.72,1.82,0.93,,106.0,Moderate
+Chennai,2016-02-24,44.41,,6.61,13.03,11.54,,1.27,2.95,52.03,2.21,0.55,,96.0,Satisfactory
+Chennai,2016-02-25,47.25,,8.1,10.99,11.66,,1.48,3.17,50.4,1.83,1.33,,99.0,Satisfactory
+Chennai,2016-02-26,35.75,,5.6,8.13,8.28,,1.43,3.79,28.91,0.89,1.83,,80.0,Satisfactory
+Chennai,2016-02-27,51.79,,8.99,11.31,12.48,,1.44,3.02,17.04,0.68,2.0,,88.0,Satisfactory
+Chennai,2016-02-28,32.96,,4.06,10.8,8.53,,1.87,2.64,31.71,2.33,1.91,,108.0,Moderate
+Chennai,2016-02-29,52.25,,4.99,9.13,8.43,,2.03,2.31,41.56,1.61,1.87,,114.0,Moderate
+Chennai,2016-03-01,90.02,,6.81,12.13,11.24,,1.54,4.74,39.73,1.91,1.9,,153.0,Moderate
+Chennai,2016-03-02,69.55,,8.44,10.84,10.49,28.01,1.42,13.03,41.66,2.65,2.04,,196.0,Moderate
+Chennai,2016-03-03,47.78,,5.37,9.44,9.6,36.94,1.48,2.3,39.99,2.42,2.42,,132.0,Moderate
+Chennai,2016-03-04,67.25,,8.91,12.58,14.54,115.34,1.35,2.39,42.39,1.45,3.01,,117.0,Moderate
+Chennai,2016-03-05,62.62,,7.22,12.49,13.24,136.56,1.44,4.48,48.38,2.0,2.79,,143.0,Moderate
+Chennai,2016-03-06,62.87,,4.59,10.21,10.14,150.27,1.41,4.67,55.16,2.14,2.16,,142.0,Moderate
+Chennai,2016-03-07,56.24,,5.71,9.88,10.82,139.37,1.37,4.05,47.29,2.83,1.94,,135.0,Moderate
+Chennai,2016-03-08,60.92,,6.31,12.17,11.77,11.81,1.01,3.0,46.66,3.03,2.47,,120.0,Moderate
+Chennai,2016-03-09,81.03,,6.25,11.06,11.8,3.51,1.2,4.87,40.93,1.78,2.67,,158.0,Moderate
+Chennai,2016-03-10,80.44,,8.53,10.22,12.0,3.56,0.97,2.84,18.31,1.45,2.55,,186.0,Moderate
+Chennai,2016-03-11,66.08,,6.95,8.99,11.29,3.59,0.83,2.56,15.38,1.52,3.41,,155.0,Moderate
+Chennai,2016-03-12,65.08,,6.79,11.65,12.45,3.24,0.76,2.53,17.59,1.39,5.24,,136.0,Moderate
+Chennai,2016-03-13,57.73,,6.71,8.73,10.98,2.84,0.7,2.44,21.32,1.33,3.95,,131.0,Moderate
+Chennai,2016-03-14,74.65,,4.94,7.78,9.07,3.02,0.85,2.59,23.41,1.94,3.8,,135.0,Moderate
+Chennai,2016-03-15,76.68,,5.84,8.14,10.05,3.72,1.07,6.8,21.72,2.35,4.18,,193.0,Moderate
+Chennai,2016-03-16,81.93,,6.02,8.79,10.54,7.44,0.78,3.0,24.71,2.43,4.28,,188.0,Moderate
+Chennai,2016-03-17,86.31,,5.03,10.7,10.73,7.92,0.97,3.41,20.46,2.3,4.9,,187.0,Moderate
+Chennai,2016-03-18,87.07,,4.82,9.98,9.82,58.78,1.62,2.88,19.61,2.07,4.16,,214.0,Poor
+Chennai,2016-03-19,100.61,,4.2,11.24,9.77,176.16,1.23,2.7,18.18,3.21,5.98,,216.0,Poor
+Chennai,2016-03-20,98.47,,3.22,8.57,7.73,173.87,1.23,2.22,24.29,3.18,4.63,,221.0,Poor
+Chennai,2016-03-21,123.36,,3.79,11.41,9.54,174.31,1.23,2.36,22.18,2.17,4.45,,251.0,Poor
+Chennai,2016-03-22,69.38,,3.48,18.52,13.35,181.06,1.02,3.35,28.48,1.91,3.86,,179.0,Moderate
+Chennai,2016-03-23,68.25,,2.71,10.38,10.51,187.75,0.93,3.54,20.14,1.11,2.2,,143.0,Moderate
+Chennai,2016-03-24,64.05,,7.1,11.13,14.49,214.6,0.82,4.04,20.81,2.98,3.02,,132.0,Moderate
+Chennai,2016-03-25,59.46,,5.91,10.97,11.97,174.56,0.79,3.67,21.8,3.03,6.7,,123.0,Moderate
+Chennai,2016-03-26,64.1,,4.57,5.2,6.79,165.18,0.69,3.35,23.17,1.52,2.28,,125.0,Moderate
+Chennai,2016-03-27,63.03,,5.29,7.26,8.55,166.96,0.65,3.15,33.42,1.62,6.79,,134.0,Moderate
+Chennai,2016-03-28,46.09,,5.95,8.79,10.03,148.68,0.84,4.09,30.0,2.26,6.43,,121.0,Moderate
+Chennai,2016-03-29,51.43,,6.62,8.2,11.13,152.03,0.97,3.99,19.84,2.31,7.35,,114.0,Moderate
+Chennai,2016-03-30,53.32,,5.66,7.83,10.24,149.99,0.79,4.42,19.58,1.58,3.78,,114.0,Moderate
+Chennai,2016-03-31,55.51,,5.8,7.36,10.13,127.6,0.67,4.16,22.65,1.72,4.78,,113.0,Moderate
+Chennai,2016-04-01,64.92,,6.48,7.16,10.53,160.27,0.84,3.88,19.22,3.52,6.48,,128.0,Moderate
+Chennai,2016-04-02,65.84,,5.87,5.4,9.19,189.01,2.02,3.58,19.93,2.26,5.11,,216.0,Poor
+Chennai,2016-04-03,63.65,,4.99,5.76,8.7,190.4,0.81,3.97,20.87,2.11,4.89,,132.0,Moderate
+Chennai,2016-04-04,67.33,,6.0,7.21,10.45,175.4,0.77,4.08,19.9,4.77,8.12,,137.0,Moderate
+Chennai,2016-04-05,68.04,,4.86,9.32,9.83,143.22,1.1,3.9,21.71,3.93,6.91,,140.0,Moderate
+Chennai,2016-04-06,70.13,,8.66,10.91,12.32,116.99,1.29,3.68,24.49,2.62,5.37,,151.0,Moderate
+Chennai,2016-04-07,64.37,,9.05,14.68,14.44,86.61,1.12,3.39,23.19,2.58,4.48,,144.0,Moderate
+Chennai,2016-04-08,56.54,,7.06,6.9,10.05,9.81,0.84,3.1,15.53,3.47,4.99,,128.0,Moderate
+Chennai,2016-04-09,54.83,,7.01,7.41,11.35,8.46,0.6,3.23,31.04,2.2,3.72,,117.0,Moderate
+Chennai,2016-04-10,61.1,,7.72,7.96,12.38,62.62,0.61,3.18,42.09,2.8,4.14,,132.0,Moderate
+Chennai,2016-04-11,61.34,,8.74,11.1,13.79,159.27,0.66,3.33,44.35,2.98,5.56,,141.0,Moderate
+Chennai,2016-04-12,56.23,,6.25,17.24,13.8,142.42,0.62,3.2,37.1,2.19,5.62,,125.0,Moderate
+Chennai,2016-04-13,59.15,,5.19,18.86,12.63,165.99,0.68,3.54,48.46,2.19,5.48,,130.0,Moderate
+Chennai,2016-04-14,55.65,,4.48,12.33,8.91,174.44,0.61,3.21,59.44,1.46,3.42,,129.0,Moderate
+Chennai,2016-04-15,54.15,,5.06,12.57,9.45,187.9,0.65,4.31,45.28,1.7,4.08,,122.0,Moderate
+Chennai,2016-04-16,56.37,,6.08,12.29,10.23,112.54,0.74,4.84,29.27,1.43,3.75,,122.0,Moderate
+Chennai,2016-04-17,54.71,,7.47,12.81,11.79,65.51,0.67,3.12,32.01,1.3,2.89,,123.0,Moderate
+Chennai,2016-04-18,55.5,,7.4,13.47,12.65,120.6,0.69,3.26,26.98,1.37,3.79,,113.0,Moderate
+Chennai,2016-04-19,56.62,,9.49,15.05,14.61,185.85,0.61,3.15,25.79,1.5,3.78,,127.0,Moderate
+Chennai,2016-04-20,60.73,,8.16,16.53,14.37,121.46,0.86,3.2,23.39,1.51,4.35,,134.0,Moderate
+Chennai,2016-04-21,51.55,,5.25,13.44,10.36,63.69,1.02,3.63,35.06,1.38,4.93,,123.0,Moderate
+Chennai,2016-04-22,51.96,,4.76,13.52,9.92,27.85,0.9,4.71,44.55,2.17,5.62,,129.0,Moderate
+Chennai,2016-04-23,60.21,,2.65,11.49,8.29,101.61,0.93,4.13,46.92,1.52,4.76,,133.0,Moderate
+Chennai,2016-04-24,65.26,,2.51,11.83,8.55,98.52,0.69,3.66,54.93,1.27,3.28,,134.0,Moderate
+Chennai,2016-04-25,61.78,,3.63,13.51,9.69,36.74,0.94,3.46,42.23,1.14,4.36,,130.0,Moderate
+Chennai,2016-04-26,57.7,,3.48,11.26,8.01,34.11,0.77,3.47,28.18,1.01,2.47,,122.0,Moderate
+Chennai,2016-04-27,56.99,,5.62,15.37,11.31,82.4,0.76,3.41,27.37,1.43,3.39,,120.0,Moderate
+Chennai,2016-04-28,51.73,,7.92,18.17,16.19,120.11,1.09,3.49,23.58,1.55,4.92,,120.0,Moderate
+Chennai,2016-04-29,48.7,,8.13,17.65,17.98,93.67,0.96,3.49,29.76,1.35,4.5,,124.0,Moderate
+Chennai,2016-04-30,65.21,,6.56,17.26,16.62,134.46,2.0,3.96,33.3,1.4,4.38,,169.0,Moderate
+Chennai,2016-05-01,89.6,,6.85,16.96,16.62,81.23,0.89,5.03,54.2,1.21,3.41,,212.0,Poor
+Chennai,2016-05-02,58.58,,5.79,16.06,15.3,106.31,1.02,5.34,47.31,1.05,4.03,,147.0,Moderate
+Chennai,2016-05-03,54.16,,5.41,15.93,14.95,119.72,1.05,5.27,38.81,1.15,5.86,,123.0,Moderate
+Chennai,2016-05-04,55.79,,5.49,15.74,14.88,90.86,1.0,5.1,34.5,1.36,8.47,,127.0,Moderate
+Chennai,2016-05-05,57.2,,5.86,13.99,13.37,22.36,0.78,4.96,32.6,1.12,4.71,,125.0,Moderate
+Chennai,2016-05-06,64.95,,5.01,13.29,12.04,28.97,1.0,4.78,41.1,1.05,3.7,,129.0,Moderate
+Chennai,2016-05-07,56.02,,5.04,14.38,11.99,43.25,0.99,4.95,42.11,1.15,3.88,,139.0,Moderate
+Chennai,2016-05-08,53.3,,5.44,13.8,12.02,43.0,1.01,4.63,32.45,1.43,3.47,,123.0,Moderate
+Chennai,2016-05-09,52.04,,5.54,13.85,11.76,54.22,1.15,4.84,24.26,1.26,3.92,,122.0,Moderate
+Chennai,2016-05-10,61.37,,8.06,15.13,14.61,94.34,1.1,4.61,22.41,1.55,4.33,,135.0,Moderate
+Chennai,2016-05-11,59.24,,5.93,14.66,11.65,72.7,1.16,4.49,31.62,1.45,5.47,,136.0,Moderate
+Chennai,2016-05-12,58.43,,6.11,18.69,13.71,99.46,1.23,4.43,53.25,1.61,4.01,,144.0,Moderate
+Chennai,2016-05-13,68.42,,4.02,16.17,14.2,63.43,1.24,4.58,53.29,1.51,4.93,,161.0,Moderate
+Chennai,2016-05-14,62.47,,3.8,13.86,13.01,131.28,1.24,4.44,48.37,1.49,4.4,,166.0,Moderate
+Chennai,2016-05-15,55.77,,3.28,12.38,11.87,130.56,2.1,4.1,51.8,1.33,2.95,,183.0,Moderate
+Chennai,2016-05-16,58.8,,4.28,13.77,13.3,131.56,1.15,3.89,58.35,1.23,1.4,,136.0,Moderate
+Chennai,2016-05-17,81.06,,6.14,20.11,17.96,132.82,1.15,4.65,38.9,1.4,6.21,,171.0,Moderate
+Chennai,2016-05-18,65.17,,6.95,25.13,20.31,146.54,1.28,4.74,27.97,1.52,9.23,,164.0,Moderate
+Chennai,2016-05-19,48.59,,4.81,21.24,14.85,114.48,1.37,3.58,41.45,1.54,7.6,,113.0,Moderate
+Chennai,2016-05-20,45.05,,4.3,25.57,17.51,132.0,1.24,4.01,55.65,2.14,9.69,,91.0,Satisfactory
+Chennai,2016-05-21,51.6,,3.63,16.03,12.78,119.3,1.15,4.65,52.65,1.8,8.54,,94.0,Satisfactory
+Chennai,2016-05-22,51.67,,4.11,16.22,13.25,155.73,0.95,4.58,56.21,1.92,7.65,,95.0,Satisfactory
+Chennai,2016-05-23,51.11,,5.81,20.41,16.94,165.16,0.98,5.18,41.93,1.48,7.68,,93.0,Satisfactory
+Chennai,2016-05-24,50.24,,4.84,19.87,15.43,152.88,1.09,4.3,51.11,1.86,6.74,,91.0,Satisfactory
+Chennai,2016-05-25,45.89,,4.72,18.13,17.56,166.02,1.15,5.11,48.96,2.49,7.19,,102.0,Moderate
+Chennai,2016-05-26,48.61,,4.66,18.15,22.48,186.6,2.55,3.78,41.27,2.54,7.07,,112.0,Moderate
+Chennai,2016-05-27,51.67,,3.66,18.0,15.56,167.96,1.67,3.71,49.56,2.47,7.95,,117.0,Moderate
+Chennai,2016-05-28,50.64,,4.53,17.49,14.35,164.84,1.84,3.96,55.38,2.2,5.61,,115.0,Moderate
+Chennai,2016-05-29,44.88,,4.89,15.77,12.93,161.67,1.49,3.89,59.45,2.44,5.67,,124.0,Moderate
+Chennai,2016-05-30,43.41,,4.0,10.44,10.55,115.39,1.48,4.09,48.16,2.49,6.76,,97.0,Satisfactory
+Chennai,2016-05-31,57.32,,4.53,12.13,14.57,131.62,1.42,3.48,61.61,4.14,8.86,,120.0,Moderate
+Chennai,2016-06-01,43.52,,4.42,11.38,12.55,140.69,1.94,4.53,58.74,6.02,12.71,,122.0,Moderate
+Chennai,2016-06-02,41.29,,4.73,10.64,10.18,105.37,1.86,4.86,40.93,7.65,19.7,,122.0,Moderate
+Chennai,2016-06-03,,,,,,,,,,,,,88.0,Satisfactory
+Chennai,2016-06-04,,,,,,,,,,,,,,
+Chennai,2016-06-05,,,,,,,,,,,,,,
+Chennai,2016-06-06,,,,,,,,,,,,,,
+Chennai,2016-06-07,,,,,,,,,,,,,,
+Chennai,2016-06-08,,,,,,,,,,,,,,
+Chennai,2016-06-09,,,,,,,,,,,,,,
+Chennai,2016-06-10,,,,,,,,,,,,,,
+Chennai,2016-06-11,,,,,,,,,,,,,,
+Chennai,2016-06-12,,,,,,,,,,,,,,
+Chennai,2016-06-13,,,,,,,,,,,,,,
+Chennai,2016-06-14,43.16,,7.86,17.81,19.29,101.44,2.14,5.18,19.23,4.03,13.2,,,
+Chennai,2016-06-15,32.64,,6.53,15.81,18.03,104.67,2.17,4.07,33.41,3.42,9.54,,92.0,Satisfactory
+Chennai,2016-06-16,44.73,,5.98,13.57,13.72,56.86,2.64,3.67,36.19,2.25,8.49,,94.0,Satisfactory
+Chennai,2016-06-17,41.29,,5.87,13.78,15.08,22.77,2.13,5.04,28.24,3.85,13.88,,102.0,Moderate
+Chennai,2016-06-18,45.76,,4.25,11.62,12.34,64.44,1.92,4.48,33.51,2.77,7.45,,100.0,Satisfactory
+Chennai,2016-06-19,43.38,,3.55,9.81,11.04,46.66,1.81,4.05,49.08,2.27,6.14,,100.0,Satisfactory
+Chennai,2016-06-20,38.93,,3.54,8.44,8.32,47.63,2.08,3.32,47.71,1.43,4.01,,89.0,Satisfactory
+Chennai,2016-06-21,42.3,,5.01,15.62,22.91,52.97,1.49,3.08,37.87,2.1,8.79,,89.0,Satisfactory
+Chennai,2016-06-22,32.8,,2.98,11.31,12.63,64.51,1.47,4.76,31.72,2.76,15.67,,83.0,Satisfactory
+Chennai,2016-06-23,40.78,,7.28,12.82,14.79,66.11,0.92,3.72,22.67,2.62,9.42,,70.0,Satisfactory
+Chennai,2016-06-24,50.94,,6.76,10.78,15.77,69.97,0.71,4.1,27.66,3.48,11.29,,71.0,Satisfactory
+Chennai,2016-06-25,,,,,,,,,,,,,117.0,Moderate
+Chennai,2016-06-26,73.03,,12.32,18.13,13.96,99.27,0.19,1.44,,,,,,
+Chennai,2016-06-27,46.17,,9.37,17.56,18.92,59.75,1.0,3.05,32.27,3.62,17.46,,,
+Chennai,2016-06-28,60.36,,6.84,13.17,14.93,71.5,0.82,3.5,28.09,5.08,17.47,,86.0,Satisfactory
+Chennai,2016-06-29,42.8,,13.55,22.99,24.24,129.39,1.42,2.59,15.69,1.9,27.06,,100.0,Satisfactory
+Chennai,2016-06-30,109.5,,10.32,17.81,19.65,3.15,1.08,7.29,9.94,3.42,7.19,,88.0,Satisfactory
+Chennai,2016-07-01,45.6,,9.61,15.08,15.17,1.0,1.1,5.13,10.94,3.4,5.36,,161.0,Moderate
+Chennai,2016-07-02,47.91,,5.34,10.99,11.44,0.25,1.23,5.13,19.56,2.1,8.94,,81.0,Satisfactory
+Chennai,2016-07-03,30.43,,5.25,11.59,13.04,98.99,0.99,5.88,22.09,0.93,6.75,,81.0,Satisfactory
+Chennai,2016-07-04,96.65,,8.97,15.97,17.48,125.62,1.22,8.02,14.71,2.06,6.02,,86.0,Satisfactory
+Chennai,2016-07-05,196.81,,8.94,16.33,17.43,114.15,1.16,9.24,11.26,17.48,25.05,,271.0,Poor
+Chennai,2016-07-06,29.09,,6.61,13.53,15.39,80.3,1.06,3.8,16.99,0.96,4.96,,162.0,Moderate
+Chennai,2016-07-07,29.34,,7.61,13.49,14.83,110.92,1.43,3.55,4.46,1.03,6.4,,91.0,Satisfactory
+Chennai,2016-07-08,57.26,,7.37,18.17,21.14,119.6,1.37,3.23,10.57,1.35,5.81,,104.0,Moderate
+Chennai,2016-07-09,28.3,,8.09,15.79,17.74,70.58,0.93,3.05,11.86,0.94,4.3,,103.0,Moderate
+Chennai,2016-07-10,35.38,,6.37,13.72,13.71,105.19,1.03,2.41,16.17,0.98,4.11,,74.0,Satisfactory
+Chennai,2016-07-11,22.97,,6.36,14.02,14.67,108.89,2.15,2.17,10.79,0.5,1.82,,129.0,Moderate
+Chennai,2016-07-12,23.24,,6.48,15.75,15.93,139.21,0.97,2.34,28.11,0.89,5.14,,58.0,Satisfactory
+Chennai,2016-07-13,24.87,,6.12,14.94,16.54,21.15,0.85,3.32,27.45,0.99,5.2,,69.0,Satisfactory
+Chennai,2016-07-14,18.67,,7.51,16.61,18.51,48.19,0.98,5.0,15.02,1.97,5.6,,66.0,Satisfactory
+Chennai,2016-07-15,26.6,,5.68,14.83,16.51,90.42,0.96,3.53,39.34,1.78,4.67,,70.0,Satisfactory
+Chennai,2016-07-16,34.33,,5.24,15.03,17.44,61.58,0.85,3.92,35.13,1.21,3.85,,69.0,Satisfactory
+Chennai,2016-07-17,35.16,,4.3,12.35,14.67,112.0,0.83,3.58,36.1,1.13,3.94,,70.0,Satisfactory
+Chennai,2016-07-18,31.69,,5.18,12.95,15.08,175.57,0.86,4.06,25.9,1.43,4.58,,71.0,Satisfactory
+Chennai,2016-07-19,32.43,,9.66,16.81,17.54,143.2,3.09,5.57,8.82,1.48,5.43,,125.0,Moderate
+Chennai,2016-07-20,33.09,,8.36,16.36,18.57,128.0,1.13,4.3,8.77,1.91,7.78,,87.0,Satisfactory
+Chennai,2016-07-21,27.02,,17.68,19.78,18.94,62.94,1.63,5.5,7.23,2.72,12.2,,59.0,Satisfactory
+Chennai,2016-07-22,21.38,,7.13,15.05,16.48,95.12,1.17,4.81,12.6,2.44,3.76,,,
+Chennai,2016-07-23,29.69,,6.9,12.64,12.35,102.51,0.94,4.08,7.8,1.13,4.98,,62.0,Satisfactory
+Chennai,2016-07-24,59.34,,3.31,7.48,8.66,135.09,0.96,6.88,36.62,2.55,4.53,,54.0,Satisfactory
+Chennai,2016-07-25,30.71,,3.18,6.49,7.85,124.23,1.18,5.23,,,,,103.0,Moderate
+Chennai,2016-07-26,23.58,,3.14,7.82,8.45,113.62,1.14,2.47,,,,,73.0,Satisfactory
+Chennai,2016-07-27,24.43,,3.23,7.59,8.09,93.67,1.22,2.36,24.2,0.48,0.9,,78.0,Satisfactory
+Chennai,2016-07-28,42.82,,4.12,11.82,10.24,126.4,1.31,2.92,38.65,0.53,0.47,,87.0,Satisfactory
+Chennai,2016-07-29,28.51,,5.83,13.16,12.17,126.83,1.26,2.19,15.84,0.78,0.24,,81.0,Satisfactory
+Chennai,2016-07-30,34.01,,6.85,14.56,13.61,135.67,1.22,2.36,9.82,0.86,0.19,,82.0,Satisfactory
+Chennai,2016-07-31,32.41,,6.96,14.19,13.89,126.27,1.12,2.44,1.8,0.6,0.16,,84.0,Satisfactory
+Chennai,2016-08-01,32.88,,5.6,17.12,14.41,97.78,1.08,2.34,9.89,1.06,0.16,,75.0,Satisfactory
+Chennai,2016-08-02,34.8,,10.13,19.48,20.31,105.63,1.16,5.49,10.5,0.75,0.17,,78.0,Satisfactory
+Chennai,2016-08-03,40.39,,9.46,14.77,16.3,101.72,6.35,4.04,11.18,1.5,9.03,,151.0,Moderate
+Chennai,2016-08-04,32.44,,9.17,14.82,16.2,73.2,1.22,4.39,8.23,1.13,4.7,,100.0,Satisfactory
+Chennai,2016-08-05,30.54,,9.51,15.71,16.18,102.6,2.72,4.48,12.45,1.3,4.92,,131.0,Moderate
+Chennai,2016-08-06,32.54,,8.96,16.27,18.97,75.89,1.16,6.76,12.18,1.36,5.04,,68.0,Satisfactory
+Chennai,2016-08-07,37.71,,4.58,11.22,12.56,108.71,1.08,4.08,20.14,1.12,3.18,,70.0,Satisfactory
+Chennai,2016-08-08,40.69,,5.77,11.54,13.14,133.99,2.15,3.7,16.91,1.07,3.56,,89.0,Satisfactory
+Chennai,2016-08-09,40.85,,5.02,14.07,13.07,106.57,2.83,3.41,19.75,1.33,4.1,,174.0,Moderate
+Chennai,2016-08-10,35.23,,5.39,13.99,12.19,136.69,3.22,4.43,17.86,1.18,4.01,,178.0,Moderate
+Chennai,2016-08-11,33.51,,5.49,14.2,12.84,132.69,3.33,3.39,21.82,1.09,3.52,,155.0,Moderate
+Chennai,2016-08-12,29.11,,5.21,13.67,14.32,,0.14,3.71,26.59,1.69,2.7,,55.0,Satisfactory
+Chennai,2016-08-13,30.94,,5.01,11.38,13.65,,2.37,4.31,22.72,1.28,4.3,,169.0,Moderate
+Chennai,2016-08-14,29.48,,6.39,10.37,12.88,,1.07,3.71,16.29,8.52,7.05,,124.0,Moderate
+Chennai,2016-08-15,25.42,,4.57,10.18,12.76,,3.27,4.42,9.59,0.44,1.3,,256.0,Poor
+Chennai,2016-08-16,35.09,,8.5,14.66,15.88,,1.28,3.82,13.97,1.14,2.31,,126.0,Moderate
+Chennai,2016-08-17,34.2,,10.18,15.89,17.57,,1.05,4.58,16.96,1.0,2.51,,125.0,Moderate
+Chennai,2016-08-18,55.88,,6.08,10.79,12.13,,0.79,4.05,32.5,0.91,2.16,,111.0,Moderate
+Chennai,2016-08-19,39.96,,5.51,10.7,12.09,,0.26,3.83,38.19,0.75,2.0,,129.0,Moderate
+Chennai,2016-08-20,36.33,,2.81,7.08,10.04,,0.02,5.09,44.87,0.64,0.74,,83.0,Satisfactory
+Chennai,2016-08-21,26.4,,2.09,6.75,10.66,,1.21,6.07,58.95,1.92,0.46,,199.0,Moderate
+Chennai,2016-08-22,40.36,,3.88,8.62,11.43,,0.05,4.49,44.53,0.84,2.03,,74.0,Satisfactory
+Chennai,2016-08-23,40.21,,4.64,10.09,12.58,,0.76,4.38,49.73,1.03,3.35,,139.0,Moderate
+Chennai,2016-08-24,37.07,,5.09,10.49,12.71,,1.52,4.46,46.6,1.06,3.11,,167.0,Moderate
+Chennai,2016-08-25,26.7,,6.36,11.22,12.31,,1.21,5.12,20.89,0.73,2.43,,142.0,Moderate
+Chennai,2016-08-26,38.63,,7.76,13.13,14.95,,1.02,4.93,17.15,1.4,5.2,,90.0,Satisfactory
+Chennai,2016-08-27,32.14,,7.65,12.66,15.43,,0.95,5.16,10.76,1.31,4.27,,188.0,Moderate
+Chennai,2016-08-28,33.02,,6.36,10.42,12.78,,1.08,5.04,18.76,0.86,2.24,,126.0,Moderate
+Chennai,2016-08-29,38.11,,6.4,10.74,13.32,,3.65,5.04,17.52,1.05,3.17,,172.0,Moderate
+Chennai,2016-08-30,37.79,,6.85,12.86,17.74,,2.84,5.18,18.33,0.93,2.88,,244.0,Poor
+Chennai,2016-08-31,28.6,,7.66,15.15,18.18,,1.44,4.53,15.76,0.93,3.84,,189.0,Moderate
+Chennai,2016-09-01,30.82,,6.59,11.49,16.13,,2.64,4.37,27.96,0.7,2.33,,160.0,Moderate
+Chennai,2016-09-02,42.16,,5.93,13.37,17.33,,2.34,4.76,24.39,1.0,3.04,,215.0,Poor
+Chennai,2016-09-03,36.8,,9.64,12.5,16.49,,1.61,4.8,17.04,0.99,4.12,,126.0,Moderate
+Chennai,2016-09-04,31.97,,9.5,19.62,19.31,,2.08,4.62,22.33,0.84,3.07,,227.0,Poor
+Chennai,2016-09-05,23.6,,8.04,13.82,13.38,,0.98,6.12,11.94,0.17,0.77,,172.0,Moderate
+Chennai,2016-09-06,38.5,,5.16,14.8,15.38,,2.94,5.45,23.45,0.56,1.09,,266.0,Poor
+Chennai,2016-09-07,36.26,,8.34,18.66,19.73,,3.17,4.13,22.59,0.79,1.35,,257.0,Poor
+Chennai,2016-09-08,42.37,,4.37,15.42,16.21,,1.03,4.94,36.09,0.76,2.04,,141.0,Moderate
+Chennai,2016-09-09,38.87,,4.67,15.96,17.14,,3.01,3.97,48.12,1.13,2.29,,228.0,Poor
+Chennai,2016-09-10,43.96,,5.06,17.99,17.08,,0.61,3.64,26.37,1.72,4.24,,171.0,Moderate
+Chennai,2016-09-11,36.26,,4.52,20.14,14.8,,0.22,3.62,18.27,0.61,1.57,,73.0,Satisfactory
+Chennai,2016-09-12,41.33,,8.64,21.63,18.25,,0.79,3.7,8.2,2.63,5.11,,120.0,Moderate
+Chennai,2016-09-13,44.76,,8.78,23.06,19.29,,0.16,4.01,13.01,0.76,3.38,,77.0,Satisfactory
+Chennai,2016-09-14,33.01,,5.14,27.52,20.0,,1.13,3.82,16.61,0.83,4.84,,92.0,Satisfactory
+Chennai,2016-09-15,26.79,,4.36,22.55,17.28,,9.15,2.38,15.46,2.88,4.56,,228.0,Poor
+Chennai,2016-09-16,24.54,,2.96,19.16,14.28,,2.59,2.0,18.47,1.02,3.22,,224.0,Poor
+Chennai,2016-09-17,34.16,,4.38,20.6,16.09,,5.56,1.85,10.14,1.4,4.35,,260.0,Poor
+Chennai,2016-09-18,26.59,,2.81,17.15,12.52,,8.2,1.56,14.31,0.82,2.79,,240.0,Poor
+Chennai,2016-09-19,23.76,,2.95,16.71,11.49,,8.68,1.49,18.08,0.61,2.45,,372.0,Very Poor
+Chennai,2016-09-20,22.2,,11.67,34.72,25.65,,11.03,1.4,7.23,1.51,6.78,,437.0,Severe
+Chennai,2016-09-21,16.18,,9.32,36.8,24.9,,6.02,1.31,7.9,1.84,6.04,,449.0,Severe
+Chennai,2016-09-22,12.79,,6.26,26.79,17.74,,8.05,1.36,15.27,1.21,4.3,,434.0,Severe
+Chennai,2016-09-23,18.98,,8.64,24.09,18.04,,0.03,1.82,16.67,0.79,2.47,,118.0,Moderate
+Chennai,2016-09-24,18.35,,14.17,18.64,19.07,,0.09,4.42,38.43,0.69,0.91,,30.0,Good
+Chennai,2016-09-25,24.87,,13.67,18.02,18.4,,0.05,7.21,36.73,0.79,0.89,,54.0,Satisfactory
+Chennai,2016-09-26,33.32,,13.8,17.58,18.15,,0.07,2.51,39.31,0.48,0.75,,94.0,Satisfactory
+Chennai,2016-09-27,31.93,,14.65,19.07,19.56,,0.04,2.09,46.34,0.68,0.61,,66.0,Satisfactory
+Chennai,2016-09-28,45.71,,13.52,17.82,18.16,,0.04,2.27,50.13,0.39,0.79,,70.0,Satisfactory
+Chennai,2016-09-29,40.61,,13.79,18.28,18.61,,0.11,2.78,35.26,0.72,1.18,,77.0,Satisfactory
+Chennai,2016-09-30,38.14,,13.75,17.9,18.39,,0.17,2.9,33.94,0.66,0.97,,70.0,Satisfactory
+Chennai,2016-10-01,35.96,,13.61,17.62,18.16,,0.03,2.27,52.92,0.53,0.55,,94.0,Satisfactory
+Chennai,2016-10-02,,,,,,,0.0,,,,0.0,,136.0,Moderate
+Chennai,2016-10-03,33.05,,13.51,17.63,18.08,,0.1,2.5,15.11,1.21,0.21,,,
+Chennai,2016-10-04,34.06,,11.91,20.15,17.38,,0.08,2.74,23.06,0.58,0.46,,73.0,Satisfactory
+Chennai,2016-10-05,29.14,,6.59,28.6,15.13,,0.1,1.93,35.81,0.53,0.77,,78.0,Satisfactory
+Chennai,2016-10-06,60.14,,6.54,28.53,15.06,,0.11,2.87,43.57,0.83,0.87,,85.0,Satisfactory
+Chennai,2016-10-07,51.01,,6.6,28.5,15.07,,0.19,2.57,32.88,0.73,1.94,,118.0,Moderate
+Chennai,2016-10-08,36.09,,6.64,28.48,15.11,,0.05,2.35,46.76,0.43,0.3,,73.0,Satisfactory
+Chennai,2016-10-09,38.46,,6.58,28.53,15.09,,0.0,2.47,39.59,0.42,0.16,,66.0,Satisfactory
+Chennai,2016-10-10,44.91,,6.56,28.53,15.08,,0.03,1.98,31.28,0.41,0.03,,79.0,Satisfactory
+Chennai,2016-10-11,32.16,,6.6,28.53,15.1,,0.02,2.64,28.41,0.44,0.13,,66.0,Satisfactory
+Chennai,2016-10-12,45.11,,6.6,28.54,15.11,,0.02,2.55,49.57,0.49,0.21,,75.0,Satisfactory
+Chennai,2016-10-13,81.45,,6.62,28.53,15.11,,0.06,2.1,49.08,0.5,0.31,,131.0,Moderate
+Chennai,2016-10-14,60.89,,6.57,28.46,15.05,,0.06,16.0,63.32,0.63,0.26,,180.0,Moderate
+Chennai,2016-10-15,62.96,,6.62,28.47,15.09,,0.01,3.07,55.5,0.6,0.41,,124.0,Moderate
+Chennai,2016-10-16,60.19,,6.61,28.48,15.09,,0.03,2.14,58.43,0.55,0.25,,125.0,Moderate
+Chennai,2016-10-17,66.69,,6.69,28.46,15.14,,0.45,2.29,61.2,0.49,0.38,,197.0,Moderate
+Chennai,2016-10-18,78.52,,6.67,28.42,15.1,,0.13,4.36,69.64,0.67,0.86,,167.0,Moderate
+Chennai,2016-10-19,63.07,,6.62,28.5,15.1,,0.08,26.16,72.0,0.74,1.69,,187.0,Moderate
+Chennai,2016-10-20,80.58,,6.64,28.56,15.15,,0.03,4.66,8.36,0.48,0.48,,130.0,Moderate
+Chennai,2016-10-21,73.75,,6.56,28.44,15.04,,0.26,13.26,79.47,0.17,0.67,,170.0,Moderate
+Chennai,2016-10-22,80.18,,6.62,28.49,15.1,,0.21,11.65,65.42,3.88,4.57,,183.0,Moderate
+Chennai,2016-10-23,87.04,,6.61,28.5,15.1,,0.15,13.75,63.2,1.99,4.42,,208.0,Poor
+Chennai,2016-10-24,81.0,,6.61,28.49,15.09,,0.21,19.65,61.0,1.88,4.2,,200.0,Moderate
+Chennai,2016-10-25,85.73,,6.65,28.51,15.13,,0.34,19.95,52.22,2.4,9.24,,187.0,Moderate
+Chennai,2016-10-26,92.64,,6.37,26.51,14.45,,0.27,20.69,49.15,3.21,9.9,,202.0,Poor
+Chennai,2016-10-27,98.0,,6.84,13.5,11.11,,0.1,5.46,62.24,1.65,6.03,,215.0,Poor
+Chennai,2016-10-28,132.38,,4.37,17.75,14.14,,1.44,14.2,50.72,1.58,4.23,,370.0,Very Poor
+Chennai,2016-10-29,114.08,,6.03,12.53,14.22,,0.2,7.4,52.28,0.83,0.36,,298.0,Poor
+Chennai,2016-10-30,67.86,,3.7,12.52,11.24,,0.11,4.77,25.71,0.5,0.77,,168.0,Moderate
+Chennai,2016-10-31,49.57,,6.02,15.05,14.15,,0.02,4.68,10.23,0.2,0.57,,130.0,Moderate
+Chennai,2016-11-01,52.28,,3.84,16.64,11.9,,0.12,7.14,10.94,0.37,0.85,,87.0,Satisfactory
+Chennai,2016-11-02,47.86,,5.25,16.53,13.89,,0.12,3.04,4.38,0.7,0.6,,80.0,Satisfactory
+Chennai,2016-11-03,35.54,,4.93,24.26,19.27,,0.15,2.59,7.28,0.74,0.68,,75.0,Satisfactory
+Chennai,2016-11-04,57.22,,3.76,15.53,10.05,,0.13,3.73,20.63,0.57,1.33,,87.0,Satisfactory
+Chennai,2016-11-05,66.29,,3.89,14.44,8.29,,0.14,4.27,44.96,1.84,1.46,,110.0,Moderate
+Chennai,2016-11-06,80.11,,5.59,15.08,10.03,,0.14,4.24,51.61,0.35,1.93,,177.0,Moderate
+Chennai,2016-11-07,71.86,,5.05,14.88,9.54,,0.06,2.29,32.83,0.42,1.0,,133.0,Moderate
+Chennai,2016-11-08,80.49,,5.35,15.49,10.07,,0.02,5.78,42.53,0.52,0.84,,166.0,Moderate
+Chennai,2016-11-09,83.26,,4.7,17.31,10.45,,0.02,7.74,53.12,0.18,0.48,,160.0,Moderate
+Chennai,2016-11-10,71.16,,4.79,15.26,9.51,,0.0,6.87,60.63,0.51,0.56,,165.0,Moderate
+Chennai,2016-11-11,76.21,,3.91,13.7,8.11,,0.02,3.43,56.87,0.31,0.46,,148.0,Moderate
+Chennai,2016-11-12,82.67,,4.28,15.23,9.11,,0.0,9.39,41.55,0.24,0.15,,164.0,Moderate
+Chennai,2016-11-13,42.54,,3.48,13.79,6.35,,0.02,1.67,27.37,0.34,0.03,,117.0,Moderate
+Chennai,2016-11-14,29.08,,5.95,22.4,14.55,,0.0,1.48,5.6,0.27,0.21,,57.0,Satisfactory
+Chennai,2016-11-15,34.55,,6.4,23.17,15.26,,0.0,1.5,5.94,0.15,0.32,,49.0,Good
+Chennai,2016-11-16,55.67,,4.61,26.7,15.66,,0.0,2.26,33.85,0.24,0.37,,81.0,Satisfactory
+Chennai,2016-11-17,66.57,,4.09,26.41,15.13,,0.0,1.87,72.89,0.09,0.11,,113.0,Moderate
+Chennai,2016-11-18,62.58,,4.05,29.62,16.66,,0.0,5.8,54.3,0.18,0.12,,109.0,Moderate
+Chennai,2016-11-19,71.55,,4.15,30.81,17.31,,0.0,5.66,56.87,0.22,0.23,,135.0,Moderate
+Chennai,2016-11-20,58.21,,5.05,30.99,18.07,,0.02,6.52,43.66,0.28,0.37,,113.0,Moderate
+Chennai,2016-11-21,63.87,,4.2,29.83,16.87,,0.02,4.95,38.81,0.31,0.09,,110.0,Moderate
+Chennai,2016-11-22,83.29,,3.97,30.5,17.03,,0.0,3.0,46.65,0.1,0.1,,132.0,Moderate
+Chennai,2016-11-23,88.08,,4.79,31.32,18.05,,0.07,6.04,56.6,0.21,0.34,,200.0,Moderate
+Chennai,2016-11-24,91.49,,6.16,34.32,20.87,,0.41,10.34,44.08,0.17,1.11,,199.0,Moderate
+Chennai,2016-11-25,93.71,,4.4,32.16,18.27,,0.08,8.1,59.17,0.26,0.28,,224.0,Poor
+Chennai,2016-11-26,82.55,,6.37,33.89,20.48,,0.19,3.95,40.86,0.26,0.41,,195.0,Moderate
+Chennai,2016-11-27,101.77,,6.83,33.63,20.69,,0.16,4.6,51.78,0.31,0.67,,216.0,Poor
+Chennai,2016-11-28,92.41,,7.76,33.46,21.3,,0.08,3.64,38.11,0.42,0.38,,216.0,Poor
+Chennai,2016-11-29,91.15,,5.66,31.0,18.54,,0.02,4.13,29.57,0.26,0.21,,210.0,Poor
+Chennai,2016-11-30,94.8,,6.22,30.87,18.9,,0.02,3.05,43.63,0.21,0.1,,200.0,Moderate
+Chennai,2016-12-01,74.73,,4.26,27.91,15.98,,0.04,2.65,41.61,0.22,0.16,,188.0,Moderate
+Chennai,2016-12-02,43.52,,4.68,25.73,15.24,,0.03,2.36,25.3,0.14,0.22,,97.0,Satisfactory
+Chennai,2016-12-03,27.93,,8.83,29.57,20.21,,0.23,2.29,10.34,0.18,0.58,,69.0,Satisfactory
+Chennai,2016-12-04,45.98,,9.6,27.02,19.54,,0.06,2.42,4.59,0.21,0.95,,81.0,Satisfactory
+Chennai,2016-12-05,45.48,,5.4,26.49,16.14,,0.12,2.37,31.59,0.2,0.2,,68.0,Satisfactory
+Chennai,2016-12-06,54.12,,2.28,22.87,12.02,,0.07,3.32,49.83,0.21,0.03,,101.0,Moderate
+Chennai,2016-12-07,48.91,,3.77,27.47,15.39,,0.02,2.86,19.72,0.19,0.02,,78.0,Satisfactory
+Chennai,2016-12-08,59.74,,6.39,32.39,19.76,,0.12,2.74,23.28,0.3,0.08,,94.0,Satisfactory
+Chennai,2016-12-09,80.55,,8.38,36.42,23.21,,0.13,3.49,34.87,0.3,0.26,,134.0,Moderate
+Chennai,2016-12-10,84.69,,4.67,33.14,18.84,,0.12,9.78,59.52,0.16,0.04,,182.0,Moderate
+Chennai,2016-12-11,77.14,,3.5,22.48,13.33,,0.03,7.25,62.12,0.07,0.04,,175.0,Moderate
+Chennai,2016-12-12,51.17,,2.46,5.5,4.92,,0.07,2.49,46.57,0.08,0.0,,107.0,Moderate
+Chennai,2016-12-13,,,,,,,,,,,,,86.0,Satisfactory
+Chennai,2016-12-14,,,,,,,,,,,,,,
+Chennai,2016-12-15,,,,,,,,,,,,,,
+Chennai,2016-12-16,,,,,,,,,,,,,,
+Chennai,2016-12-17,,,,,,,,,,,,,,
+Chennai,2016-12-18,,,,,,,,,,,,,,
+Chennai,2016-12-19,,,,,,,,,,,,,,
+Chennai,2016-12-20,,,,,,,0.0,,,0.0,0.0,,,
+Chennai,2016-12-21,,,,,,,,,,,,,,
+Chennai,2016-12-22,,,,,,,,,,,,,,
+Chennai,2016-12-23,,,,,,,0.0,,,0.0,0.0,,,
+Chennai,2016-12-24,,,,,,,0.0,,,0.0,0.0,,,
+Chennai,2016-12-25,,,,,,,0.0,,,0.0,0.0,,,
+Chennai,2016-12-26,,,,,,,0.0,,,,,,,
+Chennai,2016-12-27,,,,,,,0.0,,,0.0,0.0,,,
+Chennai,2016-12-28,,,,,,,0.0,,,0.0,0.0,,,
+Chennai,2016-12-29,,,,,,,0.0,,,0.0,0.0,,,
+Chennai,2016-12-30,63.65,,6.17,23.85,16.74,,0.07,4.06,39.59,0.19,0.09,,,
+Chennai,2016-12-31,84.04,,9.22,23.72,18.96,,0.25,9.19,21.42,0.21,0.08,,174.0,Moderate
+Chennai,2017-01-01,44.56,,6.62,15.04,12.78,,0.18,5.8,19.33,0.21,0.12,,118.0,Moderate
+Chennai,2017-01-02,40.9,,7.54,15.23,13.56,,0.17,5.64,15.18,0.09,0.05,,64.0,Satisfactory
+Chennai,2017-01-03,42.31,,7.9,15.52,13.97,,0.19,8.66,17.92,0.14,0.04,,74.0,Satisfactory
+Chennai,2017-01-04,41.5,,6.73,15.71,13.19,,0.13,10.39,19.77,0.26,0.06,,68.0,Satisfactory
+Chennai,2017-01-05,72.86,,6.61,17.11,13.79,,0.0,10.44,29.9,0.21,0.02,,104.0,Moderate
+Chennai,2017-01-06,82.48,,7.68,16.63,14.35,,0.0,5.14,34.23,0.19,0.1,,171.0,Moderate
+Chennai,2017-01-07,58.09,,5.08,13.26,10.76,,0.01,2.81,56.37,0.2,0.03,,135.0,Moderate
+Chennai,2017-01-08,50.17,,6.68,13.73,12.18,,0.07,2.92,82.71,0.1,0.06,,110.0,Moderate
+Chennai,2017-01-09,44.1,,6.57,16.07,13.24,,0.0,5.82,61.87,0.08,0.0,,105.0,Moderate
+Chennai,2017-01-10,293.43,,5.6,14.74,11.86,,0.0,3.48,30.96,0.24,0.04,,332.0,Very Poor
+Chennai,2017-01-11,55.2,,5.8,13.75,11.53,,0.03,7.82,41.83,0.34,0.0,,244.0,Poor
+Chennai,2017-01-12,169.75,,6.86,14.92,12.9,,0.0,2.92,31.82,0.23,0.02,,246.0,Poor
+Chennai,2017-01-13,144.02,,6.29,15.81,12.91,,0.04,3.24,29.88,0.75,0.03,,360.0,Very Poor
+Chennai,2017-01-14,69.97,,6.35,13.38,11.75,,0.1,2.81,46.92,0.28,0.02,,146.0,Moderate
+Chennai,2017-01-15,55.97,,3.52,9.54,7.77,,0.01,4.56,48.59,0.26,0.02,,103.0,Moderate
+Chennai,2017-01-16,62.53,,4.78,12.92,10.37,,0.0,3.21,47.77,0.34,0.08,,103.0,Moderate
+Chennai,2017-01-17,80.76,,5.57,16.2,12.54,,0.0,5.18,49.91,0.07,0.02,,137.0,Moderate
+Chennai,2017-01-18,55.43,,4.96,14.99,11.5,,0.12,4.73,37.5,0.24,0.02,,142.0,Moderate
+Chennai,2017-01-19,50.27,,6.76,14.4,12.56,,0.12,2.01,43.31,0.18,0.02,,76.0,Satisfactory
+Chennai,2017-01-20,64.06,,3.71,13.88,10.03,,0.0,5.13,36.56,0.18,0.02,,107.0,Moderate
+Chennai,2017-01-21,36.85,,6.34,14.24,12.18,,0.0,2.54,46.12,0.1,0.03,,86.0,Satisfactory
+Chennai,2017-01-22,57.05,,5.71,14.83,11.99,,0.0,4.99,49.79,0.09,0.07,,78.0,Satisfactory
+Chennai,2017-01-23,73.27,,5.09,15.47,11.83,,0.0,14.79,48.57,0.05,0.04,,117.0,Moderate
+Chennai,2017-01-24,56.51,,5.66,15.95,12.48,,0.1,5.13,54.72,0.16,0.06,,125.0,Moderate
+Chennai,2017-01-25,66.54,,3.93,13.26,9.88,,0.0,2.74,68.4,0.08,0.0,,111.0,Moderate
+Chennai,2017-01-26,43.6,,4.33,11.25,9.2,,0.0,2.79,48.16,0.14,0.05,,104.0,Moderate
+Chennai,2017-01-27,36.16,,4.98,10.03,9.11,,0.0,1.78,15.93,0.16,0.06,,68.0,Satisfactory
+Chennai,2017-01-28,21.64,,5.13,8.15,8.3,,0.0,1.76,11.14,0.04,0.08,,44.0,Good
+Chennai,2017-01-29,36.77,,6.95,11.8,11.44,,0.0,2.08,9.38,0.03,0.05,,51.0,Satisfactory
+Chennai,2017-01-30,38.73,,6.33,11.02,10.61,,0.0,3.18,18.32,0.08,0.0,,58.0,Satisfactory
+Chennai,2017-01-31,100.68,,3.15,9.77,7.61,,0.01,2.52,39.08,0.12,0.0,,70.0,Satisfactory
+Chennai,2017-02-01,45.13,,8.63,15.97,14.73,,0.04,4.57,28.68,0.21,0.16,,130.0,Moderate
+Chennai,2017-02-02,52.59,,8.83,16.78,15.28,,0.1,2.89,28.39,0.25,0.07,,89.0,Satisfactory
+Chennai,2017-02-03,50.38,,7.52,17.14,14.48,,0.16,3.39,27.27,0.17,0.02,,81.0,Satisfactory
+Chennai,2017-02-04,67.15,,8.24,16.29,14.6,,0.03,3.89,39.87,0.14,0.12,,105.0,Moderate
+Chennai,2017-02-05,77.17,,7.25,14.91,13.19,,0.05,4.05,39.5,0.25,0.06,,149.0,Moderate
+Chennai,2017-02-06,72.94,,7.25,17.57,14.49,,0.02,4.3,36.86,0.29,0.02,,148.0,Moderate
+Chennai,2017-02-07,83.86,,9.0,19.87,16.92,,0.04,5.84,46.22,0.18,0.03,,166.0,Moderate
+Chennai,2017-02-08,80.59,,8.97,20.01,16.96,,0.03,3.62,37.86,0.19,0.05,,183.0,Moderate
+Chennai,2017-02-09,91.75,,8.27,18.12,15.51,,0.0,3.88,43.21,0.23,0.08,,183.0,Moderate
+Chennai,2017-02-10,89.0,,8.11,18.46,15.55,,0.0,4.36,37.69,0.14,0.03,,217.0,Poor
+Chennai,2017-02-11,84.05,,8.82,16.24,15.01,,0.0,4.06,29.51,0.14,0.02,,186.0,Moderate
+Chennai,2017-02-12,56.6,,5.56,11.82,10.42,,0.06,3.51,39.34,0.04,0.09,,126.0,Moderate
+Chennai,2017-02-13,54.94,,6.57,13.42,11.96,,0.17,3.6,23.36,0.05,0.0,,89.0,Satisfactory
+Chennai,2017-02-14,45.2,,5.27,11.63,10.12,,0.3,2.15,46.81,0.02,0.0,,80.0,Satisfactory
+Chennai,2017-02-15,63.51,,6.44,14.78,12.52,,0.22,3.45,43.83,0.07,0.02,,95.0,Satisfactory
+Chennai,2017-02-16,63.42,,6.53,14.29,12.31,,0.09,2.54,63.2,0.1,0.06,,125.0,Moderate
+Chennai,2017-02-17,77.03,,6.43,14.45,12.35,,0.03,2.97,62.53,0.05,0.0,,141.0,Moderate
+Chennai,2017-02-18,71.15,,10.01,18.02,16.77,,0.0,2.84,40.78,0.12,0.0,,151.0,Moderate
+Chennai,2017-02-19,71.72,,9.26,15.74,15.09,,0.0,4.2,37.49,0.19,0.26,,142.0,Moderate
+Chennai,2017-02-20,50.86,,6.18,13.46,11.68,,0.03,2.6,36.87,0.05,0.15,,116.0,Moderate
+Chennai,2017-02-21,51.46,,4.63,12.75,10.18,,0.01,3.32,33.87,0.08,0.03,,88.0,Satisfactory
+Chennai,2017-02-22,56.59,,5.82,12.53,10.96,,0.0,3.97,25.89,0.04,0.12,,92.0,Satisfactory
+Chennai,2017-02-23,42.42,,6.73,12.56,11.66,,0.07,3.83,20.3,0.04,0.15,,76.0,Satisfactory
+Chennai,2017-02-24,45.27,,8.76,14.29,14.01,,0.0,4.05,14.13,0.05,0.1,,80.0,Satisfactory
+Chennai,2017-02-25,37.91,,7.78,12.73,12.52,,0.04,4.08,18.29,0.05,0.12,,69.0,Satisfactory
+Chennai,2017-02-26,44.1,,6.67,9.6,10.17,,0.0,4.42,18.06,0.11,0.14,,65.0,Satisfactory
+Chennai,2017-02-27,59.53,,5.22,6.09,7.38,,0.01,4.48,19.94,0.09,0.22,,90.0,Satisfactory
+Chennai,2017-02-28,65.96,,5.92,9.97,10.2,,0.23,6.25,27.15,0.02,0.13,,108.0,Moderate
+Chennai,2017-03-01,82.44,,7.78,17.92,20.16,,0.27,7.02,54.36,0.11,0.05,,157.0,Moderate
+Chennai,2017-03-02,72.86,,7.36,19.0,20.36,,0.13,6.2,35.08,0.06,0.08,,152.0,Moderate
+Chennai,2017-03-03,63.96,,4.15,18.78,17.8,,0.13,6.28,41.66,0.18,0.0,,123.0,Moderate
+Chennai,2017-03-04,40.43,,2.74,15.6,15.19,,0.03,2.49,11.6,0.16,0.02,,93.0,Satisfactory
+Chennai,2017-03-05,34.07,,1.87,14.71,14.07,,0.0,2.58,13.06,0.08,0.02,,52.0,Satisfactory
+Chennai,2017-03-06,36.92,,2.82,15.3,15.2,,0.02,2.13,12.59,5.84,2.79,,59.0,Satisfactory
+Chennai,2017-03-07,36.88,,2.89,14.1,14.65,,0.0,2.17,9.91,0.04,0.02,,65.0,Satisfactory
+Chennai,2017-03-08,62.57,,2.25,10.28,8.98,,0.0,2.05,9.11,0.06,0.02,,78.0,Satisfactory
+Chennai,2017-03-09,31.34,,2.43,7.39,4.86,,0.03,1.92,6.85,0.06,0.02,,93.0,Satisfactory
+Chennai,2017-03-10,227.17,,2.78,8.0,5.32,,0.0,2.19,13.3,0.12,0.03,,148.0,Moderate
+Chennai,2017-03-11,62.95,,3.46,9.71,6.56,,0.0,3.08,31.65,0.04,0.02,,348.0,Very Poor
+Chennai,2017-03-12,33.53,,2.76,8.75,5.57,,0.0,2.53,28.07,0.04,0.05,,63.0,Satisfactory
+Chennai,2017-03-13,23.54,,3.78,9.82,6.87,,0.0,3.12,23.97,0.16,0.05,,52.0,Satisfactory
+Chennai,2017-03-14,29.17,,4.09,8.27,6.34,,0.03,3.18,16.7,0.11,0.0,,43.0,Good
+Chennai,2017-03-15,53.27,,5.83,8.95,8.04,,0.01,2.9,10.8,0.14,0.03,,80.0,Satisfactory
+Chennai,2017-03-16,286.08,,4.37,10.59,7.75,,0.0,2.49,13.35,0.2,0.0,,350.0,Very Poor
+Chennai,2017-03-17,37.43,,3.86,10.9,7.5,,0.0,3.32,21.35,0.05,0.03,,197.0,Moderate
+Chennai,2017-03-18,26.43,,2.53,10.84,6.29,,0.06,5.55,31.85,0.13,0.0,,87.0,Satisfactory
+Chennai,2017-03-19,88.83,,2.04,10.79,6.11,,0.01,4.13,35.43,0.05,0.02,,110.0,Moderate
+Chennai,2017-03-20,29.53,,2.21,9.94,5.82,,0.0,3.89,34.4,0.05,0.02,,109.0,Moderate
+Chennai,2017-03-21,25.53,,2.54,9.57,5.89,,0.0,3.4,28.81,0.02,0.0,,59.0,Satisfactory
+Chennai,2017-03-22,35.25,,2.76,7.12,5.53,,0.02,2.49,25.43,0.0,0.0,,57.0,Satisfactory
+Chennai,2017-03-23,36.76,,4.38,9.22,7.83,,0.03,2.37,33.27,0.0,0.02,,65.0,Satisfactory
+Chennai,2017-03-24,52.62,,5.1,11.96,9.46,,0.02,2.4,37.74,0.08,0.1,,80.0,Satisfactory
+Chennai,2017-03-25,80.48,,3.65,11.8,8.32,,0.0,2.98,34.13,0.02,0.0,,137.0,Moderate
+Chennai,2017-03-26,74.46,,3.73,11.05,8.01,,0.0,3.46,29.09,0.06,0.0,,158.0,Moderate
+Chennai,2017-03-27,60.44,,4.25,10.84,8.29,,0.03,2.76,28.02,0.07,0.0,,131.0,Moderate
+Chennai,2017-03-28,39.11,,3.94,9.93,7.59,,0.0,2.68,16.24,0.03,0.0,,86.0,Satisfactory
+Chennai,2017-03-29,35.04,,4.82,9.35,7.99,,0.0,3.47,15.58,0.06,0.0,,61.0,Satisfactory
+Chennai,2017-03-30,37.42,,5.71,9.94,9.66,,0.09,4.92,20.26,2.37,2.35,,80.0,Satisfactory
+Chennai,2017-03-31,35.34,,4.8,9.03,7.82,,0.11,5.27,14.06,0.03,0.0,,57.0,Satisfactory
+Chennai,2017-04-01,34.69,,3.34,9.52,6.97,,0.02,4.96,13.8,0.04,0.0,,60.0,Satisfactory
+Chennai,2017-04-02,37.57,,4.42,9.53,7.78,,0.05,5.46,19.82,0.03,0.0,,65.0,Satisfactory
+Chennai,2017-04-03,44.33,,2.81,9.79,6.71,,0.02,5.23,38.56,0.07,0.0,,71.0,Satisfactory
+Chennai,2017-04-04,40.56,,2.95,9.79,6.78,,0.03,4.67,23.51,0.0,0.0,,75.0,Satisfactory
+Chennai,2017-04-05,48.62,,2.96,9.41,6.64,,0.03,4.61,21.86,0.0,0.0,,67.0,Satisfactory
+Chennai,2017-04-06,36.85,,2.54,9.91,6.56,,0.02,4.84,21.17,0.02,0.0,,80.0,Satisfactory
+Chennai,2017-04-07,41.16,,2.71,10.42,6.88,,0.06,4.37,30.17,0.08,0.05,,65.0,Satisfactory
+Chennai,2017-04-08,61.68,,3.86,11.13,7.73,,0.01,4.23,25.51,0.07,0.0,,80.0,Satisfactory
+Chennai,2017-04-09,34.28,,3.48,11.8,7.95,,0.0,3.71,26.34,0.05,0.02,,89.0,Satisfactory
+Chennai,2017-04-10,53.6,,4.77,11.75,8.89,,0.01,3.99,38.21,0.02,0.0,,67.0,Satisfactory
+Chennai,2017-04-11,67.15,,3.67,10.53,7.59,,0.0,4.05,40.63,0.0,0.0,,117.0,Moderate
+Chennai,2017-04-12,37.05,,2.29,7.8,8.02,,0.0,3.24,17.3,0.0,0.0,,107.0,Moderate
+Chennai,2017-04-13,49.49,,3.23,9.04,8.96,,0.06,4.59,24.36,0.1,0.0,,83.0,Satisfactory
+Chennai,2017-04-14,45.09,,4.29,9.21,9.53,,0.03,4.65,19.26,0.02,0.0,,76.0,Satisfactory
+Chennai,2017-04-15,61.73,,4.58,9.72,9.99,,0.1,4.81,23.92,0.02,0.0,,87.0,Satisfactory
+Chennai,2017-04-16,55.89,,4.38,10.67,10.31,,0.12,4.88,39.32,0.03,0.0,,106.0,Moderate
+Chennai,2017-04-17,72.65,,2.67,10.7,8.99,,0.12,4.92,52.16,0.02,0.0,,111.0,Moderate
+Chennai,2017-04-18,75.8,,2.3,10.71,8.77,,0.06,4.84,42.61,0.02,0.02,,192.0,Moderate
+Chennai,2017-04-19,91.14,,1.76,11.27,8.64,,0.0,4.78,31.95,0.12,0.02,,125.0,Moderate
+Chennai,2017-04-20,68.14,,2.54,9.96,8.59,,0.03,4.97,29.14,0.03,0.0,,184.0,Moderate
+Chennai,2017-04-21,89.0,,2.52,10.87,9.01,,0.03,6.35,45.42,0.02,0.0,,152.0,Moderate
+Chennai,2017-04-22,81.33,,2.28,11.45,9.12,,0.08,9.05,53.37,0.02,0.01,,184.0,Moderate
+Chennai,2017-04-23,82.7,,2.87,11.59,9.6,,0.02,7.47,51.13,0.02,0.0,,210.0,Poor
+Chennai,2017-04-24,62.54,,2.31,14.4,10.58,,0.06,7.25,39.09,0.11,0.03,,125.0,Moderate
+Chennai,2017-04-25,51.38,,2.84,11.44,9.53,,0.06,7.33,33.19,0.1,0.0,,96.0,Satisfactory
+Chennai,2017-04-26,60.21,,2.39,11.17,8.85,,0.09,7.76,32.11,0.11,3.74,,93.0,Satisfactory
+Chennai,2017-04-27,59.63,,2.78,10.99,9.24,,0.08,6.62,28.98,0.99,1.41,,97.0,Satisfactory
+Chennai,2017-04-28,56.7,,3.06,10.05,9.02,,0.04,7.91,39.2,0.0,0.0,,104.0,Moderate
+Chennai,2017-04-29,61.92,,2.47,13.12,10.06,,0.03,8.53,20.36,0.04,0.0,,99.0,Satisfactory
+Chennai,2017-04-30,43.89,,3.13,9.75,8.92,,0.0,6.4,43.9,0.03,0.0,,101.0,Moderate
+Chennai,2017-05-01,40.4,,3.16,10.07,9.09,,0.04,7.09,34.38,0.03,0.0,,76.0,Satisfactory
+Chennai,2017-05-02,34.05,,3.34,9.31,8.75,,0.01,6.09,24.3,0.0,0.0,,64.0,Satisfactory
+Chennai,2017-05-03,37.71,,4.87,9.96,10.36,,0.01,7.31,19.53,0.01,0.0,,58.0,Satisfactory
+Chennai,2017-05-04,43.64,,5.91,10.24,11.62,,0.04,7.45,18.54,0.0,0.0,,62.0,Satisfactory
+Chennai,2017-05-05,40.54,,4.86,10.08,10.75,,0.01,7.89,20.81,0.0,0.0,,76.0,Satisfactory
+Chennai,2017-05-06,44.14,,3.3,10.11,9.61,,0.0,7.15,25.06,0.52,0.85,,67.0,Satisfactory
+Chennai,2017-05-07,38.85,,6.06,10.74,11.95,,0.0,8.14,21.04,0.05,0.02,,74.0,Satisfactory
+Chennai,2017-05-08,44.08,,4.89,11.47,11.44,,0.02,7.29,33.65,5.08,5.78,,72.0,Satisfactory
+Chennai,2017-05-09,34.59,,3.98,12.01,10.49,,0.06,7.1,40.3,0.0,0.02,,79.0,Satisfactory
+Chennai,2017-05-10,47.85,,4.18,14.43,11.13,,0.17,6.96,62.21,0.04,0.09,,105.0,Moderate
+Chennai,2017-05-11,27.0,,4.53,13.55,10.97,,0.3,7.81,25.64,0.03,0.03,,79.0,Satisfactory
+Chennai,2017-05-12,46.29,,5.59,11.12,10.56,,0.12,6.82,21.21,0.06,0.08,,67.0,Satisfactory
+Chennai,2017-05-13,36.62,,4.75,11.88,10.24,,0.03,10.08,27.28,0.02,0.02,,70.0,Satisfactory
+Chennai,2017-05-14,60.49,,1.97,19.11,10.42,,0.04,10.84,47.07,0.28,0.7,,94.0,Satisfactory
+Chennai,2017-05-15,73.27,,3.85,12.14,9.77,,0.18,7.98,81.71,0.05,0.06,,165.0,Moderate
+Chennai,2017-05-16,64.22,,4.23,12.9,10.42,,0.16,8.24,72.36,0.02,0.02,,194.0,Moderate
+Chennai,2017-05-17,86.49,,4.0,12.77,7.45,,0.25,7.23,48.88,0.02,0.03,,139.0,Moderate
+Chennai,2017-05-18,131.2,,3.84,15.75,9.35,,0.24,6.77,63.11,0.05,0.06,,262.0,Poor
+Chennai,2017-05-19,86.94,,3.08,17.09,9.17,,0.18,7.5,61.8,0.05,0.03,,276.0,Poor
+Chennai,2017-05-20,63.82,,8.96,16.73,12.31,,0.19,7.89,74.87,0.02,0.04,,165.0,Moderate
+Chennai,2017-05-21,71.68,,6.55,13.78,9.68,,0.13,6.47,71.02,0.01,0.01,,159.0,Moderate
+Chennai,2017-05-22,50.12,,5.61,14.43,9.3,,0.12,7.48,46.83,0.03,0.04,,113.0,Moderate
+Chennai,2017-05-23,86.59,,3.89,16.81,9.04,,0.12,8.58,64.78,0.01,0.02,,137.0,Moderate
+Chennai,2017-05-24,100.14,,2.11,19.88,9.08,,0.18,8.56,41.86,0.0,0.0,,191.0,Moderate
+Chennai,2017-05-25,65.53,,3.24,21.28,8.45,,0.18,10.43,55.31,0.03,0.18,,231.0,Poor
+Chennai,2017-05-26,71.65,,5.41,19.55,8.41,,0.26,9.51,50.56,0.07,0.0,,167.0,Moderate
+Chennai,2017-05-27,60.4,,3.99,15.21,8.09,,0.07,10.36,57.04,0.02,0.03,,144.0,Moderate
+Chennai,2017-05-28,46.27,,3.59,16.67,8.27,,0.12,10.28,60.64,0.02,0.03,,123.0,Moderate
+Chennai,2017-05-29,57.25,,4.3,16.49,8.68,,0.15,7.5,29.6,0.03,0.03,,90.0,Satisfactory
+Chennai,2017-05-30,43.31,,4.46,15.45,8.33,,0.07,7.09,32.19,0.03,0.03,,90.0,Satisfactory
+Chennai,2017-05-31,43.14,,5.66,14.58,8.8,,0.12,6.97,33.55,0.04,0.05,,80.0,Satisfactory
+Chennai,2017-06-01,44.66,,4.92,14.54,8.23,,0.09,6.28,45.19,0.02,0.03,,91.0,Satisfactory
+Chennai,2017-06-02,56.39,,4.04,15.56,8.07,,0.0,6.81,39.97,0.03,0.05,,91.0,Satisfactory
+Chennai,2017-06-03,40.58,,1.8,14.01,7.79,,0.01,7.38,43.42,0.0,0.0,,102.0,Moderate
+Chennai,2017-06-04,41.33,,5.93,6.23,8.82,,0.0,5.91,59.32,0.04,0.04,,120.0,Moderate
+Chennai,2017-06-05,38.61,,5.43,10.78,8.2,,0.0,5.37,33.1,0.02,0.02,,92.0,Satisfactory
+Chennai,2017-06-06,41.32,,6.57,10.67,9.0,,0.03,5.81,25.05,0.03,0.03,,72.0,Satisfactory
+Chennai,2017-06-07,37.63,,6.98,10.75,9.35,,0.07,6.22,17.67,0.0,0.0,,95.0,Satisfactory
+Chennai,2017-06-08,41.44,,7.0,10.59,9.28,,0.05,5.31,11.65,0.01,0.05,,80.0,Satisfactory
+Chennai,2017-06-09,41.41,,9.49,10.46,11.07,,0.11,6.53,14.69,0.02,0.02,,70.0,Satisfactory
+Chennai,2017-06-10,46.32,,11.59,10.47,12.65,,0.06,5.64,15.64,0.02,0.03,,77.0,Satisfactory
+Chennai,2017-06-11,30.88,,8.42,10.68,10.39,,0.0,6.28,17.26,0.03,0.04,,66.0,Satisfactory
+Chennai,2017-06-12,35.9,,4.72,12.2,8.11,,0.05,6.11,20.7,0.02,0.02,,73.0,Satisfactory
+Chennai,2017-06-13,38.33,,6.07,10.32,8.45,,0.02,6.21,28.07,0.03,0.03,,60.0,Satisfactory
+Chennai,2017-06-14,41.07,,5.11,10.36,7.76,,0.02,8.61,34.87,0.03,0.03,,81.0,Satisfactory
+Chennai,2017-06-15,48.23,,5.56,10.37,8.1,,0.03,3.58,35.61,0.03,0.04,,69.0,Satisfactory
+Chennai,2017-06-16,49.47,,6.39,10.3,8.68,,0.08,3.5,31.69,0.03,0.03,,82.0,Satisfactory
+Chennai,2017-06-17,43.64,,7.43,10.41,9.51,,0.0,3.12,31.69,0.02,0.02,,84.0,Satisfactory
+Chennai,2017-06-18,38.35,,5.68,10.3,8.15,,0.0,4.55,37.9,0.03,0.03,,74.0,Satisfactory
+Chennai,2017-06-19,50.48,,8.6,9.93,7.55,,0.07,4.91,29.2,0.0,0.0,,71.0,Satisfactory
+Chennai,2017-06-20,45.95,,11.12,9.08,12.29,,0.05,4.05,26.21,0.0,0.0,,76.0,Satisfactory
+Chennai,2017-06-21,51.81,,9.84,7.71,10.69,,0.0,4.1,38.32,0.03,0.03,,91.0,Satisfactory
+Chennai,2017-06-22,43.94,,12.01,19.32,17.44,,0.03,4.61,26.43,0.03,0.04,,77.0,Satisfactory
+Chennai,2017-06-23,46.72,,10.48,21.73,15.31,,0.02,4.18,27.92,0.04,0.05,,79.0,Satisfactory
+Chennai,2017-06-24,51.02,,7.65,15.59,12.26,,0.11,4.67,24.3,0.04,0.05,,93.0,Satisfactory
+Chennai,2017-06-25,41.41,,10.3,17.67,14.27,,0.0,7.74,20.75,0.04,0.05,,75.0,Satisfactory
+Chennai,2017-06-26,45.53,,7.75,16.51,12.43,,0.0,4.51,23.89,0.03,0.04,,73.0,Satisfactory
+Chennai,2017-06-27,47.32,,8.18,16.28,12.56,,0.02,4.67,24.61,0.02,0.03,,76.0,Satisfactory
+Chennai,2017-06-28,39.61,,6.87,10.78,6.67,,0.09,4.65,20.31,0.0,0.0,,71.0,Satisfactory
+Chennai,2017-06-29,48.43,,4.56,7.46,6.23,,0.0,4.34,14.01,0.0,0.0,,81.0,Satisfactory
+Chennai,2017-06-30,94.72,,4.91,8.27,5.43,,0.03,4.69,26.18,0.0,0.0,,,
+Chennai,2017-07-01,56.49,,8.09,14.49,11.51,,0.06,4.63,24.55,0.01,0.02,,116.0,Moderate
+Chennai,2017-07-02,62.74,,10.45,15.18,13.05,,0.02,4.54,34.7,0.03,0.04,,109.0,Moderate
+Chennai,2017-07-03,47.17,,7.17,14.32,9.05,,0.04,4.62,26.47,0.05,0.05,,92.0,Satisfactory
+Chennai,2017-07-04,37.6,,5.81,16.97,10.41,,0.05,4.87,10.34,0.0,0.0,,74.0,Satisfactory
+Chennai,2017-07-05,46.61,,11.52,32.3,20.49,,0.0,4.69,23.07,0.0,0.35,,63.0,Satisfactory
+Chennai,2017-07-06,42.38,,7.91,20.71,12.38,,0.01,4.5,24.43,0.0,0.0,,77.0,Satisfactory
+Chennai,2017-07-07,53.45,,8.01,18.63,12.27,,0.03,11.84,29.22,0.02,0.04,,119.0,Moderate
+Chennai,2017-07-08,59.81,,4.93,7.7,6.29,,0.17,4.72,14.07,0.1,0.14,,94.0,Satisfactory
+Chennai,2017-07-09,52.28,,5.16,11.85,8.07,,0.02,4.57,25.97,0.1,0.11,,104.0,Moderate
+Chennai,2017-07-10,42.48,,7.71,15.05,10.63,,0.03,4.24,28.01,0.07,0.11,,76.0,Satisfactory
+Chennai,2017-07-11,62.34,,5.9,16.03,10.51,,0.02,4.24,23.74,0.1,0.17,,92.0,Satisfactory
+Chennai,2017-07-12,28.72,,9.49,15.59,12.96,,0.14,4.59,15.57,0.11,0.2,,85.0,Satisfactory
+Chennai,2017-07-13,62.64,,10.07,14.88,13.05,,0.1,4.62,17.01,0.32,0.64,,96.0,Satisfactory
+Chennai,2017-07-14,48.22,,10.26,14.58,13.05,,0.07,4.81,19.64,0.17,0.63,,84.0,Satisfactory
+Chennai,2017-07-15,63.29,,11.92,14.88,14.42,,0.19,4.83,22.59,0.3,0.45,,86.0,Satisfactory
+Chennai,2017-07-16,46.96,,10.18,14.46,12.92,,0.03,4.9,18.16,0.0,0.0,,99.0,Satisfactory
+Chennai,2017-07-17,45.1,,9.47,13.78,12.24,,0.13,4.63,17.79,0.02,0.05,,80.0,Satisfactory
+Chennai,2017-07-18,37.98,,10.36,12.86,12.75,,0.2,5.47,18.01,0.06,0.0,,78.0,Satisfactory
+Chennai,2017-07-19,48.24,,7.01,12.27,9.95,,0.02,4.71,20.05,0.28,0.45,,73.0,Satisfactory
+Chennai,2017-07-20,41.12,,8.08,12.26,10.78,,0.03,4.75,24.56,0.24,0.5,,70.0,Satisfactory
+Chennai,2017-07-21,86.01,,8.56,12.58,11.26,,0.02,4.68,20.82,0.05,0.17,,117.0,Moderate
+Chennai,2017-07-22,50.07,,8.25,12.48,10.99,,0.02,4.56,21.32,0.1,0.16,,131.0,Moderate
+Chennai,2017-07-23,37.84,,7.11,12.22,10.01,,0.0,4.52,27.78,0.0,0.0,,77.0,Satisfactory
+Chennai,2017-07-24,112.23,,7.64,12.32,10.46,,0.05,4.77,22.76,0.01,0.01,,169.0,Moderate
+Chennai,2017-07-25,94.7,,7.82,12.39,10.62,,0.05,4.67,19.56,0.05,0.11,,203.0,Poor
+Chennai,2017-07-26,92.04,,8.46,12.23,11.17,,0.07,4.66,19.21,0.08,0.08,,221.0,Poor
+Chennai,2017-07-27,51.29,,6.65,12.4,9.5,,0.03,4.81,23.46,0.01,0.0,,164.0,Moderate
+Chennai,2017-07-28,49.33,,6.3,11.1,8.74,,0.05,4.75,36.31,0.0,0.31,,85.0,Satisfactory
+Chennai,2017-07-29,40.62,,6.28,11.13,8.75,,0.03,4.88,22.94,0.01,0.04,,74.0,Satisfactory
+Chennai,2017-07-30,45.56,,6.13,10.97,8.58,,0.0,5.09,32.14,0.0,0.0,,81.0,Satisfactory
+Chennai,2017-07-31,28.16,,6.31,11.12,8.75,,0.05,4.91,30.77,0.01,0.01,,73.0,Satisfactory
+Chennai,2017-08-01,74.6,,6.04,10.95,8.51,,0.03,4.64,45.06,0.02,0.03,,82.0,Satisfactory
+Chennai,2017-08-02,68.25,,6.11,10.96,8.56,,0.1,5.02,30.2,0.0,0.01,,144.0,Moderate
+Chennai,2017-08-03,29.95,,6.13,10.95,8.58,,0.33,4.99,29.56,0.01,0.02,,120.0,Moderate
+Chennai,2017-08-04,42.18,,6.19,10.99,8.63,,0.49,5.3,23.14,0.01,0.02,,84.0,Satisfactory
+Chennai,2017-08-05,30.69,,6.12,10.98,8.58,,0.65,5.32,31.21,0.07,0.09,,149.0,Moderate
+Chennai,2017-08-06,38.43,,6.27,11.16,8.74,,0.85,4.82,50.34,0.0,0.0,,202.0,Poor
+Chennai,2017-08-07,39.48,,6.64,11.43,9.07,,0.56,5.29,15.12,0.0,0.09,,96.0,Satisfactory
+Chennai,2017-08-08,33.9,,6.54,11.38,8.97,,0.5,4.76,43.31,0.22,0.0,,96.0,Satisfactory
+Chennai,2017-08-09,31.33,,6.58,11.41,9.01,,0.02,5.06,39.0,0.09,0.21,,71.0,Satisfactory
+Chennai,2017-08-10,27.71,,6.57,11.5,9.05,,0.0,3.73,13.38,0.06,0.54,,48.0,Good
+Chennai,2017-08-11,46.18,,6.57,11.49,9.05,,0.05,3.69,27.68,0.0,0.22,,61.0,Satisfactory
+Chennai,2017-08-12,42.11,,5.87,11.83,8.88,,0.0,4.45,18.79,0.16,0.1,,82.0,Satisfactory
+Chennai,2017-08-13,23.87,,4.56,12.5,8.55,,0.0,4.82,19.55,0.0,0.0,,55.0,Satisfactory
+Chennai,2017-08-14,52.24,,4.39,11.81,8.15,,0.26,5.45,18.83,0.0,0.0,,80.0,Satisfactory
+Chennai,2017-08-15,34.61,,3.71,10.35,7.03,,0.59,4.65,14.91,0.0,0.0,,86.0,Satisfactory
+Chennai,2017-08-16,39.27,,3.54,10.36,6.92,,0.6,4.73,19.78,0.02,0.02,,101.0,Moderate
+Chennai,2017-08-17,42.01,,3.65,10.3,6.96,,0.37,5.8,14.83,0.11,0.11,,99.0,Satisfactory
+Chennai,2017-08-18,,,,,,,0.0,,,0.0,0.0,,76.0,Satisfactory
+Chennai,2017-08-19,,,,,,,0.0,,,,,,,
+Chennai,2017-08-20,,,,,,,0.0,,,,,,,
+Chennai,2017-08-21,34.46,,3.61,10.23,6.89,,0.28,5.85,14.86,0.0,0.0,,,
+Chennai,2017-08-22,29.83,,5.31,13.63,9.64,,0.59,5.05,13.04,0.19,0.2,,90.0,Satisfactory
+Chennai,2017-08-23,36.03,,7.72,15.48,11.02,,0.63,5.59,14.83,0.1,0.09,,86.0,Satisfactory
+Chennai,2017-08-24,32.77,,3.82,10.62,7.23,,0.87,5.43,13.46,0.04,0.05,,91.0,Satisfactory
+Chennai,2017-08-25,56.97,,4.3,11.07,7.78,,0.44,4.64,13.89,0.06,0.06,,91.0,Satisfactory
+Chennai,2017-08-26,41.58,,5.37,12.14,8.9,,0.53,5.23,16.03,0.22,0.21,,81.0,Satisfactory
+Chennai,2017-08-27,34.32,,7.46,11.56,7.65,,0.52,5.08,17.52,0.0,0.12,,81.0,Satisfactory
+Chennai,2017-08-28,79.2,,6.0,8.35,7.57,,0.27,5.25,28.73,0.0,0.0,,109.0,Moderate
+Chennai,2017-08-29,37.1,,6.5,9.64,8.38,,0.24,5.26,33.28,0.02,0.02,,127.0,Moderate
+Chennai,2017-08-30,61.29,,5.43,10.22,7.72,,0.42,5.12,29.77,0.0,0.0,,92.0,Satisfactory
+Chennai,2017-08-31,40.37,,7.63,10.36,9.47,,0.27,4.91,40.89,0.07,0.07,,93.0,Satisfactory
+Chennai,2017-09-01,37.18,,6.7,11.24,9.09,,0.3,4.92,35.94,0.38,0.36,,84.0,Satisfactory
+Chennai,2017-09-02,48.82,,6.65,9.9,8.56,,0.2,4.76,33.32,0.02,0.01,,86.0,Satisfactory
+Chennai,2017-09-03,34.52,,8.24,11.05,10.15,,0.22,4.65,45.44,0.04,0.04,,93.0,Satisfactory
+Chennai,2017-09-04,39.0,,7.31,11.17,9.59,,0.32,4.46,52.5,0.03,0.02,,82.0,Satisfactory
+Chennai,2017-09-05,69.85,,4.06,8.37,6.2,,0.32,4.36,57.04,0.04,0.03,,136.0,Moderate
+Chennai,2017-09-06,31.96,,5.26,9.0,7.4,,0.23,4.04,50.32,0.11,0.11,,104.0,Moderate
+Chennai,2017-09-07,27.78,,5.25,9.08,7.33,,0.21,3.83,33.91,0.08,0.07,,78.0,Satisfactory
+Chennai,2017-09-08,28.24,,5.01,8.75,6.99,,0.29,3.53,19.78,0.7,0.68,,82.0,Satisfactory
+Chennai,2017-09-09,19.53,,5.18,8.49,6.99,,0.37,8.1,23.26,0.15,0.14,,84.0,Satisfactory
+Chennai,2017-09-10,18.22,,5.12,8.52,6.96,,0.27,14.81,33.22,0.0,0.0,,73.0,Satisfactory
+Chennai,2017-09-11,28.14,,5.35,8.67,7.2,,0.19,8.11,33.73,0.02,0.03,,64.0,Satisfactory
+Chennai,2017-09-12,40.87,,6.95,12.11,9.21,,0.23,6.82,32.25,0.02,0.02,,68.0,Satisfactory
+Chennai,2017-09-13,33.66,,5.01,9.45,7.33,,0.4,6.2,13.16,0.26,0.26,,79.0,Satisfactory
+Chennai,2017-09-14,29.41,,4.57,9.36,6.96,,0.36,7.94,33.18,0.09,0.09,,73.0,Satisfactory
+Chennai,2017-09-15,36.17,,5.07,10.03,7.66,,0.22,12.73,19.31,0.05,0.05,,77.0,Satisfactory
+Chennai,2017-09-16,36.71,,5.2,9.87,7.68,,0.32,7.75,27.23,0.08,0.08,,77.0,Satisfactory
+Chennai,2017-09-17,25.13,,6.33,10.09,8.63,,0.23,10.15,17.7,0.0,0.0,,77.0,Satisfactory
+Chennai,2017-09-18,25.17,,5.81,10.02,8.21,,0.32,5.36,19.6,0.0,0.0,,67.0,Satisfactory
+Chennai,2017-09-19,32.9,,6.12,10.36,8.6,,0.25,5.74,20.92,0.0,0.0,,68.0,Satisfactory
+Chennai,2017-09-20,39.01,,3.37,6.04,4.94,,0.13,7.53,25.78,0.07,0.07,,67.0,Satisfactory
+Chennai,2017-09-21,31.68,,5.28,10.35,7.97,,0.11,16.84,28.07,0.08,0.08,,71.0,Satisfactory
+Chennai,2017-09-22,49.34,,5.67,9.66,7.93,,0.25,22.92,30.08,0.2,0.51,,87.0,Satisfactory
+Chennai,2017-09-23,65.67,,4.52,8.67,6.66,,0.07,9.82,42.39,0.09,0.51,,98.0,Satisfactory
+Chennai,2017-09-24,85.36,,7.7,12.25,10.32,,0.16,14.17,37.77,0.06,0.06,,137.0,Moderate
+Chennai,2017-09-25,49.27,,23.48,32.29,29.32,,0.19,16.49,27.56,0.03,0.03,,156.0,Moderate
+Chennai,2017-09-26,69.26,,14.5,24.7,21.45,,0.12,18.8,32.34,0.09,0.07,,116.0,Moderate
+Chennai,2017-09-27,51.96,,16.97,27.26,22.68,33.37,0.37,25.33,21.74,0.06,4.2,,104.0,Moderate
+Chennai,2017-09-28,50.0,,13.66,23.67,22.24,37.52,0.28,21.76,22.01,0.0,0.04,,106.0,Moderate
+Chennai,2017-09-29,44.9,,3.28,15.34,15.0,,0.25,50.51,30.37,0.06,0.06,,81.0,Satisfactory
+Chennai,2017-09-30,29.8,,2.64,15.25,14.75,,0.34,22.92,35.78,0.06,0.05,,78.0,Satisfactory
+Chennai,2017-10-01,25.58,,3.63,14.93,12.04,,0.41,11.61,23.47,0.05,0.03,,66.0,Satisfactory
+Chennai,2017-10-02,16.59,,3.05,12.88,9.25,,0.11,8.99,31.28,0.0,0.0,,62.0,Satisfactory
+Chennai,2017-10-03,25.6,,3.07,13.93,9.16,,0.77,19.68,30.05,0.01,0.01,,58.0,Satisfactory
+Chennai,2017-10-04,20.75,,4.65,15.77,11.83,30.97,0.44,21.41,16.24,0.0,0.0,,62.0,Satisfactory
+Chennai,2017-10-05,25.51,,8.13,14.73,13.9,39.69,0.2,16.78,33.99,0.05,0.04,,78.0,Satisfactory
+Chennai,2017-10-06,38.5,,7.18,15.1,14.66,59.7,0.44,12.15,29.66,0.03,0.05,,68.0,Satisfactory
+Chennai,2017-10-07,40.16,,6.7,14.14,12.3,40.7,0.17,10.46,24.72,0.03,0.04,,75.0,Satisfactory
+Chennai,2017-10-08,35.37,,8.06,14.77,12.53,49.16,0.09,10.51,35.85,0.03,0.05,,75.0,Satisfactory
+Chennai,2017-10-09,35.94,,13.8,15.45,18.35,64.61,0.25,14.28,35.88,0.03,0.05,,77.0,Satisfactory
+Chennai,2017-10-10,52.2,,4.51,15.98,12.65,96.85,0.12,5.18,28.71,0.1,0.04,,89.0,Satisfactory
+Chennai,2017-10-11,41.34,,4.74,20.16,14.11,102.21,0.29,7.64,40.74,0.03,0.02,,94.0,Satisfactory
+Chennai,2017-10-12,35.8,,5.48,20.18,16.1,126.82,1.06,3.49,33.92,0.05,0.07,,86.0,Satisfactory
+Chennai,2017-10-13,44.53,,6.31,22.36,20.74,84.53,1.74,14.37,11.17,0.05,0.04,,146.0,Moderate
+Chennai,2017-10-14,56.36,,8.52,21.73,17.57,104.29,0.48,13.82,24.98,0.03,0.05,,90.0,Satisfactory
+Chennai,2017-10-15,37.27,,11.5,17.74,16.49,82.02,0.45,11.79,17.31,0.02,0.02,,83.0,Satisfactory
+Chennai,2017-10-16,35.62,,12.15,18.88,18.07,82.05,0.58,10.98,9.19,0.06,0.05,,77.0,Satisfactory
+Chennai,2017-10-17,68.01,,20.97,19.66,23.85,86.07,0.73,9.8,6.88,0.06,0.06,,76.0,Satisfactory
+Chennai,2017-10-18,193.3,,21.68,24.61,26.48,66.11,0.77,22.85,26.01,0.04,0.03,,277.0,Poor
+Chennai,2017-10-19,226.74,,26.58,26.9,27.96,101.96,0.96,25.11,45.95,0.03,0.03,,431.0,Severe
+Chennai,2017-10-20,57.62,,8.35,19.36,14.79,108.72,0.54,8.8,38.81,0.04,0.03,,213.0,Poor
+Chennai,2017-10-21,30.2,,7.94,22.86,14.83,98.49,0.57,7.05,43.89,0.02,0.02,,72.0,Satisfactory
+Chennai,2017-10-22,31.17,,8.71,21.36,14.45,94.26,0.57,10.8,44.44,0.13,0.13,,70.0,Satisfactory
+Chennai,2017-10-23,58.59,,8.95,25.92,16.93,68.64,0.64,10.73,65.06,0.18,0.18,,114.0,Moderate
+Chennai,2017-10-24,53.74,,10.81,21.91,16.04,113.77,0.63,11.09,34.76,0.06,0.02,,115.0,Moderate
+Chennai,2017-10-25,36.65,,13.86,18.11,16.63,83.43,0.8,11.24,24.77,0.02,0.01,,100.0,Satisfactory
+Chennai,2017-10-26,25.9,,15.23,19.04,18.49,98.61,0.79,17.26,14.36,0.08,0.56,,68.0,Satisfactory
+Chennai,2017-10-27,31.32,,11.38,20.74,16.51,105.51,0.76,6.78,19.74,0.02,0.06,,70.0,Satisfactory
+Chennai,2017-10-28,53.37,,10.83,19.51,15.98,157.52,0.67,11.79,20.15,0.03,0.02,,83.0,Satisfactory
+Chennai,2017-10-29,62.08,,9.13,21.3,14.75,296.43,0.66,11.68,29.74,0.03,0.02,,113.0,Moderate
+Chennai,2017-10-30,19.87,,10.73,18.46,16.25,228.18,0.61,9.51,9.72,0.01,0.02,,88.0,Satisfactory
+Chennai,2017-10-31,41.87,,8.64,21.69,14.16,142.64,1.2,11.69,21.9,0.44,2.29,,75.0,Satisfactory
+Chennai,2017-11-01,24.56,,7.92,20.35,9.72,,0.4,17.43,11.64,0.04,1.72,,99.0,Satisfactory
+Chennai,2017-11-02,27.99,,7.82,18.51,10.8,113.19,0.59,14.51,24.43,0.15,1.54,,70.0,Satisfactory
+Chennai,2017-11-03,30.02,,5.98,21.2,13.65,226.97,0.66,10.59,29.09,0.13,0.99,,62.0,Satisfactory
+Chennai,2017-11-04,27.1,,11.77,23.88,18.14,138.93,0.83,6.35,21.16,0.3,2.4,,66.0,Satisfactory
+Chennai,2017-11-05,24.37,,6.86,16.96,11.65,104.46,0.77,6.55,12.74,0.3,3.46,,58.0,Satisfactory
+Chennai,2017-11-06,29.63,,10.33,20.49,15.71,115.22,1.04,11.84,12.67,0.33,2.54,,68.0,Satisfactory
+Chennai,2017-11-07,33.67,,17.06,21.37,20.32,109.71,0.87,13.26,9.18,1.0,5.08,,68.0,Satisfactory
+Chennai,2017-11-08,37.64,,9.17,18.77,14.1,115.62,0.83,13.02,22.1,0.32,2.27,,74.0,Satisfactory
+Chennai,2017-11-09,40.88,,8.1,19.51,14.27,173.56,0.8,13.05,31.39,0.2,1.67,,70.0,Satisfactory
+Chennai,2017-11-10,68.58,,7.23,24.71,15.3,301.18,0.9,10.05,24.35,0.21,1.74,,103.0,Moderate
+Chennai,2017-11-11,70.8,,5.55,21.71,13.12,247.22,1.1,12.95,32.78,0.19,1.83,,146.0,Moderate
+Chennai,2017-11-12,81.94,,5.54,18.9,11.81,125.17,0.79,16.59,32.86,0.06,0.92,,163.0,Moderate
+Chennai,2017-11-13,48.07,,12.3,27.69,19.88,138.19,0.81,11.35,26.02,0.42,1.69,,110.0,Moderate
+Chennai,2017-11-14,30.57,,13.15,25.74,19.35,153.74,0.85,8.2,16.2,0.29,1.79,,91.0,Satisfactory
+Chennai,2017-11-15,41.87,,19.93,37.3,28.29,134.43,0.71,10.74,23.57,0.26,1.83,,68.0,Satisfactory
+Chennai,2017-11-16,45.77,,24.27,38.77,31.03,144.9,1.11,12.58,25.78,0.16,0.38,,96.0,Satisfactory
+Chennai,2017-11-17,58.96,,13.96,25.49,19.05,154.41,0.6,12.15,29.76,0.83,2.62,,108.0,Moderate
+Chennai,2017-11-18,24.73,,9.5,23.56,18.68,138.02,1.0,13.45,19.58,0.6,2.68,,82.0,Satisfactory
+Chennai,2017-11-19,22.81,,5.48,19.17,14.12,323.48,0.87,12.77,16.62,0.26,2.45,,62.0,Satisfactory
+Chennai,2017-11-20,22.57,,8.23,19.09,14.46,264.99,0.86,11.02,11.44,0.71,3.09,,69.0,Satisfactory
+Chennai,2017-11-21,18.44,,11.55,22.22,16.24,301.28,0.8,12.9,9.64,0.23,1.23,,61.0,Satisfactory
+Chennai,2017-11-22,41.9,,10.58,23.9,18.52,245.08,0.74,12.47,26.93,0.33,1.61,,64.0,Satisfactory
+Chennai,2017-11-23,79.51,,10.58,29.82,25.94,235.51,0.74,12.8,33.97,0.85,2.7,,126.0,Moderate
+Chennai,2017-11-24,75.6,,11.82,27.44,26.61,328.89,0.73,15.48,27.26,0.68,2.38,,158.0,Moderate
+Chennai,2017-11-25,90.46,,8.44,29.43,22.93,222.46,0.65,15.29,45.01,0.31,1.27,,184.0,Moderate
+Chennai,2017-11-26,57.36,,6.32,20.3,15.45,297.64,0.65,11.31,29.54,0.64,1.43,,136.0,Moderate
+Chennai,2017-11-27,37.83,,7.37,22.88,16.55,233.86,0.68,15.38,19.64,0.21,1.14,,87.0,Satisfactory
+Chennai,2017-11-28,42.05,,6.88,24.99,16.62,214.16,0.76,19.09,25.07,0.44,1.47,,71.0,Satisfactory
+Chennai,2017-11-29,38.73,,11.52,22.77,19.6,283.1,0.84,11.66,26.94,0.01,0.3,,75.0,Satisfactory
+Chennai,2017-11-30,29.62,,8.12,18.18,14.21,303.53,0.58,8.83,17.88,0.03,0.61,,69.0,Satisfactory
+Chennai,2017-12-01,31.57,,6.48,19.48,14.07,248.09,0.58,9.32,34.83,0.09,0.33,,57.0,Satisfactory
+Chennai,2017-12-02,50.43,,8.33,22.98,16.1,143.57,0.54,11.23,42.02,0.05,0.08,,71.0,Satisfactory
+Chennai,2017-12-03,46.63,,9.93,20.28,15.55,285.55,0.52,14.78,31.4,0.0,0.0,,90.0,Satisfactory
+Chennai,2017-12-04,43.1,,8.57,20.66,16.56,292.52,0.57,20.97,26.7,0.11,0.56,,86.0,Satisfactory
+Chennai,2017-12-05,34.52,,9.81,23.6,14.06,280.86,0.7,10.72,30.04,0.33,1.05,,76.0,Satisfactory
+Chennai,2017-12-06,38.1,,9.12,24.27,15.27,193.71,0.67,14.01,40.77,0.07,0.83,,70.0,Satisfactory
+Chennai,2017-12-07,94.87,,7.54,27.5,18.02,175.89,0.47,17.67,40.88,0.62,1.75,,143.0,Moderate
+Chennai,2017-12-08,73.06,,8.84,30.39,21.07,138.62,0.0,14.6,47.78,1.18,2.68,,175.0,Moderate
+Chennai,2017-12-09,77.29,,11.23,31.89,20.82,139.26,0.0,12.04,38.98,1.29,3.65,,156.0,Moderate
+Chennai,2017-12-10,79.19,,14.24,25.72,18.97,166.28,0.15,9.89,45.45,0.96,3.96,,163.0,Moderate
+Chennai,2017-12-11,70.02,,8.6,20.47,16.3,161.75,0.26,7.67,55.0,1.02,1.8,,153.0,Moderate
+Chennai,2017-12-12,59.77,,15.54,23.37,20.09,132.96,0.31,6.1,28.49,0.48,1.99,,126.0,Moderate
+Chennai,2017-12-13,45.88,,10.48,16.18,14.83,102.84,0.27,9.12,19.15,2.56,3.31,,93.0,Satisfactory
+Chennai,2017-12-14,46.3,,16.43,18.6,18.59,149.76,0.23,13.19,15.41,5.85,5.58,,81.0,Satisfactory
+Chennai,2017-12-15,59.7,,8.39,21.82,14.2,244.64,0.35,11.93,27.65,3.86,3.23,,95.0,Satisfactory
+Chennai,2017-12-16,53.21,,8.19,26.4,18.54,208.34,0.17,7.92,52.58,2.32,2.1,,107.0,Moderate
+Chennai,2017-12-17,50.08,,6.93,18.91,13.79,249.01,0.09,8.69,68.71,1.98,1.51,,102.0,Moderate
+Chennai,2017-12-18,47.66,,7.49,21.38,15.45,292.82,0.22,8.65,66.46,1.96,2.09,,97.0,Satisfactory
+Chennai,2017-12-19,41.07,,6.46,25.36,16.64,185.64,0.22,21.79,61.01,3.03,2.33,,91.0,Satisfactory
+Chennai,2017-12-20,45.39,,7.25,27.36,18.2,286.59,0.22,11.48,35.3,2.94,2.85,,78.0,Satisfactory
+Chennai,2017-12-21,52.1,,10.07,21.58,17.48,166.91,0.34,10.75,25.9,2.92,2.5,,93.0,Satisfactory
+Chennai,2017-12-22,62.7,,13.71,23.85,21.68,242.56,0.24,13.33,24.92,1.77,2.26,,109.0,Moderate
+Chennai,2017-12-23,38.95,,12.3,24.36,20.49,276.08,0.14,13.21,25.37,2.13,2.94,,89.0,Satisfactory
+Chennai,2017-12-24,51.21,,10.43,23.99,19.0,265.09,0.24,15.53,25.72,1.98,3.04,,83.0,Satisfactory
+Chennai,2017-12-25,53.02,,8.82,21.51,16.38,244.15,0.3,8.9,24.74,2.25,2.95,,88.0,Satisfactory
+Chennai,2017-12-26,79.72,,14.75,25.27,23.35,161.15,0.29,14.59,37.33,1.97,2.7,,113.0,Moderate
+Chennai,2017-12-27,82.28,,10.49,23.92,19.01,249.49,0.1,13.05,58.63,1.83,2.53,,186.0,Moderate
+Chennai,2017-12-28,64.49,,18.2,28.09,27.14,192.98,0.09,11.39,38.43,2.1,3.21,,148.0,Moderate
+Chennai,2017-12-29,52.37,,11.21,28.73,20.07,207.46,0.22,12.13,35.45,1.64,4.44,,95.0,Satisfactory
+Chennai,2017-12-30,53.72,,15.88,20.64,21.65,180.82,0.28,8.92,19.64,1.56,3.92,,108.0,Moderate
+Chennai,2017-12-31,48.28,,8.51,12.16,10.97,181.06,0.17,6.62,26.74,1.51,3.4,,77.0,Satisfactory
+Chennai,2018-01-01,51.16,,8.39,13.63,11.72,175.58,0.03,6.0,28.82,2.02,2.97,,89.0,Satisfactory
+Chennai,2018-01-02,58.46,,9.6,14.95,13.17,188.29,0.0,8.23,17.19,1.58,4.07,,94.0,Satisfactory
+Chennai,2018-01-03,56.26,,10.67,17.75,15.62,219.26,0.0,12.77,26.41,1.67,3.11,,105.0,Moderate
+Chennai,2018-01-04,113.21,,8.71,18.64,14.55,165.62,0.0,11.75,40.16,1.49,3.17,,184.0,Moderate
+Chennai,2018-01-05,76.77,,8.96,17.43,14.05,202.45,0.0,16.44,31.36,1.25,3.06,,176.0,Moderate
+Chennai,2018-01-06,76.4,,7.67,17.86,13.34,112.41,0.0,29.31,42.57,1.36,3.56,,158.0,Moderate
+Chennai,2018-01-07,62.12,,8.91,15.6,13.8,110.73,0.0,17.55,50.15,1.53,3.7,,136.0,Moderate
+Chennai,2018-01-08,75.69,,7.85,16.08,13.71,140.2,0.0,14.31,48.76,1.07,2.86,,124.0,Moderate
+Chennai,2018-01-09,55.3,,8.66,14.02,11.96,145.13,0.39,20.33,50.51,0.74,2.56,,121.0,Moderate
+Chennai,2018-01-10,66.55,,8.24,14.84,12.39,162.93,1.15,10.64,18.73,1.95,4.02,,96.0,Satisfactory
+Chennai,2018-01-11,79.23,,8.95,18.07,14.8,72.38,0.94,11.52,26.63,1.25,3.17,,179.0,Moderate
+Chennai,2018-01-12,82.65,,9.91,17.84,15.35,113.39,0.98,12.57,31.97,1.67,3.65,,156.0,Moderate
+Chennai,2018-01-13,164.37,,17.04,20.65,20.98,125.32,1.23,19.38,20.49,3.58,4.43,,258.0,Poor
+Chennai,2018-01-14,76.62,,11.78,14.82,14.32,106.54,0.93,20.61,28.71,0.94,2.54,,207.0,Poor
+Chennai,2018-01-15,68.45,,9.11,11.26,10.79,113.32,0.89,13.78,40.6,1.03,1.81,,147.0,Moderate
+Chennai,2018-01-16,74.62,,8.78,11.0,10.75,104.84,0.9,12.31,42.88,1.09,2.28,,134.0,Moderate
+Chennai,2018-01-17,71.04,,11.58,16.94,15.27,100.53,0.83,26.45,33.83,1.93,3.33,,161.0,Moderate
+Chennai,2018-01-18,67.8,,14.74,20.78,18.85,91.94,0.76,23.22,44.7,1.83,3.03,,129.0,Moderate
+Chennai,2018-01-19,70.06,,12.12,20.38,17.57,108.54,0.64,29.85,52.91,1.71,2.9,,164.0,Moderate
+Chennai,2018-01-20,68.89,,11.7,22.48,17.79,108.56,0.68,34.03,51.59,1.74,3.05,,140.0,Moderate
+Chennai,2018-01-21,85.98,,11.64,20.48,16.88,103.69,0.6,33.72,57.39,2.21,2.95,,180.0,Moderate
+Chennai,2018-01-22,70.63,,12.08,20.41,16.82,101.27,0.68,13.69,40.29,1.58,2.68,,167.0,Moderate
+Chennai,2018-01-23,80.58,,13.66,19.77,18.15,110.34,0.62,9.92,38.16,1.48,3.09,,149.0,Moderate
+Chennai,2018-01-24,80.11,,13.56,21.32,18.6,93.14,0.7,12.56,28.97,1.09,2.55,,164.0,Moderate
+Chennai,2018-01-25,84.31,,14.15,21.0,18.91,104.38,0.9,9.64,37.25,1.57,2.71,,187.0,Moderate
+Chennai,2018-01-26,74.03,,11.69,18.96,16.01,119.36,0.83,6.7,51.81,1.19,2.32,,172.0,Moderate
+Chennai,2018-01-27,79.6,,11.77,19.89,16.59,101.14,0.89,7.26,40.58,1.2,2.54,,161.0,Moderate
+Chennai,2018-01-28,71.53,,11.99,18.29,15.9,119.98,0.78,6.72,53.46,1.46,1.75,,165.0,Moderate
+Chennai,2018-01-29,73.21,,12.29,18.74,16.29,111.87,0.82,8.17,56.87,1.72,2.39,,155.0,Moderate
+Chennai,2018-01-30,68.01,,13.32,22.09,18.79,122.94,0.79,11.98,52.14,1.72,2.12,,148.0,Moderate
+Chennai,2018-01-31,72.05,,15.19,23.76,21.61,97.57,0.86,17.29,49.48,1.33,2.83,,159.0,Moderate
+Chennai,2018-02-01,66.15,,16.37,22.16,20.84,86.28,0.79,14.37,37.94,1.89,3.56,,135.0,Moderate
+Chennai,2018-02-02,78.68,,14.88,19.5,18.15,97.64,0.95,8.5,45.96,1.39,3.61,,167.0,Moderate
+Chennai,2018-02-03,74.22,,19.31,21.27,22.82,82.28,0.83,6.93,32.07,1.65,3.4,,164.0,Moderate
+Chennai,2018-02-04,37.64,,14.04,17.68,16.68,111.54,0.75,5.65,40.93,0.86,1.4,,123.0,Moderate
+Chennai,2018-02-05,38.01,,12.39,20.26,17.01,113.67,0.79,6.64,34.94,1.5,2.54,,79.0,Satisfactory
+Chennai,2018-02-06,44.18,,11.72,23.45,18.16,98.59,0.95,8.16,20.1,1.27,2.54,,94.0,Satisfactory
+Chennai,2018-02-07,33.44,,10.32,19.56,15.07,123.21,0.94,6.16,16.92,1.21,1.71,,78.0,Satisfactory
+Chennai,2018-02-08,34.52,,10.76,20.56,15.81,105.14,1.05,6.61,20.76,1.02,1.84,,78.0,Satisfactory
+Chennai,2018-02-09,49.07,,15.63,18.92,18.28,105.71,1.03,5.6,14.02,1.46,2.1,,107.0,Moderate
+Chennai,2018-02-10,50.86,,12.89,20.61,17.07,104.86,0.97,6.64,29.6,1.06,1.68,,113.0,Moderate
+Chennai,2018-02-11,52.68,,11.77,17.7,14.25,117.81,0.91,6.47,22.69,1.11,1.45,,131.0,Moderate
+Chennai,2018-02-12,46.07,,9.24,16.23,12.66,115.09,0.85,5.97,28.55,1.06,1.79,,88.0,Satisfactory
+Chennai,2018-02-13,76.41,,12.37,19.55,16.55,98.89,1.0,7.42,27.95,0.96,1.59,,130.0,Moderate
+Chennai,2018-02-14,55.38,,11.08,22.9,17.53,111.03,1.0,7.06,40.05,1.29,1.18,,138.0,Moderate
+Chennai,2018-02-15,63.06,,11.03,21.91,16.78,93.85,0.97,11.88,40.81,0.84,1.7,,99.0,Satisfactory
+Chennai,2018-02-16,57.82,,9.31,16.26,12.52,113.45,0.85,9.95,38.51,0.5,1.91,,119.0,Moderate
+Chennai,2018-02-17,55.81,,7.37,13.41,10.31,114.38,1.05,7.69,42.39,0.58,1.69,,113.0,Moderate
+Chennai,2018-02-18,70.43,,10.66,15.41,13.46,106.9,0.79,8.49,47.51,0.3,0.32,,133.0,Moderate
+Chennai,2018-02-19,67.83,,8.69,14.05,11.8,99.43,0.8,9.71,33.17,0.34,0.28,,150.0,Moderate
+Chennai,2018-02-20,63.29,,7.8,15.79,12.05,107.66,0.74,9.94,35.85,0.71,0.71,,118.0,Moderate
+Chennai,2018-02-21,74.3,,6.76,14.74,11.0,99.2,0.75,10.16,28.4,0.95,1.62,,146.0,Moderate
+Chennai,2018-02-22,59.12,,9.14,14.41,12.53,98.69,0.73,10.97,26.36,1.17,3.38,,118.0,Moderate
+Chennai,2018-02-23,50.3,,9.06,13.99,11.96,90.07,0.68,8.95,23.75,0.84,2.26,,95.0,Satisfactory
+Chennai,2018-02-24,48.95,,6.97,12.06,9.91,112.82,0.75,9.72,23.03,0.55,1.78,,88.0,Satisfactory
+Chennai,2018-02-25,31.53,,8.77,11.05,10.8,97.94,0.71,12.04,20.43,0.53,1.23,,73.0,Satisfactory
+Chennai,2018-02-26,48.05,,11.45,12.98,13.45,100.03,0.75,12.92,24.98,0.41,2.2,,76.0,Satisfactory
+Chennai,2018-02-27,73.78,,9.38,15.12,12.95,111.54,0.66,10.04,45.08,0.47,3.17,,117.0,Moderate
+Chennai,2018-02-28,95.58,,11.08,15.61,14.34,110.95,0.66,9.39,32.1,0.9,2.98,,182.0,Moderate
+Chennai,2018-03-01,100.8,,11.48,11.85,12.58,105.03,0.76,10.14,50.02,1.71,3.03,,234.0,Poor
+Chennai,2018-03-02,52.34,,9.87,11.84,11.87,96.9,0.7,9.72,40.18,1.11,2.78,,138.0,Moderate
+Chennai,2018-03-03,49.83,,7.44,12.93,10.47,96.52,0.76,10.37,50.51,0.73,2.66,,115.0,Moderate
+Chennai,2018-03-04,60.18,,8.74,13.37,11.96,82.41,0.72,9.28,33.49,0.56,2.41,,113.0,Moderate
+Chennai,2018-03-05,43.63,,8.23,10.82,10.3,95.51,0.69,7.71,24.97,0.49,1.9,,93.0,Satisfactory
+Chennai,2018-03-06,48.43,,14.0,12.83,15.17,70.36,0.69,8.42,26.86,0.62,2.41,,83.0,Satisfactory
+Chennai,2018-03-07,68.14,,10.69,16.63,14.02,71.38,0.86,5.79,33.84,0.79,2.27,,113.0,Moderate
+Chennai,2018-03-08,82.38,,24.42,22.6,27.97,29.09,0.8,9.39,33.49,0.99,3.27,,174.0,Moderate
+Chennai,2018-03-09,61.5,,10.82,16.09,14.85,24.26,0.84,7.73,39.55,0.38,3.22,,126.0,Moderate
+Chennai,2018-03-10,70.08,,12.02,16.87,15.41,24.08,0.75,7.81,33.76,0.46,5.21,,128.0,Moderate
+Chennai,2018-03-11,59.66,,8.1,15.41,12.02,28.13,0.75,12.98,45.47,0.19,0.23,,128.0,Moderate
+Chennai,2018-03-12,93.32,,7.95,14.81,10.68,32.54,1.03,12.55,17.77,0.64,0.66,,118.0,Moderate
+Chennai,2018-03-13,30.74,,8.06,12.19,10.34,32.28,1.02,7.09,18.79,0.91,0.96,,153.0,Moderate
+Chennai,2018-03-14,26.74,,8.51,15.1,11.68,43.52,0.99,7.06,14.83,1.01,0.92,,74.0,Satisfactory
+Chennai,2018-03-15,30.99,,10.02,17.35,14.92,22.56,0.95,7.31,13.35,0.89,0.83,,69.0,Satisfactory
+Chennai,2018-03-16,26.1,,8.36,17.5,13.71,25.11,0.98,5.73,14.79,1.02,0.99,,78.0,Satisfactory
+Chennai,2018-03-17,37.93,,10.02,21.89,16.28,27.18,1.09,8.57,19.13,0.73,1.09,,81.0,Satisfactory
+Chennai,2018-03-18,53.22,,14.05,18.04,16.28,49.3,0.88,20.78,26.31,0.97,0.86,,89.0,Satisfactory
+Chennai,2018-03-19,50.29,,12.84,18.55,17.53,20.84,0.99,10.23,24.22,0.96,1.13,,88.0,Satisfactory
+Chennai,2018-03-20,65.17,,15.15,17.18,18.53,28.44,0.94,11.81,21.59,1.06,1.29,,108.0,Moderate
+Chennai,2018-03-21,56.5,,10.89,19.74,16.58,28.56,1.18,9.22,21.6,1.2,1.14,,115.0,Moderate
+Chennai,2018-03-22,45.69,,9.84,18.66,15.48,27.01,1.35,7.46,28.59,1.17,1.04,,93.0,Satisfactory
+Chennai,2018-03-23,56.79,,7.37,17.43,12.52,35.85,0.98,3.84,32.94,1.26,1.55,,94.0,Satisfactory
+Chennai,2018-03-24,66.3,,6.43,13.95,9.04,28.05,1.14,5.9,37.83,1.01,2.11,,127.0,Moderate
+Chennai,2018-03-25,51.92,,8.23,11.45,7.91,25.24,1.11,3.54,25.78,1.2,1.99,,117.0,Moderate
+Chennai,2018-03-26,50.55,,8.72,17.56,11.67,25.31,1.09,9.39,21.06,1.31,2.33,,109.0,Moderate
+Chennai,2018-03-27,51.77,,9.44,19.36,13.31,24.62,1.07,7.14,12.2,1.12,2.12,,109.0,Moderate
+Chennai,2018-03-28,26.35,,8.95,20.71,13.96,22.42,1.31,4.51,14.1,0.85,1.72,,90.0,Satisfactory
+Chennai,2018-03-29,22.93,,6.89,21.13,12.43,28.69,0.91,5.95,20.3,0.73,1.66,,70.0,Satisfactory
+Chennai,2018-03-30,34.85,,6.77,17.4,11.16,24.3,0.88,6.74,31.36,1.72,1.72,,69.0,Satisfactory
+Chennai,2018-03-31,39.89,,9.23,17.85,12.92,18.18,0.82,6.34,52.63,1.82,1.14,,75.0,Satisfactory
+Chennai,2018-04-01,45.25,,11.31,18.58,13.7,19.7,0.79,7.76,62.76,0.0,0.07,,86.0,Satisfactory
+Chennai,2018-04-02,29.45,,9.46,21.64,13.43,30.41,0.74,6.52,46.55,0.15,1.2,,67.0,Satisfactory
+Chennai,2018-04-03,27.82,,10.86,18.82,13.71,29.2,0.78,6.48,38.27,0.0,4.98,,68.0,Satisfactory
+Chennai,2018-04-04,36.15,,11.83,22.47,16.57,25.19,0.97,5.81,55.15,0.65,2.92,,71.0,Satisfactory
+Chennai,2018-04-05,38.02,,10.79,19.4,14.11,29.5,1.07,7.03,56.64,0.0,0.0,,81.0,Satisfactory
+Chennai,2018-04-06,38.53,,12.02,23.13,17.25,23.39,0.91,6.96,46.24,0.7,0.64,,103.0,Moderate
+Chennai,2018-04-07,35.94,,15.42,18.76,17.41,21.23,0.59,4.99,42.24,1.17,3.35,,84.0,Satisfactory
+Chennai,2018-04-08,24.52,,19.95,16.5,19.85,20.5,0.58,11.9,46.15,1.25,1.94,,62.0,Satisfactory
+Chennai,2018-04-09,26.0,,29.11,18.95,16.58,180.87,0.51,28.17,53.25,1.09,1.95,,70.0,Satisfactory
+Chennai,2018-04-10,36.7,,16.07,15.68,16.73,17.58,0.78,30.67,23.9,0.09,5.55,,66.0,Satisfactory
+Chennai,2018-04-11,29.62,,16.23,18.65,18.24,39.23,0.77,20.43,26.55,0.16,1.87,,66.0,Satisfactory
+Chennai,2018-04-12,26.52,,13.48,17.92,15.81,56.56,0.85,6.2,20.72,2.86,7.75,,61.0,Satisfactory
+Chennai,2018-04-13,43.91,,16.32,23.73,20.6,58.65,0.92,5.03,16.83,0.21,5.73,,63.0,Satisfactory
+Chennai,2018-04-14,22.23,,14.1,20.28,17.46,54.65,0.86,4.51,23.02,0.0,1.4,,61.0,Satisfactory
+Chennai,2018-04-15,16.69,,11.42,18.36,14.52,43.94,0.74,3.97,24.7,0.0,0.26,,59.0,Satisfactory
+Chennai,2018-04-16,21.91,,12.67,20.35,16.4,43.78,0.9,4.74,23.77,0.18,0.84,,61.0,Satisfactory
+Chennai,2018-04-17,22.75,,15.33,21.92,18.98,36.47,1.06,3.34,24.69,1.44,2.43,,62.0,Satisfactory
+Chennai,2018-04-18,41.36,,14.92,21.77,18.74,27.48,0.87,3.88,24.28,4.76,10.79,,56.0,Satisfactory
+Chennai,2018-04-19,27.35,,13.64,23.87,18.85,38.75,0.93,3.44,28.49,2.53,7.84,,71.0,Satisfactory
+Chennai,2018-04-20,36.7,,12.44,23.67,17.82,25.66,0.82,4.3,31.08,3.19,5.94,,65.0,Satisfactory
+Chennai,2018-04-21,31.87,,13.86,24.81,19.04,35.95,0.85,3.77,34.68,2.45,7.1,,66.0,Satisfactory
+Chennai,2018-04-22,31.22,,10.76,20.92,15.3,28.55,0.8,3.78,32.97,1.13,6.3,,55.0,Satisfactory
+Chennai,2018-04-23,38.58,,11.23,21.53,15.93,26.69,0.78,3.35,31.38,1.63,7.19,,65.0,Satisfactory
+Chennai,2018-04-24,51.52,,15.66,23.98,20.6,37.21,0.85,4.11,27.93,1.84,9.66,,76.0,Satisfactory
+Chennai,2018-04-25,41.31,,58.08,22.21,49.33,40.34,0.85,3.37,27.55,3.28,10.95,,78.0,Satisfactory
+Chennai,2018-04-26,44.01,,38.85,26.2,39.58,54.19,0.81,5.12,29.81,3.82,11.14,,89.0,Satisfactory
+Chennai,2018-04-27,42.33,,11.77,31.66,23.4,72.04,0.88,5.02,22.95,2.05,9.3,,74.0,Satisfactory
+Chennai,2018-04-28,29.34,,12.69,33.17,24.85,73.01,0.82,4.86,15.65,2.85,9.53,,62.0,Satisfactory
+Chennai,2018-04-29,32.08,,12.09,31.66,21.08,82.96,0.84,3.63,25.58,0.73,7.29,,59.0,Satisfactory
+Chennai,2018-04-30,42.57,,12.94,40.82,24.69,87.15,0.8,3.97,29.47,1.38,9.11,,68.0,Satisfactory
+Chennai,2018-05-01,50.73,,22.85,98.77,64.31,100.02,1.71,3.39,41.65,0.71,1.09,,92.0,Satisfactory
+Chennai,2018-05-02,62.94,,19.0,70.0,47.54,77.84,0.91,5.4,57.07,1.25,2.05,,112.0,Moderate
+Chennai,2018-05-03,52.76,,14.72,32.62,25.05,106.6,0.71,7.39,45.4,1.49,2.4,,111.0,Moderate
+Chennai,2018-05-04,76.95,,38.8,73.31,77.57,209.32,0.77,4.36,40.29,1.45,2.35,,127.0,Moderate
+Chennai,2018-05-05,37.39,,32.13,79.04,59.62,125.47,0.8,4.32,24.41,1.55,2.41,,128.0,Moderate
+Chennai,2018-05-06,39.42,,19.12,39.13,32.55,31.71,0.73,5.11,30.79,1.45,2.35,,77.0,Satisfactory
+Chennai,2018-05-07,48.75,,17.33,36.82,30.08,43.43,0.78,20.65,45.6,1.3,2.22,,75.0,Satisfactory
+Chennai,2018-05-08,22.47,,20.71,39.54,33.89,69.61,0.74,9.24,23.39,1.49,2.4,,77.0,Satisfactory
+Chennai,2018-05-09,15.55,,26.57,47.0,41.88,63.64,1.37,6.74,30.84,1.64,2.73,,94.0,Satisfactory
+Chennai,2018-05-10,22.62,,15.24,30.4,25.82,64.97,0.93,7.95,23.49,0.75,0.0,,80.0,Satisfactory
+Chennai,2018-05-11,23.19,,12.7,27.47,22.08,50.25,1.1,5.67,23.89,0.0,6.83,,70.0,Satisfactory
+Chennai,2018-05-12,20.7,,13.16,25.94,21.65,27.99,1.18,6.1,17.65,,,,74.0,Satisfactory
+Chennai,2018-05-13,28.08,,12.47,23.98,20.18,24.47,1.2,6.18,26.54,,,,77.0,Satisfactory
+Chennai,2018-05-14,25.14,,12.41,24.3,20.3,29.59,1.15,6.23,34.08,1.81,2.77,,71.0,Satisfactory
+Chennai,2018-05-15,27.68,,12.47,25.39,20.89,29.09,1.24,6.55,33.99,1.31,2.09,,79.0,Satisfactory
+Chennai,2018-05-16,27.85,,12.09,25.05,20.45,36.46,1.27,6.31,17.05,1.45,2.34,,81.0,Satisfactory
+Chennai,2018-05-17,23.7,,12.01,24.77,20.26,33.18,1.16,7.82,19.95,1.45,2.35,,82.0,Satisfactory
+Chennai,2018-05-18,48.5,,11.75,25.61,20.47,46.55,0.86,5.65,44.79,1.36,2.23,,70.0,Satisfactory
+Chennai,2018-05-19,35.46,,11.53,23.85,19.43,49.08,0.86,6.8,48.23,1.46,2.36,,81.0,Satisfactory
+Chennai,2018-05-20,35.53,,11.39,22.6,18.7,32.6,0.85,7.94,26.21,1.5,2.41,,66.0,Satisfactory
+Chennai,2018-05-21,42.6,,14.31,23.98,21.56,54.28,0.8,6.83,29.4,1.46,2.37,,64.0,Satisfactory
+Chennai,2018-05-22,52.89,,19.02,32.72,29.83,32.11,0.81,6.22,43.92,0.54,1.06,,82.0,Satisfactory
+Chennai,2018-05-23,42.53,,14.7,24.14,21.94,39.14,0.84,6.03,33.92,0.0,0.28,,84.0,Satisfactory
+Chennai,2018-05-24,40.25,,13.85,24.44,20.48,65.33,0.78,6.28,33.21,0.06,0.55,,73.0,Satisfactory
+Chennai,2018-05-25,28.46,,13.53,21.67,19.86,71.63,0.86,6.2,24.94,0.0,0.25,,64.0,Satisfactory
+Chennai,2018-05-26,38.2,,12.09,20.58,18.25,59.67,0.88,6.46,38.06,0.02,0.62,,65.0,Satisfactory
+Chennai,2018-05-27,51.13,,12.51,20.89,18.71,80.83,0.86,5.25,51.17,0.0,0.18,,79.0,Satisfactory
+Chennai,2018-05-28,47.54,,11.02,19.46,16.9,86.37,0.82,5.48,43.95,0.0,0.97,,77.0,Satisfactory
+Chennai,2018-05-29,46.07,,10.46,20.06,16.78,63.53,0.84,5.4,39.32,0.0,1.19,,88.0,Satisfactory
+Chennai,2018-05-30,44.17,,10.59,20.48,17.08,33.63,0.84,6.2,43.58,0.25,2.61,,82.0,Satisfactory
+Chennai,2018-05-31,56.1,,10.48,20.55,17.04,43.79,0.82,5.1,50.16,0.0,3.6,,85.0,Satisfactory
+Chennai,2018-06-01,57.69,,12.76,23.83,20.3,37.94,0.81,4.68,43.0,0.0,2.93,,98.0,Satisfactory
+Chennai,2018-06-02,64.65,,12.53,23.29,19.9,27.51,0.84,4.91,43.99,0.0,3.44,,124.0,Moderate
+Chennai,2018-06-03,50.69,,11.43,22.96,18.9,26.94,0.85,6.62,47.96,0.18,4.33,,98.0,Satisfactory
+Chennai,2018-06-04,52.68,,10.96,22.99,18.57,25.18,0.76,6.78,42.95,0.0,4.22,,83.0,Satisfactory
+Chennai,2018-06-05,42.26,,10.19,22.66,17.84,28.25,0.77,6.24,34.07,0.0,3.45,,86.0,Satisfactory
+Chennai,2018-06-06,50.38,,12.65,25.11,20.84,18.57,0.88,5.87,24.65,0.32,4.8,,79.0,Satisfactory
+Chennai,2018-06-07,34.9,,10.59,22.5,18.07,17.85,0.83,5.12,27.19,0.25,5.67,,66.0,Satisfactory
+Chennai,2018-06-08,36.28,,9.76,21.78,17.0,14.52,0.79,6.26,25.31,0.11,4.27,,71.0,Satisfactory
+Chennai,2018-06-09,41.3,,9.17,20.74,16.14,20.33,0.82,5.8,32.32,0.0,2.23,,67.0,Satisfactory
+Chennai,2018-06-10,33.79,,9.29,19.98,15.87,32.25,0.79,6.33,33.45,0.0,0.95,,73.0,Satisfactory
+Chennai,2018-06-11,41.09,,11.21,23.47,18.97,34.82,0.74,5.87,23.99,0.0,3.53,,73.0,Satisfactory
+Chennai,2018-06-12,43.9,,9.65,23.69,18.09,30.86,0.8,6.19,25.17,0.0,5.72,,88.0,Satisfactory
+Chennai,2018-06-13,45.77,,14.28,32.22,25.56,30.88,0.85,5.75,26.51,0.0,4.06,,88.0,Satisfactory
+Chennai,2018-06-14,50.27,,10.84,24.55,19.27,30.39,0.8,5.64,23.98,0.08,5.26,,91.0,Satisfactory
+Chennai,2018-06-15,66.88,,8.69,21.03,15.94,21.96,0.82,5.95,31.37,0.48,5.81,,97.0,Satisfactory
+Chennai,2018-06-16,49.62,,10.37,21.35,17.28,38.18,0.83,4.42,28.32,0.0,4.36,,114.0,Moderate
+Chennai,2018-06-17,59.7,,13.14,23.76,20.48,19.59,0.78,4.97,32.73,0.0,0.4,,86.0,Satisfactory
+Chennai,2018-06-18,48.19,,11.84,23.43,19.42,21.13,0.78,6.27,29.86,0.0,2.6,,99.0,Satisfactory
+Chennai,2018-06-19,52.41,,8.25,20.36,15.28,38.81,0.81,6.21,25.66,0.0,2.95,,90.0,Satisfactory
+Chennai,2018-06-20,57.34,,14.47,26.73,22.85,31.04,0.79,5.71,15.15,0.01,3.21,,104.0,Moderate
+Chennai,2018-06-21,60.06,,8.04,20.06,14.97,32.22,0.8,5.9,25.05,0.0,4.43,,107.0,Moderate
+Chennai,2018-06-22,57.98,,7.82,20.51,15.03,37.83,0.79,5.65,27.11,0.0,4.83,,107.0,Moderate
+Chennai,2018-06-23,61.21,,9.42,21.55,16.64,43.98,0.79,4.85,31.31,0.09,3.08,,102.0,Moderate
+Chennai,2018-06-24,55.1,,7.89,19.88,14.78,52.01,0.81,5.48,31.74,0.0,1.19,,109.0,Moderate
+Chennai,2018-06-25,61.59,,7.9,21.68,15.69,26.04,0.8,6.06,27.59,0.0,3.87,,101.0,Moderate
+Chennai,2018-06-26,61.34,,7.61,21.88,15.56,25.85,0.8,5.28,31.3,0.0,4.05,,112.0,Moderate
+Chennai,2018-06-27,76.53,,7.73,20.83,15.13,36.12,0.81,5.84,25.83,0.0,4.17,,133.0,Moderate
+Chennai,2018-06-28,54.64,,7.63,20.9,15.09,21.69,0.81,5.57,29.89,0.0,5.96,,127.0,Moderate
+Chennai,2018-06-29,57.46,,7.87,21.91,15.77,40.02,0.81,5.21,30.33,0.0,7.68,,98.0,Satisfactory
+Chennai,2018-06-30,81.3,,7.25,20.79,14.75,14.13,0.78,6.16,40.22,0.0,7.02,,135.0,Moderate
+Chennai,2018-07-01,68.11,,7.1,19.07,13.8,33.38,0.79,5.51,35.33,0.0,1.37,,150.0,Moderate
+Chennai,2018-07-02,87.21,,7.32,19.61,14.25,28.95,0.87,6.51,36.67,0.0,3.87,,150.0,Moderate
+Chennai,2018-07-03,54.36,,7.04,18.16,13.28,43.75,0.88,5.53,25.71,0.0,3.19,,159.0,Moderate
+Chennai,2018-07-04,53.97,,7.05,19.43,13.93,50.44,0.86,5.74,23.34,0.0,1.74,,93.0,Satisfactory
+Chennai,2018-07-05,55.84,,9.19,21.43,16.19,26.72,0.84,5.91,18.21,0.48,0.82,,97.0,Satisfactory
+Chennai,2018-07-06,78.46,,10.65,23.44,18.4,47.54,0.9,5.73,13.72,1.4,2.29,,128.0,Moderate
+Chennai,2018-07-07,54.32,,15.47,24.81,22.4,19.0,0.84,4.83,16.05,0.65,1.64,,135.0,Moderate
+Chennai,2018-07-08,53.66,,8.65,20.86,15.81,59.16,0.83,6.22,23.4,0.0,1.19,,80.0,Satisfactory
+Chennai,2018-07-09,62.38,,6.89,19.03,13.61,67.32,0.78,5.42,19.44,0.0,1.44,,106.0,Moderate
+Chennai,2018-07-10,56.32,,7.12,19.54,14.04,57.23,0.82,5.36,17.08,0.0,1.63,,103.0,Moderate
+Chennai,2018-07-11,49.15,,6.95,19.78,14.02,67.81,0.77,6.56,13.87,0.0,1.78,,97.0,Satisfactory
+Chennai,2018-07-12,44.79,,7.26,19.71,14.22,51.13,0.8,6.04,11.27,0.0,1.94,,77.0,Satisfactory
+Chennai,2018-07-13,45.82,,11.07,23.06,18.65,53.15,0.77,5.81,13.4,0.0,2.48,,84.0,Satisfactory
+Chennai,2018-07-14,47.78,,7.81,20.11,14.77,68.04,0.78,4.79,15.14,0.0,2.48,,76.0,Satisfactory
+Chennai,2018-07-15,50.76,,7.11,19.19,13.9,62.6,0.78,5.74,15.06,0.0,1.31,,92.0,Satisfactory
+Chennai,2018-07-16,43.0,,7.09,18.5,10.15,63.57,0.73,5.79,16.12,0.0,2.72,,79.0,Satisfactory
+Chennai,2018-07-17,37.08,,8.88,21.86,12.63,60.52,0.85,7.06,20.24,0.0,2.94,,66.0,Satisfactory
+Chennai,2018-07-18,41.77,,9.6,21.3,16.76,51.1,0.82,11.13,22.81,0.0,2.7,,69.0,Satisfactory
+Chennai,2018-07-19,47.86,,9.46,20.18,16.09,58.85,0.81,7.33,16.08,0.0,2.48,,79.0,Satisfactory
+Chennai,2018-07-20,40.3,,9.41,20.54,16.23,68.89,0.77,6.12,18.83,0.0,1.99,,71.0,Satisfactory
+Chennai,2018-07-21,46.01,,9.51,20.42,16.28,67.71,0.79,6.79,18.61,0.0,1.33,,70.0,Satisfactory
+Chennai,2018-07-22,55.78,,9.22,19.34,15.5,69.06,0.83,8.48,21.63,0.0,2.28,,87.0,Satisfactory
+Chennai,2018-07-23,50.08,,9.39,19.84,15.87,64.01,0.74,6.89,18.07,0.0,2.7,,101.0,Moderate
+Chennai,2018-07-24,49.87,,9.38,20.72,16.3,81.33,0.81,6.18,19.22,0.0,2.52,,87.0,Satisfactory
+Chennai,2018-07-25,35.67,,9.47,20.48,16.25,61.69,0.81,8.34,14.35,0.0,2.41,,68.0,Satisfactory
+Chennai,2018-07-26,37.4,,11.65,21.36,18.27,65.68,0.82,11.1,16.83,0.0,7.04,,63.0,Satisfactory
+Chennai,2018-07-27,41.69,,10.76,24.76,19.2,61.41,0.85,5.64,17.6,0.0,7.55,,63.0,Satisfactory
+Chennai,2018-07-28,54.4,,11.38,25.2,19.98,43.4,0.81,6.54,22.09,0.0,6.97,,95.0,Satisfactory
+Chennai,2018-07-29,54.77,,10.78,22.76,18.32,32.43,0.86,9.83,24.44,0.0,3.19,,97.0,Satisfactory
+Chennai,2018-07-30,45.89,,10.49,23.22,18.35,22.85,0.78,7.12,22.0,0.0,6.4,,78.0,Satisfactory
+Chennai,2018-07-31,51.13,,10.23,25.1,19.1,16.55,0.82,6.08,17.29,0.0,4.78,,93.0,Satisfactory
+Chennai,2018-08-01,50.78,,9.88,25.12,18.84,18.58,0.86,6.97,12.09,0.0,3.04,,80.0,Satisfactory
+Chennai,2018-08-02,39.82,,10.0,26.54,19.69,12.28,0.94,6.19,21.72,0.0,13.84,,91.0,Satisfactory
+Chennai,2018-08-03,44.27,,8.78,22.93,16.97,15.24,0.79,7.57,25.99,0.0,5.76,,71.0,Satisfactory
+Chennai,2018-08-04,52.36,,9.3,22.68,17.22,15.25,0.8,5.68,20.97,0.0,6.27,,79.0,Satisfactory
+Chennai,2018-08-05,60.28,,9.4,21.71,16.82,12.9,0.78,5.85,18.82,0.0,4.04,,107.0,Moderate
+Chennai,2018-08-06,60.81,,9.93,22.73,17.71,16.64,0.83,5.49,17.12,0.0,7.59,,123.0,Moderate
+Chennai,2018-08-07,40.73,,9.57,21.88,17.01,14.28,0.76,5.8,15.24,0.0,8.79,,96.0,Satisfactory
+Chennai,2018-08-08,26.05,,9.17,21.79,16.69,18.38,0.74,5.96,18.57,0.0,1.37,,57.0,Satisfactory
+Chennai,2018-08-09,29.65,,9.48,21.28,16.65,14.63,0.81,6.67,10.56,0.0,7.51,,54.0,Satisfactory
+Chennai,2018-08-10,45.66,,10.05,24.69,18.78,16.63,0.8,6.22,13.72,0.0,9.88,,63.0,Satisfactory
+Chennai,2018-08-11,30.97,,10.68,23.67,18.74,16.31,0.85,7.81,9.61,0.0,0.0,,87.0,Satisfactory
+Chennai,2018-08-12,26.95,,9.82,20.63,16.6,12.63,0.79,4.28,9.08,0.0,5.24,,60.0,Satisfactory
+Chennai,2018-08-13,38.03,,9.84,20.26,23.9,15.54,0.86,6.47,13.44,0.0,4.94,,60.0,Satisfactory
+Chennai,2018-08-14,35.44,,10.57,17.3,27.87,14.31,0.8,6.16,10.41,0.23,1.43,,71.0,Satisfactory
+Chennai,2018-08-15,20.43,,10.01,16.34,26.35,15.45,0.73,4.58,11.0,0.0,0.24,,61.0,Satisfactory
+Chennai,2018-08-16,26.01,,9.68,15.11,24.79,36.4,0.78,10.58,16.84,0.0,2.5,,53.0,Satisfactory
+Chennai,2018-08-17,60.61,,10.49,17.11,27.61,74.25,0.86,15.97,9.03,0.2,3.73,,76.0,Satisfactory
+Chennai,2018-08-18,55.4,,9.64,18.69,28.32,69.27,0.85,14.94,10.1,0.0,6.74,,126.0,Moderate
+Chennai,2018-08-19,49.34,,9.68,17.73,27.41,69.49,0.8,15.14,8.17,0.0,6.46,,111.0,Moderate
+Chennai,2018-08-20,69.17,,10.28,18.76,29.04,74.85,0.83,14.29,9.05,0.0,8.41,,152.0,Moderate
+Chennai,2018-08-21,85.12,,9.5,16.74,26.15,68.84,0.73,15.09,7.35,0.0,6.46,,148.0,Moderate
+Chennai,2018-08-22,52.23,,9.25,16.0,25.25,67.39,0.83,14.35,7.55,0.0,4.54,,161.0,Moderate
+Chennai,2018-08-23,34.77,,9.48,17.76,27.24,65.92,0.81,14.77,4.86,0.0,6.12,,74.0,Satisfactory
+Chennai,2018-08-24,40.39,,10.19,16.66,26.86,69.9,0.83,11.98,4.89,0.0,4.99,,71.0,Satisfactory
+Chennai,2018-08-25,55.14,,9.56,16.2,25.76,61.54,0.77,13.19,6.0,0.0,4.6,,106.0,Moderate
+Chennai,2018-08-26,32.83,,9.18,16.09,25.26,66.35,0.8,14.06,8.98,0.0,1.74,,81.0,Satisfactory
+Chennai,2018-08-27,34.87,,9.64,18.75,28.39,71.97,0.9,12.04,10.38,0.0,5.27,,70.0,Satisfactory
+Chennai,2018-08-28,29.44,,10.57,17.38,27.95,74.44,0.67,12.49,18.68,0.0,4.56,,62.0,Satisfactory
+Chennai,2018-08-29,32.56,,12.06,19.87,31.81,65.29,0.83,11.59,18.48,0.0,6.41,,58.0,Satisfactory
+Chennai,2018-08-30,50.7,,10.67,16.49,27.15,14.89,0.82,10.61,19.46,0.0,7.59,,89.0,Satisfactory
+Chennai,2018-08-31,29.65,,10.65,15.98,26.63,9.19,0.93,13.07,19.14,0.0,5.94,,83.0,Satisfactory
+Chennai,2018-09-01,38.58,,11.66,19.22,30.79,18.85,0.84,12.61,24.39,0.0,7.97,,65.0,Satisfactory
+Chennai,2018-09-02,47.56,,9.99,20.74,30.72,18.32,0.78,13.98,32.26,0.02,7.17,,84.0,Satisfactory
+Chennai,2018-09-03,42.77,,9.72,15.68,25.39,12.99,0.97,14.76,44.5,0.03,5.62,,83.0,Satisfactory
+Chennai,2018-09-04,54.8,,9.69,16.89,26.57,17.71,0.85,12.8,50.33,0.03,10.27,,87.0,Satisfactory
+Chennai,2018-09-05,47.98,,9.59,16.8,26.39,17.27,0.72,9.42,44.4,0.0,4.71,,111.0,Moderate
+Chennai,2018-09-06,61.47,,9.47,16.96,26.43,20.23,0.9,6.19,39.37,0.0,2.76,,93.0,Satisfactory
+Chennai,2018-09-07,48.17,,10.31,16.34,26.31,28.24,0.99,8.08,32.63,0.0,2.03,,108.0,Moderate
+Chennai,2018-09-08,67.78,,9.96,16.92,26.88,30.08,0.93,14.86,33.69,0.0,0.79,,118.0,Moderate
+Chennai,2018-09-09,30.81,,9.27,15.16,24.42,23.29,0.85,7.37,43.7,0.0,0.68,,115.0,Moderate
+Chennai,2018-09-10,41.96,,10.4,18.5,28.9,22.0,0.78,5.85,35.48,0.03,0.05,,68.0,Satisfactory
+Chennai,2018-09-11,40.59,,10.09,16.37,26.44,17.26,0.85,5.71,33.64,0.02,0.07,,79.0,Satisfactory
+Chennai,2018-09-12,44.5,,10.67,16.44,27.1,27.07,0.74,4.94,36.56,0.05,0.14,,70.0,Satisfactory
+Chennai,2018-09-13,45.96,,9.82,15.41,25.22,18.84,0.81,5.26,43.52,0.0,1.07,,86.0,Satisfactory
+Chennai,2018-09-14,82.38,,9.42,14.86,24.28,21.58,0.76,5.34,35.37,0.11,0.25,,161.0,Moderate
+Chennai,2018-09-15,42.08,,9.91,16.23,26.14,24.24,0.8,6.92,41.45,0.06,0.23,,112.0,Moderate
+Chennai,2018-09-16,43.25,,9.73,16.5,26.23,28.89,0.93,6.42,37.48,0.0,0.05,,97.0,Satisfactory
+Chennai,2018-09-17,30.77,,14.5,19.66,34.16,33.81,1.1,10.04,29.89,0.02,0.21,,96.0,Satisfactory
+Chennai,2018-09-18,44.32,,13.53,20.0,33.53,35.42,0.86,11.07,15.27,0.0,0.19,,92.0,Satisfactory
+Chennai,2018-09-19,24.98,,14.67,19.13,33.81,28.55,0.89,7.27,13.27,0.02,0.05,,80.0,Satisfactory
+Chennai,2018-09-20,55.76,,15.03,21.45,36.47,51.46,1.09,8.13,15.8,0.0,0.8,,92.0,Satisfactory
+Chennai,2018-09-21,49.28,,10.95,18.84,29.79,27.61,0.83,6.23,22.41,0.02,1.22,,109.0,Moderate
+Chennai,2018-09-22,50.3,,10.07,19.48,29.55,38.8,0.78,5.06,24.6,0.0,0.65,,108.0,Moderate
+Chennai,2018-09-23,50.51,,9.81,14.26,24.07,46.92,0.67,5.8,20.67,0.0,0.79,,89.0,Satisfactory
+Chennai,2018-09-24,31.02,,11.02,15.16,26.17,52.74,0.99,5.68,21.88,0.0,1.26,,111.0,Moderate
+Chennai,2018-09-25,43.43,,11.18,16.56,27.74,41.41,0.99,6.98,17.92,0.0,1.34,,107.0,Moderate
+Chennai,2018-09-26,61.73,,11.06,14.65,25.69,40.82,0.94,6.47,16.79,0.04,0.23,,93.0,Satisfactory
+Chennai,2018-09-27,28.2,,10.21,13.68,23.88,53.67,0.74,5.66,14.0,0.08,0.0,,111.0,Moderate
+Chennai,2018-09-28,22.68,,11.25,13.15,24.39,55.26,0.78,7.46,13.21,0.09,0.91,,54.0,Satisfactory
+Chennai,2018-09-29,71.65,,11.08,13.36,24.44,46.25,0.66,6.62,11.13,0.0,0.25,,58.0,Satisfactory
+Chennai,2018-09-30,64.87,,11.14,13.77,24.91,45.68,0.83,7.98,12.69,0.0,1.32,,157.0,Moderate
+Chennai,2018-10-01,32.53,,11.97,12.48,24.44,60.08,1.0,7.23,14.15,0.1,1.37,,82.0,Satisfactory
+Chennai,2018-10-02,22.28,,11.63,13.11,24.73,47.8,0.97,7.93,13.46,0.03,1.43,,66.0,Satisfactory
+Chennai,2018-10-03,17.89,,10.88,12.81,23.68,73.66,0.78,7.96,12.78,0.06,1.6,,63.0,Satisfactory
+Chennai,2018-10-04,20.58,,14.36,15.72,29.87,50.7,1.16,17.2,10.81,0.02,7.33,,66.0,Satisfactory
+Chennai,2018-10-05,23.68,,17.31,18.38,35.69,45.62,1.05,27.34,14.23,0.15,7.88,,75.0,Satisfactory
+Chennai,2018-10-06,16.7,,14.62,15.29,29.91,55.39,1.08,24.43,15.03,0.39,10.52,,81.0,Satisfactory
+Chennai,2018-10-07,34.54,,12.76,13.8,26.55,56.32,0.72,9.43,19.43,0.0,24.92,,65.0,Satisfactory
+Chennai,2018-10-08,36.11,,13.24,17.82,31.0,68.46,0.85,10.98,18.66,0.08,18.97,,69.0,Satisfactory
+Chennai,2018-10-09,61.0,,12.17,17.82,29.99,62.49,1.09,9.66,23.62,0.11,5.19,,96.0,Satisfactory
+Chennai,2018-10-10,70.42,,13.47,21.12,34.59,50.74,0.95,11.67,24.71,0.64,6.02,,164.0,Moderate
+Chennai,2018-10-11,53.49,,10.88,19.25,30.12,53.93,0.88,7.72,35.36,0.26,3.19,,147.0,Moderate
+Chennai,2018-10-12,48.26,,9.52,18.38,27.85,72.48,0.96,6.41,33.56,0.06,0.45,,90.0,Satisfactory
+Chennai,2018-10-13,39.7,,9.2,13.52,22.7,74.8,0.88,6.21,30.89,0.08,0.54,,82.0,Satisfactory
+Chennai,2018-10-14,40.74,,9.93,15.82,25.64,73.68,0.66,8.16,30.56,0.12,0.25,,65.0,Satisfactory
+Chennai,2018-10-15,40.91,,9.23,12.85,22.08,83.04,0.88,7.04,29.96,0.08,0.39,,70.0,Satisfactory
+Chennai,2018-10-16,29.82,,10.8,12.68,23.42,56.22,0.8,7.54,17.9,0.0,0.14,,68.0,Satisfactory
+Chennai,2018-10-17,33.85,,12.34,15.63,27.86,58.51,1.06,8.69,16.26,0.49,0.8,,77.0,Satisfactory
+Chennai,2018-10-18,31.6,,12.48,17.18,29.65,61.61,0.94,6.33,18.73,0.08,0.69,,67.0,Satisfactory
+Chennai,2018-10-19,39.65,,13.75,19.41,33.15,74.61,1.1,11.52,25.74,0.05,0.99,,91.0,Satisfactory
+Chennai,2018-10-20,66.17,,13.49,22.31,35.57,68.62,1.12,10.13,18.13,0.6,1.15,,110.0,Moderate
+Chennai,2018-10-21,65.55,,10.73,16.62,26.02,106.37,0.89,6.7,19.48,0.13,4.75,,124.0,Moderate
+Chennai,2018-10-22,168.81,,12.38,19.55,30.6,81.41,0.96,15.4,19.31,0.03,8.32,,218.0,Poor
+Chennai,2018-10-23,73.57,,12.45,20.24,31.36,53.42,0.63,10.54,20.21,0.02,2.55,,170.0,Moderate
+Chennai,2018-10-24,76.77,,13.08,19.44,31.19,73.34,0.75,9.99,15.61,0.05,0.0,,160.0,Moderate
+Chennai,2018-10-25,72.83,,11.23,21.39,31.3,79.17,0.87,6.88,18.69,0.03,0.21,,140.0,Moderate
+Chennai,2018-10-26,72.24,,10.48,19.89,28.88,103.82,2.03,8.35,25.47,0.54,0.32,,144.0,Moderate
+Chennai,2018-10-27,61.5,,10.49,23.1,32.54,83.85,0.82,15.7,31.79,0.05,0.45,,126.0,Moderate
+Chennai,2018-10-28,59.79,,9.19,20.55,29.44,103.85,0.97,10.0,50.28,0.03,1.36,,115.0,Moderate
+Chennai,2018-10-29,75.15,,8.86,19.05,27.9,93.1,0.84,5.44,52.32,0.07,1.88,,158.0,Moderate
+Chennai,2018-10-30,34.51,,9.26,17.96,27.21,99.69,0.8,7.44,21.44,0.09,1.25,,98.0,Satisfactory
+Chennai,2018-10-31,28.16,,12.78,17.33,30.1,88.8,1.15,6.32,15.54,0.13,1.12,,78.0,Satisfactory
+Chennai,2018-11-01,27.63,,13.25,17.66,30.91,99.75,1.09,7.29,13.71,0.37,1.48,,83.0,Satisfactory
+Chennai,2018-11-02,28.58,,11.29,15.78,27.01,103.28,1.1,5.72,17.25,0.2,0.89,,89.0,Satisfactory
+Chennai,2018-11-03,35.6,,9.47,14.37,23.55,84.08,0.87,7.7,23.51,0.05,0.65,,65.0,Satisfactory
+Chennai,2018-11-04,86.21,,10.83,13.34,24.03,88.05,0.79,15.54,26.27,0.03,0.43,,167.0,Moderate
+Chennai,2018-11-05,35.2,,12.3,15.35,27.64,106.45,0.99,17.81,22.85,0.0,0.65,,85.0,Satisfactory
+Chennai,2018-11-06,55.01,,13.88,17.64,30.82,113.81,1.03,12.25,21.38,0.08,0.4,,72.0,Satisfactory
+Chennai,2018-11-07,59.06,,14.79,18.17,30.88,112.75,0.99,14.09,24.89,0.04,0.97,,128.0,Moderate
+Chennai,2018-11-08,49.98,,11.95,21.91,31.42,101.65,0.94,8.6,20.71,0.07,0.05,,96.0,Satisfactory
+Chennai,2018-11-09,74.73,,11.44,16.56,25.77,90.68,1.14,6.03,25.98,0.02,0.39,,133.0,Moderate
+Chennai,2018-11-10,70.81,,11.21,20.53,28.01,85.32,1.22,10.87,23.79,0.08,0.02,,137.0,Moderate
+Chennai,2018-11-11,82.59,,10.61,17.52,25.69,101.08,1.06,12.87,28.45,0.02,0.0,,155.0,Moderate
+Chennai,2018-11-12,92.17,,10.36,19.12,26.84,102.19,1.23,11.44,31.5,0.02,0.05,,185.0,Moderate
+Chennai,2018-11-13,111.04,,11.08,22.32,30.73,99.8,1.19,10.76,46.49,0.01,0.09,,231.0,Poor
+Chennai,2018-11-14,84.77,,9.62,21.1,29.59,96.22,1.01,12.45,36.28,0.09,0.22,,210.0,Poor
+Chennai,2018-11-15,47.01,,9.26,16.54,24.8,95.63,0.99,10.97,25.99,0.0,0.55,,135.0,Moderate
+Chennai,2018-11-16,17.03,,9.44,14.07,22.92,103.8,0.98,12.81,16.2,0.08,1.57,,68.0,Satisfactory
+Chennai,2018-11-17,28.73,,11.09,16.46,26.96,103.08,1.0,8.51,13.6,0.12,1.44,,71.0,Satisfactory
+Chennai,2018-11-18,31.8,,12.3,15.57,27.07,98.47,0.99,8.95,12.32,0.11,0.05,,78.0,Satisfactory
+Chennai,2018-11-19,22.03,,10.28,13.35,23.22,102.83,1.03,13.48,18.24,0.13,2.38,,70.0,Satisfactory
+Chennai,2018-11-20,42.81,,9.43,15.15,23.8,107.93,1.09,8.75,19.48,0.16,0.98,,72.0,Satisfactory
+Chennai,2018-11-21,20.36,,9.54,13.69,22.53,103.82,0.88,7.71,14.62,0.1,0.1,,65.0,Satisfactory
+Chennai,2018-11-22,19.76,,11.59,17.85,28.68,40.44,0.92,9.4,15.4,0.21,0.23,,60.0,Satisfactory
+Chennai,2018-11-23,47.76,,10.19,18.11,27.7,59.67,1.0,7.81,28.75,0.2,0.23,,70.0,Satisfactory
+Chennai,2018-11-24,92.89,,10.97,21.25,31.62,62.72,0.94,6.77,37.14,0.09,0.31,,162.0,Moderate
+Chennai,2018-11-25,112.05,,10.69,18.89,28.95,51.32,0.95,6.22,37.01,0.11,0.1,,234.0,Poor
+Chennai,2018-11-26,81.75,,11.61,24.37,35.11,30.88,1.05,6.7,46.88,0.28,0.17,,211.0,Poor
+Chennai,2018-11-27,65.56,,11.48,22.07,32.76,39.32,1.24,7.59,43.13,0.15,0.22,,141.0,Moderate
+Chennai,2018-11-28,61.8,,10.68,20.05,30.02,39.76,0.94,7.35,34.91,0.12,1.07,,123.0,Moderate
+Chennai,2018-11-29,46.73,,9.87,18.07,27.3,34.41,0.87,6.72,35.7,0.11,0.68,,90.0,Satisfactory
+Chennai,2018-11-30,47.84,,10.57,18.47,28.31,36.59,0.91,10.09,26.2,0.16,0.54,,79.0,Satisfactory
+Chennai,2018-12-01,54.15,,11.52,19.72,30.54,34.77,0.85,14.74,25.18,0.14,0.2,,96.0,Satisfactory
+Chennai,2018-12-02,23.09,,9.79,16.96,26.02,30.73,0.82,10.53,22.14,0.09,0.15,,74.0,Satisfactory
+Chennai,2018-12-03,30.61,,10.09,17.89,26.81,34.09,1.09,8.84,26.18,0.11,0.54,,67.0,Satisfactory
+Chennai,2018-12-04,23.0,,10.71,17.59,27.4,29.41,0.98,8.25,15.45,0.09,0.28,,80.0,Satisfactory
+Chennai,2018-12-05,31.74,,11.82,17.71,28.85,43.69,1.16,8.29,27.94,0.11,0.81,,86.0,Satisfactory
+Chennai,2018-12-06,47.92,,10.65,17.19,27.19,41.31,1.03,7.77,25.65,0.17,0.16,,87.0,Satisfactory
+Chennai,2018-12-07,85.53,,10.88,16.76,26.96,40.97,1.06,8.44,27.6,0.2,0.23,,129.0,Moderate
+Chennai,2018-12-08,98.92,,8.91,16.05,24.43,43.28,1.06,7.98,30.72,0.03,0.29,,221.0,Poor
+Chennai,2018-12-09,98.35,,8.72,14.89,23.02,38.86,1.05,8.5,32.88,0.21,0.22,,224.0,Poor
+Chennai,2018-12-10,95.16,,9.63,16.81,25.93,42.8,1.39,9.0,27.31,0.0,0.19,,222.0,Poor
+Chennai,2018-12-11,84.65,,10.78,19.54,29.71,41.8,1.13,11.76,25.82,0.05,0.05,,196.0,Moderate
+Chennai,2018-12-12,86.54,,14.93,23.86,37.55,37.36,1.04,12.46,30.5,0.13,0.28,,195.0,Moderate
+Chennai,2018-12-13,51.85,,11.78,20.16,31.05,36.35,1.05,12.84,23.49,0.27,0.18,,154.0,Moderate
+Chennai,2018-12-14,52.68,,10.47,19.97,29.69,36.71,1.08,8.68,24.09,0.15,0.36,,86.0,Satisfactory
+Chennai,2018-12-15,87.0,,8.19,16.49,23.66,29.36,0.94,9.89,48.79,0.1,0.88,,149.0,Moderate
+Chennai,2018-12-16,55.49,,8.6,14.61,22.21,24.23,0.77,8.78,46.55,0.17,0.28,,155.0,Moderate
+Chennai,2018-12-17,52.86,,9.28,17.97,26.53,34.09,1.17,10.81,49.14,0.08,0.11,,89.0,Satisfactory
+Chennai,2018-12-18,73.87,,10.86,19.64,29.8,33.53,1.1,13.49,24.64,0.34,0.54,,148.0,Moderate
+Chennai,2018-12-19,28.98,,8.89,15.74,23.98,36.52,0.97,13.94,19.24,0.13,0.78,,90.0,Satisfactory
+Chennai,2018-12-20,48.11,,9.6,16.31,24.8,46.63,0.99,10.77,21.85,0.21,0.57,,78.0,Satisfactory
+Chennai,2018-12-21,38.97,,9.16,15.8,24.41,56.57,0.94,9.74,27.3,0.23,0.58,,81.0,Satisfactory
+Chennai,2018-12-22,48.35,,8.72,15.84,23.85,56.85,0.84,8.34,34.56,0.21,0.66,,82.0,Satisfactory
+Chennai,2018-12-23,63.44,,9.86,16.53,25.66,59.66,0.91,9.02,27.99,0.08,0.22,,109.0,Moderate
+Chennai,2018-12-24,67.45,,8.74,16.54,24.58,61.08,1.03,10.8,37.41,0.26,0.42,,137.0,Moderate
+Chennai,2018-12-25,80.95,,10.29,17.86,27.37,56.93,1.04,12.48,36.12,0.08,1.79,,150.0,Moderate
+Chennai,2018-12-26,96.38,,9.95,16.16,25.49,56.87,0.93,9.28,36.73,0.15,1.82,,217.0,Poor
+Chennai,2018-12-27,111.83,,11.01,17.01,27.37,56.72,1.39,16.0,37.12,0.28,0.83,,182.0,Moderate
+Chennai,2018-12-28,68.25,,10.69,16.16,26.23,32.55,1.08,11.95,32.06,0.17,3.25,,160.0,Moderate
+Chennai,2018-12-29,110.85,,11.31,16.27,25.86,15.8,1.01,11.11,31.96,0.12,2.93,,205.0,Poor
+Chennai,2018-12-30,100.68,,9.06,9.74,16.02,16.09,0.8,8.52,47.92,0.05,0.81,,211.0,Poor
+Chennai,2018-12-31,57.67,,7.58,11.22,17.0,16.92,1.01,17.04,69.62,0.05,0.51,,150.0,Moderate
+Chennai,2019-01-01,122.43,,6.07,13.22,18.62,28.4,0.86,18.33,56.82,0.16,0.44,,212.0,Poor
+Chennai,2019-01-02,54.14,,6.1,13.9,19.05,31.32,1.0,14.34,36.38,0.06,1.74,,158.0,Moderate
+Chennai,2019-01-03,97.13,,6.48,14.86,20.62,34.77,0.99,15.54,42.23,0.18,1.13,,167.0,Moderate
+Chennai,2019-01-04,74.64,,7.23,14.64,21.03,63.69,0.9,15.84,47.31,0.13,0.45,,192.0,Moderate
+Chennai,2019-01-05,74.23,,7.77,13.88,20.84,57.52,0.98,11.74,48.85,0.03,1.3,,116.0,Moderate
+Chennai,2019-01-06,92.7,,8.24,14.49,21.97,63.61,0.86,14.62,30.74,0.07,2.1,,186.0,Moderate
+Chennai,2019-01-07,70.73,,7.24,14.19,20.57,63.64,0.86,13.32,31.93,0.03,2.19,,168.0,Moderate
+Chennai,2019-01-08,59.25,,8.56,16.18,23.85,93.11,0.84,17.38,31.65,0.1,3.21,,108.0,Moderate
+Chennai,2019-01-09,98.11,,7.21,13.92,20.37,191.23,0.85,12.12,46.05,0.03,1.36,,185.0,Moderate
+Chennai,2019-01-10,89.42,,9.15,14.95,23.31,162.85,0.81,11.52,39.2,0.07,2.11,,181.0,Moderate
+Chennai,2019-01-11,129.92,,8.0,13.7,21.07,64.09,0.9,15.08,48.29,0.14,2.6,,199.0,Moderate
+Chennai,2019-01-12,65.08,,7.11,12.88,19.41,62.16,0.89,9.37,44.27,0.16,1.12,,183.0,Moderate
+Chennai,2019-01-13,38.64,,6.7,12.93,19.21,63.82,1.08,13.8,41.06,0.15,2.16,,105.0,Moderate
+Chennai,2019-01-14,58.12,,5.55,12.57,17.7,63.79,0.97,19.57,54.55,1.64,2.23,,110.0,Moderate
+Chennai,2019-01-15,45.89,,5.4,11.56,16.57,63.11,1.2,19.9,52.62,0.08,0.74,,115.0,Moderate
+Chennai,2019-01-16,49.6,,5.7,11.33,16.56,63.85,0.84,17.67,40.96,0.08,2.72,,97.0,Satisfactory
+Chennai,2019-01-17,68.44,,5.84,11.15,16.51,63.66,0.89,17.24,50.43,0.22,4.33,,111.0,Moderate
+Chennai,2019-01-18,66.96,,5.99,11.39,17.1,64.33,1.04,19.54,56.44,0.3,2.38,,140.0,Moderate
+Chennai,2019-01-19,58.99,,6.01,11.74,17.4,63.91,0.89,17.95,45.77,0.02,2.82,,131.0,Moderate
+Chennai,2019-01-20,40.6,,5.22,12.43,17.11,65.22,0.97,11.27,35.54,0.07,2.69,,102.0,Moderate
+Chennai,2019-01-21,65.59,,5.98,12.28,17.8,48.52,0.92,9.07,39.49,0.09,3.86,,98.0,Satisfactory
+Chennai,2019-01-22,70.94,,6.12,12.25,18.36,16.57,0.87,15.54,40.99,0.22,1.92,,176.0,Moderate
+Chennai,2019-01-23,27.64,,6.02,12.07,18.09,16.84,0.87,16.66,39.45,0.13,0.33,,92.0,Satisfactory
+Chennai,2019-01-24,45.17,,5.66,12.0,17.49,30.26,1.01,15.18,36.67,0.18,0.74,,99.0,Satisfactory
+Chennai,2019-01-25,28.02,,6.76,12.21,18.97,65.78,0.9,8.45,27.67,0.13,0.48,,73.0,Satisfactory
+Chennai,2019-01-26,19.33,,5.23,10.38,15.61,65.95,0.83,8.05,25.33,0.1,1.44,,68.0,Satisfactory
+Chennai,2019-01-27,16.58,,5.53,10.66,16.2,65.49,0.97,10.56,22.97,0.1,0.5,,70.0,Satisfactory
+Chennai,2019-01-28,18.58,,5.36,10.43,15.61,65.01,0.99,16.53,33.89,0.05,0.31,,71.0,Satisfactory
+Chennai,2019-01-29,41.52,,5.37,12.27,17.65,64.29,1.01,26.06,37.91,0.08,0.06,,84.0,Satisfactory
+Chennai,2019-01-30,55.3,,5.41,12.14,17.54,64.06,0.97,15.23,45.84,0.03,0.05,,120.0,Moderate
+Chennai,2019-01-31,81.09,,5.7,11.73,17.43,64.5,0.98,10.95,41.59,0.02,0.05,,144.0,Moderate
+Chennai,2019-02-01,42.07,,5.66,11.85,17.51,64.85,0.93,20.89,45.34,0.12,0.0,,147.0,Moderate
+Chennai,2019-02-02,42.72,,5.49,12.05,17.55,64.64,0.93,17.98,37.96,0.03,0.88,,99.0,Satisfactory
+Chennai,2019-02-03,31.09,,5.43,11.26,16.7,64.87,0.93,9.54,36.74,0.0,0.0,,84.0,Satisfactory
+Chennai,2019-02-04,46.95,,5.28,11.89,17.17,64.78,0.94,8.95,43.27,0.03,0.2,,86.0,Satisfactory
+Chennai,2019-02-05,44.37,,5.38,12.34,17.72,64.59,1.01,8.29,55.63,0.0,0.16,,115.0,Moderate
+Chennai,2019-02-06,60.55,,6.33,13.45,17.64,65.28,0.99,8.82,52.24,0.0,1.18,,149.0,Moderate
+Chennai,2019-02-07,52.94,,5.92,12.16,18.08,64.89,1.1,9.04,41.97,0.03,1.16,,138.0,Moderate
+Chennai,2019-02-08,28.42,,5.83,11.83,17.64,66.42,1.07,9.01,33.31,0.0,1.12,,87.0,Satisfactory
+Chennai,2019-02-09,21.04,,5.63,10.92,16.49,66.69,0.91,12.96,18.49,0.0,1.25,,77.0,Satisfactory
+Chennai,2019-02-10,12.77,,5.81,10.88,16.68,66.05,1.0,16.47,18.45,0.0,1.13,,67.0,Satisfactory
+Chennai,2019-02-11,37.37,,5.19,10.27,15.46,65.78,1.04,26.99,31.72,0.03,1.04,,77.0,Satisfactory
+Chennai,2019-02-12,56.04,,4.77,10.73,15.5,64.94,1.01,13.74,57.84,0.06,1.14,,126.0,Moderate
+Chennai,2019-02-13,106.04,,4.84,12.07,16.89,64.45,0.96,10.38,79.41,0.03,0.93,,200.0,Moderate
+Chennai,2019-02-14,178.54,,4.91,11.68,16.58,65.17,1.03,11.87,56.47,0.0,0.0,,283.0,Poor
+Chennai,2019-02-15,42.85,,5.76,11.22,16.98,66.85,1.08,12.88,32.8,0.0,0.0,,187.0,Moderate
+Chennai,2019-02-16,45.41,,5.62,11.06,16.68,66.58,0.94,6.55,26.4,0.09,0.05,,87.0,Satisfactory
+Chennai,2019-02-17,44.51,,5.62,10.9,16.52,67.23,0.92,7.69,18.38,0.12,0.2,,93.0,Satisfactory
+Chennai,2019-02-18,26.55,,5.61,10.6,16.21,67.5,0.98,9.65,17.49,0.02,0.0,,80.0,Satisfactory
+Chennai,2019-02-19,17.11,,5.63,10.58,16.21,67.6,0.99,9.46,17.42,0.0,0.0,,78.0,Satisfactory
+Chennai,2019-02-20,16.6,,7.43,11.75,19.18,67.41,0.91,20.24,20.24,0.03,0.0,,66.0,Satisfactory
+Chennai,2019-02-21,32.92,,6.14,11.21,17.35,66.43,1.06,21.39,21.84,0.0,0.0,,75.0,Satisfactory
+Chennai,2019-02-22,37.45,,6.23,11.82,18.06,66.08,1.09,23.61,32.82,0.0,0.05,,104.0,Moderate
+Chennai,2019-02-23,25.55,,8.62,13.88,22.5,42.52,1.01,17.84,42.25,0.03,0.0,,101.0,Moderate
+Chennai,2019-02-24,37.37,,8.53,12.35,20.87,16.42,0.95,10.08,33.15,0.0,0.0,,89.0,Satisfactory
+Chennai,2019-02-25,74.05,,5.93,11.7,17.55,16.61,1.12,6.72,29.26,0.05,0.0,,105.0,Moderate
+Chennai,2019-02-26,199.98,,6.87,12.07,18.94,16.9,1.08,9.36,18.88,0.02,0.42,,279.0,Poor
+Chennai,2019-02-27,33.9,,6.01,10.65,16.65,18.24,0.89,8.94,17.23,0.03,0.05,,127.0,Moderate
+Chennai,2019-02-28,87.38,,8.18,14.43,18.56,10.21,0.72,9.0,16.65,0.04,2.44,,100.0,Satisfactory
+Chennai,2019-03-01,114.56,,5.26,11.01,15.91,33.31,0.82,12.89,15.1,0.03,0.0,,102.0,Moderate
+Chennai,2019-03-02,176.07,,9.14,15.07,22.05,198.23,0.66,30.02,18.42,0.05,4.11,,252.0,Poor
+Chennai,2019-03-03,38.85,,10.81,18.86,28.19,167.9,0.6,20.68,19.22,0.0,0.09,,128.0,Moderate
+Chennai,2019-03-04,43.48,,7.49,13.32,20.28,83.05,0.81,6.32,19.86,0.0,2.74,,76.0,Satisfactory
+Chennai,2019-03-05,53.2,,28.01,27.1,37.82,118.25,0.81,17.25,22.26,0.0,3.0,,87.0,Satisfactory
+Chennai,2019-03-06,58.19,,9.84,12.09,23.09,28.67,0.81,11.03,21.23,0.03,3.44,,111.0,Moderate
+Chennai,2019-03-07,39.87,,22.45,20.52,29.17,21.72,0.78,4.02,23.03,0.05,2.64,,105.0,Moderate
+Chennai,2019-03-08,38.91,,10.75,14.39,20.43,7.06,0.77,5.58,21.08,0.03,1.26,,85.0,Satisfactory
+Chennai,2019-03-09,36.46,,22.03,21.64,29.51,27.86,0.83,5.6,26.0,0.07,0.94,,90.0,Satisfactory
+Chennai,2019-03-10,27.7,,43.34,44.19,56.47,23.83,0.67,7.05,18.63,0.0,0.27,,83.0,Satisfactory
+Chennai,2019-03-11,28.47,,13.69,18.38,25.53,10.33,0.77,9.82,17.53,0.0,0.77,,66.0,Satisfactory
+Chennai,2019-03-12,52.63,,28.37,25.52,40.42,21.22,0.75,11.08,26.92,0.05,0.47,,89.0,Satisfactory
+Chennai,2019-03-13,76.63,,19.61,23.74,33.94,21.44,0.91,9.2,25.37,0.0,5.14,,143.0,Moderate
+Chennai,2019-03-14,58.09,,14.37,21.05,32.56,20.01,0.77,8.2,31.6,0.09,5.32,,155.0,Moderate
+Chennai,2019-03-15,52.87,,18.81,20.97,33.91,24.09,0.8,7.74,34.93,0.03,3.24,,100.0,Satisfactory
+Chennai,2019-03-16,48.11,,25.6,24.86,40.11,40.38,0.71,13.08,29.95,0.0,0.45,,86.0,Satisfactory
+Chennai,2019-03-17,57.58,,13.92,19.0,31.42,13.98,0.85,14.42,34.31,0.0,0.0,,106.0,Moderate
+Chennai,2019-03-18,37.31,,31.9,32.45,43.22,61.25,0.79,8.64,24.25,0.02,0.63,,86.0,Satisfactory
+Chennai,2019-03-19,42.32,,17.13,21.72,30.91,57.93,0.81,5.91,18.89,0.08,0.91,,87.0,Satisfactory
+Chennai,2019-03-20,63.83,,11.41,17.29,27.52,32.6,0.71,3.9,28.14,0.05,1.16,,103.0,Moderate
+Chennai,2019-03-21,50.63,,5.73,10.35,20.35,15.42,0.65,5.61,28.28,0.05,0.06,,138.0,Moderate
+Chennai,2019-03-22,41.01,,6.95,12.16,20.64,39.88,0.84,10.28,27.87,0.0,0.05,,102.0,Moderate
+Chennai,2019-03-23,37.13,,12.15,19.38,30.54,14.46,0.72,7.05,22.44,0.0,0.59,,95.0,Satisfactory
+Chennai,2019-03-24,34.61,,18.14,22.46,38.8,20.98,0.82,6.74,10.75,0.0,0.0,,83.0,Satisfactory
+Chennai,2019-03-25,35.94,,17.24,17.53,35.08,14.04,0.77,6.63,23.65,0.06,0.32,,83.0,Satisfactory
+Chennai,2019-03-26,39.29,,20.5,24.94,39.59,25.58,0.87,7.07,36.49,0.0,0.0,,87.0,Satisfactory
+Chennai,2019-03-27,33.41,,7.09,13.74,22.99,2.79,0.92,6.04,37.94,0.0,0.05,,81.0,Satisfactory
+Chennai,2019-03-28,38.14,,8.82,16.52,27.32,2.04,0.71,6.29,40.81,0.0,0.11,,81.0,Satisfactory
+Chennai,2019-03-29,38.04,,7.99,15.39,26.66,1.76,0.85,6.68,41.51,0.0,0.0,,73.0,Satisfactory
+Chennai,2019-03-30,37.22,,9.58,16.77,27.97,4.76,0.77,5.95,37.59,0.05,0.06,,81.0,Satisfactory
+Chennai,2019-03-31,62.24,,6.29,14.06,20.18,1.69,1.05,6.52,21.53,0.0,0.0,,100.0,Satisfactory
+Chennai,2019-04-01,68.09,,6.55,12.5,19.02,1.34,0.98,6.34,19.13,0.02,0.0,,130.0,Moderate
+Chennai,2019-04-02,49.42,,6.38,12.07,18.37,1.33,0.93,6.2,21.34,0.0,0.0,,126.0,Moderate
+Chennai,2019-04-03,48.12,,6.33,14.01,20.33,1.43,0.93,7.04,14.11,0.02,0.1,,117.0,Moderate
+Chennai,2019-04-04,32.88,,6.22,14.81,21.02,1.58,1.02,6.15,12.54,0.0,0.0,,89.0,Satisfactory
+Chennai,2019-04-05,36.23,,6.05,13.53,19.51,1.59,1.05,6.42,11.4,0.03,0.0,,100.0,Satisfactory
+Chennai,2019-04-06,34.35,,5.77,15.09,20.85,1.8,1.1,6.55,12.49,0.03,0.0,,101.0,Moderate
+Chennai,2019-04-07,32.33,,5.7,14.5,20.17,1.86,0.95,6.51,13.51,0.0,0.0,,99.0,Satisfactory
+Chennai,2019-04-08,54.52,,6.37,14.32,21.4,1.69,0.97,6.91,12.61,0.05,0.0,,98.0,Satisfactory
+Chennai,2019-04-09,37.03,,10.12,17.66,29.58,1.79,0.94,6.95,13.35,0.03,0.0,,112.0,Moderate
+Chennai,2019-04-10,59.54,,10.06,18.69,30.53,1.85,1.07,6.59,12.89,0.02,3.34,,111.0,Moderate
+Chennai,2019-04-11,56.02,,9.88,16.66,28.5,1.74,1.08,6.87,13.58,0.03,3.43,,110.0,Moderate
+Chennai,2019-04-12,37.18,,10.21,16.69,28.63,1.61,1.0,6.18,13.42,0.0,3.71,,100.0,Satisfactory
+Chennai,2019-04-13,36.18,,10.39,15.55,27.86,1.35,1.0,6.42,20.27,0.0,3.66,,79.0,Satisfactory
+Chennai,2019-04-14,31.9,,9.96,15.54,27.71,1.42,0.99,7.55,13.17,0.03,3.81,,76.0,Satisfactory
+Chennai,2019-04-15,24.24,,7.58,13.18,23.89,1.46,1.1,7.16,15.81,0.03,4.19,,76.0,Satisfactory
+Chennai,2019-04-16,19.48,,6.43,11.66,20.56,1.48,1.09,6.89,14.36,0.0,4.63,,70.0,Satisfactory
+Chennai,2019-04-17,17.27,,6.34,9.96,16.1,3.17,1.01,6.69,15.7,0.02,5.0,,73.0,Satisfactory
+Chennai,2019-04-18,12.95,,5.66,10.23,15.89,1.45,0.9,6.74,14.86,0.03,3.66,,62.0,Satisfactory
+Chennai,2019-04-19,25.41,,11.08,9.13,14.37,1.6,0.97,6.85,13.7,0.11,3.03,,66.0,Satisfactory
+Chennai,2019-04-20,24.99,,4.39,8.88,12.67,4.55,1.06,6.58,16.87,0.16,2.77,,81.0,Satisfactory
+Chennai,2019-04-21,29.32,,6.18,10.31,16.03,1.61,0.98,7.53,17.5,0.11,0.71,,85.0,Satisfactory
+Chennai,2019-04-22,24.75,,5.34,10.58,15.67,3.0,1.06,5.86,11.95,0.15,2.48,,74.0,Satisfactory
+Chennai,2019-04-23,29.82,,7.77,10.27,17.47,8.61,0.97,6.31,9.1,1.23,0.37,,74.0,Satisfactory
+Chennai,2019-04-24,29.52,,7.05,11.35,18.01,3.84,1.06,6.08,9.33,0.13,0.28,,73.0,Satisfactory
+Chennai,2019-04-25,31.55,,6.06,11.27,17.15,2.24,1.07,6.68,11.18,0.1,0.25,,76.0,Satisfactory
+Chennai,2019-04-26,35.22,,5.65,11.22,16.86,1.84,0.97,5.85,12.59,0.26,0.21,,75.0,Satisfactory
+Chennai,2019-04-27,25.49,,5.86,11.24,17.1,1.75,1.01,6.68,13.31,0.18,0.16,,69.0,Satisfactory
+Chennai,2019-04-28,26.74,,5.73,10.97,16.69,1.72,1.05,5.6,14.98,0.09,0.09,,71.0,Satisfactory
+Chennai,2019-04-29,26.4,,5.94,10.88,16.81,1.8,1.13,6.99,15.45,0.03,0.05,,75.0,Satisfactory
+Chennai,2019-04-30,35.36,,5.95,11.02,16.96,1.67,1.13,6.21,18.63,0.02,0.2,,78.0,Satisfactory
+Chennai,2019-05-01,29.99,,5.19,11.74,16.91,2.05,1.17,6.16,18.49,0.0,0.12,,80.0,Satisfactory
+Chennai,2019-05-02,30.49,,5.47,13.48,18.94,1.78,1.06,6.44,19.34,0.07,0.29,,78.0,Satisfactory
+Chennai,2019-05-03,30.39,,7.84,14.41,20.99,12.12,0.99,5.91,25.11,0.05,0.06,,78.0,Satisfactory
+Chennai,2019-05-04,37.24,,5.65,13.77,19.28,3.69,1.01,5.05,26.4,0.15,0.17,,80.0,Satisfactory
+Chennai,2019-05-05,38.9,,4.96,12.95,17.51,3.5,1.02,5.84,26.22,0.03,0.06,,79.0,Satisfactory
+Chennai,2019-05-06,38.07,,5.22,13.52,18.37,2.4,1.08,6.29,17.59,0.1,0.0,,82.0,Satisfactory
+Chennai,2019-05-07,38.63,,5.84,16.66,22.2,2.34,1.11,6.78,14.78,0.74,0.81,,83.0,Satisfactory
+Chennai,2019-05-08,42.78,,6.41,15.19,21.57,2.48,1.02,6.36,21.36,0.16,0.96,,75.0,Satisfactory
+Chennai,2019-05-09,35.59,,7.28,16.77,24.0,2.79,1.14,7.45,26.79,0.0,3.18,,79.0,Satisfactory
+Chennai,2019-05-10,38.39,,6.78,18.05,24.83,2.17,1.13,6.51,13.48,0.0,2.82,,77.0,Satisfactory
+Chennai,2019-05-11,65.3,,56.45,52.6,61.02,116.71,1.03,7.0,30.18,0.0,0.0,,126.0,Moderate
+Chennai,2019-05-12,51.8,,29.31,34.91,47.97,40.12,0.92,7.02,18.9,0.0,0.0,,150.0,Moderate
+Chennai,2019-05-13,66.57,,22.78,30.03,41.69,35.36,1.05,7.7,19.47,0.17,0.06,,135.0,Moderate
+Chennai,2019-05-14,66.85,,22.35,29.99,41.86,29.8,1.01,6.68,35.41,0.09,0.15,,145.0,Moderate
+Chennai,2019-05-15,55.19,,8.96,24.05,30.37,35.98,0.85,7.1,34.3,0.15,0.09,,132.0,Moderate
+Chennai,2019-05-16,44.66,,8.24,13.84,21.13,25.79,1.04,5.75,32.88,0.09,0.29,,107.0,Moderate
+Chennai,2019-05-17,41.39,,7.03,13.98,21.0,,1.24,4.42,39.97,0.07,0.13,,102.0,Moderate
+Chennai,2019-05-18,39.71,,7.13,13.64,20.76,,0.76,4.99,35.56,0.14,0.08,,88.0,Satisfactory
+Chennai,2019-05-19,36.38,,8.03,13.84,21.86,,0.83,4.23,32.61,0.18,0.03,,83.0,Satisfactory
+Chennai,2019-05-20,22.72,,7.78,13.92,21.68,,0.9,5.18,28.16,0.18,0.05,,76.0,Satisfactory
+Chennai,2019-05-21,23.34,,7.32,14.83,22.14,,1.0,5.34,28.86,0.04,0.07,,71.0,Satisfactory
+Chennai,2019-05-22,27.06,,8.1,14.39,22.48,,1.22,4.63,27.46,0.02,0.06,,80.0,Satisfactory
+Chennai,2019-05-23,45.92,,7.92,13.27,20.26,22.31,1.08,5.04,34.69,0.17,0.07,,79.0,Satisfactory
+Chennai,2019-05-24,47.34,,7.39,11.77,17.59,21.95,1.07,7.08,38.11,0.28,0.54,,113.0,Moderate
+Chennai,2019-05-25,47.85,,7.43,12.34,18.52,17.89,0.96,6.2,45.64,0.39,0.43,,124.0,Moderate
+Chennai,2019-05-26,48.62,,7.39,12.94,18.87,19.66,1.05,7.3,51.3,0.39,0.39,,131.0,Moderate
+Chennai,2019-05-27,45.57,,7.4,13.06,18.69,24.34,1.17,6.69,47.23,0.31,0.31,,113.0,Moderate
+Chennai,2019-05-28,74.16,,7.89,13.81,19.57,27.04,1.23,7.55,42.45,0.2,0.45,,132.0,Moderate
+Chennai,2019-05-29,54.73,,7.94,13.96,20.24,23.03,1.31,7.3,38.78,0.37,0.39,,137.0,Moderate
+Chennai,2019-05-30,65.19,,8.7,14.2,21.1,22.91,1.03,7.43,51.03,0.2,1.15,,141.0,Moderate
+Chennai,2019-05-31,53.41,,8.19,15.62,21.75,36.18,1.1,7.66,60.96,0.07,1.81,,156.0,Moderate
+Chennai,2019-06-01,45.73,,7.97,10.86,17.17,21.04,0.89,7.58,67.66,0.16,2.75,,148.0,Moderate
+Chennai,2019-06-02,57.97,,8.69,10.76,16.84,23.32,0.77,6.82,74.0,0.19,0.59,,143.0,Moderate
+Chennai,2019-06-03,58.15,,7.38,11.26,17.26,16.79,1.22,8.53,79.9,0.03,0.97,,161.0,Moderate
+Chennai,2019-06-04,60.53,,7.45,11.26,17.92,13.53,1.12,6.89,65.54,0.05,1.08,,143.0,Moderate
+Chennai,2019-06-05,52.59,,6.71,11.21,16.92,15.32,0.92,8.24,70.18,0.31,1.62,,153.0,Moderate
+Chennai,2019-06-06,54.06,,6.63,13.32,18.59,15.41,0.94,7.89,38.04,0.16,1.05,,132.0,Moderate
+Chennai,2019-06-07,42.32,,8.12,17.56,19.22,29.81,1.07,7.13,47.78,0.11,3.29,,94.0,Satisfactory
+Chennai,2019-06-08,55.84,,6.02,17.07,14.38,11.98,1.06,6.74,70.67,0.02,2.9,,126.0,Moderate
+Chennai,2019-06-09,47.85,,6.05,14.7,11.47,17.39,1.11,6.49,57.18,0.09,0.65,,119.0,Moderate
+Chennai,2019-06-10,54.9,,15.1,26.93,21.56,22.14,1.3,5.75,42.43,0.13,0.53,,100.0,Satisfactory
+Chennai,2019-06-11,51.79,,13.97,27.66,25.92,33.45,1.31,4.02,57.29,0.1,0.81,,116.0,Moderate
+Chennai,2019-06-12,51.48,,8.55,23.0,18.18,23.29,1.05,5.79,53.52,0.12,1.3,,119.0,Moderate
+Chennai,2019-06-13,37.78,,9.96,24.04,20.21,49.88,1.05,3.78,47.65,0.1,1.43,,110.0,Moderate
+Chennai,2019-06-14,41.03,,12.23,34.45,33.73,6.51,1.09,4.38,48.14,0.0,0.97,,91.0,Satisfactory
+Chennai,2019-06-15,53.31,,8.42,23.57,21.36,7.83,1.06,4.57,39.39,0.05,0.37,,89.0,Satisfactory
+Chennai,2019-06-16,42.09,,8.41,21.94,20.24,7.85,0.98,7.97,40.82,0.05,0.3,,87.0,Satisfactory
+Chennai,2019-06-17,56.12,,9.34,24.69,23.37,10.06,1.0,9.62,25.3,0.13,1.6,,80.0,Satisfactory
+Chennai,2019-06-18,56.8,,8.86,25.31,23.7,8.41,1.18,7.35,43.82,0.03,1.08,,108.0,Moderate
+Chennai,2019-06-19,41.22,48.55,7.44,19.57,20.43,16.98,0.99,10.2,43.0,0.0,0.47,,91.0,Satisfactory
+Chennai,2019-06-20,36.82,55.76,9.37,21.33,24.79,16.13,1.04,10.03,35.7,0.11,2.82,,88.0,Satisfactory
+Chennai,2019-06-21,36.7,52.11,10.71,22.3,28.92,17.81,1.1,6.91,37.37,0.09,2.24,,92.0,Satisfactory
+Chennai,2019-06-22,39.32,38.33,9.28,17.93,25.54,18.12,0.93,5.9,31.92,0.05,1.22,,96.0,Satisfactory
+Chennai,2019-06-23,33.86,44.81,13.85,18.25,29.76,19.24,1.16,3.82,42.43,0.06,1.26,,109.0,Moderate
+Chennai,2019-06-24,29.8,24.1,9.46,19.87,27.18,16.36,1.08,4.42,47.02,0.15,1.38,,101.0,Moderate
+Chennai,2019-06-25,103.16,29.59,8.2,25.81,33.35,28.12,1.08,4.58,43.43,0.04,3.05,,129.0,Moderate
+Chennai,2019-06-26,45.52,,8.72,18.68,27.37,,0.94,4.24,29.75,0.12,2.99,,179.0,Moderate
+Chennai,2019-06-27,35.11,,9.49,29.01,38.48,,0.86,3.91,15.31,0.02,3.69,,69.0,Satisfactory
+Chennai,2019-06-28,45.16,,8.11,15.36,23.44,,0.66,3.92,23.12,0.05,0.78,,78.0,Satisfactory
+Chennai,2019-06-29,59.22,,7.98,21.16,28.92,4.28,0.79,4.82,18.98,0.08,0.89,,106.0,Moderate
+Chennai,2019-06-30,47.81,,7.81,22.21,29.49,6.62,0.84,5.0,19.25,0.0,0.79,,123.0,Moderate
+Chennai,2019-07-01,33.28,,8.08,20.68,28.68,5.77,0.95,4.13,38.58,0.75,1.61,,125.0,Moderate
+Chennai,2019-07-02,52.55,,8.13,19.08,27.19,4.94,0.79,4.18,31.2,0.1,1.17,,73.0,Satisfactory
+Chennai,2019-07-03,92.83,,8.28,19.12,27.38,20.68,0.82,7.28,13.47,0.03,0.2,,174.0,Moderate
+Chennai,2019-07-04,49.99,,8.43,17.96,26.1,37.01,0.85,3.36,11.91,2.03,0.54,,84.0,Satisfactory
+Chennai,2019-07-05,97.96,,8.54,18.91,27.45,38.4,0.93,3.2,6.92,0.0,0.51,,134.0,Moderate
+Chennai,2019-07-06,37.94,,7.84,23.03,30.79,38.36,0.85,3.89,14.93,0.03,0.22,,85.0,Satisfactory
+Chennai,2019-07-07,48.12,,7.02,16.99,24.0,39.1,0.75,4.1,23.7,0.11,0.0,,77.0,Satisfactory
+Chennai,2019-07-08,51.95,,7.68,17.93,25.5,36.57,0.82,4.21,23.93,0.19,0.31,,88.0,Satisfactory
+Chennai,2019-07-09,45.61,,7.42,16.8,24.14,35.7,0.8,3.77,25.99,0.11,1.79,,92.0,Satisfactory
+Chennai,2019-07-10,30.64,,8.02,18.33,26.31,36.81,0.99,4.34,27.07,0.03,1.48,,92.0,Satisfactory
+Chennai,2019-07-11,36.62,,8.97,23.57,32.52,36.85,0.92,4.83,24.91,0.07,3.61,,76.0,Satisfactory
+Chennai,2019-07-12,50.02,,7.1,18.51,25.59,36.25,0.99,5.76,29.0,0.0,0.98,,81.0,Satisfactory
+Chennai,2019-07-13,34.54,,7.23,15.18,22.37,35.18,0.98,5.32,26.49,0.0,1.54,,94.0,Satisfactory
+Chennai,2019-07-14,47.45,,6.55,13.12,19.66,34.23,0.77,4.89,30.21,0.18,0.29,,80.0,Satisfactory
+Chennai,2019-07-15,40.19,,6.86,16.5,23.27,37.39,0.9,4.61,36.35,0.08,1.0,,99.0,Satisfactory
+Chennai,2019-07-16,30.16,,7.75,21.57,29.26,43.31,0.98,4.48,27.46,0.09,2.0,,80.0,Satisfactory
+Chennai,2019-07-17,43.75,,9.12,22.9,32.01,45.88,0.98,4.94,16.08,0.15,4.55,,77.0,Satisfactory
+Chennai,2019-07-18,48.57,,7.16,22.73,29.82,46.06,0.83,4.39,29.49,0.16,3.21,,85.0,Satisfactory
+Chennai,2019-07-19,30.57,33.87,6.13,18.13,24.23,41.42,0.74,6.77,26.57,0.21,2.38,,74.0,Satisfactory
+Chennai,2019-07-20,35.63,26.86,6.48,18.26,24.65,42.25,0.94,6.38,39.38,0.07,1.12,,84.0,Satisfactory
+Chennai,2019-07-21,28.74,31.54,6.64,16.17,22.76,39.28,0.84,4.55,32.68,0.07,0.43,,87.0,Satisfactory
+Chennai,2019-07-22,27.56,25.38,9.39,19.09,28.46,36.86,0.97,7.59,25.69,0.03,0.21,,70.0,Satisfactory
+Chennai,2019-07-23,31.04,29.47,7.66,18.11,25.77,38.2,0.85,9.25,25.26,0.03,0.88,,73.0,Satisfactory
+Chennai,2019-07-24,29.77,23.36,9.85,18.57,27.52,39.38,0.82,10.6,32.18,1.18,2.08,,73.0,Satisfactory
+Chennai,2019-07-25,45.13,40.85,9.16,17.75,26.87,38.79,0.88,8.65,28.09,0.32,2.14,,94.0,Satisfactory
+Chennai,2019-07-26,23.22,26.66,8.96,18.94,27.57,34.32,0.86,6.76,22.33,2.93,4.17,,85.0,Satisfactory
+Chennai,2019-07-27,25.94,36.78,8.22,20.83,29.0,36.58,0.84,6.32,29.16,4.82,4.92,,66.0,Satisfactory
+Chennai,2019-07-28,32.29,48.3,6.21,16.86,22.76,29.56,0.88,5.85,55.18,1.12,1.26,,83.0,Satisfactory
+Chennai,2019-07-29,28.07,28.12,6.98,15.56,21.99,28.98,0.8,6.45,44.99,0.89,1.07,,77.0,Satisfactory
+Chennai,2019-07-30,36.63,53.67,8.77,23.47,30.69,32.77,0.9,5.63,38.45,0.85,1.55,,74.0,Satisfactory
+Chennai,2019-07-31,33.19,33.25,8.91,20.61,26.92,27.84,0.83,5.57,66.13,0.47,0.72,,114.0,Moderate
+Chennai,2019-08-01,34.12,39.61,8.25,16.49,22.86,27.36,0.83,5.89,62.67,1.03,2.37,,105.0,Moderate
+Chennai,2019-08-02,51.08,32.87,10.65,22.26,30.74,28.86,0.91,5.95,58.91,1.63,4.25,,129.0,Moderate
+Chennai,2019-08-03,51.84,27.2,14.55,30.79,39.85,42.01,0.88,6.2,62.68,0.9,1.72,,130.0,Moderate
+Chennai,2019-08-04,42.23,33.32,24.1,33.02,42.12,87.35,0.78,6.2,67.28,0.27,2.77,,126.0,Moderate
+Chennai,2019-08-05,52.82,14.82,13.07,25.52,31.66,54.48,0.71,5.45,42.93,1.49,3.29,,105.0,Moderate
+Chennai,2019-08-06,26.19,24.39,10.88,23.39,31.99,40.56,0.7,6.21,52.98,1.25,4.53,,110.0,Moderate
+Chennai,2019-08-07,21.07,32.96,5.9,16.89,22.72,37.98,0.62,8.41,40.1,1.06,2.7,,65.0,Satisfactory
+Chennai,2019-08-08,24.99,25.65,7.25,17.69,23.27,39.34,1.05,6.47,44.3,0.31,1.2,,84.0,Satisfactory
+Chennai,2019-08-09,22.61,29.99,7.91,17.47,24.91,42.18,0.65,5.14,37.47,0.37,1.16,,70.0,Satisfactory
+Chennai,2019-08-10,22.66,42.4,6.04,16.78,22.87,33.0,0.64,8.7,48.65,0.09,1.14,,74.0,Satisfactory
+Chennai,2019-08-11,16.68,30.27,5.21,13.39,18.57,15.17,0.57,5.95,56.49,0.1,0.68,,76.0,Satisfactory
+Chennai,2019-08-12,18.65,42.25,5.37,13.7,19.05,14.28,0.61,6.14,56.7,0.0,0.93,,112.0,Moderate
+Chennai,2019-08-13,21.83,67.63,6.15,14.07,20.18,15.41,0.9,7.6,53.95,0.56,2.27,,80.0,Satisfactory
+Chennai,2019-08-14,25.51,47.55,5.67,14.06,19.67,22.67,0.88,8.55,60.52,0.22,1.75,,106.0,Moderate
+Chennai,2019-08-15,19.01,33.79,5.35,16.94,22.16,36.98,0.86,11.34,41.27,0.04,1.53,,105.0,Moderate
+Chennai,2019-08-16,26.43,49.99,5.54,17.24,22.72,41.01,0.89,10.24,37.5,0.91,2.11,,110.0,Moderate
+Chennai,2019-08-17,13.03,27.27,13.91,15.33,22.26,29.75,0.57,8.6,31.21,3.25,5.53,,82.0,Satisfactory
+Chennai,2019-08-18,13.2,25.96,7.36,12.65,19.71,28.04,0.55,5.96,37.43,2.48,3.66,,69.0,Satisfactory
+Chennai,2019-08-19,22.64,39.46,5.77,18.01,23.76,42.66,0.94,7.14,31.17,2.12,3.9,,58.0,Satisfactory
+Chennai,2019-08-20,27.06,,5.55,19.07,24.49,60.63,1.04,9.73,22.56,2.18,3.84,,68.0,Satisfactory
+Chennai,2019-08-21,29.21,38.5,9.5,18.82,27.29,54.1,1.0,14.46,24.79,1.1,3.93,,77.0,Satisfactory
+Chennai,2019-08-22,31.43,25.58,8.15,16.93,24.7,44.27,0.71,7.08,26.59,4.0,5.62,,82.0,Satisfactory
+Chennai,2019-08-23,25.89,80.57,7.35,14.8,22.11,15.38,0.64,4.37,18.42,1.49,1.49,,52.0,Satisfactory
+Chennai,2019-08-24,17.58,23.46,7.96,13.98,18.63,16.49,0.58,6.04,31.27,0.05,0.11,,48.0,Good
+Chennai,2019-08-25,22.35,39.35,6.8,13.79,20.1,26.11,0.61,5.02,21.93,0.05,0.04,,47.0,Good
+Chennai,2019-08-26,17.46,33.33,5.63,17.31,22.87,21.26,0.62,6.22,35.29,0.05,0.16,,57.0,Satisfactory
+Chennai,2019-08-27,18.64,25.63,6.12,19.81,25.87,20.03,0.59,5.48,38.69,0.3,0.45,,48.0,Good
+Chennai,2019-08-28,20.57,37.57,6.72,15.76,22.45,16.78,0.62,5.43,51.83,0.11,0.68,,104.0,Moderate
+Chennai,2019-08-29,25.15,29.91,7.9,15.8,22.67,19.36,0.67,5.5,34.57,0.3,1.51,,51.0,Satisfactory
+Chennai,2019-08-30,22.87,39.16,7.53,14.85,22.38,20.91,0.73,6.61,59.16,1.56,0.86,,101.0,Moderate
+Chennai,2019-08-31,27.11,55.11,6.19,14.73,20.93,19.77,0.75,6.39,39.33,0.69,1.96,,121.0,Moderate
+Chennai,2019-09-01,26.91,45.12,7.56,14.12,21.68,19.94,0.78,5.87,40.6,1.1,3.94,,122.0,Moderate
+Chennai,2019-09-02,30.64,46.36,4.93,15.41,20.31,38.11,1.05,5.99,55.87,2.73,2.1,,108.0,Moderate
+Chennai,2019-09-03,29.69,26.98,8.46,17.05,24.62,40.45,1.0,6.07,49.45,0.94,4.15,,100.0,Satisfactory
+Chennai,2019-09-04,35.06,35.58,9.12,18.79,26.79,41.25,0.93,6.84,50.73,2.83,4.26,,146.0,Moderate
+Chennai,2019-09-05,22.29,22.95,10.23,18.59,27.05,43.2,0.82,7.16,42.75,0.34,2.64,,70.0,Satisfactory
+Chennai,2019-09-06,25.84,39.75,7.44,22.76,30.02,41.7,0.81,6.69,41.25,1.02,2.33,,75.0,Satisfactory
+Chennai,2019-09-07,26.37,61.74,6.35,13.94,14.76,16.37,0.78,6.17,44.92,0.86,2.4,,105.0,Moderate
+Chennai,2019-09-08,22.62,,5.66,11.39,16.78,,1.05,4.73,20.04,1.17,1.83,,76.0,Satisfactory
+Chennai,2019-09-09,37.51,72.52,5.03,13.31,18.24,39.76,0.85,6.02,36.98,1.0,2.56,,76.0,Satisfactory
+Chennai,2019-09-10,37.85,55.29,3.93,12.45,16.37,24.9,0.75,6.38,68.76,0.17,1.12,,111.0,Moderate
+Chennai,2019-09-11,39.26,51.62,4.34,12.23,16.55,26.19,0.86,6.34,61.37,0.23,2.42,,150.0,Moderate
+Chennai,2019-09-12,23.59,73.02,4.03,11.72,15.73,22.87,0.83,6.39,55.72,0.29,1.8,,103.0,Moderate
+Chennai,2019-09-13,27.36,46.3,3.76,11.32,15.07,23.38,0.71,6.64,59.95,0.07,1.38,,78.0,Satisfactory
+Chennai,2019-09-14,23.45,43.81,4.37,11.69,12.18,13.97,0.46,6.07,56.94,0.05,1.42,,81.0,Satisfactory
+Chennai,2019-09-15,20.82,38.66,4.21,10.29,14.34,15.1,0.64,6.12,58.37,0.0,0.77,,89.0,Satisfactory
+Chennai,2019-09-16,28.74,40.41,4.05,10.53,14.56,24.17,0.88,6.69,53.64,0.15,1.96,,100.0,Satisfactory
+Chennai,2019-09-17,22.59,32.44,4.24,11.14,15.35,24.31,0.92,6.3,54.32,0.54,2.57,,96.0,Satisfactory
+Chennai,2019-09-18,26.98,45.52,4.53,12.0,16.53,24.25,0.99,6.94,57.81,0.0,3.03,,105.0,Moderate
+Chennai,2019-09-19,23.18,26.53,5.48,12.44,17.86,26.02,1.15,7.09,49.51,0.14,4.65,,95.0,Satisfactory
+Chennai,2019-09-20,38.04,56.21,5.32,11.43,16.7,23.7,1.15,6.7,57.05,10.66,28.03,,120.0,Moderate
+Chennai,2019-09-21,33.44,71.07,7.34,13.74,13.94,12.39,0.83,5.97,53.35,0.02,3.62,,106.0,Moderate
+Chennai,2019-09-22,43.67,101.54,12.1,16.38,24.14,11.83,1.12,6.58,59.37,0.4,8.64,,126.0,Moderate
+Chennai,2019-09-23,61.94,86.53,5.94,12.87,16.28,24.8,0.76,6.28,58.54,0.29,5.0,,135.0,Moderate
+Chennai,2019-09-24,35.03,61.6,4.45,11.77,13.95,24.95,0.9,6.61,45.56,0.02,2.05,,114.0,Moderate
+Chennai,2019-09-25,16.9,37.12,5.34,10.73,14.27,24.36,0.86,6.19,28.38,0.0,0.39,,93.0,Satisfactory
+Chennai,2019-09-26,14.27,30.32,4.7,10.79,13.38,24.95,0.93,6.36,48.1,0.05,1.9,,99.0,Satisfactory
+Chennai,2019-09-27,17.76,45.69,4.84,10.05,12.39,25.31,0.89,7.13,44.14,0.02,0.96,,103.0,Moderate
+Chennai,2019-09-28,20.99,53.49,6.51,10.69,10.41,16.27,0.68,6.76,37.83,0.0,1.11,,105.0,Moderate
+Chennai,2019-09-29,25.87,39.41,6.15,9.1,11.47,13.55,0.88,6.47,39.05,0.0,0.99,,116.0,Moderate
+Chennai,2019-09-30,23.02,39.11,6.55,11.32,14.08,17.26,0.78,6.03,41.73,0.0,0.56,,106.0,Moderate
+Chennai,2019-10-01,41.82,87.5,5.71,13.2,15.67,19.85,0.84,5.99,64.23,0.0,1.05,,109.0,Moderate
+Chennai,2019-10-02,32.4,46.68,4.54,14.87,18.43,32.73,0.8,6.54,67.72,0.0,0.44,,122.0,Moderate
+Chennai,2019-10-03,31.1,25.97,5.67,13.87,16.99,30.25,0.83,6.78,57.6,0.0,0.63,,110.0,Moderate
+Chennai,2019-10-04,23.49,52.0,5.71,12.89,18.07,29.99,0.81,5.46,57.91,0.02,1.3,,72.0,Satisfactory
+Chennai,2019-10-05,47.4,40.58,4.85,15.4,13.45,13.78,0.63,5.71,58.15,0.0,0.45,,78.0,Satisfactory
+Chennai,2019-10-06,19.32,91.05,5.4,13.42,14.99,11.59,0.77,5.38,55.94,0.0,0.1,,145.0,Moderate
+Chennai,2019-10-07,58.64,66.67,16.41,24.13,30.18,71.41,0.75,5.58,63.42,0.0,0.08,,108.0,Moderate
+Chennai,2019-10-08,36.56,94.02,13.22,19.29,24.68,71.93,0.81,6.55,63.92,0.0,0.0,,141.0,Moderate
+Chennai,2019-10-09,24.5,79.42,8.28,21.5,22.13,70.21,0.87,5.6,52.84,0.32,0.9,,114.0,Moderate
+Chennai,2019-10-10,21.13,67.66,8.86,20.03,20.52,49.41,0.8,5.86,46.63,0.02,0.73,,92.0,Satisfactory
+Chennai,2019-10-11,21.2,55.08,10.48,12.98,17.44,26.58,0.76,5.86,47.37,0.0,0.56,,87.0,Satisfactory
+Chennai,2019-10-12,16.34,72.77,7.62,13.05,12.75,14.35,0.56,6.25,48.3,0.03,0.74,,92.0,Satisfactory
+Chennai,2019-10-13,14.93,34.46,6.92,12.82,16.24,10.29,0.67,6.08,52.17,0.0,0.66,,89.0,Satisfactory
+Chennai,2019-10-14,21.14,60.99,8.67,10.65,14.66,23.59,0.61,5.94,48.79,0.0,0.5,,86.0,Satisfactory
+Chennai,2019-10-15,20.33,42.85,10.05,14.28,18.72,26.6,0.68,5.98,42.02,0.01,0.48,,75.0,Satisfactory
+Chennai,2019-10-16,17.58,27.06,8.48,13.95,18.0,26.58,0.68,6.39,31.95,0.02,0.19,,64.0,Satisfactory
+Chennai,2019-10-17,30.95,31.76,10.97,14.72,19.65,32.82,0.81,6.92,29.34,0.04,0.08,,61.0,Satisfactory
+Chennai,2019-10-18,32.0,36.8,9.54,13.39,17.33,30.94,0.77,5.46,30.63,0.05,0.86,,80.0,Satisfactory
+Chennai,2019-10-19,31.76,36.51,9.22,16.52,15.93,26.93,0.6,5.72,29.19,0.16,0.29,,75.0,Satisfactory
+Chennai,2019-10-20,35.03,50.72,9.87,15.91,20.76,29.68,0.87,5.7,32.64,0.02,0.09,,73.0,Satisfactory
+Chennai,2019-10-21,26.55,26.19,8.77,14.07,19.12,26.59,0.85,6.7,27.49,0.02,0.52,,71.0,Satisfactory
+Chennai,2019-10-22,28.47,28.65,10.28,15.97,22.34,23.88,0.85,5.56,28.67,0.0,0.22,,69.0,Satisfactory
+Chennai,2019-10-23,40.0,47.83,10.76,13.91,21.85,25.99,0.9,5.86,36.29,0.04,0.04,,81.0,Satisfactory
+Chennai,2019-10-24,35.34,61.61,10.86,22.06,30.74,37.63,0.92,8.83,33.34,0.02,0.91,,67.0,Satisfactory
+Chennai,2019-10-25,46.48,75.12,15.09,29.32,42.27,70.13,0.95,8.14,32.03,0.0,0.13,,86.0,Satisfactory
+Chennai,2019-10-26,95.49,111.38,15.05,17.79,22.53,22.28,0.73,9.38,30.06,0.0,0.82,,121.0,Moderate
+Chennai,2019-10-27,153.73,196.29,16.89,18.36,34.75,16.17,1.34,13.94,32.75,0.23,3.84,,306.0,Very Poor
+Chennai,2019-10-28,54.13,72.84,11.23,26.17,36.78,92.78,1.42,12.81,27.69,0.64,1.8,,208.0,Poor
+Chennai,2019-10-29,31.22,46.07,24.12,33.68,56.01,86.42,0.8,8.58,33.76,0.0,0.65,,83.0,Satisfactory
+Chennai,2019-10-30,34.65,32.13,12.43,28.92,40.96,78.26,0.78,7.21,28.51,0.0,2.9,,84.0,Satisfactory
+Chennai,2019-10-31,87.99,56.38,16.69,27.43,42.24,71.49,0.99,6.61,30.92,0.1,5.87,,141.0,Moderate
+Chennai,2019-11-01,40.78,56.24,33.32,22.47,48.82,88.85,1.04,7.58,29.3,0.0,3.64,,133.0,Moderate
+Chennai,2019-11-02,34.45,70.97,14.04,15.48,22.08,21.3,0.71,6.82,30.83,0.0,2.74,,76.0,Satisfactory
+Chennai,2019-11-03,70.95,,10.82,16.78,27.23,25.37,0.87,6.92,36.51,0.07,1.94,,91.0,Satisfactory
+Chennai,2019-11-04,115.35,241.6,8.53,19.41,26.57,44.24,0.98,8.77,44.21,0.0,1.45,,222.0,Poor
+Chennai,2019-11-05,98.83,181.03,9.5,19.12,27.57,50.12,1.08,8.17,46.2,0.02,3.13,,261.0,Poor
+Chennai,2019-11-06,105.94,183.42,8.85,18.98,26.64,47.78,1.09,7.9,45.94,0.0,3.11,,229.0,Poor
+Chennai,2019-11-07,121.43,201.76,10.6,18.15,27.37,48.42,1.04,7.08,47.64,0.0,2.62,,273.0,Poor
+Chennai,2019-11-08,142.9,196.37,9.56,17.94,26.41,44.44,0.96,7.75,55.69,0.0,3.05,,294.0,Poor
+Chennai,2019-11-09,96.8,172.27,10.06,13.83,22.12,19.52,0.86,5.4,53.69,0.0,2.56,,253.0,Poor
+Chennai,2019-11-10,93.13,198.2,11.81,13.01,24.79,17.81,0.98,5.46,53.81,0.0,2.57,,230.0,Poor
+Chennai,2019-11-11,61.45,104.29,10.51,14.86,23.68,28.7,0.82,8.85,43.01,0.41,3.77,,192.0,Moderate
+Chennai,2019-11-12,31.32,71.74,9.95,15.61,25.55,43.56,0.54,8.42,31.9,2.01,7.07,,77.0,Satisfactory
+Chennai,2019-11-13,37.23,109.85,8.54,13.89,20.04,68.8,0.52,7.38,41.66,0.25,3.21,,76.0,Satisfactory
+Chennai,2019-11-14,19.18,66.95,7.31,11.17,13.12,57.31,0.47,6.06,43.38,0.04,0.89,,92.0,Satisfactory
+Chennai,2019-11-15,21.99,52.7,9.57,15.3,18.49,48.59,0.52,7.39,38.96,0.04,3.31,,84.0,Satisfactory
+Chennai,2019-11-16,44.91,80.85,9.8,14.58,20.74,47.94,0.54,5.87,38.12,0.02,1.68,,57.0,Satisfactory
+Chennai,2019-11-17,56.9,154.66,5.21,14.19,16.07,22.5,0.53,6.7,51.76,0.0,1.45,,122.0,Moderate
+Chennai,2019-11-18,26.91,125.72,6.88,11.86,15.25,36.89,0.46,4.97,29.15,0.0,1.55,,90.0,Satisfactory
+Chennai,2019-11-19,28.52,37.66,9.62,11.17,20.75,46.14,0.55,4.67,28.85,0.1,4.26,,63.0,Satisfactory
+Chennai,2019-11-20,20.95,34.1,6.89,10.0,16.8,61.47,0.46,5.58,22.78,0.05,1.14,,47.0,Good
+Chennai,2019-11-21,33.55,70.14,6.71,10.78,17.41,78.83,0.47,8.18,27.28,0.0,1.11,,56.0,Satisfactory
+Chennai,2019-11-22,31.16,50.45,5.94,10.19,16.06,61.69,0.46,7.89,27.26,0.02,1.01,,60.0,Satisfactory
+Chennai,2019-11-23,46.05,59.79,5.71,15.6,21.16,49.2,0.47,8.55,23.1,0.0,1.71,,64.0,Satisfactory
+Chennai,2019-11-24,59.64,65.54,6.8,12.43,18.43,51.02,0.49,7.4,33.32,0.02,0.12,,110.0,Moderate
+Chennai,2019-11-25,44.81,63.09,5.93,12.6,17.11,39.16,0.47,5.42,31.05,0.05,0.25,,86.0,Satisfactory
+Chennai,2019-11-26,53.33,84.65,7.52,21.97,26.56,48.86,0.52,8.19,33.72,0.0,0.48,,77.0,Satisfactory
+Chennai,2019-11-27,37.8,80.2,7.46,12.54,15.73,43.12,0.53,10.19,39.18,0.0,0.29,,80.0,Satisfactory
+Chennai,2019-11-28,30.56,62.56,5.67,20.28,22.02,40.31,0.52,7.09,32.91,0.02,0.34,,63.0,Satisfactory
+Chennai,2019-11-29,21.08,54.48,10.53,10.09,18.19,83.27,0.45,9.47,27.3,0.02,0.13,,53.0,Satisfactory
+Chennai,2019-11-30,18.45,62.97,6.3,12.09,18.24,74.49,0.38,6.84,31.58,0.05,0.16,,48.0,Good
+Chennai,2019-12-01,17.79,52.26,6.9,12.66,19.5,53.9,0.47,6.93,33.27,0.15,0.05,,60.0,Satisfactory
+Chennai,2019-12-02,21.17,41.24,8.03,11.51,19.5,82.54,0.44,8.1,23.57,0.04,0.0,,49.0,Good
+Chennai,2019-12-03,36.17,82.52,6.03,12.03,18.0,195.53,0.54,5.45,26.08,0.07,0.08,,56.0,Satisfactory
+Chennai,2019-12-04,37.56,87.09,3.91,11.2,15.0,157.47,0.52,7.67,34.43,0.03,0.06,,71.0,Satisfactory
+Chennai,2019-12-05,62.41,78.57,3.78,11.1,14.87,149.57,0.44,7.47,33.57,0.08,0.06,,93.0,Satisfactory
+Chennai,2019-12-06,53.68,89.09,5.35,13.29,17.05,207.14,0.55,7.21,33.97,0.02,0.09,,107.0,Moderate
+Chennai,2019-12-07,34.82,35.98,3.65,15.86,19.28,126.94,0.91,6.22,20.01,0.05,0.18,,76.0,Satisfactory
+Chennai,2019-12-08,35.41,44.05,6.05,21.19,26.23,119.95,0.93,5.71,20.11,0.02,0.08,,69.0,Satisfactory
+Chennai,2019-12-09,27.57,42.96,5.52,26.96,31.82,94.18,0.71,7.03,19.98,0.05,0.04,,61.0,Satisfactory
+Chennai,2019-12-10,37.72,,5.6,19.62,24.72,,0.6,7.23,20.15,0.0,0.08,,56.0,Satisfactory
+Chennai,2019-12-11,36.55,27.38,10.25,23.21,32.61,97.57,0.73,6.47,24.04,0.05,0.05,,72.0,Satisfactory
+Chennai,2019-12-12,27.78,38.29,6.04,16.54,21.33,104.69,0.54,6.08,24.0,0.04,0.04,,62.0,Satisfactory
+Chennai,2019-12-13,34.16,42.32,7.61,18.49,25.69,94.21,0.56,10.79,22.78,4.62,0.63,,52.0,Satisfactory
+Chennai,2019-12-14,40.78,52.46,12.14,21.13,31.9,91.29,0.72,13.79,22.61,2.48,0.12,,68.0,Satisfactory
+Chennai,2019-12-15,35.6,44.1,11.43,19.49,30.77,104.56,0.64,7.5,26.83,3.77,0.06,,70.0,Satisfactory
+Chennai,2019-12-16,31.23,31.47,7.9,18.27,25.96,73.65,0.7,8.23,26.19,3.45,0.11,,59.0,Satisfactory
+Chennai,2019-12-17,44.04,56.34,5.08,17.87,22.7,87.78,0.53,6.74,35.26,1.33,0.07,,62.0,Satisfactory
+Chennai,2019-12-18,48.07,49.98,7.44,17.69,24.6,87.37,0.52,8.7,29.67,2.16,0.07,,92.0,Satisfactory
+Chennai,2019-12-19,52.28,67.54,4.47,16.88,21.11,85.14,0.53,8.95,33.87,1.39,0.03,,83.0,Satisfactory
+Chennai,2019-12-20,65.45,84.77,4.19,16.87,20.82,86.5,0.66,8.04,36.82,3.78,0.14,,106.0,Moderate
+Chennai,2019-12-21,72.57,79.66,7.46,18.47,25.58,87.16,0.69,13.49,33.86,6.17,0.14,,126.0,Moderate
+Chennai,2019-12-22,57.74,59.56,6.65,16.14,22.47,80.23,0.6,17.17,38.89,6.12,0.04,,134.0,Moderate
+Chennai,2019-12-23,52.75,60.37,7.23,19.05,25.99,88.89,0.69,7.07,32.21,8.99,0.2,,92.0,Satisfactory
+Chennai,2019-12-24,53.51,84.11,5.61,19.46,25.04,76.4,0.6,7.88,28.38,1.17,0.71,,99.0,Satisfactory
+Chennai,2019-12-25,54.37,73.9,5.54,19.74,25.26,85.55,0.75,9.79,33.18,0.25,0.75,,99.0,Satisfactory
+Chennai,2019-12-26,58.43,74.13,10.48,20.28,30.75,84.51,0.72,18.7,27.5,0.25,0.75,,110.0,Moderate
+Chennai,2019-12-27,31.88,59.15,17.1,17.66,33.61,77.64,0.54,13.18,24.11,0.32,0.54,,77.0,Satisfactory
+Chennai,2019-12-28,36.94,63.7,13.01,20.27,32.37,87.86,0.65,11.45,28.28,1.87,0.03,,65.0,Satisfactory
+Chennai,2019-12-29,52.48,69.8,6.62,14.61,20.92,70.6,0.62,8.48,33.22,0.48,0.03,,92.0,Satisfactory
+Chennai,2019-12-30,38.74,46.37,5.03,14.2,18.99,56.89,0.57,10.6,35.08,0.24,0.0,,83.0,Satisfactory
+Chennai,2019-12-31,45.49,66.8,5.96,15.44,20.97,66.97,0.61,13.03,36.95,0.32,0.0,,84.0,Satisfactory
+Chennai,2020-01-01,28.25,40.44,6.69,12.66,18.7,69.17,0.65,12.44,24.79,3.46,0.09,,70.0,Satisfactory
+Chennai,2020-01-02,27.59,23.01,8.99,11.47,19.86,65.15,0.76,7.0,21.31,6.81,0.05,,57.0,Satisfactory
+Chennai,2020-01-03,32.16,36.63,10.43,10.95,20.62,60.39,0.97,10.2,25.52,7.69,1.3,,74.0,Satisfactory
+Chennai,2020-01-04,30.49,44.9,7.95,11.49,18.64,62.05,0.87,8.4,28.4,6.26,0.11,,64.0,Satisfactory
+Chennai,2020-01-05,23.37,30.76,4.8,8.69,13.3,45.46,0.77,7.45,30.88,2.21,0.0,,62.0,Satisfactory
+Chennai,2020-01-06,19.45,25.87,5.72,10.41,15.93,50.01,0.83,8.12,25.0,2.14,0.07,,61.0,Satisfactory
+Chennai,2020-01-07,33.54,40.38,4.27,12.16,15.99,53.89,0.55,19.3,28.97,2.94,0.03,,55.0,Satisfactory
+Chennai,2020-01-08,42.22,61.8,7.14,17.3,24.25,58.6,0.55,21.18,29.73,0.58,0.03,,73.0,Satisfactory
+Chennai,2020-01-09,42.16,75.24,9.27,17.47,26.55,48.44,0.78,17.91,27.67,0.72,0.0,,79.0,Satisfactory
+Chennai,2020-01-10,40.76,69.94,10.51,17.3,27.69,52.55,0.77,9.65,28.3,0.05,0.0,,74.0,Satisfactory
+Chennai,2020-01-11,39.81,71.75,11.64,18.69,30.05,58.71,0.79,10.03,27.22,0.8,0.03,,72.0,Satisfactory
+Chennai,2020-01-12,58.38,73.51,6.15,14.35,20.28,58.05,0.85,8.13,32.45,0.22,0.03,,83.0,Satisfactory
+Chennai,2020-01-13,74.12,122.43,6.12,16.68,22.56,61.12,0.88,17.51,33.52,0.22,0.03,,140.0,Moderate
+Chennai,2020-01-14,122.88,168.34,13.48,20.24,33.44,72.09,1.1,23.68,35.37,1.35,0.06,,230.0,Poor
+Chennai,2020-01-15,48.06,66.92,7.2,13.76,20.74,44.99,0.65,17.7,33.57,0.24,0.03,,168.0,Moderate
+Chennai,2020-01-16,34.09,44.39,7.78,12.32,19.86,44.81,0.65,19.88,33.34,0.07,0.0,,74.0,Satisfactory
+Chennai,2020-01-17,35.33,53.18,8.07,11.1,18.78,39.79,0.7,22.76,26.76,0.05,0.02,,62.0,Satisfactory
+Chennai,2020-01-18,28.67,28.47,4.85,10.68,15.06,39.0,0.84,27.29,29.02,0.0,0.11,,65.0,Satisfactory
+Chennai,2020-01-19,31.17,33.25,6.4,17.08,22.8,42.27,0.78,23.09,26.29,0.03,0.03,,67.0,Satisfactory
+Chennai,2020-01-20,37.66,53.48,10.01,23.7,33.31,50.68,0.88,17.54,26.38,0.32,0.0,,69.0,Satisfactory
+Chennai,2020-01-21,44.91,60.17,8.14,22.62,30.54,50.0,0.8,18.22,31.09,0.51,0.04,,85.0,Satisfactory
+Chennai,2020-01-22,47.95,64.49,10.45,20.03,29.44,58.36,0.89,12.25,34.26,0.46,0.03,,93.0,Satisfactory
+Chennai,2020-01-23,59.95,85.4,7.07,16.9,23.65,54.57,0.87,17.79,34.64,0.05,0.0,,104.0,Moderate
+Chennai,2020-01-24,62.34,112.61,11.88,24.68,36.45,47.63,0.97,19.6,32.88,0.09,0.0,,123.0,Moderate
+Chennai,2020-01-25,50.48,95.63,13.16,20.2,33.21,53.49,0.9,14.06,34.13,0.55,0.0,,110.0,Moderate
+Chennai,2020-01-26,41.74,86.84,15.35,16.43,31.63,50.09,0.9,10.3,33.78,0.79,0.03,,87.0,Satisfactory
+Chennai,2020-01-27,47.26,79.24,11.22,18.37,29.51,44.6,1.08,8.09,31.54,2.24,0.06,,78.0,Satisfactory
+Chennai,2020-01-28,53.66,69.03,8.75,17.4,26.08,42.72,1.11,8.18,33.41,2.33,0.03,,85.0,Satisfactory
+Chennai,2020-01-29,52.29,65.93,8.89,14.74,21.46,42.76,1.02,8.01,26.05,2.89,0.04,,84.0,Satisfactory
+Chennai,2020-01-30,43.82,59.48,9.47,14.87,18.86,45.74,0.94,7.71,21.78,0.5,0.0,,87.0,Satisfactory
+Chennai,2020-01-31,36.56,53.23,9.01,14.02,18.27,46.62,1.09,9.02,32.79,0.0,0.0,,78.0,Satisfactory
+Chennai,2020-02-01,32.4,50.04,8.9,13.12,16.95,46.18,0.86,9.86,28.75,0.27,0.0,,63.0,Satisfactory
+Chennai,2020-02-02,30.58,38.29,8.28,12.12,13.98,44.32,0.77,15.74,23.73,0.06,0.0,,55.0,Satisfactory
+Chennai,2020-02-03,37.52,57.78,7.46,13.74,15.2,43.9,0.88,16.44,20.76,0.0,0.0,,63.0,Satisfactory
+Chennai,2020-02-04,39.6,65.6,10.16,10.92,17.53,39.7,0.88,16.41,26.69,1.38,0.0,,74.0,Satisfactory
+Chennai,2020-02-05,39.93,59.04,12.01,13.26,20.76,38.35,0.84,12.91,30.7,1.78,0.0,,94.0,Satisfactory
+Chennai,2020-02-06,40.05,56.19,13.34,19.32,32.42,34.32,0.91,8.57,33.97,1.5,0.04,,89.0,Satisfactory
+Chennai,2020-02-07,36.32,55.83,9.08,14.12,23.09,35.67,0.78,8.19,27.6,0.91,0.0,,75.0,Satisfactory
+Chennai,2020-02-08,28.45,49.06,7.69,10.61,18.18,36.46,0.77,8.97,29.24,0.55,0.08,,64.0,Satisfactory
+Chennai,2020-02-09,28.1,43.78,6.44,8.77,15.08,40.54,0.8,13.16,31.94,0.52,0.0,,61.0,Satisfactory
+Chennai,2020-02-10,35.41,61.47,5.24,10.09,15.14,40.52,0.73,9.11,34.11,0.08,0.0,,58.0,Satisfactory
+Chennai,2020-02-11,29.12,67.85,8.51,19.96,27.78,39.59,0.84,10.31,28.62,0.22,0.0,,69.0,Satisfactory
+Chennai,2020-02-12,32.17,78.26,7.23,22.0,28.76,37.32,0.86,10.75,30.14,19.18,0.0,,81.0,Satisfactory
+Chennai,2020-02-13,49.48,98.17,6.56,18.01,24.45,38.99,0.93,17.74,23.31,4.38,0.04,,93.0,Satisfactory
+Chennai,2020-02-14,56.85,102.04,7.34,17.3,24.59,39.09,1.02,18.01,37.77,1.45,0.05,,118.0,Moderate
+Chennai,2020-02-15,54.82,84.0,10.92,17.74,27.25,43.92,0.9,13.03,31.92,1.69,0.0,,121.0,Moderate
+Chennai,2020-02-16,35.13,53.43,8.46,12.71,21.01,42.36,0.78,13.14,21.95,0.68,0.05,,82.0,Satisfactory
+Chennai,2020-02-17,34.25,64.36,9.7,13.64,23.12,39.88,0.77,13.37,18.31,0.6,0.02,,72.0,Satisfactory
+Chennai,2020-02-18,41.49,79.79,16.63,18.11,34.56,48.53,0.96,9.15,24.7,1.23,0.1,,85.0,Satisfactory
+Chennai,2020-02-19,42.95,94.21,12.45,14.71,26.62,91.73,0.77,15.05,24.71,2.38,0.12,,84.0,Satisfactory
+Chennai,2020-02-20,35.52,69.95,9.18,14.09,22.64,88.0,0.67,19.39,27.14,0.22,0.05,,77.0,Satisfactory
+Chennai,2020-02-21,38.88,125.87,22.11,19.91,40.21,73.98,0.83,8.47,16.21,0.51,0.08,,75.0,Satisfactory
+Chennai,2020-02-22,29.2,51.45,7.52,8.63,15.94,109.55,0.86,8.51,20.66,0.72,0.0,,76.0,Satisfactory
+Chennai,2020-02-23,28.75,53.6,5.3,8.88,13.32,104.04,0.72,18.19,26.85,0.84,0.0,,65.0,Satisfactory
+Chennai,2020-02-24,31.07,73.54,9.17,10.95,19.03,97.04,0.97,11.57,23.61,0.97,0.0,,77.0,Satisfactory
+Chennai,2020-02-25,33.9,56.99,6.98,12.69,18.97,78.04,0.9,11.02,28.52,1.67,0.0,,81.0,Satisfactory
+Chennai,2020-02-26,39.25,63.4,5.38,8.88,14.06,39.97,0.58,7.63,39.14,1.4,0.0,,84.0,Satisfactory
+Chennai,2020-02-27,42.97,72.05,6.89,8.7,15.26,41.23,0.67,8.79,31.47,1.12,0.0,,83.0,Satisfactory
+Chennai,2020-02-28,33.08,49.17,5.5,11.08,16.35,39.86,0.77,16.07,36.16,0.77,0.0,,75.0,Satisfactory
+Chennai,2020-02-29,36.15,84.54,9.01,14.62,23.07,44.53,0.69,19.12,38.15,0.77,0.02,,72.0,Satisfactory
+Chennai,2020-03-01,35.99,43.7,5.7,9.2,14.59,34.2,0.55,11.18,50.11,1.1,0.05,,80.0,Satisfactory
+Chennai,2020-03-02,43.6,64.94,6.0,13.01,18.88,33.25,0.66,18.07,26.4,1.29,0.07,,76.0,Satisfactory
+Chennai,2020-03-03,42.16,94.26,9.25,16.26,25.41,32.11,0.64,17.71,43.88,1.3,0.08,,96.0,Satisfactory
+Chennai,2020-03-04,33.29,66.83,8.03,15.71,23.69,37.45,0.7,6.97,34.39,1.82,0.11,,84.0,Satisfactory
+Chennai,2020-03-05,26.69,29.86,10.95,14.04,22.63,40.5,0.74,6.12,20.27,1.25,0.21,,77.0,Satisfactory
+Chennai,2020-03-06,24.95,25.63,10.19,9.72,17.01,41.88,0.75,6.52,21.65,0.68,0.0,,61.0,Satisfactory
+Chennai,2020-03-07,30.94,27.06,11.16,10.66,19.21,65.59,0.65,4.53,24.05,0.24,0.0,,69.0,Satisfactory
+Chennai,2020-03-08,21.85,25.97,7.54,6.21,13.11,89.9,0.62,6.52,21.36,0.92,0.0,,57.0,Satisfactory
+Chennai,2020-03-09,25.93,34.85,10.69,8.54,18.79,90.66,0.71,5.87,20.12,1.01,0.24,,65.0,Satisfactory
+Chennai,2020-03-10,27.37,41.72,10.26,10.56,20.54,80.22,0.55,5.51,27.37,0.78,0.0,,61.0,Satisfactory
+Chennai,2020-03-11,16.69,38.14,9.69,7.98,17.42,38.99,0.63,8.56,34.46,0.8,0.0,,76.0,Satisfactory
+Chennai,2020-03-12,24.94,41.38,8.6,8.75,17.21,40.37,0.74,5.64,29.98,0.8,0.03,,65.0,Satisfactory
+Chennai,2020-03-13,35.65,33.31,11.59,16.97,28.29,44.03,0.96,5.6,21.73,1.72,0.0,,72.0,Satisfactory
+Chennai,2020-03-14,39.29,46.44,9.57,15.67,25.01,42.2,0.7,13.21,21.6,0.4,0.0,,74.0,Satisfactory
+Chennai,2020-03-15,38.48,51.07,9.33,10.34,19.31,36.49,0.55,14.94,30.14,0.93,0.0,,79.0,Satisfactory
+Chennai,2020-03-16,33.26,5.29,9.19,10.44,17.69,41.14,0.86,19.01,21.02,0.41,0.0,,66.0,Satisfactory
+Chennai,2020-03-17,41.56,123.82,9.98,9.17,16.23,40.46,0.86,7.6,30.61,0.84,0.0,,76.0,Satisfactory
+Chennai,2020-03-18,39.41,4.94,9.46,8.1,16.71,43.97,0.87,5.75,49.4,0.94,0.0,,92.0,Satisfactory
+Chennai,2020-03-19,44.73,6.39,9.42,10.09,18.85,47.47,0.87,5.81,40.15,0.71,0.0,,88.0,Satisfactory
+Chennai,2020-03-20,32.68,4.82,9.26,8.56,16.27,42.16,0.91,5.55,31.17,0.6,0.0,,95.0,Satisfactory
+Chennai,2020-03-21,29.1,1.8,8.1,8.49,16.23,54.98,0.97,5.84,45.38,0.51,0.15,,80.0,Satisfactory
+Chennai,2020-03-22,39.42,,6.14,5.39,11.4,55.35,0.85,4.84,46.53,0.53,0.61,,71.0,Satisfactory
+Chennai,2020-03-23,31.91,0.21,7.97,7.85,13.48,60.26,0.94,5.93,31.28,0.28,0.42,,73.0,Satisfactory
+Chennai,2020-03-24,24.22,6.07,6.82,6.91,13.16,55.45,0.61,5.83,35.18,0.64,0.36,,57.0,Satisfactory
+Chennai,2020-03-25,22.43,1.63,5.78,4.38,9.79,51.89,0.65,5.04,37.16,0.57,0.21,,58.0,Satisfactory
+Chennai,2020-03-26,31.57,4.06,7.27,7.22,13.84,49.77,0.55,6.3,36.81,0.52,0.16,,54.0,Satisfactory
+Chennai,2020-03-27,27.6,0.62,5.71,4.85,9.8,44.96,0.51,5.09,33.97,7.92,0.09,,59.0,Satisfactory
+Chennai,2020-03-28,34.81,1.55,5.52,4.91,10.1,46.53,0.56,4.41,16.33,6.59,0.0,,55.0,Satisfactory
+Chennai,2020-03-29,26.79,111.83,6.97,7.21,13.3,45.68,0.52,6.88,34.65,29.02,0.0,,53.0,Satisfactory
+Chennai,2020-03-30,29.31,162.67,9.82,9.78,16.37,52.9,0.52,5.79,33.94,11.7,0.0,,50.0,Good
+Chennai,2020-03-31,31.56,185.25,5.54,8.57,13.7,54.33,0.51,6.26,35.24,0.55,0.0,,60.0,Satisfactory
+Chennai,2020-04-01,32.94,3.73,6.25,10.39,16.23,50.1,0.62,5.54,36.35,0.47,0.0,,75.0,Satisfactory
+Chennai,2020-04-02,31.17,170.09,5.72,8.54,13.84,50.32,0.61,4.94,37.84,0.46,0.02,,74.0,Satisfactory
+Chennai,2020-04-03,24.81,183.34,5.23,7.25,12.21,51.8,0.59,5.22,38.03,0.4,0.0,,72.0,Satisfactory
+Chennai,2020-04-04,20.77,291.75,5.99,7.11,12.6,46.61,0.58,4.61,38.31,0.46,0.0,,67.0,Satisfactory
+Chennai,2020-04-05,21.59,177.96,5.9,7.27,11.9,46.39,0.55,4.96,37.64,0.44,0.0,,66.0,Satisfactory
+Chennai,2020-04-06,14.27,119.96,7.28,9.43,13.82,43.97,0.61,4.12,32.83,0.37,0.0,,57.0,Satisfactory
+Chennai,2020-04-07,11.9,151.3,6.29,9.57,13.3,47.13,0.59,4.57,30.45,0.32,0.0,,55.0,Satisfactory
+Chennai,2020-04-08,14.77,288.68,5.78,7.9,11.87,45.69,0.57,4.13,34.11,0.32,0.0,,55.0,Satisfactory
+Chennai,2020-04-09,14.71,180.01,6.43,12.74,15.12,60.1,0.57,4.78,32.83,0.32,0.0,,55.0,Satisfactory
+Chennai,2020-04-10,41.02,,9.64,12.87,17.08,61.87,0.56,7.49,37.08,0.44,0.0,,80.0,Satisfactory
+Chennai,2020-04-11,15.66,,8.81,11.18,16.63,55.7,0.57,11.31,30.16,0.38,0.0,,60.0,Satisfactory
+Chennai,2020-04-12,14.86,,7.23,10.38,14.87,47.11,0.65,7.11,33.51,0.36,0.0,,59.0,Satisfactory
+Chennai,2020-04-13,17.95,,6.84,12.1,16.04,49.54,0.66,7.13,36.84,0.33,0.0,,64.0,Satisfactory
+Chennai,2020-04-14,17.87,,6.14,9.58,12.73,47.7,0.59,5.96,41.74,0.37,0.0,,65.0,Satisfactory
+Chennai,2020-04-15,14.64,,6.87,8.34,12.0,49.01,0.59,6.13,36.82,0.36,0.0,,62.0,Satisfactory
+Chennai,2020-04-16,20.3,,7.12,8.1,13.09,53.62,0.61,5.2,35.94,0.3,0.0,,65.0,Satisfactory
+Chennai,2020-04-17,8.43,,6.4,5.33,11.22,52.33,0.58,5.42,33.55,0.26,0.0,,65.0,Satisfactory
+Chennai,2020-04-18,8.94,,7.43,7.29,11.66,51.15,0.6,5.2,33.46,0.24,0.0,,56.0,Satisfactory
+Chennai,2020-04-19,8.1,,6.86,5.34,11.62,45.24,0.58,4.49,37.03,0.28,0.0,,59.0,Satisfactory
+Chennai,2020-04-20,9.71,,6.36,4.08,9.88,34.89,0.55,5.2,35.57,0.3,0.01,,59.0,Satisfactory
+Chennai,2020-04-21,10.67,,5.98,4.48,10.05,42.58,0.64,4.84,38.09,0.27,0.0,,61.0,Satisfactory
+Chennai,2020-04-22,12.65,,6.24,8.04,13.87,41.11,0.58,4.83,36.05,0.25,0.0,,60.0,Satisfactory
+Chennai,2020-04-23,8.06,,7.55,11.64,15.98,36.07,0.59,4.69,34.28,0.21,0.0,,56.0,Satisfactory
+Chennai,2020-04-24,8.08,,5.11,10.61,15.03,27.56,0.66,4.44,37.53,0.19,0.0,,58.0,Satisfactory
+Chennai,2020-04-25,10.46,,5.23,11.07,15.0,28.33,0.68,4.79,41.7,0.2,0.0,,67.0,Satisfactory
+Chennai,2020-04-26,10.76,,6.05,12.01,15.7,32.18,0.78,6.89,34.53,0.15,0.0,,66.0,Satisfactory
+Chennai,2020-04-27,10.46,,6.7,6.92,12.96,33.16,0.75,4.29,37.34,0.22,0.0,,60.0,Satisfactory
+Chennai,2020-04-28,6.55,,6.22,5.65,11.52,30.45,0.7,4.57,38.1,0.29,0.0,,68.0,Satisfactory
+Chennai,2020-04-29,11.11,,5.23,6.85,11.52,28.31,0.68,4.4,45.0,0.26,0.03,,69.0,Satisfactory
+Chennai,2020-04-30,10.39,,6.91,11.18,16.53,26.68,0.67,4.74,42.2,0.22,0.0,,70.0,Satisfactory
+Chennai,2020-05-01,14.13,,4.3,5.39,9.36,26.85,0.73,4.43,50.88,0.28,0.0,,71.0,Satisfactory
+Chennai,2020-05-02,13.08,,4.08,4.25,7.96,28.23,0.7,3.96,46.97,0.23,0.0,,70.0,Satisfactory
+Chennai,2020-05-03,11.67,,4.35,3.73,7.73,30.93,0.75,4.47,45.9,0.22,0.0,,71.0,Satisfactory
+Chennai,2020-05-04,7.03,,4.21,4.1,6.95,28.36,0.7,4.61,41.28,0.2,0.0,,66.0,Satisfactory
+Chennai,2020-05-05,19.68,,4.47,4.13,8.02,27.82,0.75,3.61,42.79,0.2,0.0,,81.0,Satisfactory
+Chennai,2020-05-06,10.11,,4.4,5.59,9.68,32.96,0.69,6.99,47.7,0.19,0.0,,78.0,Satisfactory
+Chennai,2020-05-07,11.23,,4.15,5.48,9.18,29.93,0.76,3.98,43.98,0.21,0.01,,73.0,Satisfactory
+Chennai,2020-05-08,11.72,,3.96,5.17,8.67,28.94,0.72,4.85,48.61,0.18,0.0,,76.0,Satisfactory
+Chennai,2020-05-09,9.99,,3.81,4.57,7.99,33.86,0.69,3.53,42.92,0.22,0.05,,65.0,Satisfactory
+Chennai,2020-05-10,9.64,,4.87,5.09,9.5,39.18,0.72,3.92,46.44,0.24,0.0,,69.0,Satisfactory
+Chennai,2020-05-11,8.36,,4.7,5.29,9.72,41.46,0.71,4.54,40.83,0.23,0.0,,66.0,Satisfactory
+Chennai,2020-05-12,8.82,,4.9,5.42,10.02,39.1,0.72,4.63,45.26,0.2,0.0,,68.0,Satisfactory
+Chennai,2020-05-13,15.57,,4.24,5.26,9.07,39.06,0.66,4.34,43.23,0.19,0.0,,69.0,Satisfactory
+Chennai,2020-05-14,8.72,,5.81,7.32,12.7,37.44,0.7,4.55,48.56,0.18,0.01,,77.0,Satisfactory
+Chennai,2020-05-15,20.25,,11.19,10.11,20.87,40.37,0.83,4.12,43.18,0.17,0.0,,70.0,Satisfactory
+Chennai,2020-05-16,28.71,,7.87,5.45,12.81,43.92,0.84,4.68,38.92,0.14,0.0,,82.0,Satisfactory
+Chennai,2020-05-17,10.99,,8.53,8.16,15.85,45.0,0.7,4.13,39.6,0.18,0.0,,68.0,Satisfactory
+Chennai,2020-05-18,18.49,,9.73,8.74,18.39,44.56,1.06,4.49,43.39,0.15,0.0,,76.0,Satisfactory
+Chennai,2020-05-19,28.06,,8.39,15.18,22.97,44.83,0.93,5.0,48.74,0.14,0.02,,82.0,Satisfactory
+Chennai,2020-05-20,30.39,,7.25,14.36,21.31,45.35,1.01,3.87,46.54,0.15,0.0,,90.0,Satisfactory
+Chennai,2020-05-21,27.01,,6.7,12.19,18.62,41.6,1.01,5.66,57.0,0.14,0.01,,92.0,Satisfactory
+Chennai,2020-05-22,23.02,,6.7,11.32,17.82,38.67,0.95,6.39,60.89,0.15,0.0,,102.0,Moderate
+Chennai,2020-05-23,21.24,,6.9,10.08,15.94,41.13,0.84,7.14,46.91,0.12,0.11,,77.0,Satisfactory
+Chennai,2020-05-24,22.78,,7.5,9.37,16.33,41.49,1.12,6.79,49.94,0.15,0.0,,81.0,Satisfactory
+Chennai,2020-05-25,25.2,33.86,7.42,9.59,16.23,43.04,1.01,6.77,49.76,0.16,0.01,,79.0,Satisfactory
+Chennai,2020-05-26,27.82,311.98,7.95,8.96,16.14,44.75,1.0,6.44,41.21,0.14,0.51,,79.0,Satisfactory
+Chennai,2020-05-27,20.0,234.46,9.17,9.65,18.62,38.36,1.07,7.23,39.81,0.13,0.03,,77.0,Satisfactory
+Chennai,2020-05-28,31.03,,8.98,10.58,18.71,39.58,1.12,6.1,38.64,0.12,0.0,,79.0,Satisfactory
+Chennai,2020-05-29,38.3,,9.04,13.54,21.64,40.71,1.11,6.54,57.6,0.12,0.0,,112.0,Moderate
+Chennai,2020-05-30,33.99,,7.45,9.69,15.08,41.97,0.94,5.44,62.0,0.1,0.0,,105.0,Moderate
+Chennai,2020-05-31,18.85,127.81,6.8,7.97,12.57,44.57,1.02,4.8,47.36,0.11,0.0,,88.0,Satisfactory
+Chennai,2020-06-01,36.15,346.73,8.28,10.07,17.89,39.35,1.16,7.27,49.45,0.13,0.07,,101.0,Moderate
+Chennai,2020-06-02,18.83,25.52,10.66,9.24,16.95,44.09,1.07,6.57,53.61,0.08,0.02,,95.0,Satisfactory
+Chennai,2020-06-03,20.61,13.84,8.01,9.41,16.64,44.45,1.01,4.04,59.22,0.1,0.08,,76.0,Satisfactory
+Chennai,2020-06-04,18.5,76.53,7.75,8.64,15.78,42.17,1.05,4.05,60.66,0.03,0.02,,99.0,Satisfactory
+Chennai,2020-06-05,18.53,27.33,10.03,9.51,19.15,43.01,1.09,5.31,55.1,0.11,0.1,,81.0,Satisfactory
+Chennai,2020-06-06,40.73,42.38,8.42,10.97,18.93,44.39,1.17,5.12,52.89,0.11,0.0,,92.0,Satisfactory
+Chennai,2020-06-07,20.52,142.52,8.59,12.19,20.39,43.08,1.17,5.35,56.57,0.12,0.02,,128.0,Moderate
+Chennai,2020-06-08,23.04,72.71,10.77,12.62,21.97,42.77,1.16,6.34,46.75,0.06,0.13,,85.0,Satisfactory
+Chennai,2020-06-09,22.43,32.25,8.69,16.08,21.03,42.45,0.96,5.45,55.54,0.07,0.02,,87.0,Satisfactory
+Chennai,2020-06-10,30.42,,9.47,13.97,15.9,51.0,0.83,6.85,41.46,0.12,0.0,,80.0,Satisfactory
+Chennai,2020-06-11,26.37,40.69,11.65,11.45,18.3,40.68,1.21,5.45,46.53,0.1,0.0,,106.0,Moderate
+Chennai,2020-06-12,104.45,25.05,10.61,13.24,20.6,43.45,1.2,6.83,52.79,0.09,0.0,,169.0,Moderate
+Chennai,2020-06-13,20.76,35.25,10.37,11.16,21.63,34.03,1.01,5.77,51.41,0.06,0.02,,112.0,Moderate
+Chennai,2020-06-14,20.17,56.04,8.98,14.53,22.91,30.11,1.03,4.18,52.51,0.06,0.0,,80.0,Satisfactory
+Chennai,2020-06-15,19.34,43.22,8.35,11.06,18.82,31.52,1.17,6.57,51.3,0.05,0.05,,79.0,Satisfactory
+Chennai,2020-06-16,24.1,42.54,9.39,12.26,22.1,36.36,1.18,4.44,56.23,0.09,0.0,,86.0,Satisfactory
+Chennai,2020-06-17,32.37,43.27,9.63,15.03,24.29,34.49,1.08,7.76,53.18,0.08,0.0,,96.0,Satisfactory
+Chennai,2020-06-18,23.89,41.27,11.16,17.22,27.99,33.65,1.21,9.99,73.43,0.07,0.01,,112.0,Moderate
+Chennai,2020-06-19,29.8,48.4,8.8,15.56,23.72,34.78,1.05,6.45,52.41,0.16,0.02,,109.0,Moderate
+Chennai,2020-06-20,89.92,50.56,8.8,14.48,22.61,34.06,1.12,5.5,61.97,0.1,0.0,,152.0,Moderate
+Chennai,2020-06-21,26.53,55.74,8.44,13.11,21.18,34.42,1.08,5.53,59.9,0.1,0.0,,140.0,Moderate
+Chennai,2020-06-22,23.55,35.3,9.42,8.94,18.09,35.35,1.12,6.66,71.42,0.1,0.04,,106.0,Moderate
+Chennai,2020-06-23,18.95,24.27,12.3,11.11,23.05,35.21,1.13,8.1,69.77,0.12,0.07,,109.0,Moderate
+Chennai,2020-06-24,28.83,31.28,7.17,9.57,16.05,34.89,1.07,6.32,70.18,0.08,0.0,,102.0,Moderate
+Chennai,2020-06-25,23.13,35.95,8.9,10.74,20.56,33.84,1.1,7.92,69.8,0.1,0.05,,108.0,Moderate
+Chennai,2020-06-26,23.75,38.41,6.83,7.94,13.96,35.0,1.14,5.55,66.85,0.12,0.04,,95.0,Satisfactory
+Chennai,2020-06-27,26.42,39.3,7.25,12.96,19.59,33.2,1.1,7.29,68.51,0.1,0.07,,95.0,Satisfactory
+Chennai,2020-06-28,25.93,45.54,7.81,10.0,16.39,35.98,0.76,6.48,77.45,0.09,0.0,,98.0,Satisfactory
+Chennai,2020-06-29,21.3,22.21,7.65,9.69,16.74,34.07,0.96,6.62,62.57,0.09,0.01,,104.0,Moderate
+Chennai,2020-06-30,24.14,30.66,8.42,12.38,20.29,34.17,1.05,7.5,68.75,0.17,0.16,,110.0,Moderate
+Chennai,2020-07-01,15.95,4.85,6.22,10.72,16.44,33.52,1.02,9.23,48.37,0.09,0.0,,92.0,Satisfactory
+Coimbatore,2019-06-12,38.46,43.49,6.68,4.31,10.98,9.32,1.16,10.25,29.8,0.04,0.43,,,
+Coimbatore,2019-06-13,21.57,27.05,6.57,4.95,11.52,8.8,1.14,9.75,25.46,0.04,0.23,,65.0,Satisfactory
+Coimbatore,2019-06-14,25.27,32.08,6.86,5.35,12.21,8.21,1.18,10.92,23.45,0.04,0.31,,66.0,Satisfactory
+Coimbatore,2019-06-15,30.04,35.85,7.37,6.23,13.6,7.35,1.15,10.51,17.24,0.04,0.27,,60.0,Satisfactory
+Coimbatore,2019-06-16,24.54,31.41,6.23,4.1,10.33,6.65,1.11,9.0,22.96,0.02,0.09,,62.0,Satisfactory
+Coimbatore,2019-06-17,33.9,46.17,6.38,4.63,11.01,5.88,1.2,10.29,21.44,0.03,0.2,,64.0,Satisfactory
+Coimbatore,2019-06-18,52.45,60.71,6.4,4.83,11.23,8.29,1.29,13.17,21.6,0.02,0.07,,76.0,Satisfactory
+Coimbatore,2019-06-19,41.86,53.51,6.42,5.13,11.54,7.91,1.23,10.78,26.17,0.0,0.0,,82.0,Satisfactory
+Coimbatore,2019-06-20,31.96,40.35,10.09,8.43,18.53,8.5,1.06,10.19,24.67,0.0,0.0,,68.0,Satisfactory
+Coimbatore,2019-06-21,30.91,41.09,11.92,11.82,22.0,25.32,1.37,16.35,32.98,0.0,0.0,,,
+Coimbatore,2019-06-22,25.27,31.0,7.16,9.76,16.92,17.23,1.13,12.64,24.69,0.0,0.0,,67.0,Satisfactory
+Coimbatore,2019-06-23,14.62,21.66,6.14,7.23,13.37,11.82,0.92,9.3,29.76,0.0,0.0,,58.0,Satisfactory
+Coimbatore,2019-06-24,31.72,40.05,7.53,9.86,17.39,12.78,1.01,10.14,25.1,0.0,0.0,,53.0,Satisfactory
+Coimbatore,2019-06-25,45.61,58.71,7.41,8.76,16.17,16.78,1.07,12.19,23.55,0.0,0.0,,73.0,Satisfactory
+Coimbatore,2019-06-26,47.61,60.24,7.68,9.09,16.77,17.37,1.08,11.53,22.5,0.0,0.0,,75.0,Satisfactory
+Coimbatore,2019-06-27,40.11,58.23,7.7,8.03,15.73,16.98,1.09,12.98,20.05,0.0,0.0,,72.0,Satisfactory
+Coimbatore,2019-06-28,40.07,54.75,7.08,7.6,14.68,16.77,1.09,11.29,22.67,0.0,0.0,,66.0,Satisfactory
+Coimbatore,2019-06-29,39.21,54.24,6.98,7.64,14.62,16.48,1.05,11.11,24.46,0.0,0.0,,68.0,Satisfactory
+Coimbatore,2019-06-30,24.28,33.56,6.03,5.44,11.47,13.2,0.91,9.87,23.45,0.0,0.0,,56.0,Satisfactory
+Coimbatore,2019-07-01,25.21,39.66,7.14,7.22,14.36,13.79,0.89,9.53,21.47,0.02,0.13,,46.0,Good
+Coimbatore,2019-07-02,32.92,46.75,9.74,8.87,18.61,23.1,1.13,12.05,21.03,0.06,0.19,,61.0,Satisfactory
+Coimbatore,2019-07-03,32.66,44.95,9.48,8.66,18.14,17.79,1.14,10.79,16.94,0.05,0.29,,64.0,Satisfactory
+Coimbatore,2019-07-04,40.89,49.26,9.23,9.57,18.79,,1.11,10.44,16.05,0.05,0.25,,64.0,Satisfactory
+Coimbatore,2019-07-05,31.52,39.65,9.43,7.96,17.39,,1.19,10.58,17.62,0.06,0.29,,70.0,Satisfactory
+Coimbatore,2019-07-06,34.24,42.61,9.66,7.25,16.91,,1.29,12.44,18.07,0.09,0.3,,78.0,Satisfactory
+Coimbatore,2019-07-07,18.28,24.06,8.25,5.0,13.25,,1.02,9.08,17.73,0.03,0.06,,64.0,Satisfactory
+Coimbatore,2019-07-08,20.57,30.17,21.38,9.03,16.33,28.83,1.08,9.95,18.84,0.04,0.22,,57.0,Satisfactory
+Coimbatore,2019-07-09,22.24,30.83,12.11,16.56,28.67,33.46,1.1,9.17,15.45,0.03,0.27,,60.0,Satisfactory
+Coimbatore,2019-07-10,32.66,42.31,10.8,16.06,26.86,32.64,1.12,10.15,20.99,0.04,0.22,,60.0,Satisfactory
+Coimbatore,2019-07-11,38.05,50.06,11.61,18.12,29.73,31.08,1.16,9.78,21.53,0.04,0.36,,62.0,Satisfactory
+Coimbatore,2019-07-12,43.69,57.64,13.81,16.21,30.02,30.6,1.21,9.97,15.25,0.04,0.42,,70.0,Satisfactory
+Coimbatore,2019-07-13,33.18,43.18,11.79,16.49,28.28,28.84,1.2,9.32,17.25,0.03,0.31,,68.0,Satisfactory
+Coimbatore,2019-07-14,20.3,28.53,11.04,15.35,26.39,26.22,1.08,8.76,16.49,0.02,0.15,,58.0,Satisfactory
+Coimbatore,2019-07-15,25.52,37.46,9.89,15.81,25.7,26.58,1.17,10.05,23.05,0.04,0.27,,61.0,Satisfactory
+Coimbatore,2019-07-16,33.77,60.13,10.69,16.19,26.88,27.95,1.11,9.86,20.52,0.04,0.34,,67.0,Satisfactory
+Coimbatore,2019-07-17,26.0,34.04,11.83,16.04,27.87,28.33,1.03,9.67,20.58,0.03,0.38,,59.0,Satisfactory
+Coimbatore,2019-07-18,,34.95,15.72,18.42,31.9,27.8,1.05,9.47,16.45,0.02,0.2,,,
+Coimbatore,2019-07-19,34.66,21.7,11.07,17.44,28.51,29.42,1.34,9.52,22.32,0.03,0.09,,,
+Coimbatore,2019-07-20,40.3,45.39,9.82,16.03,25.85,29.97,1.44,10.44,25.51,0.05,0.15,,,
+Coimbatore,2019-07-21,23.53,25.85,9.49,14.15,23.64,28.17,1.34,9.47,22.82,0.03,0.04,,75.0,Satisfactory
+Coimbatore,2019-07-22,18.46,23.48,9.72,14.24,23.95,26.82,1.28,9.1,21.57,0.03,0.1,,67.0,Satisfactory
+Coimbatore,2019-07-23,24.63,30.93,10.59,14.46,25.05,28.25,1.33,9.93,21.48,0.03,0.08,,71.0,Satisfactory
+Coimbatore,2019-07-24,28.19,45.47,11.46,14.71,26.17,31.24,1.32,9.12,21.14,0.03,0.02,,71.0,Satisfactory
+Coimbatore,2019-07-25,29.67,39.09,10.73,15.24,25.98,32.4,1.34,9.24,22.49,0.03,0.03,,74.0,Satisfactory
+Coimbatore,2019-07-26,22.93,30.85,9.28,14.95,24.24,32.32,1.36,9.29,22.83,0.04,0.05,,73.0,Satisfactory
+Coimbatore,2019-07-27,42.15,49.46,10.22,14.55,24.77,32.74,1.41,9.82,23.49,0.04,0.0,,77.0,Satisfactory
+Coimbatore,2019-07-28,33.16,46.87,8.47,13.11,21.58,29.66,1.3,8.54,25.3,0.02,0.01,,77.0,Satisfactory
+Coimbatore,2019-07-29,37.3,49.5,9.98,17.11,27.08,28.0,1.43,9.65,20.4,0.04,0.0,,76.0,Satisfactory
+Coimbatore,2019-07-30,36.5,47.87,11.01,14.28,25.28,29.73,1.4,9.56,18.9,0.04,0.02,,80.0,Satisfactory
+Coimbatore,2019-07-31,46.54,60.6,10.81,15.3,26.11,32.5,1.47,9.95,19.73,0.04,0.01,,80.0,Satisfactory
+Coimbatore,2019-08-01,30.42,46.23,10.59,14.59,25.18,33.14,1.4,9.48,19.32,0.03,0.02,,78.0,Satisfactory
+Coimbatore,2019-08-02,32.04,42.82,10.02,13.03,23.05,30.34,1.47,9.52,17.73,0.04,0.03,,79.0,Satisfactory
+Coimbatore,2019-08-03,17.83,24.72,9.45,11.43,20.87,28.32,1.42,8.84,18.86,0.03,0.06,,78.0,Satisfactory
+Coimbatore,2019-08-04,8.99,13.35,8.83,10.06,18.89,25.25,1.3,8.41,18.23,0.01,0.04,,66.0,Satisfactory
+Coimbatore,2019-08-05,16.17,22.18,9.35,10.12,19.47,25.99,1.4,8.92,17.98,0.02,0.14,,72.0,Satisfactory
+Coimbatore,2019-08-06,26.24,31.0,10.16,10.66,20.83,27.56,1.53,9.18,15.36,0.02,0.12,,81.0,Satisfactory
+Coimbatore,2019-08-07,28.94,36.56,11.31,10.68,21.99,26.66,1.59,10.32,11.49,0.05,0.04,,,
+Coimbatore,2019-08-08,27.31,33.33,11.54,9.81,21.34,26.66,1.48,9.88,11.47,0.04,0.03,,85.0,Satisfactory
+Coimbatore,2019-08-09,13.02,21.58,9.39,7.31,16.71,26.76,1.3,9.44,21.12,0.02,0.02,,73.0,Satisfactory
+Coimbatore,2019-08-10,16.04,18.93,8.7,6.16,14.86,32.28,1.38,9.54,21.33,0.03,0.0,,76.0,Satisfactory
+Coimbatore,2019-08-11,17.98,22.41,8.89,5.97,14.85,31.14,1.32,8.38,18.33,0.02,0.0,,78.0,Satisfactory
+Coimbatore,2019-08-12,23.38,28.34,10.23,7.36,17.58,28.44,1.33,8.69,13.68,0.02,0.0,,69.0,Satisfactory
+Coimbatore,2019-08-13,30.14,36.58,9.75,8.29,18.03,26.29,1.37,8.93,17.27,0.02,0.0,,73.0,Satisfactory
+Coimbatore,2019-08-14,27.15,32.37,9.15,8.65,17.8,26.68,1.47,9.08,21.6,0.03,0.01,,79.0,Satisfactory
+Coimbatore,2019-08-15,18.39,21.44,8.54,6.9,15.44,26.69,1.32,8.27,23.87,0.02,0.0,,77.0,Satisfactory
+Coimbatore,2019-08-16,22.4,28.27,9.13,7.83,16.96,25.25,1.37,8.48,18.16,0.02,0.0,,75.0,Satisfactory
+Coimbatore,2019-08-17,34.0,39.77,10.97,8.4,19.37,23.99,1.46,8.93,15.78,0.01,0.0,,78.0,Satisfactory
+Coimbatore,2019-08-18,20.52,25.03,9.26,7.08,16.34,22.55,1.38,8.42,17.08,0.01,0.0,,72.0,Satisfactory
+Coimbatore,2019-08-19,25.72,30.68,10.2,8.11,18.32,22.26,1.45,8.95,17.0,0.02,0.0,,76.0,Satisfactory
+Coimbatore,2019-08-20,35.3,44.65,9.66,8.84,18.5,22.16,1.48,8.77,16.9,0.02,0.03,,80.0,Satisfactory
+Coimbatore,2019-08-21,26.08,38.26,9.18,7.94,17.12,21.85,1.48,8.83,15.24,0.02,0.0,,78.0,Satisfactory
+Coimbatore,2019-08-22,23.94,36.68,9.58,7.75,17.34,20.73,1.44,9.55,13.29,0.02,0.0,,79.0,Satisfactory
+Coimbatore,2019-08-23,24.59,36.39,8.89,7.15,16.04,21.57,1.45,9.78,14.73,0.01,0.0,,75.0,Satisfactory
+Coimbatore,2019-08-24,26.58,37.85,8.77,7.44,16.21,21.71,1.51,10.3,18.66,0.02,0.0,,80.0,Satisfactory
+Coimbatore,2019-08-25,12.12,17.22,8.32,6.65,14.97,19.4,1.38,8.85,17.4,0.01,0.0,,73.0,Satisfactory
+Coimbatore,2019-08-26,18.07,29.03,8.33,6.63,14.96,,1.44,9.4,20.4,0.01,0.0,,78.0,Satisfactory
+Coimbatore,2019-08-27,18.29,26.21,8.45,7.67,16.12,,1.58,9.69,24.99,0.02,0.0,,89.0,Satisfactory
+Coimbatore,2019-08-28,32.63,26.27,9.35,8.72,18.05,,1.51,9.98,19.63,0.02,0.0,,,
+Coimbatore,2019-08-29,,,9.76,8.98,17.01,6.45,1.49,9.56,19.59,0.02,0.0,,,
+Coimbatore,2019-08-30,,,8.99,8.4,15.46,,1.48,9.3,22.78,0.02,0.0,,,
+Coimbatore,2019-08-31,18.46,32.25,8.12,9.6,17.71,1.47,1.53,8.8,19.41,0.02,0.0,,,
+Coimbatore,2019-09-01,14.18,19.5,8.23,7.81,16.04,2.69,1.51,8.63,18.18,0.01,0.0,,87.0,Satisfactory
+Coimbatore,2019-09-02,10.99,16.31,7.94,9.74,17.69,2.13,1.6,8.24,17.71,0.01,0.0,,90.0,Satisfactory
+Coimbatore,2019-09-03,19.54,25.15,8.5,10.78,19.28,1.93,1.66,8.74,15.98,0.01,0.0,,94.0,Satisfactory
+Coimbatore,2019-09-04,20.2,34.12,9.33,10.91,20.25,2.09,1.65,9.41,13.42,0.02,0.12,,94.0,Satisfactory
+Coimbatore,2019-09-05,22.45,32.45,8.47,8.44,16.9,2.71,1.86,8.99,14.89,0.01,0.12,,98.0,Satisfactory
+Coimbatore,2019-09-06,16.71,26.91,7.72,5.04,12.64,3.73,1.73,8.26,15.78,0.02,0.2,,96.0,Satisfactory
+Coimbatore,2019-09-07,15.74,22.09,7.93,5.83,13.76,3.46,1.68,8.3,15.92,0.01,0.12,,98.0,Satisfactory
+Coimbatore,2019-09-08,10.25,14.91,7.28,3.29,10.14,4.32,1.52,7.53,16.01,0.0,0.02,,85.0,Satisfactory
+Coimbatore,2019-09-09,15.48,27.15,7.63,4.61,12.22,3.9,1.5,8.97,17.62,0.01,0.06,,78.0,Satisfactory
+Coimbatore,2019-09-10,19.25,26.54,8.49,7.04,15.52,3.31,1.48,8.47,13.55,0.01,0.07,,76.0,Satisfactory
+Coimbatore,2019-09-11,18.36,25.52,7.22,3.62,10.84,4.11,1.58,8.11,17.55,0.02,0.17,,,
+Coimbatore,2019-09-12,18.33,24.32,7.65,4.4,12.05,4.01,1.56,8.41,18.33,0.01,0.17,,83.0,Satisfactory
+Coimbatore,2019-09-13,24.77,30.35,8.54,6.82,15.37,3.4,1.62,8.85,18.34,0.01,0.13,,84.0,Satisfactory
+Coimbatore,2019-09-14,30.56,38.2,9.2,6.43,15.62,3.7,1.63,9.0,17.11,0.01,0.09,,88.0,Satisfactory
+Coimbatore,2019-09-15,17.2,21.19,8.85,4.44,13.2,4.38,1.51,8.72,15.53,0.01,0.03,,82.0,Satisfactory
+Coimbatore,2019-09-16,23.29,28.7,7.79,3.11,10.87,4.64,1.59,8.86,17.23,0.01,0.17,,86.0,Satisfactory
+Coimbatore,2019-09-17,24.66,30.55,7.77,3.2,10.97,4.6,1.61,8.65,19.0,0.01,0.16,,85.0,Satisfactory
+Coimbatore,2019-09-18,21.46,30.93,8.13,3.78,11.9,4.5,1.64,9.03,19.51,0.01,0.17,,88.0,Satisfactory
+Coimbatore,2019-09-19,15.12,17.74,9.56,7.26,14.73,3.9,1.6,8.56,19.64,0.02,0.13,,90.0,Satisfactory
+Coimbatore,2019-09-20,28.17,92.79,7.45,12.36,19.81,1.87,1.63,9.17,20.65,0.02,0.14,,95.0,Satisfactory
+Coimbatore,2019-09-21,32.52,32.53,8.68,12.85,21.53,1.81,1.39,9.46,19.73,0.02,0.11,,98.0,Satisfactory
+Coimbatore,2019-09-22,23.5,28.44,7.28,9.9,17.18,2.59,1.42,9.57,22.24,0.02,0.06,,78.0,Satisfactory
+Coimbatore,2019-09-23,24.67,35.74,9.6,12.88,22.47,2.7,1.43,10.44,18.83,0.01,0.2,,73.0,Satisfactory
+Coimbatore,2019-09-24,29.16,34.32,12.17,16.04,28.21,1.7,1.47,10.75,17.68,0.01,0.18,,78.0,Satisfactory
+Coimbatore,2019-09-25,32.48,39.58,8.74,10.18,18.91,2.73,1.49,10.23,16.96,0.02,0.32,,82.0,Satisfactory
+Coimbatore,2019-09-26,22.37,33.05,8.42,8.98,17.41,3.08,1.49,9.78,16.06,0.01,0.36,,81.0,Satisfactory
+Coimbatore,2019-09-27,32.43,40.51,10.69,13.46,24.14,2.19,1.68,10.61,18.72,0.02,0.26,,93.0,Satisfactory
+Coimbatore,2019-09-28,28.91,36.33,9.95,15.53,25.49,2.1,1.75,10.2,25.25,0.02,0.16,,95.0,Satisfactory
+Coimbatore,2019-09-29,27.22,33.02,7.78,8.08,15.86,3.26,1.69,10.07,25.24,0.01,0.09,,95.0,Satisfactory
+Coimbatore,2019-09-30,25.04,32.78,7.23,8.1,15.33,3.01,1.72,10.29,29.28,0.01,0.09,,94.0,Satisfactory
+Coimbatore,2019-10-01,33.09,37.68,7.63,9.07,16.69,3.16,1.71,9.8,22.04,0.02,0.18,,94.0,Satisfactory
+Coimbatore,2019-10-02,31.11,34.26,7.03,6.01,13.04,3.59,1.71,9.57,39.08,0.01,0.12,,96.0,Satisfactory
+Coimbatore,2019-10-03,38.4,46.39,6.86,7.5,14.36,2.98,1.74,9.76,37.54,0.01,0.17,,94.0,Satisfactory
+Coimbatore,2019-10-04,39.31,53.54,7.23,7.16,14.39,3.1,1.75,10.27,34.91,0.01,0.17,,96.0,Satisfactory
+Coimbatore,2019-10-05,29.37,39.73,6.91,7.82,14.73,3.09,1.76,10.43,46.46,0.01,0.15,,94.0,Satisfactory
+Coimbatore,2019-10-06,29.47,37.82,6.64,4.88,11.5,3.72,1.64,9.85,40.39,0.01,0.08,,88.0,Satisfactory
+Coimbatore,2019-10-07,20.54,25.22,6.4,2.78,9.15,4.37,1.57,10.12,41.74,0.02,0.08,,85.0,Satisfactory
+Coimbatore,2019-10-08,14.83,17.47,6.42,3.07,9.19,4.47,1.54,9.42,46.68,0.01,0.06,,81.0,Satisfactory
+Coimbatore,2019-10-09,37.4,42.97,6.81,6.55,13.35,3.29,1.71,10.09,37.95,0.01,0.16,,91.0,Satisfactory
+Coimbatore,2019-10-10,33.08,40.8,7.38,12.03,19.42,2.95,1.77,10.22,29.95,0.01,0.12,,95.0,Satisfactory
+Coimbatore,2019-10-11,36.99,45.64,8.18,23.55,31.73,0.46,1.78,10.68,33.03,0.01,0.13,,95.0,Satisfactory
+Coimbatore,2019-10-12,27.83,35.86,7.72,14.49,22.22,0.94,1.74,10.65,34.71,0.01,0.09,,93.0,Satisfactory
+Coimbatore,2019-10-13,11.52,14.79,6.63,7.54,14.17,2.76,1.65,10.06,30.15,0.02,0.05,,90.0,Satisfactory
+Coimbatore,2019-10-14,23.68,34.51,11.55,30.1,39.0,2.92,2.17,10.95,30.66,0.02,0.15,,102.0,Moderate
+Coimbatore,2019-10-15,30.55,36.22,13.08,40.93,52.89,0.66,2.13,11.23,20.31,0.01,0.05,,108.0,Moderate
+Coimbatore,2019-10-16,28.58,44.21,11.63,33.12,44.76,1.87,2.15,11.31,28.91,0.0,0.0,,108.0,Moderate
+Coimbatore,2019-10-17,19.33,26.65,11.15,19.61,30.19,5.77,1.99,10.95,24.69,0.0,0.0,,106.0,Moderate
+Coimbatore,2019-10-18,23.09,26.71,9.43,15.74,25.17,5.65,1.91,10.41,26.69,0.0,0.0,,101.0,Moderate
+Coimbatore,2019-10-19,24.05,27.29,9.42,18.1,27.51,5.24,2.0,10.9,29.78,0.0,0.0,,99.0,Satisfactory
+Coimbatore,2019-10-20,15.22,19.27,7.73,11.09,18.82,5.68,1.85,11.23,34.36,0.0,0.0,,,
+Coimbatore,2019-10-21,26.5,30.81,7.05,10.77,17.82,5.63,1.8,10.2,31.48,0.0,0.0,,93.0,Satisfactory
+Coimbatore,2019-10-22,20.96,23.61,11.79,10.32,22.11,9.45,1.74,9.78,20.0,0.0,0.0,,90.0,Satisfactory
+Coimbatore,2019-10-23,13.91,21.06,7.58,9.24,16.78,6.74,1.7,9.48,21.79,0.0,0.0,,88.0,Satisfactory
+Coimbatore,2019-10-24,17.97,19.39,7.24,5.85,12.71,7.76,1.73,10.61,25.7,0.0,0.0,,92.0,Satisfactory
+Coimbatore,2019-10-25,26.81,34.61,7.44,6.07,12.53,8.07,1.7,11.78,26.31,0.0,0.0,,91.0,Satisfactory
+Coimbatore,2019-10-26,9.46,12.44,6.4,5.43,11.51,7.36,1.61,10.17,22.77,0.0,0.0,,85.0,Satisfactory
+Coimbatore,2019-10-27,17.27,19.03,9.82,14.64,24.46,6.46,1.75,10.14,18.75,0.0,0.0,,88.0,Satisfactory
+Coimbatore,2019-10-28,25.98,27.64,11.07,15.0,26.06,7.26,1.88,10.53,24.85,0.0,0.0,,,
+Coimbatore,2019-10-29,18.79,22.86,10.27,13.75,23.83,6.82,1.9,10.06,21.08,0.0,0.0,,100.0,Satisfactory
+Coimbatore,2019-10-30,7.62,15.8,8.84,13.31,22.15,6.39,1.9,10.73,24.09,0.0,0.0,,99.0,Satisfactory
+Coimbatore,2019-10-31,11.63,19.73,8.69,10.5,18.62,7.39,1.28,10.27,26.59,0.0,0.0,,92.0,Satisfactory
+Coimbatore,2019-11-01,21.96,32.03,11.49,19.43,30.92,6.06,0.61,11.11,23.59,0.0,0.0,,48.0,Good
+Coimbatore,2019-11-02,41.93,48.23,12.98,26.71,39.69,4.94,0.91,11.89,26.22,0.0,0.0,,67.0,Satisfactory
+Coimbatore,2019-11-03,23.94,26.71,8.77,18.38,27.14,4.67,0.8,10.78,32.72,0.0,0.0,,88.0,Satisfactory
+Coimbatore,2019-11-04,31.97,45.71,9.78,26.66,36.14,4.37,0.88,12.0,39.01,0.0,0.0,,102.0,Moderate
+Coimbatore,2019-11-05,48.43,62.59,10.02,31.98,41.99,2.93,0.73,11.04,44.09,0.0,0.0,,93.0,Satisfactory
+Coimbatore,2019-11-06,44.09,56.54,11.03,21.36,31.42,3.88,0.27,9.79,41.21,0.0,0.0,,85.0,Satisfactory
+Coimbatore,2019-11-07,42.52,55.08,10.01,22.85,32.86,3.56,0.3,10.34,38.86,0.0,0.0,,72.0,Satisfactory
+Coimbatore,2019-11-08,29.68,44.27,8.53,20.4,28.93,3.57,0.31,10.35,44.38,0.0,0.0,,66.0,Satisfactory
+Coimbatore,2019-11-09,33.6,39.11,9.49,17.88,27.37,3.8,0.33,9.84,46.4,0.0,0.0,,70.0,Satisfactory
+Coimbatore,2019-11-10,23.15,25.42,8.75,14.92,23.68,4.07,0.28,9.79,44.49,0.0,0.0,,69.0,Satisfactory
+Coimbatore,2019-11-11,37.65,50.65,11.44,29.58,41.05,3.36,0.53,10.52,37.11,0.0,0.0,,83.0,Satisfactory
+Coimbatore,2019-11-12,52.48,61.45,12.21,31.26,43.46,3.19,0.58,12.9,47.02,0.0,0.0,,74.0,Satisfactory
+Coimbatore,2019-11-13,37.83,47.3,10.56,26.77,37.34,3.39,0.45,14.87,44.47,0.0,0.0,,84.0,Satisfactory
+Coimbatore,2019-11-14,43.18,49.36,11.09,28.47,39.56,3.44,0.47,12.56,37.82,0.0,0.0,,67.0,Satisfactory
+Coimbatore,2019-11-15,36.48,43.78,11.36,23.84,35.21,4.77,0.42,12.44,31.05,0.0,0.0,,70.0,Satisfactory
+Coimbatore,2019-11-16,37.91,42.54,9.71,23.99,33.7,4.47,0.43,12.93,33.48,0.0,0.0,,67.0,Satisfactory
+Coimbatore,2019-11-17,30.69,32.7,7.56,16.58,24.14,5.06,0.45,12.08,44.0,0.0,0.0,,69.0,Satisfactory
+Coimbatore,2019-11-18,26.19,32.17,9.6,23.71,33.32,2.87,0.56,11.94,39.94,0.0,0.0,,,
+Coimbatore,2019-11-19,28.62,39.01,15.43,31.32,41.45,7.53,0.52,12.8,20.34,0.0,0.0,,54.0,Satisfactory
+Coimbatore,2019-11-20,40.62,55.44,14.86,31.43,46.29,4.69,0.64,15.93,24.99,0.0,0.0,,68.0,Satisfactory
+Coimbatore,2019-11-21,27.97,33.76,13.84,22.97,34.21,5.37,0.65,15.2,24.34,0.0,0.0,,61.0,Satisfactory
+Coimbatore,2019-11-22,40.82,60.26,11.08,28.22,39.31,3.79,1.01,13.21,29.18,0.0,0.0,,68.0,Satisfactory
+Coimbatore,2019-11-23,37.61,47.12,11.4,30.24,41.64,3.3,0.86,14.02,32.71,0.0,0.0,,68.0,Satisfactory
+Coimbatore,2019-11-24,40.82,47.48,8.24,25.42,33.66,3.13,0.72,11.67,39.49,0.0,0.0,,73.0,Satisfactory
+Coimbatore,2019-11-25,45.61,59.47,7.96,25.28,33.24,3.56,0.73,13.1,45.32,0.0,0.0,,71.0,Satisfactory
+Coimbatore,2019-11-26,44.08,56.18,10.09,29.24,39.33,3.39,0.78,13.34,34.43,0.0,0.0,,78.0,Satisfactory
+Coimbatore,2019-11-27,35.34,45.8,8.78,23.67,32.45,3.29,0.72,12.21,35.72,0.0,0.0,,66.0,Satisfactory
+Coimbatore,2019-11-28,37.45,56.98,12.63,27.06,39.68,4.64,0.76,12.43,23.12,0.0,0.0,,59.0,Satisfactory
+Coimbatore,2019-11-29,28.59,39.6,11.67,24.31,35.99,5.2,0.74,13.05,21.37,0.01,0.05,,67.0,Satisfactory
+Coimbatore,2019-11-30,24.58,28.98,14.52,27.19,41.71,5.92,0.69,13.02,15.06,0.01,0.09,,57.0,Satisfactory
+Coimbatore,2019-12-01,14.62,25.64,8.12,13.32,21.45,6.32,0.5,11.06,20.39,0.02,0.04,,45.0,Good
+Coimbatore,2019-12-02,16.63,25.53,9.69,16.82,26.51,6.4,0.55,11.74,18.88,0.01,0.01,,37.0,Good
+Coimbatore,2019-12-03,21.13,34.41,11.93,25.12,37.04,5.15,0.72,11.67,19.13,0.01,0.01,,48.0,Good
+Coimbatore,2019-12-04,36.7,57.77,9.72,23.8,33.51,4.0,0.64,12.83,31.07,0.01,0.01,,61.0,Satisfactory
+Coimbatore,2019-12-05,50.37,69.92,9.67,32.17,41.84,2.81,0.64,12.84,44.62,0.01,0.0,,70.0,Satisfactory
+Coimbatore,2019-12-06,63.1,73.83,9.19,29.72,38.91,1.72,0.64,12.75,45.09,0.01,0.02,,108.0,Moderate
+Coimbatore,2019-12-07,47.21,53.76,8.18,28.01,36.2,2.56,0.64,11.9,50.73,0.01,0.01,,91.0,Satisfactory
+Coimbatore,2019-12-08,22.85,26.88,6.91,16.03,22.94,4.26,0.55,10.93,38.65,0.02,0.02,,65.0,Satisfactory
+Coimbatore,2019-12-09,30.38,40.05,9.54,27.02,36.55,3.59,0.63,12.43,38.32,0.02,0.01,,63.0,Satisfactory
+Coimbatore,2019-12-10,33.68,55.88,9.33,28.68,38.0,2.96,0.58,13.49,39.94,0.01,0.01,,69.0,Satisfactory
+Coimbatore,2019-12-11,36.58,56.89,20.65,22.38,23.2,4.85,0.75,12.16,38.75,0.01,0.0,,73.0,Satisfactory
+Coimbatore,2019-12-12,36.78,46.35,37.56,0.09,0.05,,0.76,1.92,46.97,0.01,0.0,,80.0,Satisfactory
+Coimbatore,2019-12-13,30.23,41.54,45.71,,0.0,,0.78,2.72,38.29,0.01,0.0,,66.0,Satisfactory
+Coimbatore,2019-12-14,23.77,26.0,55.71,,0.0,,0.87,1.05,19.71,0.02,0.0,,60.0,Satisfactory
+Coimbatore,2019-12-15,20.89,24.61,59.29,,0.0,,0.73,0.48,30.83,0.02,0.0,,64.0,Satisfactory
+Coimbatore,2019-12-16,33.1,44.79,60.04,,0.0,,0.88,1.66,32.28,0.02,0.0,,58.0,Satisfactory
+Coimbatore,2019-12-17,41.65,48.33,74.01,,0.0,,0.98,1.84,21.65,0.01,0.0,,68.0,Satisfactory
+Coimbatore,2019-12-18,54.83,64.85,87.9,,0.0,,1.19,1.72,23.44,0.01,0.0,,77.0,Satisfactory
+Coimbatore,2019-12-19,40.64,47.08,70.12,67.46,20.18,8.48,1.22,2.22,17.93,0.02,0.01,,66.0,Satisfactory
+Coimbatore,2019-12-20,47.34,57.42,2.1,61.67,56.78,3.95,1.25,0.98,27.54,0.01,0.0,,78.0,Satisfactory
+Coimbatore,2019-12-21,61.83,64.64,1.82,28.01,29.82,0.86,1.1,1.8,33.82,0.01,0.0,,86.0,Satisfactory
+Coimbatore,2019-12-22,48.62,49.33,1.93,43.86,45.81,,0.94,2.71,42.09,0.01,0.0,,,
+Coimbatore,2019-12-23,52.93,61.52,1.83,41.45,43.02,2.22,0.93,1.65,45.61,0.01,0.0,,82.0,Satisfactory
+Coimbatore,2019-12-24,45.62,51.92,1.8,43.21,45.02,,0.9,2.5,44.86,0.02,0.0,,84.0,Satisfactory
+Coimbatore,2019-12-25,25.47,29.67,1.85,38.57,40.44,1.03,0.95,0.69,26.17,0.02,0.0,,68.0,Satisfactory
+Coimbatore,2019-12-26,44.69,55.01,1.32,32.72,34.07,3.12,0.69,1.7,28.94,0.01,0.0,,60.0,Satisfactory
+Coimbatore,2019-12-27,50.32,59.46,0.77,17.86,18.6,3.92,0.31,2.34,37.31,0.02,0.0,,88.0,Satisfactory
+Coimbatore,2019-12-28,29.87,37.2,0.68,16.25,15.8,7.94,0.05,2.57,44.05,0.01,0.0,,74.0,Satisfactory
+Coimbatore,2019-12-29,37.97,41.65,0.68,17.98,18.78,5.76,0.08,2.02,47.98,0.0,0.0,,65.0,Satisfactory
+Coimbatore,2019-12-30,46.3,59.72,0.65,22.7,23.62,7.98,0.21,3.05,46.41,0.01,0.0,,87.0,Satisfactory
+Coimbatore,2019-12-31,45.86,55.02,0.72,25.69,24.4,7.2,0.25,1.23,41.59,0.02,0.0,,80.0,Satisfactory
+Coimbatore,2020-01-01,35.43,43.42,0.68,10.99,10.73,6.48,0.24,1.7,32.52,0.01,0.0,,69.0,Satisfactory
+Coimbatore,2020-01-02,35.5,47.63,0.75,11.44,12.45,7.36,0.23,1.35,22.6,0.01,0.0,,59.0,Satisfactory
+Coimbatore,2020-01-03,30.71,43.01,1.03,57.52,59.02,10.82,0.3,6.8,18.95,0.01,0.0,,55.0,Satisfactory
+Coimbatore,2020-01-04,35.75,46.27,1.53,54.12,55.69,1.1,0.35,5.44,25.08,0.02,0.0,,60.0,Satisfactory
+Coimbatore,2020-01-05,37.35,42.38,1.11,32.55,33.68,3.32,0.27,5.87,25.41,0.01,0.0,,67.0,Satisfactory
+Coimbatore,2020-01-06,33.6,45.27,0.68,2.76,3.8,8.31,0.2,8.38,31.52,0.01,0.0,,58.0,Satisfactory
+Coimbatore,2020-01-07,26.73,38.02,47.78,5.88,0.89,13.99,0.15,8.0,31.11,0.01,0.0,,55.0,Satisfactory
+Coimbatore,2020-01-08,34.26,58.5,56.71,13.85,0.38,16.79,0.17,7.74,38.13,0.01,0.0,,60.0,Satisfactory
+Coimbatore,2020-01-09,45.82,57.87,11.78,,0.0,,0.3,9.01,46.19,0.01,0.0,,77.0,Satisfactory
+Coimbatore,2020-01-10,44.68,59.03,5.22,58.36,30.51,,0.24,8.8,47.16,0.01,0.0,,84.0,Satisfactory
+Coimbatore,2020-01-11,36.16,48.06,0.19,52.78,52.98,,0.22,8.22,39.7,0.01,0.0,,72.0,Satisfactory
+Coimbatore,2020-01-12,46.28,54.42,0.24,56.59,56.83,,0.28,7.02,41.11,0.01,0.0,,79.0,Satisfactory
+Coimbatore,2020-01-13,56.33,62.29,0.35,76.87,77.21,,0.28,6.82,45.14,0.02,0.0,,84.0,Satisfactory
+Coimbatore,2020-01-14,56.49,59.76,0.27,67.22,67.49,,0.25,7.84,55.24,0.02,0.0,,100.0,Satisfactory
+Coimbatore,2020-01-15,45.78,47.38,0.2,60.29,60.49,,0.16,7.98,64.71,0.01,0.0,,90.0,Satisfactory
+Coimbatore,2020-01-16,32.48,35.77,0.21,61.69,61.91,,0.1,7.79,54.34,0.01,0.0,,83.0,Satisfactory
+Coimbatore,2020-01-17,31.88,36.05,0.29,67.32,67.64,,0.16,6.72,43.32,0.01,0.0,,83.0,Satisfactory
+Coimbatore,2020-01-18,30.91,37.46,0.24,58.28,58.54,,0.16,8.74,31.39,0.0,0.0,,83.0,Satisfactory
+Coimbatore,2020-01-19,21.93,24.0,0.25,58.35,58.59,,0.11,6.41,33.78,0.0,0.0,,70.0,Satisfactory
+Coimbatore,2020-01-20,24.39,32.93,0.67,45.88,46.56,6.23,0.17,10.93,42.57,0.0,0.0,,78.0,Satisfactory
+Coimbatore,2020-01-21,31.25,44.99,0.86,16.24,17.14,9.22,0.16,9.15,56.58,0.0,0.0,,75.0,Satisfactory
+Coimbatore,2020-01-22,35.25,46.52,0.84,16.01,16.97,9.23,0.23,9.87,43.74,0.01,0.0,,74.0,Satisfactory
+Coimbatore,2020-01-23,42.81,50.62,0.86,17.48,18.45,4.73,0.3,10.25,25.75,0.0,0.0,,61.0,Satisfactory
+Coimbatore,2020-01-24,55.44,66.16,1.48,23.03,24.02,6.72,0.44,9.05,33.75,0.02,0.01,,,
+Coimbatore,2020-01-25,26.3,48.92,1.05,30.95,32.02,,0.53,12.5,49.37,0.02,0.0,,98.0,Satisfactory
+Coimbatore,2020-01-26,26.64,50.08,1.18,35.97,37.15,,0.4,11.11,54.09,0.01,0.0,,89.0,Satisfactory
+Coimbatore,2020-01-27,31.1,60.39,1.48,46.36,47.84,,0.45,10.25,52.9,0.01,0.0,,83.0,Satisfactory
+Coimbatore,2020-01-28,58.52,106.0,1.62,51.57,53.2,,0.35,7.71,57.03,0.01,0.0,,87.0,Satisfactory
+Coimbatore,2020-01-29,45.36,59.48,1.43,41.31,42.75,9.75,0.15,7.19,45.04,0.01,0.0,,101.0,Moderate
+Coimbatore,2020-01-30,46.67,62.62,1.06,32.5,33.56,,0.28,9.08,34.4,0.01,0.0,,81.0,Satisfactory
+Coimbatore,2020-01-31,43.84,56.9,0.48,20.93,21.42,2.29,0.42,9.03,36.77,0.01,0.0,,78.0,Satisfactory
+Coimbatore,2020-02-01,36.23,46.99,0.34,14.64,14.59,3.45,0.33,7.93,43.26,0.01,0.0,,74.0,Satisfactory
+Coimbatore,2020-02-02,33.16,38.77,0.25,9.66,10.01,3.34,0.28,7.23,49.97,0.0,0.0,,70.0,Satisfactory
+Coimbatore,2020-02-03,37.73,50.33,0.52,43.14,43.85,2.77,0.38,11.09,46.42,0.0,0.0,,72.0,Satisfactory
+Coimbatore,2020-02-04,37.27,50.48,1.55,62.1,63.67,,0.49,10.37,39.16,0.0,0.0,,72.0,Satisfactory
+Coimbatore,2020-02-05,43.04,70.79,2.18,83.07,85.26,,0.32,8.77,44.0,0.0,0.0,,97.0,Satisfactory
+Coimbatore,2020-02-06,42.24,56.3,1.84,66.14,66.74,18.73,0.27,9.6,47.42,0.01,0.0,,103.0,Moderate
+Coimbatore,2020-02-07,38.17,50.14,0.95,55.45,56.31,20.81,0.2,8.61,51.15,0.01,0.0,,78.0,Satisfactory
+Coimbatore,2020-02-08,35.23,45.7,0.71,46.19,46.9,,0.17,7.45,52.14,0.0,0.0,,82.0,Satisfactory
+Coimbatore,2020-02-09,27.46,34.34,0.55,38.61,39.14,,0.09,6.65,47.2,0.0,0.0,,67.0,Satisfactory
+Coimbatore,2020-02-10,36.0,45.45,0.4,30.57,30.97,,0.19,9.32,50.77,0.0,0.0,,64.0,Satisfactory
+Coimbatore,2020-02-11,32.89,48.87,1.02,21.79,21.1,1.59,0.39,11.51,48.39,0.0,0.0,,69.0,Satisfactory
+Coimbatore,2020-02-12,35.96,50.0,0.28,21.83,22.1,0.71,0.6,13.08,43.57,0.0,0.0,,65.0,Satisfactory
+Coimbatore,2020-02-13,46.63,58.56,0.45,32.29,32.74,,0.61,11.42,57.01,0.0,0.0,,84.0,Satisfactory
+Coimbatore,2020-02-14,45.39,58.1,0.63,41.53,42.17,,0.78,14.14,56.45,0.01,0.0,,94.0,Satisfactory
+Coimbatore,2020-02-15,55.39,66.71,0.63,42.62,43.26,,0.8,14.15,76.76,0.01,0.0,,120.0,Moderate
+Coimbatore,2020-02-16,44.6,50.0,0.48,35.34,35.83,,0.68,12.96,72.29,0.0,0.0,,119.0,Moderate
+Coimbatore,2020-02-17,35.46,47.76,0.37,29.08,29.43,,0.68,12.34,60.73,0.0,0.0,,101.0,Moderate
+Coimbatore,2020-02-18,40.44,53.49,0.36,27.68,28.04,,0.72,14.2,60.89,0.0,0.0,,100.0,Satisfactory
+Coimbatore,2020-02-19,49.23,64.04,0.38,29.87,30.25,,0.71,14.86,64.62,0.0,0.0,,99.0,Satisfactory
+Coimbatore,2020-02-20,47.22,54.3,0.25,17.71,17.98,0.25,0.55,12.09,45.79,0.0,0.01,,85.0,Satisfactory
+Coimbatore,2020-02-21,26.26,28.47,0.36,23.45,23.68,5.42,1.05,13.76,56.96,0.0,0.0,,,
+Coimbatore,2020-02-22,33.9,41.24,0.32,28.86,29.19,,0.88,12.52,38.73,0.0,0.0,,61.0,Satisfactory
+Coimbatore,2020-02-23,41.89,44.26,0.32,31.26,31.57,,0.92,9.61,57.68,0.0,0.0,,74.0,Satisfactory
+Coimbatore,2020-02-24,49.67,63.92,0.32,30.89,31.23,,0.96,11.06,60.08,0.0,0.0,,81.0,Satisfactory
+Coimbatore,2020-02-25,43.19,80.52,0.46,37.31,37.76,,1.02,8.85,59.67,0.01,0.0,,91.0,Satisfactory
+Coimbatore,2020-02-26,40.65,57.11,0.36,29.17,29.51,,0.95,9.13,47.99,0.01,0.0,,86.0,Satisfactory
+Coimbatore,2020-02-27,39.84,54.32,0.36,31.01,31.37,,0.83,10.79,63.33,0.0,0.0,,83.0,Satisfactory
+Coimbatore,2020-02-28,35.97,50.0,0.23,22.27,22.5,,0.78,8.86,55.96,0.0,0.0,,80.0,Satisfactory
+Coimbatore,2020-02-29,42.85,52.95,0.4,30.83,31.24,,0.93,8.87,57.21,0.0,0.0,,80.0,Satisfactory
+Coimbatore,2020-03-01,34.54,43.1,0.41,32.06,32.49,,0.8,7.61,57.79,0.0,0.0,,79.0,Satisfactory
+Coimbatore,2020-03-02,37.11,50.99,0.5,38.17,38.67,,0.83,8.34,62.12,0.0,0.0,,84.0,Satisfactory
+Coimbatore,2020-03-03,45.57,56.23,0.49,37.37,37.85,,0.81,9.23,68.48,0.0,0.0,,111.0,Moderate
+Coimbatore,2020-03-04,44.77,56.86,0.59,40.93,41.51,,0.75,8.37,49.42,0.0,0.0,,90.0,Satisfactory
+Coimbatore,2020-03-05,45.66,56.92,0.56,38.98,39.43,,0.72,6.62,31.66,0.0,0.0,,77.0,Satisfactory
+Coimbatore,2020-03-06,32.42,54.31,0.59,41.26,41.84,,0.58,8.32,47.66,0.0,0.0,,,
+Coimbatore,2020-03-07,42.56,55.96,0.68,42.92,43.59,,0.55,8.88,33.67,0.0,0.0,,66.0,Satisfactory
+Coimbatore,2020-03-08,30.07,38.68,0.59,41.11,41.7,,0.54,7.58,37.6,0.0,0.0,,75.0,Satisfactory
+Coimbatore,2020-03-09,31.77,47.87,0.51,37.25,37.77,,0.66,8.59,40.81,0.0,0.0,,69.0,Satisfactory
+Coimbatore,2020-03-10,28.76,46.77,0.49,36.5,37.01,,0.75,7.95,42.77,0.01,0.0,,70.0,Satisfactory
+Coimbatore,2020-03-11,32.77,61.23,0.59,39.9,40.48,,0.76,7.56,41.89,0.0,0.0,,77.0,Satisfactory
+Coimbatore,2020-03-12,36.04,60.17,0.6,40.44,41.05,,0.8,7.76,39.75,0.0,0.0,,79.0,Satisfactory
+Coimbatore,2020-03-13,36.07,61.08,0.62,39.17,39.78,9.19,0.78,9.38,33.48,0.0,0.0,,72.0,Satisfactory
+Coimbatore,2020-03-14,32.11,54.18,0.87,56.73,57.55,,0.69,8.89,40.81,0.0,0.0,,74.0,Satisfactory
+Coimbatore,2020-03-15,37.96,52.08,0.74,53.17,53.91,,0.65,10.87,48.92,0.0,0.0,,86.0,Satisfactory
+Coimbatore,2020-03-16,35.78,72.29,0.64,48.19,48.32,9.38,0.73,9.96,36.31,0.0,0.0,,79.0,Satisfactory
+Coimbatore,2020-03-17,29.92,46.25,0.36,37.54,37.92,3.27,0.57,8.92,33.96,0.0,0.0,,68.0,Satisfactory
+Coimbatore,2020-03-18,29.96,44.05,0.57,45.23,45.8,,0.73,9.27,40.21,0.0,0.0,,66.0,Satisfactory
+Coimbatore,2020-03-19,40.64,49.77,1.1,72.38,73.47,,0.88,7.76,33.14,0.0,0.0,,98.0,Satisfactory
+Coimbatore,2020-03-20,44.99,60.23,0.86,61.93,62.8,,0.8,6.98,36.49,0.0,0.0,,81.0,Satisfactory
+Coimbatore,2020-03-21,36.12,44.99,0.83,58.79,44.67,,0.67,6.81,28.44,0.0,0.0,,72.0,Satisfactory
+Coimbatore,2020-03-22,,,,,,,,,,,,,,
+Coimbatore,2020-03-23,,1.96,1.95,33.16,13.59,7.08,0.74,8.86,26.95,0.0,0.0,,,
+Coimbatore,2020-03-24,25.82,25.23,0.58,52.79,53.35,,0.85,7.74,33.07,0.0,0.0,,77.0,Satisfactory
+Coimbatore,2020-03-25,29.09,28.11,0.61,59.11,59.72,,0.59,7.04,37.5,0.0,0.03,,72.0,Satisfactory
+Coimbatore,2020-03-26,26.33,28.06,0.51,54.02,54.54,,0.55,7.29,39.22,0.0,0.04,,,
+Coimbatore,2020-03-27,24.12,25.62,0.54,55.86,56.39,,0.57,7.14,41.01,0.0,0.01,,,
+Coimbatore,2020-03-28,27.1,29.45,0.62,61.47,62.1,,0.57,7.72,39.8,0.0,0.05,,,
+Coimbatore,2020-03-29,28.45,28.82,0.74,66.26,67.01,,0.6,6.8,37.09,0.0,0.03,,,
+Coimbatore,2020-03-30,28.19,29.07,0.72,65.41,66.12,,0.61,7.13,38.04,0.0,0.04,,,
+Coimbatore,2020-03-31,26.9,27.51,0.77,67.39,68.16,,0.58,8.82,46.45,0.0,0.02,,,
+Coimbatore,2020-04-01,37.21,34.1,0.57,56.0,56.56,,0.62,8.73,49.48,0.0,0.05,,,
+Coimbatore,2020-04-02,35.09,35.29,0.75,67.45,68.19,,0.6,6.6,44.2,0.0,0.05,,,
+Coimbatore,2020-04-03,33.42,32.97,0.76,66.64,67.41,,0.56,6.28,42.55,0.0,0.03,,,
+Coimbatore,2020-04-04,24.51,25.39,0.76,66.27,67.02,,0.56,6.1,42.14,0.0,0.02,,,
+Coimbatore,2020-04-05,22.71,25.19,0.75,64.4,65.14,,0.56,6.06,31.9,0.0,0.02,,84.0,Satisfactory
+Coimbatore,2020-04-06,22.36,24.17,0.7,60.94,61.63,,0.57,6.39,41.17,0.0,0.08,,79.0,Satisfactory
+Coimbatore,2020-04-07,14.86,15.9,0.71,62.23,62.95,,0.51,5.92,21.17,0.0,0.05,,73.0,Satisfactory
+Coimbatore,2020-04-08,21.61,23.03,0.66,60.16,60.82,,0.58,6.16,23.1,0.0,0.07,,,
+Coimbatore,2020-04-09,21.19,22.03,0.75,63.41,64.17,2.44,0.52,6.28,21.62,0.0,0.07,,,
+Coimbatore,2020-04-10,12.11,13.34,0.79,62.76,63.52,1.73,0.53,5.77,33.17,0.0,0.04,,,
+Coimbatore,2020-04-11,17.0,19.08,0.79,64.78,65.58,,0.57,6.45,22.09,0.0,0.04,,,
+Coimbatore,2020-04-12,30.21,91.09,0.95,72.56,73.48,,0.62,6.13,22.99,0.0,0.06,,96.0,Satisfactory
+Coimbatore,2020-04-13,33.51,36.69,1.07,77.9,78.96,,0.65,6.33,23.33,0.0,0.06,,94.0,Satisfactory
+Coimbatore,2020-04-14,33.14,33.95,1.07,77.92,79.01,,0.63,6.49,23.65,0.0,0.07,,,
+Coimbatore,2020-04-15,21.66,22.93,0.99,73.69,74.69,,0.6,6.09,19.72,0.0,0.06,,,
+Coimbatore,2020-04-16,24.33,26.13,1.01,75.48,76.48,,0.64,6.07,20.31,0.0,0.05,,97.0,Satisfactory
+Coimbatore,2020-04-17,28.44,30.88,1.04,76.13,77.18,,0.64,6.0,20.91,0.0,0.03,,94.0,Satisfactory
+Coimbatore,2020-04-18,26.69,28.72,1.0,73.74,74.75,,0.66,6.12,19.43,0.0,0.03,,97.0,Satisfactory
+Coimbatore,2020-04-19,23.63,24.78,1.06,77.42,78.46,,0.67,6.73,19.79,0.0,0.02,,93.0,Satisfactory
+Coimbatore,2020-04-20,18.61,20.53,0.93,69.98,70.93,,0.68,6.83,16.86,0.0,0.02,,93.0,Satisfactory
+Coimbatore,2020-04-21,18.04,20.53,1.04,74.56,75.59,,0.69,6.98,17.59,0.0,0.01,,94.0,Satisfactory
+Coimbatore,2020-04-22,21.95,25.42,0.96,71.08,72.05,,0.7,7.23,19.37,0.0,0.01,,95.0,Satisfactory
+Coimbatore,2020-04-23,18.13,21.56,0.85,67.03,67.88,,0.73,7.11,22.63,0.0,0.0,,85.0,Satisfactory
+Coimbatore,2020-04-24,24.89,27.94,0.93,70.55,71.47,,0.76,6.35,19.03,0.0,0.0,,89.0,Satisfactory
+Coimbatore,2020-04-25,23.39,27.13,0.72,48.04,48.74,1.6,0.75,6.45,23.64,0.0,0.0,,76.0,Satisfactory
+Coimbatore,2020-04-26,24.05,30.31,0.93,41.16,42.12,5.82,0.84,6.42,23.09,0.0,0.01,,54.0,Satisfactory
+Coimbatore,2020-04-27,21.5,25.17,0.68,26.92,27.59,,0.85,6.28,23.81,0.0,0.0,,49.0,Good
+Coimbatore,2020-04-28,,,,,,,,,,,,,,
+Coimbatore,2020-04-29,2.13,,1.7,48.85,49.96,17.77,1.55,6.59,27.35,0.0,0.01,,,
+Coimbatore,2020-04-30,20.26,21.26,0.71,32.06,32.76,,1.53,5.95,18.06,0.0,0.03,,,
+Coimbatore,2020-05-01,19.22,22.01,0.82,39.38,40.19,,1.48,6.41,19.23,0.0,0.0,,79.0,Satisfactory
+Coimbatore,2020-05-02,25.32,28.63,0.79,36.82,37.62,1.82,1.46,6.32,17.1,0.0,0.0,,77.0,Satisfactory
+Coimbatore,2020-05-03,25.28,26.13,0.9,41.92,42.81,,1.49,6.38,20.16,0.0,0.02,,78.0,Satisfactory
+Coimbatore,2020-05-04,29.15,32.01,0.92,42.91,43.83,,1.53,6.1,20.58,0.0,0.01,,80.0,Satisfactory
+Coimbatore,2020-05-05,30.56,33.81,0.95,44.39,45.32,,1.48,6.07,22.73,0.0,0.02,,78.0,Satisfactory
+Coimbatore,2020-05-06,23.97,26.28,0.73,33.82,34.51,,1.42,6.12,27.27,0.0,0.01,,75.0,Satisfactory
+Coimbatore,2020-05-07,23.76,29.44,0.85,38.93,39.77,,1.4,6.24,22.64,0.0,0.03,,74.0,Satisfactory
+Coimbatore,2020-05-08,26.23,30.39,0.99,44.79,45.75,,1.42,6.48,18.95,0.0,0.04,,74.0,Satisfactory
+Coimbatore,2020-05-09,28.38,34.57,0.95,32.78,37.66,8.52,0.95,6.32,21.9,0.0,0.05,,70.0,Satisfactory
+Coimbatore,2020-05-10,23.91,28.45,,7.14,5.95,11.92,0.08,6.21,16.71,0.0,0.04,,47.0,Good
+Coimbatore,2020-05-11,32.22,40.32,,,,18.67,0.07,5.78,14.26,0.0,0.02,,44.0,Good
+Coimbatore,2020-05-12,,,,,,,,,,,,,55.0,Satisfactory
+Coimbatore,2020-05-13,2.34,4.83,,7.72,0.26,13.15,0.68,6.71,26.89,0.0,0.03,,,
+Coimbatore,2020-05-14,18.02,24.7,,21.38,7.9,4.5,0.89,5.84,23.26,0.0,0.01,,49.0,Good
+Coimbatore,2020-05-15,27.35,37.02,,22.21,12.39,6.26,0.84,5.88,21.61,0.0,0.01,,45.0,Good
+Coimbatore,2020-05-16,19.54,24.5,,14.92,7.34,6.39,0.86,5.66,25.1,0.0,0.0,,44.0,Good
+Coimbatore,2020-05-17,19.0,32.8,,20.91,12.23,8.34,0.88,5.89,23.83,0.0,0.0,,47.0,Good
+Coimbatore,2020-05-18,16.73,19.83,,18.03,12.0,9.03,0.95,6.01,27.28,0.0,0.0,,48.0,Good
+Coimbatore,2020-05-19,30.42,38.35,,8.5,3.4,11.79,0.95,5.99,17.44,0.0,0.0,,51.0,Satisfactory
+Coimbatore,2020-05-20,25.23,36.65,,19.41,26.21,8.13,0.92,5.83,18.08,0.0,0.0,,48.0,Good
+Coimbatore,2020-05-21,13.65,20.34,,54.71,43.22,,0.82,5.39,13.62,0.0,0.0,,47.0,Good
+Coimbatore,2020-05-22,5.27,10.44,,33.87,22.23,4.82,1.17,7.97,20.06,0.0,0.0,,,
+Coimbatore,2020-05-23,20.53,38.43,,48.03,36.5,0.23,0.95,6.63,15.52,0.0,0.0,,49.0,Good
+Coimbatore,2020-05-24,20.88,31.96,,43.93,32.31,,0.88,6.65,14.93,0.0,0.0,,47.0,Good
+Coimbatore,2020-05-25,24.92,36.79,,47.95,36.39,0.79,0.9,6.84,17.48,0.0,0.01,,46.0,Good
+Coimbatore,2020-05-26,24.78,40.22,,51.12,39.55,1.42,0.9,6.75,16.71,0.0,0.02,,50.0,Good
+Coimbatore,2020-05-27,29.83,45.61,,53.47,41.98,,0.94,6.44,15.53,0.01,0.02,,50.0,Good
+Coimbatore,2020-05-28,26.1,39.89,,48.95,37.6,3.93,0.92,5.81,17.48,0.01,0.03,,54.0,Satisfactory
+Coimbatore,2020-05-29,16.62,24.31,,53.72,44.49,,0.97,5.64,21.05,0.0,0.03,,50.0,Good
+Coimbatore,2020-05-30,24.84,28.02,,57.03,51.83,,1.04,5.71,16.23,0.0,0.01,,61.0,Satisfactory
+Coimbatore,2020-05-31,11.86,15.18,,50.9,45.61,,0.97,5.33,17.97,0.0,0.0,,63.0,Satisfactory
+Coimbatore,2020-06-01,12.58,18.11,,44.61,39.23,,0.99,5.62,20.58,0.0,0.0,,53.0,Satisfactory
+Coimbatore,2020-06-02,12.65,26.92,,44.64,39.24,,0.99,5.4,17.53,0.0,0.0,,51.0,Satisfactory
+Coimbatore,2020-06-03,13.26,23.79,,36.68,31.17,0.29,1.01,5.54,16.14,0.0,0.0,,52.0,Satisfactory
+Coimbatore,2020-06-04,11.31,17.23,,36.03,30.58,1.52,1.0,5.56,13.24,0.0,0.0,,52.0,Satisfactory
+Coimbatore,2020-06-05,10.31,16.63,,39.37,34.05,0.93,1.0,5.69,13.28,0.0,0.0,,52.0,Satisfactory
+Coimbatore,2020-06-06,12.59,18.89,,38.04,32.87,1.49,1.02,5.79,14.03,0.0,0.0,,53.0,Satisfactory
+Coimbatore,2020-06-07,11.43,15.4,,35.27,29.76,,1.06,5.54,17.02,0.0,0.0,,55.0,Satisfactory
+Coimbatore,2020-06-08,18.21,33.68,,40.31,31.19,3.17,0.8,6.43,20.68,0.0,0.0,,54.0,Satisfactory
+Coimbatore,2020-06-09,18.67,27.24,,46.44,28.07,1.53,0.42,6.71,12.87,0.0,0.0,,37.0,Good
+Coimbatore,2020-06-10,19.26,26.95,,48.04,29.73,1.8,0.43,6.12,11.1,0.0,0.0,,35.0,Good
+Coimbatore,2020-06-11,15.04,26.23,,39.0,20.73,1.33,0.45,6.79,12.35,0.0,0.0,,30.0,Good
+Coimbatore,2020-06-12,13.03,19.84,,46.65,28.51,1.37,0.49,6.8,12.38,0.0,0.0,,32.0,Good
+Coimbatore,2020-06-13,13.7,22.23,,42.57,24.41,1.56,0.49,6.62,11.23,0.0,0.0,,34.0,Good
+Coimbatore,2020-06-14,9.79,12.42,,33.38,15.19,1.33,0.49,6.32,11.52,0.0,0.0,,27.0,Good
+Coimbatore,2020-06-15,16.44,22.91,,39.03,21.33,2.15,0.51,6.2,11.71,0.0,0.0,,27.0,Good
+Coimbatore,2020-06-16,13.99,20.29,,39.15,20.99,1.72,0.51,5.73,13.0,0.0,0.0,,28.0,Good
+Coimbatore,2020-06-17,15.65,20.43,,47.1,29.01,1.4,0.54,5.69,10.79,0.0,0.0,,32.0,Good
+Coimbatore,2020-06-18,17.2,22.74,,41.69,24.08,2.12,0.53,5.8,11.0,0.0,0.0,,34.0,Good
+Coimbatore,2020-06-19,15.8,22.44,,42.98,25.61,2.95,0.53,5.49,10.25,0.0,0.0,,32.0,Good
+Coimbatore,2020-06-20,15.52,19.75,,35.4,19.19,2.4,0.52,5.48,11.98,0.0,0.0,,29.0,Good
+Coimbatore,2020-06-21,8.32,13.04,,36.65,18.49,1.71,0.48,5.86,10.2,0.0,0.0,,26.0,Good
+Coimbatore,2020-06-22,16.23,22.09,,37.53,19.34,1.52,0.54,5.89,12.13,0.0,0.0,,28.0,Good
+Coimbatore,2020-06-23,17.74,22.5,,45.99,27.93,1.41,0.59,6.25,12.35,0.0,0.0,,31.0,Good
+Coimbatore,2020-06-24,19.89,24.88,,50.96,32.74,1.94,0.61,6.05,11.72,0.0,0.0,,38.0,Good
+Coimbatore,2020-06-25,18.81,25.34,,50.45,32.76,2.63,0.61,6.03,11.49,0.0,0.0,,44.0,Good
+Coimbatore,2020-06-26,12.81,18.31,,53.12,35.88,2.45,0.59,6.07,11.68,0.0,0.0,,45.0,Good
+Coimbatore,2020-06-27,11.81,15.08,,40.84,23.43,2.49,0.57,6.04,15.42,0.0,0.0,,34.0,Good
+Coimbatore,2020-06-28,14.04,16.03,,44.77,26.75,2.63,0.57,5.88,11.45,0.0,0.0,,32.0,Good
+Coimbatore,2020-06-29,16.26,20.81,,49.22,31.02,2.01,0.61,6.19,10.09,0.0,0.0,,41.0,Good
+Coimbatore,2020-06-30,14.21,15.69,,39.15,20.83,1.72,0.59,5.59,13.85,0.0,0.0,,33.0,Good
+Coimbatore,2020-07-01,,,,46.03,27.57,,0.57,5.73,10.59,0.0,0.0,,,
+Delhi,2015-01-01,313.22,607.98,69.16,36.39,110.59,33.85,15.2,9.25,41.68,14.36,24.86,9.84,472.0,Severe
+Delhi,2015-01-02,186.18,269.55,62.09,32.87,88.14,31.83,9.54,6.65,29.97,10.55,20.09,4.29,454.0,Severe
+Delhi,2015-01-03,87.18,131.9,25.73,30.31,47.95,69.55,10.61,2.65,19.71,3.91,10.23,1.99,143.0,Moderate
+Delhi,2015-01-04,151.84,241.84,25.01,36.91,48.62,130.36,11.54,4.63,25.36,4.26,9.71,3.34,319.0,Very Poor
+Delhi,2015-01-05,146.6,219.13,14.01,34.92,38.25,122.88,9.2,3.33,23.2,2.8,6.21,2.96,325.0,Very Poor
+Delhi,2015-01-06,149.58,252.1,17.21,37.84,42.46,134.97,9.44,3.66,26.83,3.63,7.35,3.47,318.0,Very Poor
+Delhi,2015-01-07,217.87,376.51,26.99,40.15,52.41,134.82,9.78,5.82,28.96,4.93,9.42,5.21,353.0,Very Poor
+Delhi,2015-01-08,229.9,360.95,23.34,43.16,51.21,138.13,11.01,3.31,30.51,5.8,11.4,4.83,383.0,Very Poor
+Delhi,2015-01-09,201.66,397.43,19.18,38.56,45.6,140.6,11.09,3.48,32.94,5.25,11.12,5.26,375.0,Very Poor
+Delhi,2015-01-10,221.02,361.74,24.79,46.39,55.19,134.06,9.7,5.91,34.12,4.87,9.44,4.76,376.0,Very Poor
+Delhi,2015-01-11,205.41,393.2,28.46,47.29,57.88,131.1,10.98,5.54,50.37,5.93,10.59,5.36,379.0,Very Poor
+Delhi,2015-01-12,212.41,345.63,24.77,44.71,54.66,148.51,9.3,5.17,40.08,6.2,10.68,4.59,375.0,Very Poor
+Delhi,2015-01-13,197.61,301.04,34.28,45.88,62.95,145.48,11.52,5.95,39.54,5.18,9.5,4.17,366.0,Very Poor
+Delhi,2015-01-14,164.39,227.38,20.78,41.17,48.09,166.7,10.32,4.85,42.05,4.57,10.72,3.06,353.0,Very Poor
+Delhi,2015-01-15,166.19,283.93,47.91,56.7,79.73,124.64,10.81,6.94,43.25,6.98,20.55,3.08,340.0,Very Poor
+Delhi,2015-01-16,174.98,309.99,42.33,49.41,70.6,136.4,11.46,4.69,34.7,7.75,15.83,3.75,356.0,Very Poor
+Delhi,2015-01-17,196.46,356.2,42.18,53.04,80.18,125.49,8.87,5.13,25.77,9.92,17.59,3.36,360.0,Very Poor
+Delhi,2015-01-18,201.51,359.75,45.51,53.77,75.83,120.45,8.99,5.43,23.22,9.0,20.95,4.03,370.0,Very Poor
+Delhi,2015-01-19,183.35,305.13,27.32,39.88,55.67,148.49,9.02,4.21,25.34,5.57,12.93,3.62,362.0,Very Poor
+Delhi,2015-01-20,165.63,257.04,16.47,34.23,37.68,146.31,8.03,4.11,22.69,3.42,6.76,3.28,340.0,Very Poor
+Delhi,2015-01-21,159.54,235.27,12.27,22.56,33.02,63.23,9.01,7.05,18.56,4.1,8.26,2.72,338.0,Very Poor
+Delhi,2015-01-22,143.68,183.89,14.75,21.82,34.88,39.65,10.58,8.64,6.94,4.15,9.54,2.78,332.0,Very Poor
+Delhi,2015-01-23,128.73,136.07,11.99,17.35,29.46,39.98,8.74,6.77,10.91,2.51,7.64,2.49,254.0,Poor
+Delhi,2015-01-24,164.98,200.02,10.38,15.77,25.49,38.77,9.39,8.89,9.35,2.6,5.5,2.94,324.0,Very Poor
+Delhi,2015-01-25,148.59,203.81,11.82,20.83,28.29,45.62,11.44,5.96,16.65,3.37,6.98,2.94,333.0,Very Poor
+Delhi,2015-01-26,129.34,137.86,12.46,25.66,29.48,60.96,10.19,6.78,18.18,3.0,5.87,2.51,292.0,Poor
+Delhi,2015-01-27,154.2,217.2,14.41,30.39,34.63,40.96,10.36,6.42,17.11,3.31,6.31,3.07,318.0,Very Poor
+Delhi,2015-01-28,134.6,156.9,18.96,28.6,35.57,49.71,10.21,5.21,15.23,3.27,6.86,2.63,295.0,Poor
+Delhi,2015-01-29,173.13,277.0,23.14,38.34,48.89,62.03,11.74,5.53,16.29,4.02,9.84,3.42,327.0,Very Poor
+Delhi,2015-01-30,178.04,272.61,19.8,38.43,44.45,69.78,11.58,6.43,14.91,3.65,6.61,3.35,345.0,Very Poor
+Delhi,2015-01-31,158.59,207.06,30.67,41.36,57.77,67.66,8.7,5.03,17.51,4.36,8.98,2.54,334.0,Very Poor
+Delhi,2015-02-01,211.59,371.05,57.56,58.17,93.17,96.69,13.08,9.9,23.28,6.65,15.45,3.36,358.0,Very Poor
+Delhi,2015-02-02,163.64,219.84,13.7,37.25,39.34,84.49,10.59,5.31,28.38,2.53,4.69,2.58,349.0,Very Poor
+Delhi,2015-02-03,157.71,194.09,12.28,31.05,34.1,66.38,8.21,5.64,28.56,2.13,4.24,1.12,334.0,Very Poor
+Delhi,2015-02-04,137.26,147.08,15.21,29.69,36.06,53.28,9.11,5.06,15.07,3.04,6.31,2.79,313.0,Very Poor
+Delhi,2015-02-05,131.76,127.42,23.15,36.51,47.4,51.24,8.18,4.85,21.7,4.92,10.17,3.33,262.0,Poor
+Delhi,2015-02-06,151.6,330.99,46.66,67.0,84.76,63.45,5.51,9.13,33.92,9.46,19.7,9.77,303.0,Very Poor
+Delhi,2015-02-07,160.75,210.52,37.54,57.69,71.68,58.15,10.28,6.91,43.44,5.5,14.95,6.68,329.0,Very Poor
+Delhi,2015-02-08,145.34,215.69,30.54,50.39,61.78,66.72,5.39,8.66,30.43,2.42,6.5,0.57,323.0,Very Poor
+Delhi,2015-02-09,134.67,109.86,19.95,39.18,44.48,74.29,5.11,9.7,20.62,2.59,3.17,1.24,266.0,Poor
+Delhi,2015-02-10,153.07,218.23,23.41,42.2,48.01,79.54,10.88,5.81,19.02,5.58,7.1,7.93,319.0,Very Poor
+Delhi,2015-02-11,116.91,316.14,33.79,53.63,64.04,95.13,12.64,7.54,27.17,5.96,5.59,10.72,334.0,Very Poor
+Delhi,2015-02-12,177.98,394.97,30.48,42.73,58.19,69.47,13.75,9.2,25.58,3.5,7.38,10.65,342.0,Very Poor
+Delhi,2015-02-13,167.01,328.43,32.23,44.61,55.13,83.96,11.26,7.77,27.62,3.53,7.69,11.45,341.0,Very Poor
+Delhi,2015-02-14,193.96,412.46,81.47,53.81,107.76,137.27,11.73,9.36,34.22,9.01,17.88,14.17,377.0,Very Poor
+Delhi,2015-02-15,184.06,497.37,44.16,58.15,75.98,61.89,13.78,9.13,40.91,4.79,8.98,12.44,391.0,Very Poor
+Delhi,2015-02-16,152.62,310.74,24.32,44.22,49.67,74.74,11.55,6.79,34.36,2.84,5.37,3.49,358.0,Very Poor
+Delhi,2015-02-17,161.27,195.78,23.71,25.4,42.76,75.66,10.3,5.6,41.62,3.04,5.62,3.78,327.0,Very Poor
+Delhi,2015-02-18,188.2,253.53,69.2,60.29,104.31,79.83,16.23,8.65,36.54,8.34,16.27,4.38,365.0,Very Poor
+Delhi,2015-02-19,159.97,193.78,24.53,40.51,47.8,81.44,13.11,5.08,31.88,3.11,6.12,3.49,352.0,Very Poor
+Delhi,2015-02-20,144.12,162.2,18.1,34.71,40.32,81.04,11.45,5.93,31.61,2.35,6.76,4.07,317.0,Very Poor
+Delhi,2015-02-21,155.38,191.03,35.51,45.11,57.91,69.59,14.21,12.24,30.11,4.69,16.48,9.41,320.0,Very Poor
+Delhi,2015-02-22,124.1,107.61,15.38,31.83,32.15,70.25,9.73,5.68,27.19,0.88,3.13,1.44,279.0,Poor
+Delhi,2015-02-23,141.39,157.01,21.95,38.23,42.71,36.38,9.29,9.43,36.86,2.02,11.23,10.87,281.0,Poor
+Delhi,2015-02-24,170.16,238.33,36.04,48.4,60.78,34.14,14.17,9.28,37.39,4.28,22.47,17.65,354.0,Very Poor
+Delhi,2015-02-25,148.19,169.57,14.79,29.28,34.14,34.91,14.13,5.94,31.57,2.06,6.92,1.75,340.0,Very Poor
+Delhi,2015-02-26,140.78,171.64,11.34,20.95,26.65,23.22,13.61,6.98,28.72,1.81,6.96,3.64,323.0,Very Poor
+Delhi,2015-02-27,130.42,163.67,13.85,24.75,31.46,22.36,12.78,12.12,34.08,2.14,8.56,4.34,315.0,Very Poor
+Delhi,2015-02-28,105.86,169.28,9.21,20.65,25.3,16.49,11.8,12.48,41.38,1.97,7.83,1.25,310.0,Very Poor
+Delhi,2015-03-01,71.83,98.89,8.49,21.42,19.55,12.44,11.62,10.99,22.51,1.38,4.63,2.6,324.0,Very Poor
+Delhi,2015-03-02,53.71,60.15,11.02,13.43,20.48,19.11,10.19,3.21,22.08,0.91,3.45,0.69,226.0,Poor
+Delhi,2015-03-03,83.49,112.1,16.23,23.75,30.88,16.04,11.72,5.07,20.83,2.13,8.11,2.41,266.0,Poor
+Delhi,2015-03-04,91.07,139.15,13.71,24.28,28.73,17.44,10.64,4.68,25.83,1.6,8.05,6.62,200.0,Moderate
+Delhi,2015-03-05,106.57,196.19,25.97,31.12,45.48,28.86,9.36,5.97,32.88,3.27,15.12,10.65,275.0,Poor
+Delhi,2015-03-06,101.75,163.14,20.56,26.59,34.17,32.04,10.55,5.96,33.67,2.45,9.31,7.14,322.0,Very Poor
+Delhi,2015-03-07,77.57,90.54,12.07,19.15,24.66,16.83,9.48,5.18,23.09,1.68,6.31,1.25,216.0,Poor
+Delhi,2015-03-08,63.24,80.2,13.52,20.35,27.44,16.12,8.19,3.98,20.71,1.69,6.09,1.35,108.0,Moderate
+Delhi,2015-03-09,76.62,117.38,10.49,18.21,22.84,15.2,9.02,4.2,22.85,1.12,4.32,1.97,197.0,Moderate
+Delhi,2015-03-10,86.7,150.92,11.44,18.82,25.78,18.88,7.98,3.84,25.87,1.51,5.62,4.8,238.0,Poor
+Delhi,2015-03-11,104.29,176.2,14.94,25.63,32.66,29.48,10.76,6.3,29.62,2.32,7.74,1.91,274.0,Poor
+Delhi,2015-03-12,115.93,203.75,18.48,32.29,37.84,30.72,11.3,7.03,35.05,2.9,12.42,15.16,315.0,Very Poor
+Delhi,2015-03-13,108.66,173.89,15.61,30.75,37.02,23.31,10.23,10.65,34.05,3.41,14.88,9.81,307.0,Very Poor
+Delhi,2015-03-14,67.94,105.29,14.3,29.78,32.1,29.21,9.18,10.14,23.39,2.42,9.14,0.8,208.0,Poor
+Delhi,2015-03-15,38.89,46.68,9.49,17.76,21.45,30.59,8.23,4.25,22.0,1.03,4.45,1.38,165.0,Moderate
+Delhi,2015-03-16,45.39,74.14,10.2,17.14,22.27,33.16,7.87,8.8,25.55,1.05,4.83,0.74,188.0,Moderate
+Delhi,2015-03-17,55.55,104.33,12.18,20.96,25.28,39.8,10.45,7.19,23.11,1.55,6.39,4.07,217.0,Poor
+Delhi,2015-03-18,50.59,95.56,9.32,16.6,21.74,39.16,7.83,3.6,27.5,1.11,4.42,3.67,191.0,Moderate
+Delhi,2015-03-19,69.51,136.67,14.05,23.77,30.29,36.77,7.89,4.97,27.07,3.23,8.67,7.55,240.0,Poor
+Delhi,2015-03-20,96.62,168.0,19.15,29.04,37.12,35.07,9.59,6.66,29.01,5.67,17.61,22.01,229.0,Poor
+Delhi,2015-03-21,96.28,172.91,20.18,29.21,37.78,32.01,8.82,7.31,25.97,7.79,16.65,17.47,248.0,Poor
+Delhi,2015-03-22,72.2,122.12,9.39,20.27,23.15,32.52,8.5,4.4,25.48,2.67,6.07,5.96,204.0,Poor
+Delhi,2015-03-23,78.47,131.42,12.57,23.04,28.5,32.13,8.6,4.07,27.1,5.45,13.55,10.98,271.0,Poor
+Delhi,2015-03-24,91.87,179.36,21.3,30.01,40.31,31.79,10.1,7.35,34.78,9.72,16.21,15.64,290.0,Poor
+Delhi,2015-03-25,107.26,201.08,21.52,33.82,42.98,27.92,11.69,11.82,45.78,4.93,11.03,9.98,340.0,Very Poor
+Delhi,2015-03-26,109.78,217.9,24.1,33.02,44.26,28.0,12.67,9.3,40.0,6.64,10.31,2.53,358.0,Very Poor
+Delhi,2015-03-27,62.27,117.81,12.01,24.76,27.71,27.34,9.29,10.91,31.08,4.14,4.26,2.0,287.0,Poor
+Delhi,2015-03-28,102.22,212.96,22.14,29.41,40.44,32.82,10.47,17.16,40.23,3.87,9.33,2.54,323.0,Very Poor
+Delhi,2015-03-29,104.36,202.01,23.55,33.86,43.2,37.35,14.42,16.92,32.84,3.96,9.87,2.51,360.0,Very Poor
+Delhi,2015-03-30,44.19,57.0,7.11,17.6,19.91,28.77,9.58,7.75,26.81,1.45,3.4,1.53,268.0,Poor
+Delhi,2015-03-31,55.66,78.64,10.22,20.13,26.74,30.62,9.56,9.34,34.15,2.01,4.89,1.8,283.0,Poor
+Delhi,2015-04-01,112.86,167.6,24.6,32.71,45.12,36.05,10.15,19.48,38.45,4.04,9.07,2.42,309.0,Very Poor
+Delhi,2015-04-02,78.51,112.78,9.82,20.54,27.51,31.04,6.72,14.37,35.54,2.17,4.2,2.32,249.0,Poor
+Delhi,2015-04-03,66.52,76.05,11.21,18.47,27.79,35.48,8.24,10.62,24.85,2.32,5.02,3.05,245.0,Poor
+Delhi,2015-04-04,62.56,86.11,10.66,24.96,30.36,28.46,5.52,12.94,27.98,2.39,6.04,2.45,229.0,Poor
+Delhi,2015-04-05,78.61,145.1,13.0,27.75,39.45,32.3,7.97,16.72,40.79,3.3,8.08,2.19,234.0,Poor
+Delhi,2015-04-06,119.7,195.47,34.3,32.83,59.96,44.66,11.01,16.63,30.32,5.7,14.32,2.64,343.0,Very Poor
+Delhi,2015-04-07,66.09,95.81,7.57,24.47,30.04,29.78,7.29,8.34,43.23,1.89,4.65,1.89,262.0,Poor
+Delhi,2015-04-08,95.34,120.2,11.64,34.72,37.7,24.84,9.28,17.99,61.68,2.72,7.17,2.06,308.0,Very Poor
+Delhi,2015-04-09,63.57,148.17,11.33,35.15,41.13,30.04,6.57,10.48,35.18,2.45,6.82,2.1,293.0,Poor
+Delhi,2015-04-10,96.56,203.67,17.46,52.77,62.06,30.32,4.63,15.8,59.88,3.47,9.68,2.29,290.0,Poor
+Delhi,2015-04-11,131.39,234.65,22.86,59.52,72.68,34.01,5.84,21.5,73.72,4.56,14.16,2.57,375.0,Very Poor
+Delhi,2015-04-12,75.35,91.73,9.63,45.3,40.75,28.79,7.73,13.08,49.21,1.98,6.71,1.85,293.0,Poor
+Delhi,2015-04-13,86.49,116.62,14.18,50.3,56.07,38.86,3.67,14.99,62.52,2.5,8.84,2.06,247.0,Poor
+Delhi,2015-04-14,77.07,132.68,13.41,42.65,50.06,36.68,6.85,14.04,55.44,2.13,7.25,2.0,232.0,Poor
+Delhi,2015-04-15,98.79,161.43,18.39,47.41,45.1,34.8,11.65,13.75,31.14,2.4,7.07,2.16,316.0,Very Poor
+Delhi,2015-04-16,81.81,164.56,18.2,44.06,58.92,37.84,5.94,21.44,59.29,2.64,10.67,2.37,295.0,Poor
+Delhi,2015-04-17,65.78,180.67,18.75,40.09,55.98,30.04,7.38,14.34,54.47,3.23,10.23,3.16,246.0,Poor
+Delhi,2015-04-18,119.82,268.65,26.27,51.11,66.92,28.99,8.21,17.21,65.72,4.32,13.89,4.52,378.0,Very Poor
+Delhi,2015-04-19,125.53,308.82,32.69,64.73,87.58,34.39,8.84,18.02,65.08,4.88,17.48,4.88,406.0,Severe
+Delhi,2015-04-20,121.51,336.63,18.14,60.41,68.41,33.63,6.75,20.98,87.04,3.08,10.2,4.6,392.0,Very Poor
+Delhi,2015-04-21,114.5,327.81,23.52,50.7,63.45,30.3,6.84,19.38,74.49,4.22,13.04,4.27,391.0,Very Poor
+Delhi,2015-04-22,101.83,279.41,26.26,55.27,72.67,24.36,7.36,19.29,69.41,4.74,14.52,3.72,368.0,Very Poor
+Delhi,2015-04-23,118.57,273.68,33.93,76.46,96.19,29.32,6.58,21.81,76.14,5.0,18.21,4.45,365.0,Very Poor
+Delhi,2015-04-24,143.22,313.53,42.58,88.61,108.55,36.5,6.42,26.89,89.42,5.63,22.15,4.61,383.0,Very Poor
+Delhi,2015-04-25,106.76,318.88,22.5,58.87,71.34,37.0,6.75,17.56,93.54,3.15,12.73,3.99,367.0,Very Poor
+Delhi,2015-04-26,65.36,160.3,13.17,31.23,38.68,32.83,8.44,12.67,77.43,1.9,6.65,2.72,334.0,Very Poor
+Delhi,2015-04-27,67.08,174.5,13.18,35.54,44.09,32.27,4.76,11.92,70.74,1.86,6.09,2.97,258.0,Poor
+Delhi,2015-04-28,81.37,141.25,11.98,34.88,43.91,29.46,4.67,13.97,70.42,1.66,6.08,2.79,234.0,Poor
+Delhi,2015-04-29,63.76,131.56,12.09,42.98,51.34,29.93,7.16,13.98,61.86,1.94,7.31,2.68,257.0,Poor
+Delhi,2015-04-30,60.56,171.42,12.0,43.9,48.72,29.08,7.33,12.85,60.18,2.03,6.47,2.71,259.0,Poor
+Delhi,2015-05-01,76.1,192.81,13.14,42.99,52.01,26.55,7.63,13.1,53.16,2.02,9.5,2.21,279.0,Poor
+Delhi,2015-05-02,72.66,206.1,25.56,62.09,76.22,26.99,9.46,16.16,43.06,3.47,15.83,,312.0,Very Poor
+Delhi,2015-05-03,121.94,334.02,52.12,83.3,100.84,35.46,11.95,19.43,41.71,6.62,32.11,,372.0,Very Poor
+Delhi,2015-05-04,108.98,326.71,52.0,85.5,112.64,31.33,8.08,17.53,37.7,6.19,26.87,,387.0,Very Poor
+Delhi,2015-05-05,145.99,366.85,75.13,107.85,150.76,35.82,6.65,26.0,50.27,7.43,35.57,,408.0,Severe
+Delhi,2015-05-06,171.33,346.98,53.42,87.88,122.67,39.27,7.1,25.26,92.66,5.92,28.97,,398.0,Very Poor
+Delhi,2015-05-07,117.76,343.12,19.74,63.18,73.07,35.52,9.64,24.63,75.6,3.99,12.65,,403.0,Severe
+Delhi,2015-05-08,90.66,305.38,25.55,56.54,73.9,30.52,6.65,20.79,74.84,3.96,8.6,,361.0,Very Poor
+Delhi,2015-05-09,106.4,285.38,43.33,63.57,96.25,34.25,9.35,18.15,76.38,4.09,11.93,,378.0,Very Poor
+Delhi,2015-05-10,101.21,283.47,20.83,57.51,65.08,31.32,10.6,16.92,67.97,3.3,10.36,,381.0,Very Poor
+Delhi,2015-05-11,97.57,336.82,11.91,42.7,48.43,36.11,8.79,15.11,87.93,2.21,5.94,,388.0,Very Poor
+Delhi,2015-05-12,96.34,293.26,11.54,43.04,48.09,52.21,6.27,10.84,83.43,1.74,5.4,,346.0,Very Poor
+Delhi,2015-05-13,83.42,174.52,10.5,48.61,45.79,56.95,8.14,9.08,55.62,2.29,7.15,,328.0,Very Poor
+Delhi,2015-05-14,78.06,196.08,16.38,42.22,53.26,47.74,7.24,10.42,57.1,2.49,7.56,,291.0,Poor
+Delhi,2015-05-15,97.87,240.34,27.46,63.55,81.14,44.08,10.81,15.02,77.87,3.2,11.05,,396.0,Very Poor
+Delhi,2015-05-16,77.52,186.28,24.05,75.5,91.36,41.94,6.17,15.03,73.24,2.16,5.81,,297.0,Poor
+Delhi,2015-05-17,97.16,188.39,15.83,57.63,65.15,43.23,8.4,20.15,70.29,1.68,4.74,,345.0,Very Poor
+Delhi,2015-05-18,66.85,172.35,9.2,47.64,55.88,40.95,7.46,15.04,79.02,1.69,3.99,,296.0,Poor
+Delhi,2015-05-19,89.85,240.31,16.42,75.47,70.51,40.32,8.04,14.58,79.55,1.82,5.59,,319.0,Very Poor
+Delhi,2015-05-20,67.41,176.25,21.7,52.69,60.6,42.24,6.11,20.3,57.17,2.01,4.94,,282.0,Poor
+Delhi,2015-05-21,75.54,335.13,27.16,53.03,63.55,56.95,8.25,14.85,42.61,2.16,5.19,,352.0,Very Poor
+Delhi,2015-05-22,67.91,235.99,34.97,56.84,77.1,45.91,8.32,14.77,64.34,1.8,3.94,,338.0,Very Poor
+Delhi,2015-05-23,69.02,313.73,38.94,52.79,75.32,36.5,7.06,10.73,66.63,1.52,3.62,,321.0,Very Poor
+Delhi,2015-05-24,79.1,251.52,32.09,56.29,69.04,37.22,8.56,18.96,60.08,7.08,7.12,,295.0,Poor
+Delhi,2015-05-25,117.27,340.66,51.72,60.65,102.66,40.26,7.66,11.78,95.72,1.69,5.27,,344.0,Very Poor
+Delhi,2015-05-26,96.09,311.08,24.98,51.77,70.51,33.51,5.25,9.9,79.4,1.59,3.57,,337.0,Very Poor
+Delhi,2015-05-27,84.71,231.35,42.01,70.43,91.54,29.05,8.54,17.48,80.71,2.44,5.37,,355.0,Very Poor
+Delhi,2015-05-28,182.76,436.17,54.87,72.67,100.54,35.74,6.89,14.33,83.33,2.5,6.62,,371.0,Very Poor
+Delhi,2015-05-29,106.61,275.6,37.21,64.94,87.55,41.74,8.48,12.9,76.1,1.94,5.71,,414.0,Severe
+Delhi,2015-05-30,92.68,239.12,47.05,65.26,103.71,40.66,7.59,17.68,69.95,2.59,7.66,,366.0,Very Poor
+Delhi,2015-05-31,73.62,236.8,19.04,41.86,52.3,36.27,7.12,13.08,87.47,1.66,3.31,,346.0,Very Poor
+Delhi,2015-06-01,49.42,175.39,15.74,48.55,61.72,35.12,5.03,9.96,72.89,1.26,3.71,,289.0,Poor
+Delhi,2015-06-02,52.51,117.86,18.64,54.29,68.84,46.09,6.67,6.73,56.2,1.51,3.98,,297.0,Poor
+Delhi,2015-06-03,65.28,137.7,24.46,65.25,91.72,54.47,4.98,6.31,41.92,1.8,5.8,,268.0,Poor
+Delhi,2015-06-04,85.45,170.55,15.02,62.38,71.04,57.58,3.83,5.53,63.0,3.19,8.0,,259.0,Poor
+Delhi,2015-06-05,83.02,241.67,16.05,62.63,52.93,75.0,11.36,4.12,52.03,2.6,7.32,,327.0,Very Poor
+Delhi,2015-06-06,44.54,119.29,11.64,46.37,46.37,71.88,11.94,7.37,37.09,2.38,6.02,,384.0,Very Poor
+Delhi,2015-06-07,85.03,186.2,25.76,77.07,91.29,46.57,3.51,9.53,88.63,2.43,6.95,,299.0,Poor
+Delhi,2015-06-08,137.7,269.3,52.45,109.34,109.95,50.63,1.56,10.44,86.2,2.82,9.42,,282.0,Poor
+Delhi,2015-06-09,136.05,393.7,45.61,76.88,83.43,46.56,1.38,8.84,58.0,2.75,6.91,,442.0,Severe
+Delhi,2015-06-10,63.77,166.31,12.93,31.27,34.21,43.33,2.58,5.91,56.84,1.83,3.83,,309.0,Very Poor
+Delhi,2015-06-11,115.57,259.73,4.41,32.99,26.63,35.31,1.24,6.02,138.5,1.52,3.79,,270.0,Poor
+Delhi,2015-06-12,83.29,180.06,14.51,36.36,37.13,40.11,1.19,5.52,68.6,1.86,4.5,,239.0,Poor
+Delhi,2015-06-13,73.7,158.24,24.38,52.9,64.56,41.36,1.36,5.34,53.02,1.71,5.25,,214.0,Poor
+Delhi,2015-06-14,74.56,121.44,15.9,68.76,71.74,56.02,1.35,5.33,60.88,1.63,6.44,,166.0,Moderate
+Delhi,2015-06-15,106.11,206.42,17.76,72.79,73.34,60.68,1.62,6.3,86.86,2.8,8.15,,234.0,Poor
+Delhi,2015-06-16,132.21,282.05,45.43,81.57,109.14,59.1,1.73,6.16,82.42,4.07,13.65,,331.0,Very Poor
+Delhi,2015-06-17,123.56,271.79,32.84,70.96,82.45,55.88,1.57,6.95,74.01,3.18,8.21,,327.0,Very Poor
+Delhi,2015-06-18,132.21,268.84,34.59,94.25,108.25,59.55,1.82,9.31,87.24,3.87,10.16,,313.0,Very Poor
+Delhi,2015-06-19,110.65,216.46,10.75,65.21,61.04,55.65,1.38,7.8,76.58,2.17,5.76,,284.0,Poor
+Delhi,2015-06-20,80.31,160.22,5.92,52.7,45.57,48.06,1.29,10.22,69.37,1.17,4.34,,239.0,Poor
+Delhi,2015-06-21,59.73,82.7,7.05,50.78,40.03,66.21,1.59,6.11,52.78,1.08,4.73,,149.0,Moderate
+Delhi,2015-06-22,85.4,139.2,10.93,58.88,56.1,50.28,1.34,6.18,59.49,1.66,7.01,,172.0,Moderate
+Delhi,2015-06-23,101.99,152.18,18.2,61.18,67.45,51.94,1.41,7.9,77.04,2.42,7.98,,226.0,Poor
+Delhi,2015-06-24,126.07,214.45,14.98,60.31,86.44,62.47,1.37,8.09,83.13,2.45,7.86,,261.0,Poor
+Delhi,2015-06-25,37.59,62.38,17.17,44.72,104.26,50.86,1.25,7.67,46.7,1.69,5.27,,188.0,Moderate
+Delhi,2015-06-26,76.0,182.48,32.6,46.88,101.06,45.56,1.04,6.84,60.99,2.08,6.36,,192.0,Moderate
+Delhi,2015-06-27,69.46,195.2,19.12,38.55,69.98,42.36,1.01,7.28,53.19,1.39,3.4,,207.0,Poor
+Delhi,2015-06-28,79.84,214.78,20.29,47.19,92.99,41.99,1.13,7.53,58.34,1.4,3.86,,219.0,Poor
+Delhi,2015-06-29,48.5,96.78,5.47,38.37,81.25,43.97,1.07,7.74,52.21,0.89,3.04,,193.0,Moderate
+Delhi,2015-06-30,53.79,109.92,8.54,46.06,108.22,41.11,1.05,9.15,58.33,1.16,4.92,,170.0,Moderate
+Delhi,2015-07-01,57.99,135.43,8.88,49.64,103.97,40.5,1.06,8.88,61.42,1.62,6.78,,185.0,Moderate
+Delhi,2015-07-02,67.12,175.9,12.29,52.45,110.32,39.09,1.12,6.86,61.7,1.61,5.71,,220.0,Poor
+Delhi,2015-07-03,65.25,219.31,19.11,37.09,64.79,37.32,0.99,8.91,59.66,1.29,3.34,,225.0,Poor
+Delhi,2015-07-04,88.75,212.16,20.9,35.54,45.93,61.61,0.98,7.24,56.61,0.85,1.81,,250.0,Poor
+Delhi,2015-07-05,135.92,435.2,19.63,36.89,49.31,64.99,1.17,6.42,58.36,1.04,2.73,,282.0,Poor
+Delhi,2015-07-06,60.27,143.86,15.17,44.07,109.71,38.68,1.1,7.91,58.07,1.08,3.78,,298.0,Poor
+Delhi,2015-07-07,52.2,78.64,12.97,51.7,109.52,42.09,1.34,7.82,53.72,1.79,6.76,,175.0,Moderate
+Delhi,2015-07-08,67.92,127.38,11.17,52.69,131.9,42.84,1.17,7.94,53.94,2.24,8.08,,217.0,Poor
+Delhi,2015-07-09,65.95,128.93,25.82,53.39,152.12,48.61,1.4,7.86,42.58,2.8,9.57,,234.0,Poor
+Delhi,2015-07-10,47.68,95.1,26.94,46.71,173.98,53.64,1.26,8.97,35.79,2.24,9.43,,188.0,Moderate
+Delhi,2015-07-11,29.08,41.31,31.49,51.39,254.8,42.6,7.23,8.61,54.03,2.04,8.46,,253.0,Poor
+Delhi,2015-07-12,32.29,34.16,12.34,32.77,117.79,48.01,1.27,7.15,40.41,2.18,6.13,,198.0,Moderate
+Delhi,2015-07-13,36.68,54.36,12.21,37.71,105.59,41.83,1.3,8.11,37.7,1.96,6.02,,148.0,Moderate
+Delhi,2015-07-14,44.48,112.83,13.94,43.46,94.25,49.32,1.3,8.04,46.71,1.88,6.34,,141.0,Moderate
+Delhi,2015-07-15,63.79,243.97,30.37,38.05,89.67,44.18,1.07,9.62,52.2,1.41,4.49,,218.0,Poor
+Delhi,2015-07-16,77.2,244.69,22.06,36.72,102.35,31.83,1.02,10.29,72.44,1.11,4.61,,268.0,Poor
+Delhi,2015-07-17,77.99,148.95,13.99,42.07,128.36,40.17,1.88,12.46,61.43,1.95,7.66,,232.0,Poor
+Delhi,2015-07-18,71.11,148.87,24.83,48.79,149.07,42.26,1.84,10.77,56.32,3.78,14.23,,204.0,Poor
+Delhi,2015-07-19,67.39,144.11,23.65,52.87,155.27,42.68,1.28,10.4,59.05,2.6,10.15,,220.0,Poor
+Delhi,2015-07-20,49.58,83.22,16.89,62.37,196.68,41.37,1.24,10.17,61.55,1.82,7.33,,223.0,Poor
+Delhi,2015-07-21,40.97,78.76,12.25,46.3,151.32,38.36,1.14,12.19,46.98,2.04,8.56,,218.0,Poor
+Delhi,2015-07-22,38.97,85.89,19.43,41.41,132.19,36.49,2.73,20.43,44.49,5.82,16.67,,165.0,Moderate
+Delhi,2015-07-23,34.02,81.25,11.59,39.98,116.55,33.95,2.42,16.71,49.72,7.2,7.77,,155.0,Moderate
+Delhi,2015-07-24,46.13,94.49,9.1,43.99,146.4,37.38,0.98,16.01,47.11,1.25,5.68,,154.0,Moderate
+Delhi,2015-07-25,46.01,97.0,10.2,42.86,141.1,37.05,1.0,15.58,45.9,1.45,5.43,,184.0,Moderate
+Delhi,2015-07-26,29.81,86.01,8.06,30.66,106.81,33.05,0.81,15.09,40.73,0.87,4.39,,150.0,Moderate
+Delhi,2015-07-27,22.82,53.28,10.02,33.21,113.43,30.92,0.83,12.69,36.65,0.82,2.92,,125.0,Moderate
+Delhi,2015-07-28,24.69,51.98,10.03,40.25,127.68,28.99,0.74,7.61,38.49,0.87,2.57,,160.0,Moderate
+Delhi,2015-07-29,29.04,56.7,12.18,35.69,126.64,28.56,0.66,9.68,35.89,0.94,3.14,,142.0,Moderate
+Delhi,2015-07-30,25.76,47.91,13.51,32.96,105.81,29.31,1.2,9.49,26.26,0.89,3.24,,181.0,Moderate
+Delhi,2015-07-31,37.85,122.18,27.39,35.9,119.1,25.17,1.6,9.7,36.57,1.33,4.92,,196.0,Moderate
+Delhi,2015-08-01,41.32,126.33,29.5,35.14,139.85,23.1,1.08,10.8,41.27,1.41,5.16,,181.0,Moderate
+Delhi,2015-08-02,47.81,123.24,40.08,37.96,165.43,24.2,0.82,10.27,46.38,1.61,6.87,,213.0,Poor
+Delhi,2015-08-03,56.02,154.28,28.95,40.17,129.29,30.76,0.78,8.75,45.97,1.65,6.16,,175.0,Moderate
+Delhi,2015-08-04,54.46,136.88,19.25,46.74,142.99,31.77,1.21,9.72,56.88,1.66,5.74,,184.0,Moderate
+Delhi,2015-08-05,59.13,117.08,25.28,52.78,164.51,37.94,1.67,10.41,54.66,2.33,9.61,,228.0,Poor
+Delhi,2015-08-06,65.47,126.56,24.45,52.51,205.02,37.79,1.17,10.73,60.57,2.23,10.66,,214.0,Poor
+Delhi,2015-08-07,64.58,154.92,19.7,48.24,202.11,39.64,1.75,10.22,68.17,2.06,8.98,,254.0,Poor
+Delhi,2015-08-08,70.05,149.92,21.3,50.51,200.34,43.18,2.26,7.68,62.76,2.31,10.19,,258.0,Poor
+Delhi,2015-08-09,55.51,105.17,31.18,39.47,167.5,36.5,1.24,5.83,45.4,2.22,9.54,,244.0,Poor
+Delhi,2015-08-10,82.27,140.54,50.39,45.46,225.79,35.68,1.43,6.9,61.52,2.5,9.99,,209.0,Poor
+Delhi,2015-08-11,77.04,137.74,31.89,49.43,215.75,41.69,2.11,6.23,62.67,2.94,10.85,,283.0,Poor
+Delhi,2015-08-12,52.45,87.66,17.96,45.71,138.01,39.85,1.3,6.69,55.37,2.07,6.55,,223.0,Poor
+Delhi,2015-08-13,61.66,116.55,47.8,52.76,189.02,39.16,1.16,9.82,80.63,3.11,9.53,,205.0,Poor
+Delhi,2015-08-14,65.67,159.75,25.2,50.96,194.75,38.58,1.52,10.82,69.27,2.58,8.99,,252.0,Poor
+Delhi,2015-08-15,51.4,91.81,15.68,44.4,157.69,33.42,0.94,10.53,44.93,1.68,5.46,,198.0,Moderate
+Delhi,2015-08-16,55.71,93.33,37.6,48.39,187.78,33.29,1.06,10.46,44.79,1.96,6.53,,197.0,Moderate
+Delhi,2015-08-17,61.84,134.2,28.12,44.41,148.85,29.73,1.09,11.22,45.05,2.09,7.08,,184.0,Moderate
+Delhi,2015-08-18,60.65,126.2,18.21,56.15,133.24,32.71,1.02,12.39,48.86,2.08,6.64,,197.0,Moderate
+Delhi,2015-08-19,34.42,124.17,28.15,36.47,119.94,25.85,0.87,9.63,38.86,0.83,4.46,,140.0,Moderate
+Delhi,2015-08-20,40.83,210.86,32.66,32.0,72.35,20.57,0.78,11.59,42.13,0.7,2.82,,232.0,Poor
+Delhi,2015-08-21,50.97,214.05,42.48,35.87,84.88,21.67,1.12,12.09,57.47,0.83,5.43,,271.0,Poor
+Delhi,2015-08-22,46.74,149.06,26.74,40.28,61.52,28.2,0.9,9.56,52.48,2.13,6.5,,207.0,Poor
+Delhi,2015-08-23,44.67,138.12,21.72,33.76,52.07,33.25,0.78,9.53,33.94,2.26,7.64,,127.0,Moderate
+Delhi,2015-08-24,37.39,108.4,31.1,44.61,68.41,38.16,0.97,10.67,38.73,1.78,6.41,,123.0,Moderate
+Delhi,2015-08-25,52.06,222.39,21.93,39.88,56.22,36.07,0.93,9.12,44.9,1.73,5.34,,175.0,Moderate
+Delhi,2015-08-26,57.52,236.94,24.24,37.85,55.54,31.88,1.08,9.36,40.43,1.76,5.93,,245.0,Poor
+Delhi,2015-08-27,61.47,237.68,32.28,40.41,74.7,25.74,1.35,10.59,56.61,2.37,7.75,,248.0,Poor
+Delhi,2015-08-28,77.76,206.22,12.44,50.74,57.41,32.56,1.64,11.92,64.07,3.01,10.12,,247.0,Poor
+Delhi,2015-08-29,68.53,260.48,35.03,49.3,91.78,31.16,1.09,11.11,65.56,2.85,8.82,,292.0,Poor
+Delhi,2015-08-30,57.85,230.76,28.21,39.84,71.42,28.16,1.11,10.39,62.61,2.28,6.71,,266.0,Poor
+Delhi,2015-08-31,51.67,220.14,24.52,32.53,57.84,23.0,0.96,12.77,60.73,1.94,6.0,,288.0,Poor
+Delhi,2015-09-01,73.78,230.34,17.83,27.42,45.7,18.96,1.28,10.45,61.33,2.15,5.67,3.27,210.0,Poor
+Delhi,2015-09-02,97.63,318.24,31.64,29.16,66.15,18.6,1.14,10.79,72.47,2.86,6.94,4.09,298.0,Poor
+Delhi,2015-09-03,99.5,278.36,33.04,35.31,67.05,17.86,1.17,9.82,72.94,3.85,10.55,4.02,315.0,Very Poor
+Delhi,2015-09-04,97.31,284.54,50.0,41.7,90.18,23.02,1.36,14.94,71.5,4.88,18.75,3.97,368.0,Very Poor
+Delhi,2015-09-05,76.43,201.89,24.24,29.5,52.24,26.99,1.38,16.93,56.59,2.89,6.72,3.55,266.0,Poor
+Delhi,2015-09-06,61.69,168.63,17.36,27.81,41.56,23.17,1.19,16.71,49.32,2.17,5.08,3.21,174.0,Moderate
+Delhi,2015-09-07,55.19,179.42,27.91,35.49,61.81,23.76,1.04,12.97,52.24,3.09,7.72,6.26,199.0,Moderate
+Delhi,2015-09-08,63.79,219.51,25.93,38.36,60.12,27.35,1.07,10.92,61.95,3.4,9.09,3.45,217.0,Poor
+Delhi,2015-09-09,58.48,195.05,20.38,36.2,55.36,22.77,1.02,11.57,68.21,2.97,7.63,3.1,238.0,Poor
+Delhi,2015-09-10,60.29,184.78,20.95,42.1,59.79,24.07,1.06,11.53,68.49,3.28,8.72,3.02,230.0,Poor
+Delhi,2015-09-11,67.35,181.99,16.4,46.81,56.83,34.81,1.13,10.98,68.81,3.26,9.36,2.59,218.0,Poor
+Delhi,2015-09-12,87.55,178.57,20.95,54.45,67.44,46.05,1.22,10.51,69.36,3.63,11.88,2.7,226.0,Poor
+Delhi,2015-09-13,84.57,171.76,16.76,45.36,54.12,51.19,1.21,9.91,64.05,2.86,9.08,2.47,202.0,Poor
+Delhi,2015-09-14,111.58,236.34,22.48,60.71,75.63,43.99,1.51,10.43,79.29,4.26,12.72,3.01,274.0,Poor
+Delhi,2015-09-15,108.78,217.16,14.94,56.31,63.58,46.66,1.37,10.4,75.63,3.91,19.34,2.86,289.0,Poor
+Delhi,2015-09-16,91.18,190.99,8.55,46.44,42.94,49.72,1.15,9.27,69.61,2.78,9.65,2.61,235.0,Poor
+Delhi,2015-09-17,104.85,250.21,23.06,60.96,73.86,48.13,1.4,11.68,85.86,4.48,13.25,3.17,285.0,Poor
+Delhi,2015-09-18,56.19,129.11,14.26,43.3,48.2,40.48,1.22,10.85,48.8,3.03,9.92,2.43,209.0,Poor
+Delhi,2015-09-19,67.62,125.24,19.82,49.83,58.37,47.21,1.14,9.75,51.78,3.31,12.59,2.14,132.0,Moderate
+Delhi,2015-09-20,64.38,141.89,20.17,62.73,62.49,39.93,1.1,9.27,58.49,3.04,11.4,2.47,179.0,Moderate
+Delhi,2015-09-21,45.65,109.7,14.64,62.69,56.18,27.96,1.16,13.55,48.02,2.71,7.95,3.01,136.0,Moderate
+Delhi,2015-09-22,35.75,70.38,12.73,38.78,41.5,23.06,0.95,11.57,39.83,2.38,6.62,3.07,104.0,Moderate
+Delhi,2015-09-23,34.89,101.42,16.55,31.17,43.75,18.66,0.98,12.34,37.26,2.44,6.8,3.42,95.0,Satisfactory
+Delhi,2015-09-24,63.06,187.9,40.7,39.16,72.85,18.24,1.21,13.26,48.78,3.38,8.95,3.33,175.0,Moderate
+Delhi,2015-09-25,82.39,222.71,53.19,45.09,89.84,22.95,1.5,11.8,53.1,4.32,12.51,3.83,290.0,Poor
+Delhi,2015-09-26,88.08,254.8,66.49,45.96,103.63,29.98,1.63,11.17,54.87,5.04,15.68,4.04,282.0,Poor
+Delhi,2015-09-27,89.75,252.06,53.0,44.13,92.67,30.43,1.49,9.76,68.69,5.09,14.81,3.59,298.0,Poor
+Delhi,2015-09-28,69.57,190.18,24.23,43.41,63.74,26.35,1.25,10.38,53.82,3.63,10.87,3.38,240.0,Poor
+Delhi,2015-09-29,68.34,172.35,22.57,48.19,64.14,25.2,1.16,10.68,54.68,3.93,10.32,3.2,188.0,Moderate
+Delhi,2015-09-30,61.08,155.26,17.52,42.91,53.3,21.93,1.1,9.59,52.91,3.64,8.94,3.28,187.0,Moderate
+Delhi,2015-10-01,85.7,205.18,33.0,54.68,74.28,22.52,1.49,11.42,60.57,4.79,12.88,3.43,230.0,Poor
+Delhi,2015-10-02,97.62,220.56,33.74,52.53,73.05,26.24,1.58,9.77,64.01,5.39,12.8,3.85,286.0,Poor
+Delhi,2015-10-03,103.58,293.23,31.0,54.93,75.48,24.31,1.72,11.41,47.52,5.83,15.27,3.42,266.0,Poor
+Delhi,2015-10-04,145.97,335.82,62.2,62.84,99.01,34.91,2.26,15.08,44.92,8.8,31.87,3.87,369.0,Very Poor
+Delhi,2015-10-05,180.52,347.95,80.34,75.42,116.95,36.94,3.15,17.32,45.8,10.88,44.0,3.92,375.0,Very Poor
+Delhi,2015-10-06,151.57,355.56,71.68,65.07,105.02,41.76,2.19,11.35,42.22,8.42,25.57,3.79,411.0,Severe
+Delhi,2015-10-07,144.04,305.35,25.78,57.05,78.07,37.01,1.73,11.15,49.32,4.97,12.91,3.37,383.0,Very Poor
+Delhi,2015-10-08,148.44,291.66,35.13,58.32,80.91,29.59,1.96,12.13,66.62,5.52,14.13,3.36,388.0,Very Poor
+Delhi,2015-10-09,130.22,284.27,56.83,65.15,105.26,27.47,2.5,15.27,63.16,6.66,23.59,3.36,351.0,Very Poor
+Delhi,2015-10-10,147.71,287.93,100.27,61.29,117.2,29.69,2.48,13.94,58.24,8.33,33.78,3.64,320.0,Very Poor
+Delhi,2015-10-11,111.34,246.3,87.94,51.83,116.75,30.83,2.02,12.01,62.02,6.34,27.16,3.05,296.0,Poor
+Delhi,2015-10-12,100.7,232.58,74.45,52.92,120.68,33.46,1.98,14.75,65.55,6.67,23.22,2.46,312.0,Very Poor
+Delhi,2015-10-13,97.67,189.31,25.13,48.92,64.57,35.14,1.89,11.84,73.28,4.2,16.19,2.24,260.0,Poor
+Delhi,2015-10-14,75.81,155.25,14.33,43.47,53.25,28.75,1.61,10.89,67.89,3.12,11.08,1.99,204.0,Poor
+Delhi,2015-10-15,95.24,199.77,42.32,60.8,100.2,31.11,2.13,10.84,77.91,5.4,20.03,2.1,218.0,Poor
+Delhi,2015-10-16,148.29,301.61,60.16,68.24,105.17,33.05,2.07,11.98,84.74,7.38,24.65,,356.0,Very Poor
+Delhi,2015-10-17,90.66,137.89,38.65,20.29,55.07,6.78,1.62,7.56,44.21,3.83,12.78,1.68,388.0,Very Poor
+Delhi,2015-10-18,156.71,263.15,27.5,41.09,62.19,21.49,1.63,10.14,71.1,4.64,12.33,1.93,298.0,Poor
+Delhi,2015-10-19,170.28,312.88,56.52,61.67,97.82,33.27,2.08,16.24,92.96,7.19,24.25,1.95,392.0,Very Poor
+Delhi,2015-10-20,198.1,336.47,91.29,74.62,155.1,36.75,2.17,16.73,101.74,9.5,38.8,1.96,428.0,Severe
+Delhi,2015-10-21,158.04,265.39,23.76,46.9,69.79,37.48,2.98,15.64,79.5,4.73,11.36,2.02,384.0,Very Poor
+Delhi,2015-10-22,116.98,213.49,24.37,32.96,54.18,22.53,2.6,13.27,48.74,3.61,7.79,2.02,292.0,Poor
+Delhi,2015-10-23,143.73,289.01,54.93,67.38,104.71,30.27,2.05,21.35,69.55,7.29,17.19,2.0,343.0,Very Poor
+Delhi,2015-10-24,169.22,341.7,90.18,71.38,122.15,34.26,3.07,18.2,47.92,10.19,29.74,1.94,383.0,Very Poor
+Delhi,2015-10-25,147.65,281.8,33.05,56.46,81.78,28.26,1.78,13.81,65.83,6.17,28.38,1.88,374.0,Very Poor
+Delhi,2015-10-26,101.61,214.37,23.78,47.8,61.15,23.85,1.58,20.57,85.73,4.59,13.39,1.82,263.0,Poor
+Delhi,2015-10-27,113.2,260.46,30.2,49.25,75.03,26.14,1.74,21.2,63.88,6.18,16.14,2.02,334.0,Very Poor
+Delhi,2015-10-28,112.89,254.24,32.12,43.78,74.53,22.81,2.07,18.61,71.98,4.85,15.43,2.03,333.0,Very Poor
+Delhi,2015-10-29,95.72,183.08,25.74,57.74,77.86,25.55,1.89,24.29,73.26,4.13,11.41,1.97,262.0,Poor
+Delhi,2015-10-30,108.4,156.58,24.98,42.63,55.71,28.72,2.29,18.92,60.56,2.75,7.03,1.96,236.0,Poor
+Delhi,2015-10-31,245.97,274.06,36.55,35.11,58.72,35.77,1.74,17.66,42.32,1.95,4.3,1.94,340.0,Very Poor
+Delhi,2015-11-01,277.53,379.38,60.39,60.17,94.74,51.64,2.41,28.58,84.99,5.45,13.75,3.5,415.0,Severe
+Delhi,2015-11-02,232.4,361.0,67.14,68.4,115.98,42.75,2.05,31.66,136.67,8.28,20.6,23.3,420.0,Severe
+Delhi,2015-11-03,244.78,385.66,51.06,82.74,112.71,45.66,2.09,29.19,99.91,6.91,17.35,2.55,407.0,Severe
+Delhi,2015-11-04,293.49,401.49,105.88,87.47,137.62,56.81,2.54,31.58,114.43,7.99,28.6,1.75,454.0,Severe
+Delhi,2015-11-05,161.78,234.94,44.61,63.78,97.34,45.99,1.76,21.21,75.71,4.34,18.32,1.63,388.0,Very Poor
+Delhi,2015-11-06,153.33,260.04,35.14,58.13,86.38,46.52,2.56,20.9,69.95,4.37,13.52,1.34,276.0,Poor
+Delhi,2015-11-07,353.86,496.61,42.74,86.59,117.97,67.43,2.76,19.96,107.69,7.34,16.38,1.46,483.0,Severe
+Delhi,2015-11-08,217.55,356.92,32.59,75.98,98.5,49.64,2.84,31.77,103.4,4.83,9.61,1.35,451.0,Severe
+Delhi,2015-11-09,201.44,364.2,88.69,79.2,134.41,55.64,2.01,40.75,108.12,7.16,21.36,1.19,378.0,Very Poor
+Delhi,2015-11-10,249.95,452.96,88.06,84.89,150.79,69.34,2.64,33.72,115.45,8.75,21.95,2.86,439.0,Severe
+Delhi,2015-11-11,219.68,408.52,24.64,55.72,71.78,48.34,1.5,25.96,89.58,3.82,8.83,0.0,431.0,Severe
+Delhi,2015-11-12,258.48,398.16,30.46,54.69,81.68,47.57,1.84,28.58,75.26,3.64,6.94,0.0,421.0,Severe
+Delhi,2015-11-13,291.66,469.38,27.58,61.66,84.27,50.58,1.75,21.15,101.14,4.46,10.11,0.0,454.0,Severe
+Delhi,2015-11-14,221.68,377.4,19.84,60.05,69.37,48.04,1.72,21.27,90.08,3.98,10.55,0.0,450.0,Severe
+Delhi,2015-11-15,214.24,342.13,49.66,83.62,95.98,49.4,2.1,22.68,101.15,5.57,17.11,0.0,367.0,Very Poor
+Delhi,2015-11-16,184.02,323.56,81.18,85.03,129.22,60.07,2.26,21.27,94.79,5.86,20.12,0.0,383.0,Very Poor
+Delhi,2015-11-17,136.22,280.47,44.56,57.11,77.4,41.89,2.1,17.53,71.44,2.86,8.42,0.0,347.0,Very Poor
+Delhi,2015-11-18,188.09,367.46,74.07,74.39,118.88,45.24,2.3,21.78,86.88,5.15,15.24,1.01,369.0,Very Poor
+Delhi,2015-11-19,238.69,397.16,106.26,96.62,150.98,55.18,2.87,25.59,101.68,7.31,22.27,3.09,392.0,Very Poor
+Delhi,2015-11-20,271.42,470.08,139.98,101.44,164.44,64.78,3.28,26.81,124.74,9.41,35.26,3.45,455.0,Severe
+Delhi,2015-11-21,293.73,467.32,102.06,97.76,144.12,63.08,2.96,23.06,114.3,9.99,30.62,2.42,450.0,Severe
+Delhi,2015-11-22,247.27,450.96,101.94,92.32,146.25,63.4,2.73,20.77,116.29,7.9,23.75,2.05,478.0,Severe
+Delhi,2015-11-23,266.95,419.98,123.99,105.29,164.08,74.83,3.49,24.92,132.26,9.04,29.47,3.81,431.0,Severe
+Delhi,2015-11-24,241.61,424.09,115.23,88.74,165.41,67.9,2.6,19.65,113.35,9.14,27.7,4.27,440.0,Severe
+Delhi,2015-11-25,149.14,312.85,33.11,54.63,83.28,35.62,1.98,15.97,81.11,3.31,9.24,0.95,376.0,Very Poor
+Delhi,2015-11-26,182.5,317.46,91.98,69.29,144.14,40.68,1.84,21.35,93.71,4.48,12.18,1.03,347.0,Very Poor
+Delhi,2015-11-27,193.58,343.26,60.96,71.35,121.32,57.48,1.71,19.49,90.46,4.05,12.37,0.02,343.0,Very Poor
+Delhi,2015-11-28,172.89,294.29,32.3,47.21,73.76,60.1,1.43,17.09,70.51,2.54,6.88,0.0,362.0,Very Poor
+Delhi,2015-11-29,190.46,342.59,64.72,51.84,99.82,59.13,1.88,20.73,67.97,3.2,10.58,0.01,319.0,Very Poor
+Delhi,2015-11-30,282.76,419.33,116.54,78.48,159.5,73.94,2.51,24.51,131.34,6.23,20.23,0.0,425.0,Severe
+Delhi,2015-12-01,183.28,371.83,56.71,83.03,118.88,57.35,1.77,16.48,93.52,4.34,12.02,0.01,400.0,Very Poor
+Delhi,2015-12-02,170.74,399.64,61.75,95.99,132.93,52.71,1.87,19.04,88.0,4.38,13.3,,386.0,Very Poor
+Delhi,2015-12-03,190.14,412.29,43.24,92.91,109.61,52.48,1.74,19.24,86.19,5.0,12.33,,385.0,Very Poor
+Delhi,2015-12-04,186.64,352.14,64.77,79.52,113.72,43.76,2.28,20.76,88.93,4.47,12.74,,392.0,Very Poor
+Delhi,2015-12-05,282.01,433.03,154.15,121.11,196.54,68.78,3.4,31.36,129.79,8.33,27.44,,428.0,Severe
+Delhi,2015-12-06,218.22,439.01,129.37,113.45,178.2,75.74,3.24,34.05,122.22,6.89,23.51,,394.0,Very Poor
+Delhi,2015-12-07,249.8,421.49,73.33,103.77,136.43,81.3,3.07,22.34,103.29,4.31,11.83,,440.0,Severe
+Delhi,2015-12-08,283.59,478.19,147.22,140.09,204.44,90.35,3.33,23.41,139.79,6.01,20.92,,437.0,Severe
+Delhi,2015-12-09,250.69,411.48,82.24,93.99,134.24,61.29,2.74,21.72,131.99,4.96,18.16,,431.0,Severe
+Delhi,2015-12-10,211.95,386.66,51.4,78.05,114.36,50.46,2.46,22.11,123.11,3.55,9.96,,383.0,Very Poor
+Delhi,2015-12-11,198.38,410.6,57.61,64.21,116.75,57.97,2.1,18.41,119.41,3.74,9.49,,377.0,Very Poor
+Delhi,2015-12-12,184.12,385.05,47.72,55.01,94.66,49.91,1.91,16.09,122.43,3.91,8.27,,379.0,Very Poor
+Delhi,2015-12-13,135.42,338.3,71.54,63.9,118.56,37.83,2.01,18.89,101.58,3.98,9.07,,333.0,Very Poor
+Delhi,2015-12-14,118.6,380.24,56.5,59.09,102.21,38.84,2.7,13.66,79.22,3.4,8.61,,314.0,Very Poor
+Delhi,2015-12-15,88.3,,43.65,40.52,63.37,34.31,1.86,14.88,25.23,2.31,8.74,,174.0,Moderate
+Delhi,2015-12-16,111.45,,75.23,34.44,90.72,52.2,1.75,14.56,38.16,3.23,12.95,,244.0,Poor
+Delhi,2015-12-17,152.24,,54.06,23.07,71.32,59.43,1.89,19.41,29.89,3.07,11.7,,308.0,Very Poor
+Delhi,2015-12-18,136.75,,49.33,25.24,62.42,65.5,1.52,19.87,20.82,2.76,10.34,,320.0,Very Poor
+Delhi,2015-12-19,114.35,,47.8,26.84,56.46,74.04,1.94,13.17,33.06,2.59,9.92,,270.0,Poor
+Delhi,2015-12-20,181.67,,100.08,111.18,139.46,126.19,21.22,18.97,20.58,5.34,20.47,,320.0,Very Poor
+Delhi,2015-12-21,135.78,,62.51,78.99,89.78,100.15,29.46,15.59,20.57,3.02,11.55,,313.0,Very Poor
+Delhi,2015-12-22,204.72,391.9,136.41,136.15,180.15,163.07,11.45,23.64,57.16,6.91,24.84,,326.0,Very Poor
+Delhi,2015-12-23,321.52,589.93,110.63,102.69,165.11,108.68,2.94,22.66,111.69,9.0,27.03,,459.0,Severe
+Delhi,2015-12-24,129.08,486.66,20.45,55.01,53.4,65.53,30.44,13.43,32.42,3.46,6.92,,314.0,Very Poor
+Delhi,2015-12-25,132.56,294.13,37.27,71.91,91.68,62.62,9.61,17.57,75.29,3.54,7.58,,304.0,Very Poor
+Delhi,2015-12-26,158.69,331.93,52.6,88.96,109.95,69.77,10.3,21.02,88.64,3.76,7.95,,310.0,Very Poor
+Delhi,2015-12-27,187.01,375.13,34.43,90.57,99.66,72.76,11.3,21.41,98.88,3.82,7.0,,370.0,Very Poor
+Delhi,2015-12-28,148.77,332.68,23.26,75.69,71.74,69.14,9.27,20.34,85.96,3.02,5.12,,328.0,Very Poor
+Delhi,2015-12-29,159.67,325.05,33.33,73.11,82.43,60.62,2.32,21.23,82.69,3.4,6.16,,331.0,Very Poor
+Delhi,2015-12-30,233.97,391.19,68.54,87.4,133.08,72.74,1.94,22.31,94.75,5.31,12.28,,412.0,Severe
+Delhi,2015-12-31,240.97,389.18,85.66,72.93,131.21,72.69,2.38,24.08,87.26,5.58,16.21,0.0,433.0,Severe
+Delhi,2016-01-01,295.71,476.09,86.62,94.04,131.36,79.87,2.42,23.57,108.14,5.81,16.3,0.0,463.0,Severe
+Delhi,2016-01-02,239.21,395.29,69.42,81.22,126.63,65.11,2.15,23.33,90.45,5.79,17.65,,465.0,Severe
+Delhi,2016-01-03,270.1,484.82,54.41,76.67,101.63,66.4,2.39,19.94,97.03,5.33,10.78,,426.0,Severe
+Delhi,2016-01-04,339.8,586.2,124.31,133.95,164.05,73.73,2.97,27.9,91.2,7.12,19.01,,496.0,Severe
+Delhi,2016-01-05,318.1,535.3,106.93,118.81,159.99,78.22,2.85,30.24,131.4,6.45,21.32,,528.0,Severe
+Delhi,2016-01-06,305.51,524.01,99.0,103.78,150.4,83.7,3.37,25.78,135.04,7.07,22.16,,538.0,Severe
+Delhi,2016-01-07,391.54,587.23,167.73,96.36,213.61,105.21,3.39,26.47,186.07,9.07,32.59,,535.0,Severe
+Delhi,2016-01-08,339.87,540.86,109.0,67.85,170.76,98.29,2.34,14.19,150.8,6.61,18.62,,603.0,Severe
+Delhi,2016-01-09,158.43,324.64,47.9,60.63,103.82,60.24,2.38,17.94,100.54,3.43,6.7,,408.0,Severe
+Delhi,2016-01-10,183.24,345.68,85.1,68.86,119.51,62.87,2.14,24.96,130.02,3.98,9.27,,368.0,Very Poor
+Delhi,2016-01-11,227.13,411.6,130.64,76.4,179.86,68.11,2.88,23.98,140.72,6.19,19.28,,404.0,Severe
+Delhi,2016-01-12,195.21,381.19,98.0,78.61,141.55,64.5,2.06,24.06,131.63,4.26,15.4,,444.0,Severe
+Delhi,2016-01-13,248.59,399.59,25.76,73.18,95.74,68.5,1.62,16.73,95.93,3.34,7.27,,356.0,Very Poor
+Delhi,2016-01-14,196.87,339.06,22.82,55.91,76.14,59.65,1.35,11.82,97.98,2.51,5.49,,397.0,Very Poor
+Delhi,2016-01-15,178.8,259.53,24.84,45.85,67.9,47.42,1.39,10.86,81.66,2.41,5.16,,371.0,Very Poor
+Delhi,2016-01-16,138.86,220.21,16.26,41.92,56.84,35.05,1.55,11.25,67.4,2.31,4.48,,311.0,Very Poor
+Delhi,2016-01-17,179.48,268.5,24.14,58.56,75.29,35.01,1.45,15.89,78.01,2.21,4.79,,321.0,Very Poor
+Delhi,2016-01-18,269.05,451.43,75.17,78.22,129.46,45.72,2.4,15.42,107.94,3.78,8.46,,424.0,Severe
+Delhi,2016-01-19,278.2,430.74,25.48,61.04,81.75,43.49,3.82,12.59,104.61,3.44,7.68,,435.0,Severe
+Delhi,2016-01-20,272.1,415.38,25.73,56.67,73.35,40.44,1.84,14.75,100.12,3.93,7.77,,455.0,Severe
+Delhi,2016-01-21,196.83,318.08,29.85,52.83,74.47,37.76,1.68,11.99,91.52,3.95,8.5,,398.0,Very Poor
+Delhi,2016-01-22,290.66,418.92,58.36,73.9,118.66,48.9,1.94,17.13,136.52,6.63,15.31,,399.0,Very Poor
+Delhi,2016-01-23,294.3,480.0,58.3,78.21,130.91,67.05,2.13,16.81,147.56,11.67,31.39,,469.0,Severe
+Delhi,2016-01-24,303.5,446.28,18.81,64.55,84.23,56.64,2.6,14.74,132.54,13.06,20.63,,488.0,Severe
+Delhi,2016-01-25,217.05,362.08,27.18,66.89,84.08,44.74,1.32,16.09,103.53,8.15,15.77,,401.0,Severe
+Delhi,2016-01-26,308.75,462.91,33.24,80.14,104.98,58.38,1.7,17.97,139.27,9.11,15.21,,446.0,Severe
+Delhi,2016-01-27,255.94,424.11,68.34,87.93,136.31,63.16,2.03,17.09,142.54,9.97,27.76,,456.0,Severe
+Delhi,2016-01-28,283.03,463.03,96.44,90.45,154.28,68.84,2.09,23.63,151.6,13.06,33.02,,451.0,Severe
+Delhi,2016-01-29,311.08,498.38,140.59,117.07,139.36,74.39,2.54,29.99,175.04,17.15,48.03,,501.0,Severe
+Delhi,2016-01-30,285.83,450.72,114.59,111.19,202.98,78.01,2.54,27.94,157.74,11.99,36.72,,505.0,Severe
+Delhi,2016-01-31,242.05,291.16,22.08,46.17,61.75,53.86,1.77,12.4,75.74,3.93,9.75,,437.0,Severe
+Delhi,2016-02-01,121.4,193.5,20.04,60.12,73.48,37.51,1.08,16.33,90.99,2.9,6.96,,305.0,Very Poor
+Delhi,2016-02-02,135.31,242.87,26.56,63.6,86.07,32.1,1.14,19.08,94.8,3.55,7.54,,292.0,Poor
+Delhi,2016-02-03,136.87,273.78,18.78,61.81,80.6,30.46,1.11,24.23,95.15,4.51,8.58,,306.0,Very Poor
+Delhi,2016-02-04,130.76,269.21,63.15,67.45,115.18,31.31,1.47,23.7,85.13,9.22,17.93,,300.0,Poor
+Delhi,2016-02-05,206.72,383.25,103.55,86.15,180.54,38.98,1.82,30.2,121.22,13.75,29.14,,371.0,Very Poor
+Delhi,2016-02-06,224.94,348.14,139.49,85.86,143.3,41.58,2.6,26.22,149.67,11.57,36.79,,408.0,Severe
+Delhi,2016-02-07,170.45,249.91,24.15,72.61,90.15,46.76,1.28,20.74,95.23,5.29,12.12,,343.0,Very Poor
+Delhi,2016-02-08,119.57,186.86,46.36,57.0,102.85,45.57,1.26,19.21,74.61,7.03,15.39,,301.0,Very Poor
+Delhi,2016-02-09,181.76,261.7,53.77,65.45,101.07,44.85,1.46,19.53,106.92,8.52,19.03,,322.0,Very Poor
+Delhi,2016-02-10,216.55,341.38,99.27,81.98,159.3,48.24,2.02,21.61,129.76,10.15,25.69,,368.0,Very Poor
+Delhi,2016-02-11,150.0,270.49,61.14,70.99,101.48,41.33,1.88,21.25,93.1,7.25,31.62,,349.0,Very Poor
+Delhi,2016-02-12,146.03,296.27,41.52,79.43,102.77,35.09,1.56,26.86,117.2,6.5,12.45,,334.0,Very Poor
+Delhi,2016-02-13,110.89,228.81,15.7,56.05,60.22,33.55,2.14,20.94,101.47,3.19,6.06,,333.0,Very Poor
+Delhi,2016-02-14,103.57,177.49,21.11,61.73,71.42,35.13,1.11,29.71,89.22,4.57,8.6,,257.0,Poor
+Delhi,2016-02-15,115.7,219.52,26.8,66.8,88.44,35.02,1.88,27.44,93.47,6.81,11.64,,265.0,Poor
+Delhi,2016-02-16,123.22,216.09,27.2,65.75,91.8,32.58,1.25,29.19,95.46,6.11,10.5,,297.0,Poor
+Delhi,2016-02-17,135.38,236.15,30.25,80.76,107.45,35.79,1.36,37.35,89.38,8.2,17.99,,289.0,Poor
+Delhi,2016-02-18,148.75,217.16,41.39,76.11,115.01,54.55,1.41,26.28,90.48,9.41,24.42,,310.0,Very Poor
+Delhi,2016-02-19,207.1,307.38,54.8,66.45,119.87,67.61,1.76,32.25,108.89,10.6,22.71,,366.0,Very Poor
+Delhi,2016-02-20,150.89,225.66,72.64,47.72,109.23,79.34,1.48,20.15,84.64,8.31,29.83,,345.0,Very Poor
+Delhi,2016-02-21,76.12,137.44,9.77,30.51,38.62,47.95,1.0,10.43,73.2,3.07,6.16,,228.0,Poor
+Delhi,2016-02-22,88.73,137.44,12.59,41.47,48.81,30.92,1.02,20.79,75.96,3.48,4.69,,213.0,Poor
+Delhi,2016-02-23,86.17,194.61,32.16,56.77,58.22,28.75,1.41,21.27,95.32,2.19,4.9,,208.0,Poor
+Delhi,2016-02-24,177.64,309.47,93.53,117.04,150.74,35.85,2.07,50.44,200.41,4.5,14.62,,319.0,Very Poor
+Delhi,2016-02-25,131.69,232.45,53.41,81.93,121.16,36.07,1.6,21.19,97.56,5.66,15.91,,315.0,Very Poor
+Delhi,2016-02-26,129.66,236.27,50.39,76.82,101.86,27.19,1.63,21.44,115.84,2.56,8.82,,293.0,Poor
+Delhi,2016-02-27,144.98,245.96,63.25,86.59,102.02,36.93,1.78,24.43,117.3,3.51,10.6,,342.0,Very Poor
+Delhi,2016-02-28,163.92,263.73,84.62,76.43,114.7,41.99,1.98,21.63,130.99,3.71,11.29,,338.0,Very Poor
+Delhi,2016-02-29,170.12,255.34,85.99,76.4,134.66,49.77,1.99,17.63,137.57,5.5,17.45,,344.0,Very Poor
+Delhi,2016-03-01,213.62,299.88,113.63,102.02,151.93,51.11,2.43,25.49,138.3,10.49,34.16,,370.0,Very Poor
+Delhi,2016-03-02,175.63,244.58,123.21,102.23,181.1,41.75,1.94,25.53,157.07,6.27,24.07,,365.0,Very Poor
+Delhi,2016-03-03,165.22,264.31,116.23,100.71,182.37,48.37,2.61,33.45,113.89,10.66,37.95,,348.0,Very Poor
+Delhi,2016-03-04,115.55,201.71,28.05,60.47,79.02,39.42,1.36,16.6,103.88,3.87,10.79,,312.0,Very Poor
+Delhi,2016-03-05,53.0,129.37,9.63,48.15,48.15,31.6,0.73,19.05,84.88,1.82,4.78,,214.0,Poor
+Delhi,2016-03-06,47.43,60.61,17.03,55.78,61.54,44.64,0.86,15.1,81.26,2.32,5.23,,165.0,Moderate
+Delhi,2016-03-07,98.61,167.78,33.11,54.69,84.84,54.88,1.28,20.44,82.97,6.69,12.43,,218.0,Poor
+Delhi,2016-03-08,84.42,134.81,19.94,43.9,61.04,40.96,1.07,26.24,61.83,4.16,8.24,,230.0,Poor
+Delhi,2016-03-09,109.16,164.84,35.5,49.75,76.08,35.16,1.16,31.56,66.4,4.96,10.61,,248.0,Poor
+Delhi,2016-03-10,129.9,240.67,54.54,60.19,100.31,37.73,1.57,26.69,92.04,7.33,15.62,,276.0,Poor
+Delhi,2016-03-11,85.76,204.96,38.38,30.44,48.08,28.85,1.69,9.58,36.99,3.31,11.5,,213.0,Poor
+Delhi,2016-03-12,60.17,,8.84,15.89,19.14,,2.0,8.04,31.91,1.52,4.28,,127.0,Moderate
+Delhi,2016-03-13,58.95,,4.1,10.63,15.13,,1.43,7.25,66.25,1.03,2.48,,112.0,Moderate
+Delhi,2016-03-14,51.82,79.14,23.42,38.11,46.02,23.58,1.22,18.53,55.08,1.75,6.96,,111.0,Moderate
+Delhi,2016-03-15,81.32,162.38,71.57,34.54,75.09,26.0,1.74,20.36,77.88,3.24,11.97,,193.0,Moderate
+Delhi,2016-03-16,67.63,152.46,21.36,36.61,53.44,29.89,1.14,17.04,48.58,3.62,7.91,,123.0,Moderate
+Delhi,2016-03-17,70.86,137.98,22.03,65.89,78.38,31.57,1.12,21.48,73.05,4.97,11.2,,194.0,Moderate
+Delhi,2016-03-18,72.47,133.3,24.06,64.64,69.35,30.43,1.24,27.7,70.45,1.92,5.0,,186.0,Moderate
+Delhi,2016-03-19,103.73,194.95,67.6,77.89,131.48,38.99,2.2,30.74,56.49,3.3,10.69,,242.0,Poor
+Delhi,2016-03-20,95.52,167.64,55.13,57.84,99.81,52.94,1.56,20.52,97.74,4.21,13.34,,267.0,Poor
+Delhi,2016-03-21,58.4,129.21,12.64,36.37,45.3,33.75,1.14,15.98,65.16,3.13,6.75,,207.0,Poor
+Delhi,2016-03-22,47.43,139.62,5.98,31.12,32.05,21.64,0.96,13.54,70.69,2.41,4.66,,176.0,Moderate
+Delhi,2016-03-23,80.01,148.1,34.57,50.45,67.93,27.0,1.29,22.15,84.89,3.3,6.61,,189.0,Moderate
+Delhi,2016-03-24,156.01,228.19,85.62,88.44,138.71,39.36,2.18,24.44,169.36,4.06,10.5,,341.0,Very Poor
+Delhi,2016-03-25,137.99,217.03,47.16,85.91,112.34,44.01,2.1,32.84,142.38,4.46,10.03,,325.0,Very Poor
+Delhi,2016-03-26,72.44,122.24,12.75,42.51,48.36,37.72,1.1,23.86,66.2,2.52,6.11,,259.0,Poor
+Delhi,2016-03-27,61.75,54.0,6.56,37.18,36.21,28.36,0.74,18.09,66.87,1.6,3.56,,178.0,Moderate
+Delhi,2016-03-28,81.46,110.31,21.37,53.01,67.76,27.83,1.04,25.75,77.27,3.49,7.83,,219.0,Poor
+Delhi,2016-03-29,89.75,156.89,18.61,48.72,62.06,29.91,1.28,42.34,67.87,4.29,8.11,,206.0,Poor
+Delhi,2016-03-30,88.68,163.7,28.13,46.74,64.38,27.39,1.35,36.91,47.01,4.1,8.45,,221.0,Poor
+Delhi,2016-03-31,127.86,218.3,93.5,61.21,117.28,34.59,2.2,19.64,62.15,3.73,11.76,,298.0,Poor
+Delhi,2016-04-01,130.7,,5.58,15.89,20.05,,1.39,12.78,29.69,2.3,5.74,,316.0,Very Poor
+Delhi,2016-04-02,118.44,,16.79,18.29,30.66,,1.88,16.35,29.38,4.26,9.87,,294.0,Poor
+Delhi,2016-04-03,148.22,217.84,63.75,44.98,91.09,62.22,1.68,27.44,69.66,6.9,17.57,,314.0,Very Poor
+Delhi,2016-04-04,132.86,377.61,54.82,31.55,70.95,59.55,1.51,20.54,63.44,8.27,15.68,,334.0,Very Poor
+Delhi,2016-04-05,97.83,174.11,7.16,20.15,26.39,24.26,1.38,18.86,28.8,3.23,6.9,,261.0,Poor
+Delhi,2016-04-06,91.82,202.91,24.61,52.54,64.76,32.31,1.4,31.06,37.04,4.94,17.96,,208.0,Poor
+Delhi,2016-04-07,129.61,329.68,54.59,58.6,98.07,48.67,1.22,35.57,32.33,8.56,23.17,,289.0,Poor
+Delhi,2016-04-08,89.78,193.14,24.3,53.55,75.27,31.01,1.52,48.86,34.75,7.42,18.35,,216.0,Poor
+Delhi,2016-04-09,166.76,272.67,65.1,63.03,122.4,35.12,1.51,46.97,47.93,12.58,21.16,,314.0,Very Poor
+Delhi,2016-04-10,107.81,154.18,35.14,47.95,82.5,33.72,1.77,35.24,31.6,6.63,12.59,,262.0,Poor
+Delhi,2016-04-11,81.12,246.86,13.25,36.5,47.89,31.62,0.72,22.66,61.02,4.87,8.42,,257.0,Poor
+Delhi,2016-04-12,74.03,201.81,13.94,35.44,48.38,23.32,0.71,17.85,58.47,3.54,6.19,,235.0,Poor
+Delhi,2016-04-13,74.9,247.61,25.64,46.29,70.06,22.7,1.11,25.16,58.74,3.5,6.9,,239.0,Poor
+Delhi,2016-04-14,94.81,220.48,39.07,58.81,78.15,22.82,1.32,26.21,75.75,4.53,9.5,,239.0,Poor
+Delhi,2016-04-15,137.48,285.18,88.96,76.2,133.09,34.25,1.98,37.57,85.91,7.75,19.19,,302.0,Very Poor
+Delhi,2016-04-16,124.13,,36.76,37.49,54.07,17.79,1.88,14.84,35.97,3.55,10.0,,296.0,Poor
+Delhi,2016-04-17,102.86,283.02,30.63,42.35,61.61,21.22,1.04,13.34,66.77,2.91,7.11,,247.0,Poor
+Delhi,2016-04-18,102.9,219.17,33.28,49.32,78.86,28.33,0.98,22.15,81.29,4.76,9.28,,265.0,Poor
+Delhi,2016-04-19,129.06,311.93,35.74,63.21,99.16,28.32,1.52,35.73,98.35,6.73,17.39,,301.0,Very Poor
+Delhi,2016-04-20,124.8,283.05,22.33,48.65,66.43,25.14,1.09,29.16,97.22,5.51,9.32,,322.0,Very Poor
+Delhi,2016-04-21,92.74,265.56,13.43,42.87,50.67,20.52,0.88,19.87,103.07,2.82,5.38,,291.0,Poor
+Delhi,2016-04-22,113.75,208.42,9.87,44.8,46.72,20.0,0.93,25.63,110.09,1.91,4.27,,292.0,Poor
+Delhi,2016-04-23,89.52,171.92,18.15,50.78,56.56,20.6,1.51,25.65,87.26,1.88,4.73,,258.0,Poor
+Delhi,2016-04-24,123.59,219.3,57.65,69.92,102.52,22.0,1.7,40.96,87.66,3.33,9.01,,282.0,Poor
+Delhi,2016-04-25,104.5,213.36,31.14,70.04,91.82,23.14,1.47,39.91,87.38,3.17,10.97,,271.0,Poor
+Delhi,2016-04-26,139.37,306.08,71.92,97.93,118.98,29.38,2.08,38.53,86.82,5.89,17.43,,314.0,Very Poor
+Delhi,2016-04-27,162.54,379.7,154.33,108.53,168.05,39.52,2.7,33.53,87.74,9.46,31.19,,377.0,Very Poor
+Delhi,2016-04-28,161.23,354.17,72.12,80.4,126.06,37.83,2.08,35.7,117.59,6.68,18.75,,390.0,Very Poor
+Delhi,2016-04-29,181.49,383.05,62.82,88.26,117.82,32.04,2.14,38.0,56.3,5.69,13.15,,392.0,Very Poor
+Delhi,2016-04-30,142.64,,30.09,51.53,56.14,16.95,1.82,13.83,59.71,3.38,9.22,,342.0,Very Poor
+Delhi,2016-05-01,124.21,,52.27,52.3,74.64,17.35,1.9,10.98,74.25,4.16,11.72,,297.0,Poor
+Delhi,2016-05-02,119.47,,21.08,41.26,43.36,13.81,1.49,10.0,70.42,2.77,7.29,,275.0,Poor
+Delhi,2016-05-03,125.36,284.55,10.0,59.73,52.11,31.89,1.49,21.42,101.53,3.23,8.74,,281.0,Poor
+Delhi,2016-05-04,103.08,297.94,18.52,61.77,72.09,49.53,1.44,26.13,91.18,4.3,12.28,,309.0,Very Poor
+Delhi,2016-05-05,65.02,173.86,11.94,46.27,53.02,44.78,1.14,18.35,79.9,2.75,11.56,,262.0,Poor
+Delhi,2016-05-06,54.34,136.92,21.0,55.07,71.12,35.93,1.12,20.23,65.26,4.02,12.46,,194.0,Moderate
+Delhi,2016-05-07,77.89,193.14,15.3,66.68,70.75,39.63,0.98,20.15,75.61,4.69,10.97,,229.0,Poor
+Delhi,2016-05-08,90.19,208.75,7.73,64.2,59.4,45.99,1.1,25.25,81.61,4.6,10.54,,246.0,Poor
+Delhi,2016-05-09,77.34,168.66,3.71,48.67,43.92,51.11,1.04,18.97,79.06,3.04,6.31,,225.0,Poor
+Delhi,2016-05-10,73.55,174.94,5.87,57.52,54.56,43.66,1.05,22.26,68.57,3.71,14.27,,221.0,Poor
+Delhi,2016-05-11,66.49,112.6,6.74,52.3,50.94,53.04,0.98,16.32,61.02,2.99,12.34,,185.0,Moderate
+Delhi,2016-05-12,100.09,207.98,14.69,64.25,67.9,66.64,1.34,17.95,76.43,4.2,14.3,,218.0,Poor
+Delhi,2016-05-13,99.88,250.51,37.0,60.29,80.62,56.26,1.1,16.54,95.52,5.83,18.17,,310.0,Very Poor
+Delhi,2016-05-14,105.51,292.64,46.21,67.71,78.61,52.87,1.44,20.49,86.22,6.12,19.79,,307.0,Very Poor
+Delhi,2016-05-15,128.85,379.8,50.68,57.06,64.22,46.77,1.83,18.7,56.63,6.57,17.73,,325.0,Very Poor
+Delhi,2016-05-16,94.89,247.95,37.68,58.46,85.72,31.0,1.12,21.19,62.4,4.32,10.12,,316.0,Very Poor
+Delhi,2016-05-17,92.95,249.27,32.62,62.4,98.0,29.12,1.19,27.34,89.66,4.72,9.81,,302.0,Very Poor
+Delhi,2016-05-18,117.64,266.72,52.8,80.57,118.39,26.39,1.76,31.96,105.42,5.44,13.84,,318.0,Very Poor
+Delhi,2016-05-19,94.22,219.01,11.17,67.73,74.26,43.64,1.86,27.98,85.76,3.74,9.37,,300.0,Poor
+Delhi,2016-05-20,70.86,186.97,7.21,52.02,55.3,57.83,1.07,12.82,77.8,2.58,8.41,,246.0,Poor
+Delhi,2016-05-21,78.02,233.72,4.48,48.23,45.61,55.28,0.96,13.08,107.9,1.88,4.19,,255.0,Poor
+Delhi,2016-05-22,66.3,149.31,4.99,53.42,50.1,46.09,0.99,15.3,101.65,1.16,2.82,,218.0,Poor
+Delhi,2016-05-23,87.31,163.9,5.25,45.86,47.55,40.22,0.79,16.69,93.48,0.87,2.5,,252.0,Poor
+Delhi,2016-05-24,57.35,103.26,12.6,43.57,53.77,36.69,0.89,13.46,75.38,0.99,3.18,,190.0,Moderate
+Delhi,2016-05-25,105.02,240.52,14.64,50.77,61.13,48.53,1.48,13.98,126.55,1.86,5.87,,256.0,Poor
+Delhi,2016-05-26,111.22,293.73,22.75,48.12,58.91,42.29,1.06,11.79,160.06,1.57,5.7,,311.0,Very Poor
+Delhi,2016-05-27,180.71,379.29,25.71,50.38,65.02,43.19,1.29,13.73,169.35,2.65,8.03,,381.0,Very Poor
+Delhi,2016-05-28,109.82,314.0,8.63,34.37,35.37,29.71,0.96,15.48,120.76,1.62,8.72,,409.0,Severe
+Delhi,2016-05-29,42.67,169.36,3.57,35.71,22.06,30.46,0.87,10.6,101.26,0.66,1.44,,269.0,Poor
+Delhi,2016-05-30,56.87,101.24,21.03,50.18,64.65,39.34,1.39,11.3,73.43,2.4,9.91,,187.0,Moderate
+Delhi,2016-05-31,101.54,214.14,31.68,49.41,78.79,47.17,1.29,9.15,83.4,4.76,18.77,,225.0,Poor
+Delhi,2016-06-01,76.56,251.87,17.71,44.55,57.7,37.91,1.04,13.11,86.34,4.57,10.9,,283.0,Poor
+Delhi,2016-06-02,81.4,298.5,26.72,49.88,73.71,37.86,1.3,13.87,94.77,4.72,10.98,,316.0,Very Poor
+Delhi,2016-06-03,138.97,296.64,53.59,74.99,108.21,44.94,1.7,21.41,129.18,8.08,24.79,,361.0,Very Poor
+Delhi,2016-06-04,137.81,274.63,26.48,75.26,92.33,47.59,1.48,15.4,115.31,5.88,20.24,,330.0,Very Poor
+Delhi,2016-06-05,77.72,166.28,4.05,36.69,33.03,51.64,0.99,11.7,78.8,2.31,10.45,,256.0,Poor
+Delhi,2016-06-06,84.61,208.17,8.11,45.47,45.71,35.52,1.48,14.68,100.24,2.73,12.57,,237.0,Poor
+Delhi,2016-06-07,66.72,152.18,8.77,45.5,52.2,33.33,1.77,15.9,82.33,3.28,16.6,,246.0,Poor
+Delhi,2016-06-08,64.08,143.88,7.96,57.31,61.05,32.67,1.45,19.95,79.75,4.35,16.88,,202.0,Poor
+Delhi,2016-06-09,64.95,187.69,15.09,49.67,63.99,35.28,1.75,15.09,84.94,4.18,13.88,,209.0,Poor
+Delhi,2016-06-10,75.75,239.74,20.49,51.75,71.2,30.18,3.84,18.14,92.8,4.58,15.79,,262.0,Poor
+Delhi,2016-06-11,69.25,225.52,15.79,38.84,53.11,37.83,3.61,9.83,68.93,4.66,13.22,,280.0,Poor
+Delhi,2016-06-12,70.71,272.34,19.62,40.04,59.25,33.33,2.59,9.78,70.91,3.45,10.63,,279.0,Poor
+Delhi,2016-06-13,96.72,332.91,20.53,34.52,56.84,34.24,3.24,10.14,98.09,4.68,8.25,,357.0,Very Poor
+Delhi,2016-06-14,59.02,197.51,27.2,38.55,68.18,38.65,3.44,8.29,57.42,6.15,9.97,,266.0,Poor
+Delhi,2016-06-15,102.42,330.36,18.12,37.74,55.24,42.47,1.59,11.23,65.24,4.53,17.16,,330.0,Very Poor
+Delhi,2016-06-16,62.37,109.42,7.69,30.44,32.88,34.5,2.49,9.89,56.97,2.66,9.95,,248.0,Poor
+Delhi,2016-06-17,67.76,120.06,16.21,41.27,52.49,32.53,1.87,10.43,59.25,2.66,10.79,,172.0,Moderate
+Delhi,2016-06-18,79.17,142.57,7.3,33.98,35.75,33.32,1.94,8.64,68.32,2.64,9.0,,234.0,Poor
+Delhi,2016-06-19,101.31,101.54,7.47,32.55,34.9,34.93,2.64,9.51,56.24,2.99,6.88,,201.0,Poor
+Delhi,2016-06-20,83.1,84.18,11.99,40.24,47.72,34.93,2.11,11.24,52.76,3.21,9.95,,206.0,Poor
+Delhi,2016-06-21,72.33,54.85,6.49,32.04,32.95,35.69,2.49,10.54,43.4,2.81,6.77,,159.0,Moderate
+Delhi,2016-06-22,75.14,99.89,9.12,31.89,37.74,31.53,3.73,7.88,51.74,3.39,9.43,,187.0,Moderate
+Delhi,2016-06-23,91.63,98.88,10.88,37.7,44.63,28.31,2.11,8.34,55.92,3.55,10.1,,228.0,Poor
+Delhi,2016-06-24,100.02,331.1,15.97,45.29,60.69,33.1,2.02,9.03,101.3,3.84,12.19,,284.0,Poor
+Delhi,2016-06-25,67.12,175.26,4.67,50.91,51.52,43.4,1.09,10.87,79.26,2.77,10.31,,310.0,Very Poor
+Delhi,2016-06-26,48.0,86.63,4.54,40.57,42.04,39.05,0.85,8.71,58.37,2.99,9.68,,158.0,Moderate
+Delhi,2016-06-27,76.76,112.46,5.66,37.28,37.28,39.39,1.71,7.63,51.76,2.29,9.34,,154.0,Moderate
+Delhi,2016-06-28,80.89,96.05,12.43,40.07,49.02,35.05,3.0,9.77,55.61,2.91,14.57,,187.0,Moderate
+Delhi,2016-06-29,60.67,68.43,7.96,37.01,39.52,33.03,2.08,10.22,44.44,2.51,9.39,,180.0,Moderate
+Delhi,2016-06-30,69.65,103.25,9.49,34.17,39.9,31.42,2.39,9.43,51.31,2.96,9.9,,190.0,Moderate
+Delhi,2016-07-01,58.21,113.1,12.65,29.28,40.04,42.08,2.23,7.97,37.35,3.0,8.64,,164.0,Moderate
+Delhi,2016-07-02,57.24,96.62,15.31,33.9,48.12,36.91,2.93,7.81,40.49,3.18,12.52,,148.0,Moderate
+Delhi,2016-07-03,67.6,95.26,10.6,36.79,41.59,35.43,2.78,8.77,48.9,2.96,13.77,,154.0,Moderate
+Delhi,2016-07-04,57.1,75.83,14.67,37.93,50.05,35.38,1.72,8.88,52.3,2.79,9.43,,160.0,Moderate
+Delhi,2016-07-05,68.71,162.2,21.67,47.24,67.91,42.46,2.22,8.51,55.57,3.29,11.92,,165.0,Moderate
+Delhi,2016-07-06,77.71,143.29,11.31,34.78,43.72,52.72,2.64,7.6,57.81,3.05,8.64,,210.0,Poor
+Delhi,2016-07-07,54.5,80.82,6.51,27.69,29.77,37.18,2.18,8.73,42.67,2.53,6.88,,158.0,Moderate
+Delhi,2016-07-08,54.96,98.86,14.06,42.07,51.85,40.9,1.58,8.38,45.55,3.06,10.18,,172.0,Moderate
+Delhi,2016-07-09,52.95,87.81,13.01,30.77,41.97,40.31,1.96,7.73,45.1,2.59,9.41,,151.0,Moderate
+Delhi,2016-07-10,59.13,86.18,12.96,35.91,46.19,37.92,1.72,7.94,43.24,2.95,10.42,,143.0,Moderate
+Delhi,2016-07-11,60.92,74.51,13.86,33.57,45.91,38.15,1.08,7.74,42.22,3.58,8.87,,156.0,Moderate
+Delhi,2016-07-12,39.32,57.16,24.89,32.55,58.24,33.66,2.36,9.06,43.95,3.21,18.14,,108.0,Moderate
+Delhi,2016-07-13,71.53,79.1,29.55,31.96,57.77,43.92,1.82,8.23,50.01,3.75,17.84,,163.0,Moderate
+Delhi,2016-07-14,73.51,56.29,31.24,29.7,54.28,61.03,5.0,7.39,47.3,3.87,13.39,,247.0,Poor
+Delhi,2016-07-15,52.88,88.23,24.44,29.17,46.93,38.79,4.65,6.58,36.35,2.84,8.34,,123.0,Moderate
+Delhi,2016-07-16,50.99,44.48,14.85,22.38,37.7,40.89,1.21,7.18,33.31,3.47,5.86,,106.0,Moderate
+Delhi,2016-07-17,75.93,38.59,14.17,15.75,29.63,33.83,2.48,7.0,28.11,3.43,5.89,,202.0,Poor
+Delhi,2016-07-18,44.08,77.07,24.72,32.85,54.62,51.53,1.47,7.31,36.73,4.26,10.89,,120.0,Moderate
+Delhi,2016-07-19,42.14,166.27,20.73,31.4,48.11,55.76,1.31,6.78,44.7,4.26,9.89,,135.0,Moderate
+Delhi,2016-07-20,56.86,203.09,24.36,34.96,60.14,31.06,1.16,9.36,61.07,2.37,7.57,,245.0,Poor
+Delhi,2016-07-21,45.64,240.86,32.54,37.8,79.06,32.92,0.87,7.27,56.3,2.34,6.11,,280.0,Poor
+Delhi,2016-07-22,48.36,157.41,20.2,37.42,58.72,37.84,1.14,8.63,64.4,1.91,11.74,,269.0,Poor
+Delhi,2016-07-23,42.09,80.14,8.85,23.88,28.63,35.77,0.84,7.23,51.32,1.96,5.07,,163.0,Moderate
+Delhi,2016-07-24,59.4,124.47,15.95,56.56,69.2,38.44,1.45,8.91,65.42,2.97,9.41,,,
+Delhi,2016-07-25,76.29,163.57,19.52,58.4,73.04,45.77,1.32,7.93,62.62,3.39,12.4,,195.0,Moderate
+Delhi,2016-07-26,54.5,95.08,11.64,40.48,50.72,48.6,1.08,8.2,52.3,2.91,10.16,,163.0,Moderate
+Delhi,2016-07-27,40.55,58.09,25.41,40.86,65.28,42.48,1.36,10.82,56.73,4.88,14.13,,108.0,Moderate
+Delhi,2016-07-28,46.44,68.69,27.67,42.81,68.89,40.28,1.34,9.95,72.25,4.81,18.68,,134.0,Moderate
+Delhi,2016-07-29,56.16,76.89,38.7,44.18,82.68,41.18,1.76,9.87,70.34,5.25,20.12,,155.0,Moderate
+Delhi,2016-07-30,42.7,50.0,29.68,36.78,68.62,36.4,1.55,8.69,49.28,4.77,16.89,,116.0,Moderate
+Delhi,2016-07-31,48.03,70.62,23.7,32.5,54.99,37.62,1.29,8.01,85.11,4.25,15.17,,136.0,Moderate
+Delhi,2016-08-01,43.47,53.42,17.15,29.86,48.93,35.28,1.29,10.33,68.03,3.55,14.22,,150.0,Moderate
+Delhi,2016-08-02,43.55,55.33,24.58,34.87,56.3,34.99,2.69,8.23,91.54,2.99,19.32,,121.0,Moderate
+Delhi,2016-08-03,50.86,67.92,23.29,36.14,56.77,32.14,1.35,6.96,92.81,2.01,28.25,,149.0,Moderate
+Delhi,2016-08-04,49.04,87.48,17.77,35.93,53.75,32.45,0.92,9.03,86.42,2.26,20.91,,178.0,Moderate
+Delhi,2016-08-05,39.3,78.77,11.79,33.68,42.56,32.81,1.2,9.36,63.17,2.26,12.08,,120.0,Moderate
+Delhi,2016-08-06,43.86,76.69,23.12,38.29,60.55,32.22,2.13,9.81,68.19,2.28,19.87,,140.0,Moderate
+Delhi,2016-08-07,42.84,75.19,15.7,31.42,42.34,28.89,2.48,10.02,67.17,2.02,14.34,,142.0,Moderate
+Delhi,2016-08-08,44.04,82.26,16.52,34.27,48.51,29.3,1.37,8.48,73.28,1.93,11.98,,141.0,Moderate
+Delhi,2016-08-09,41.29,64.76,16.97,29.05,43.48,27.23,2.93,8.02,59.76,1.78,10.33,,125.0,Moderate
+Delhi,2016-08-10,39.28,54.92,15.91,30.76,43.16,29.55,1.6,9.75,53.53,1.92,11.58,,127.0,Moderate
+Delhi,2016-08-11,30.66,32.79,18.9,29.78,46.0,24.79,2.22,8.37,54.64,1.55,8.33,,119.0,Moderate
+Delhi,2016-08-12,42.15,84.46,31.69,34.9,66.83,23.83,1.39,8.73,70.12,2.22,11.94,,111.0,Moderate
+Delhi,2016-08-13,56.45,92.71,30.9,43.49,73.1,31.35,1.53,7.77,68.22,2.92,11.82,,132.0,Moderate
+Delhi,2016-08-14,40.81,80.14,38.03,42.53,81.71,32.09,1.28,12.53,81.39,2.39,12.1,,149.0,Moderate
+Delhi,2016-08-15,39.51,185.99,30.79,32.96,65.3,27.89,2.15,8.87,91.79,1.43,4.52,,166.0,Moderate
+Delhi,2016-08-16,49.04,245.72,25.06,28.74,53.79,26.6,3.78,7.97,83.64,0.9,3.17,,274.0,Poor
+Delhi,2016-08-17,62.19,247.59,24.1,36.46,58.74,25.64,0.95,11.16,85.32,2.15,8.31,,295.0,Poor
+Delhi,2016-08-18,55.55,132.65,22.7,51.48,65.74,30.91,1.23,9.22,72.82,2.48,11.8,,219.0,Poor
+Delhi,2016-08-19,59.03,153.16,22.45,43.97,62.04,28.14,1.15,8.84,69.54,2.83,15.47,,169.0,Moderate
+Delhi,2016-08-20,48.57,90.68,10.1,35.84,41.77,26.51,1.59,8.56,59.67,1.48,12.22,,174.0,Moderate
+Delhi,2016-08-21,28.01,65.58,5.42,27.58,29.64,23.44,3.11,9.02,42.88,1.1,4.52,,111.0,Moderate
+Delhi,2016-08-22,28.6,78.83,8.46,31.31,33.5,23.44,2.59,7.97,43.07,1.45,6.72,,93.0,Satisfactory
+Delhi,2016-08-23,38.99,85.48,7.8,39.47,40.84,26.3,1.25,8.06,50.23,3.22,11.41,,107.0,Moderate
+Delhi,2016-08-24,43.35,73.22,11.04,32.04,37.18,22.95,1.17,10.86,48.2,3.11,12.66,,127.0,Moderate
+Delhi,2016-08-25,45.88,118.92,28.83,35.41,56.77,30.36,0.99,8.23,32.24,8.35,14.36,,93.0,Satisfactory
+Delhi,2016-08-26,54.13,125.44,44.27,35.61,79.24,39.87,1.0,9.57,41.9,7.06,23.65,,142.0,Moderate
+Delhi,2016-08-27,56.56,,7.36,20.84,20.11,,0.36,7.91,26.55,7.29,16.03,,93.0,Satisfactory
+Delhi,2016-08-28,57.09,170.2,12.69,28.7,38.71,31.55,1.67,7.04,27.7,4.97,13.2,,224.0,Poor
+Delhi,2016-08-29,54.73,189.12,19.0,37.48,52.4,29.89,1.1,8.92,40.47,5.01,17.09,,169.0,Moderate
+Delhi,2016-08-30,48.93,89.57,17.92,42.73,53.37,29.36,1.12,9.22,41.9,4.12,18.54,,110.0,Moderate
+Delhi,2016-08-31,37.1,60.16,21.97,41.82,59.5,28.42,2.07,8.72,41.57,2.64,16.6,,100.0,Satisfactory
+Delhi,2016-09-01,28.06,47.47,32.06,51.78,87.95,23.08,1.22,9.47,54.7,2.55,13.23,,109.0,Moderate
+Delhi,2016-09-02,44.31,111.18,35.83,41.71,84.99,26.32,0.98,9.37,64.8,2.63,10.27,,154.0,Moderate
+Delhi,2016-09-03,46.77,208.01,30.88,40.85,76.16,23.2,0.91,10.09,68.7,2.73,10.03,,216.0,Poor
+Delhi,2016-09-04,57.64,269.42,32.6,31.96,68.02,22.02,0.91,9.05,56.8,2.03,6.07,,262.0,Poor
+Delhi,2016-09-05,45.37,246.81,35.47,33.42,72.7,19.68,1.17,9.87,57.01,1.42,4.49,,260.0,Poor
+Delhi,2016-09-06,50.42,282.23,31.2,34.74,69.03,19.05,2.99,10.61,61.24,1.91,5.54,,329.0,Very Poor
+Delhi,2016-09-07,50.73,233.83,30.1,39.21,70.35,18.99,2.16,14.63,75.45,2.19,7.1,,291.0,Poor
+Delhi,2016-09-08,71.72,260.6,31.37,39.69,70.75,20.58,1.41,12.02,63.76,2.31,8.63,,300.0,Poor
+Delhi,2016-09-09,87.99,277.61,34.45,43.67,76.55,21.51,2.39,10.34,49.75,2.63,9.22,,335.0,Very Poor
+Delhi,2016-09-10,45.7,190.45,29.83,38.14,63.72,21.07,0.75,10.81,55.82,2.4,9.22,,240.0,Poor
+Delhi,2016-09-11,45.89,164.1,32.14,40.58,67.7,20.4,2.36,10.92,52.36,2.08,6.37,,177.0,Moderate
+Delhi,2016-09-12,49.7,178.47,32.77,39.41,68.85,21.52,2.12,9.59,54.62,1.92,7.5,,178.0,Moderate
+Delhi,2016-09-13,57.08,184.5,31.66,43.84,75.96,25.79,1.62,10.93,63.46,2.47,13.54,,193.0,Moderate
+Delhi,2016-09-14,47.36,109.64,20.69,45.6,62.62,23.03,1.25,11.21,64.32,2.19,9.77,,150.0,Moderate
+Delhi,2016-09-15,79.99,198.81,21.15,54.73,69.82,28.2,1.26,11.6,77.97,3.1,10.98,,215.0,Poor
+Delhi,2016-09-16,67.11,185.86,17.87,57.22,67.78,27.03,0.95,12.39,70.09,2.71,8.79,,233.0,Poor
+Delhi,2016-09-17,81.9,207.91,28.14,56.8,83.1,29.48,0.99,12.78,75.84,2.55,8.73,,220.0,Poor
+Delhi,2016-09-18,86.16,185.57,17.63,56.82,67.1,29.26,1.28,10.89,74.51,2.35,8.81,,266.0,Poor
+Delhi,2016-09-19,75.02,143.48,24.51,67.37,74.28,34.17,1.08,14.63,88.62,1.9,5.99,,192.0,Moderate
+Delhi,2016-09-20,94.23,141.3,38.6,86.2,94.51,28.66,1.3,16.12,134.72,1.26,5.13,,264.0,Poor
+Delhi,2016-09-21,89.62,131.06,30.07,70.0,59.15,29.75,0.89,17.12,144.45,0.78,4.81,,284.0,Poor
+Delhi,2016-09-22,32.73,67.29,10.98,44.35,46.71,27.78,0.8,13.44,72.31,0.78,8.97,,150.0,Moderate
+Delhi,2016-09-23,55.64,125.31,13.63,57.24,64.51,29.48,1.18,13.77,78.31,1.21,8.94,,134.0,Moderate
+Delhi,2016-09-24,56.46,112.36,19.78,53.66,65.52,30.1,1.03,14.63,67.97,1.34,8.78,,197.0,Moderate
+Delhi,2016-09-25,56.64,137.48,29.6,55.69,81.12,27.69,1.24,15.5,73.87,1.23,7.19,,175.0,Moderate
+Delhi,2016-09-26,89.09,194.71,44.43,68.3,105.76,32.26,1.35,15.11,89.95,1.8,11.46,,236.0,Poor
+Delhi,2016-09-27,52.49,109.5,10.51,41.03,46.9,29.98,0.71,13.68,62.19,0.88,5.71,,185.0,Moderate
+Delhi,2016-09-28,105.43,260.01,17.52,100.66,58.72,40.17,0.49,11.94,113.81,0.81,6.44,,103.0,Moderate
+Delhi,2016-09-29,101.84,189.62,11.5,63.0,51.96,37.22,0.97,15.28,96.64,1.15,5.75,,289.0,Poor
+Delhi,2016-09-30,84.33,179.81,20.59,65.05,61.77,32.18,1.01,15.0,87.95,1.03,5.39,,224.0,Poor
+Delhi,2016-10-01,117.28,232.03,40.76,73.71,90.15,40.08,1.4,24.55,109.06,1.82,11.99,,312.0,Very Poor
+Delhi,2016-10-02,81.87,199.61,30.59,59.82,70.18,35.58,1.13,16.28,75.58,1.46,7.63,,234.0,Poor
+Delhi,2016-10-03,103.12,210.04,26.23,66.31,68.95,43.92,1.09,12.96,97.36,1.34,6.11,,282.0,Poor
+Delhi,2016-10-04,159.8,272.34,33.0,78.18,84.42,50.14,1.3,13.68,123.99,2.18,8.16,,351.0,Very Poor
+Delhi,2016-10-05,81.71,150.37,57.77,77.96,108.73,46.47,1.26,14.4,85.94,3.03,12.57,,232.0,Poor
+Delhi,2016-10-06,117.86,229.25,42.23,87.85,98.02,54.59,1.3,15.09,109.08,2.95,10.35,,280.0,Poor
+Delhi,2016-10-07,114.06,274.97,61.5,74.99,105.6,47.26,1.28,14.63,97.13,1.9,6.14,,311.0,Very Poor
+Delhi,2016-10-08,132.11,317.62,81.06,76.99,126.03,42.99,1.54,14.9,98.7,2.16,6.68,,408.0,Severe
+Delhi,2016-10-09,144.47,317.13,85.77,92.64,134.38,43.55,1.42,17.2,128.17,2.35,12.39,,416.0,Severe
+Delhi,2016-10-10,125.8,290.85,79.04,88.86,126.5,39.72,1.24,17.3,112.52,2.65,11.52,,387.0,Very Poor
+Delhi,2016-10-11,134.84,327.75,62.55,83.87,120.1,36.52,1.6,16.52,104.67,2.09,5.34,,408.0,Severe
+Delhi,2016-10-12,114.3,309.88,70.71,83.3,123.85,31.55,1.05,20.1,93.47,2.28,5.67,,405.0,Severe
+Delhi,2016-10-13,86.93,295.1,102.46,81.11,113.0,27.85,0.84,19.17,78.81,2.26,7.16,,371.0,Very Poor
+Delhi,2016-10-14,94.83,303.27,90.53,87.15,111.96,29.54,1.31,20.72,87.84,1.9,7.31,,375.0,Very Poor
+Delhi,2016-10-15,144.98,368.81,80.18,108.83,104.39,34.74,1.26,22.1,120.33,2.27,8.31,,400.0,Very Poor
+Delhi,2016-10-16,132.01,316.53,79.81,89.01,109.33,34.88,1.32,24.72,99.74,1.64,7.21,,430.0,Severe
+Delhi,2016-10-17,149.35,346.31,105.43,94.29,129.43,37.11,2.19,27.27,112.83,2.22,11.14,,425.0,Severe
+Delhi,2016-10-18,161.49,352.64,80.88,95.27,118.3,39.9,1.6,22.25,101.0,2.12,9.35,,438.0,Severe
+Delhi,2016-10-19,140.57,339.79,105.08,91.52,85.54,39.26,1.48,24.66,73.0,1.63,6.63,,428.0,Severe
+Delhi,2016-10-20,135.9,361.08,169.53,90.28,98.14,44.98,1.83,24.72,107.03,2.09,7.52,,425.0,Severe
+Delhi,2016-10-21,161.11,477.65,166.64,88.27,107.99,46.41,2.14,26.66,32.06,4.5,10.99,,496.0,Severe
+Delhi,2016-10-22,140.92,442.68,140.89,84.96,115.83,47.03,1.44,20.7,53.5,3.61,9.22,,472.0,Severe
+Delhi,2016-10-23,182.14,372.09,54.87,90.22,85.75,44.08,1.11,19.38,122.74,1.79,5.2,,470.0,Severe
+Delhi,2016-10-24,164.51,367.17,68.9,88.17,99.44,37.79,1.42,21.68,109.22,1.62,5.17,,454.0,Severe
+Delhi,2016-10-25,115.76,290.42,125.4,82.7,107.03,38.89,1.63,23.46,83.78,2.72,10.24,,396.0,Very Poor
+Delhi,2016-10-26,209.27,413.49,144.66,111.23,121.37,48.82,1.88,25.0,85.57,4.98,14.6,,413.0,Severe
+Delhi,2016-10-27,296.27,535.53,127.68,120.07,126.63,58.75,1.94,23.95,82.06,8.97,24.05,,558.0,Severe
+Delhi,2016-10-28,318.57,503.0,137.36,119.42,134.89,64.34,1.91,27.89,107.12,10.61,27.31,,570.0,Severe
+Delhi,2016-10-29,350.39,516.59,208.23,162.5,167.24,79.24,2.65,54.38,139.22,13.02,60.08,,554.0,Severe
+Delhi,2016-10-30,355.77,528.41,162.93,112.59,142.64,89.56,2.28,40.23,257.73,10.29,35.64,,522.0,Severe
+Delhi,2016-10-31,434.92,521.21,181.22,113.21,174.25,95.27,2.36,71.56,153.52,9.61,21.68,,520.0,Severe
+Delhi,2016-11-01,394.59,537.51,144.25,120.66,159.5,91.77,2.09,33.34,193.31,9.95,24.21,,550.0,Severe
+Delhi,2016-11-02,537.96,693.21,121.1,149.12,157.33,111.69,2.8,26.66,160.01,11.45,30.13,,593.0,Severe
+Delhi,2016-11-03,482.4,483.99,127.32,148.92,116.45,104.84,2.78,29.4,108.33,11.64,34.69,,625.0,Severe
+Delhi,2016-11-04,342.45,475.1,158.66,131.92,69.68,88.02,2.23,25.93,177.07,9.52,33.1,,480.0,Severe
+Delhi,2016-11-05,588.39,763.58,135.71,113.31,90.09,89.1,2.2,22.21,39.05,7.31,16.61,,603.0,Severe
+Delhi,2016-11-06,685.36,708.8,155.53,128.15,97.62,96.22,3.23,22.61,39.21,9.98,27.66,,676.0,Severe
+Delhi,2016-11-07,488.57,527.64,159.5,123.36,94.03,72.81,2.21,23.88,33.33,8.95,23.12,,716.0,Severe
+Delhi,2016-11-08,338.38,471.47,75.56,92.18,54.81,55.65,1.32,21.36,35.0,6.2,11.18,,542.0,Severe
+Delhi,2016-11-09,307.08,415.79,111.51,103.26,67.31,58.89,1.38,21.52,33.89,6.99,13.52,,455.0,Severe
+Delhi,2016-11-10,291.71,464.27,124.82,133.98,63.54,73.93,1.61,29.45,42.27,5.66,16.26,,471.0,Severe
+Delhi,2016-11-11,295.88,491.38,139.59,147.03,56.6,88.96,1.62,35.04,50.03,6.49,22.29,,514.0,Severe
+Delhi,2016-11-12,277.67,437.21,145.02,127.18,54.53,81.99,1.49,34.7,43.22,5.22,18.04,,491.0,Severe
+Delhi,2016-11-13,228.16,388.97,158.78,113.74,54.67,67.76,1.24,51.78,66.96,5.0,14.05,,469.0,Severe
+Delhi,2016-11-14,194.2,266.97,177.98,119.58,63.27,49.95,0.91,22.7,63.1,3.09,8.37,,404.0,Severe
+Delhi,2016-11-15,236.09,399.5,152.13,116.66,80.86,59.24,1.49,21.98,37.37,6.53,16.84,,379.0,Very Poor
+Delhi,2016-11-16,291.98,391.88,131.41,109.65,79.95,53.33,1.34,23.97,35.58,6.64,16.56,,428.0,Severe
+Delhi,2016-11-17,351.47,412.95,69.58,96.23,60.3,41.1,0.73,21.65,37.74,5.08,11.4,,504.0,Severe
+Delhi,2016-11-18,237.21,409.98,92.48,102.95,55.83,43.06,0.87,23.11,37.26,5.05,11.2,,512.0,Severe
+Delhi,2016-11-19,285.71,412.35,112.39,114.11,63.07,55.83,1.16,30.47,48.81,6.3,22.82,,494.0,Severe
+Delhi,2016-11-20,323.74,350.18,120.28,117.17,39.98,80.15,1.52,27.23,53.69,6.63,27.78,,438.0,Severe
+Delhi,2016-11-21,340.61,439.26,165.78,128.85,62.48,81.94,1.6,26.25,50.47,7.12,21.98,,474.0,Severe
+Delhi,2016-11-22,281.76,399.82,127.69,111.52,58.08,63.32,1.55,25.26,32.17,5.53,14.85,,471.0,Severe
+Delhi,2016-11-23,174.56,443.12,103.4,98.73,58.08,48.28,1.24,30.13,38.25,5.12,10.79,,432.0,Severe
+Delhi,2016-11-24,216.1,478.72,133.15,109.5,84.1,55.54,1.21,22.29,35.12,5.57,12.74,,397.0,Very Poor
+Delhi,2016-11-25,136.21,399.13,32.87,68.9,39.01,28.84,0.41,20.99,40.07,3.18,6.51,,375.0,Very Poor
+Delhi,2016-11-26,113.3,325.47,37.55,70.01,43.19,25.22,0.46,23.22,39.94,3.24,6.72,,330.0,Very Poor
+Delhi,2016-11-27,128.7,336.16,35.91,71.29,40.84,26.73,0.65,22.68,38.99,3.16,5.83,,347.0,Very Poor
+Delhi,2016-11-28,127.5,312.58,90.6,82.99,46.87,28.3,0.91,29.33,36.12,4.29,9.66,,274.0,Poor
+Delhi,2016-11-29,236.58,489.62,158.47,133.28,88.78,64.54,1.75,27.59,40.89,7.42,21.69,,360.0,Very Poor
+Delhi,2016-11-30,246.25,437.91,80.12,95.64,54.63,84.51,1.16,20.23,44.16,5.82,15.23,,441.0,Severe
+Delhi,2016-12-01,263.61,473.72,100.79,83.15,59.64,79.35,1.25,19.08,49.44,7.06,22.44,,418.0,Severe
+Delhi,2016-12-02,263.25,422.11,143.08,101.67,79.26,77.5,1.05,20.38,34.89,8.15,18.27,,474.0,Severe
+Delhi,2016-12-03,196.6,432.38,102.23,97.75,54.62,51.11,1.41,23.49,34.86,7.23,16.4,,419.0,Severe
+Delhi,2016-12-04,223.3,426.63,135.19,109.4,54.22,68.69,1.93,22.96,33.98,7.43,18.49,,379.0,Very Poor
+Delhi,2016-12-05,204.6,417.29,91.66,78.79,39.67,27.41,1.55,23.92,31.6,5.88,12.62,,389.0,Very Poor
+Delhi,2016-12-06,293.91,497.31,110.07,96.68,69.09,56.8,1.86,23.11,38.89,9.28,23.99,,402.0,Severe
+Delhi,2016-12-07,283.61,414.27,64.52,81.86,59.67,49.99,1.34,23.69,53.91,8.84,20.43,,472.0,Severe
+Delhi,2016-12-08,238.21,374.88,70.46,72.44,52.25,36.31,1.53,22.2,36.02,7.67,15.66,,422.0,Severe
+Delhi,2016-12-09,295.62,502.98,106.85,71.44,62.21,40.93,1.66,23.47,38.31,7.92,19.77,,443.0,Severe
+Delhi,2016-12-10,189.09,249.35,30.67,58.86,29.83,34.4,0.84,20.83,41.6,5.22,9.15,,413.0,Severe
+Delhi,2016-12-11,199.12,294.81,46.99,50.79,27.33,29.59,1.25,22.65,37.83,6.73,14.23,,351.0,Very Poor
+Delhi,2016-12-12,210.28,365.65,138.78,76.9,56.19,50.66,2.39,23.52,30.87,8.52,20.42,,418.0,Severe
+Delhi,2016-12-13,209.91,438.88,143.91,76.81,60.13,40.75,1.32,21.71,32.12,8.55,20.95,,413.0,Severe
+Delhi,2016-12-14,154.55,336.29,81.54,66.38,45.44,39.57,0.92,18.5,33.54,7.35,15.83,,379.0,Very Poor
+Delhi,2016-12-15,167.64,345.07,67.1,61.53,30.43,32.77,1.06,20.65,34.65,6.85,11.87,,359.0,Very Poor
+Delhi,2016-12-16,200.78,443.63,137.47,85.26,53.52,42.38,1.45,23.5,33.68,7.66,17.03,,390.0,Very Poor
+Delhi,2016-12-17,229.35,450.31,110.1,88.54,45.05,52.64,1.16,21.22,33.35,7.31,15.69,,437.0,Severe
+Delhi,2016-12-18,232.33,433.94,110.14,86.92,62.67,61.3,1.17,21.99,34.3,5.98,12.53,,411.0,Severe
+Delhi,2016-12-19,236.24,445.54,87.1,88.02,65.09,61.04,0.92,21.32,31.86,5.95,10.48,,443.0,Severe
+Delhi,2016-12-20,161.92,324.2,34.1,68.35,45.61,45.61,0.61,22.9,34.48,3.64,5.67,,377.0,Very Poor
+Delhi,2016-12-21,131.95,291.75,51.31,66.67,44.05,40.01,0.81,22.63,33.78,4.0,6.24,,317.0,Very Poor
+Delhi,2016-12-22,187.3,399.43,99.49,82.03,51.92,50.67,1.14,24.9,37.52,5.12,9.98,,349.0,Very Poor
+Delhi,2016-12-23,364.15,616.99,149.58,122.88,67.02,90.37,1.92,22.09,45.0,7.55,18.78,,470.0,Severe
+Delhi,2016-12-24,411.8,605.65,93.94,114.03,41.37,99.22,1.65,19.54,41.56,7.38,22.05,,576.0,Severe
+Delhi,2016-12-25,232.41,346.57,30.11,59.88,36.84,61.98,0.7,19.37,38.99,4.04,7.14,,412.0,Severe
+Delhi,2016-12-26,154.26,307.64,61.69,65.49,56.57,51.87,0.66,22.82,36.31,4.36,7.7,,338.0,Very Poor
+Delhi,2016-12-27,213.2,395.37,114.55,93.45,56.14,47.88,0.94,24.51,36.9,6.13,11.06,,319.0,Very Poor
+Delhi,2016-12-28,273.82,515.41,192.34,129.41,67.59,60.4,1.61,26.1,40.19,7.04,16.43,,455.0,Severe
+Delhi,2016-12-29,339.96,535.68,103.69,108.76,33.56,88.44,1.3,21.6,55.09,7.29,18.01,,524.0,Severe
+Delhi,2016-12-30,231.1,368.9,30.99,62.46,33.89,54.58,0.96,23.47,43.97,6.93,12.43,,381.0,Very Poor
+Delhi,2016-12-31,211.16,353.61,40.62,56.66,44.59,52.53,1.14,23.82,42.84,8.03,17.16,,338.0,Very Poor
+Delhi,2017-01-01,191.5,402.31,103.24,66.19,55.29,55.92,1.31,25.13,50.03,8.39,19.94,,332.0,Very Poor
+Delhi,2017-01-02,247.79,440.18,221.03,95.55,80.85,66.57,1.47,22.29,47.86,8.96,18.92,,384.0,Very Poor
+Delhi,2017-01-03,255.33,390.67,155.29,90.79,53.89,58.97,1.28,25.33,42.9,7.65,13.96,,373.0,Very Poor
+Delhi,2017-01-04,248.01,341.15,186.07,91.07,71.88,68.53,1.55,23.11,41.13,7.26,16.51,,439.0,Severe
+Delhi,2017-01-05,215.42,352.83,141.69,87.15,64.41,61.04,1.24,25.15,41.95,5.73,12.89,,318.0,Very Poor
+Delhi,2017-01-06,194.12,278.62,67.81,65.86,37.59,58.18,0.9,20.52,44.04,5.01,11.17,,390.0,Very Poor
+Delhi,2017-01-07,154.52,170.19,20.42,38.85,20.32,36.9,0.77,22.19,47.75,4.48,7.42,,332.0,Very Poor
+Delhi,2017-01-08,136.98,218.67,37.15,52.31,28.25,29.21,0.63,32.22,45.09,3.54,8.22,,283.0,Poor
+Delhi,2017-01-09,141.88,266.86,76.63,64.33,57.96,36.32,0.77,24.76,42.66,5.04,10.38,,300.0,Poor
+Delhi,2017-01-10,108.26,239.51,55.04,59.2,49.05,28.52,0.71,19.1,36.04,3.76,7.49,,305.0,Very Poor
+Delhi,2017-01-11,146.04,314.69,65.31,67.72,56.02,31.36,0.79,21.36,29.92,4.36,7.8,,337.0,Very Poor
+Delhi,2017-01-12,216.73,423.24,111.19,79.35,75.14,43.41,0.95,20.33,32.17,6.13,11.09,,417.0,Severe
+Delhi,2017-01-13,232.37,426.02,109.5,85.07,71.97,45.76,1.03,24.71,33.09,6.29,12.12,,426.0,Severe
+Delhi,2017-01-14,309.28,318.52,113.37,84.75,49.23,36.49,0.37,11.7,29.53,3.22,7.2,,439.0,Severe
+Delhi,2017-01-15,222.66,281.83,45.03,63.97,33.71,24.33,0.45,17.67,24.93,3.04,6.1,,382.0,Very Poor
+Delhi,2017-01-16,188.08,284.88,38.14,60.94,37.11,39.47,0.93,20.6,33.86,3.98,7.94,,397.0,Very Poor
+Delhi,2017-01-17,177.67,206.63,39.9,51.44,35.24,33.13,0.63,18.44,36.21,3.79,6.3,,330.0,Very Poor
+Delhi,2017-01-18,218.63,268.67,57.03,66.94,38.35,31.97,0.7,20.52,34.21,6.36,13.3,,358.0,Very Poor
+Delhi,2017-01-19,227.68,225.03,30.18,55.95,22.56,25.48,0.6,20.86,34.42,5.75,11.47,,376.0,Very Poor
+Delhi,2017-01-20,217.55,207.03,43.74,63.7,36.69,31.55,0.6,22.23,39.1,4.8,9.03,,334.0,Very Poor
+Delhi,2017-01-21,349.98,226.74,51.87,63.36,30.05,19.27,0.03,17.93,18.33,1.05,1.49,,387.0,Very Poor
+Delhi,2017-01-22,286.6,360.04,78.33,63.71,38.59,24.1,0.09,18.75,19.1,1.24,2.6,,446.0,Severe
+Delhi,2017-01-23,189.45,277.25,80.42,67.27,46.06,33.51,0.53,20.61,20.57,3.67,8.67,,379.0,Very Poor
+Delhi,2017-01-24,230.94,386.49,122.41,92.12,77.3,56.08,1.3,24.56,37.93,7.11,18.8,,375.0,Very Poor
+Delhi,2017-01-25,241.78,370.37,128.62,88.02,51.5,69.27,1.08,23.95,40.58,7.0,21.75,,450.0,Severe
+Delhi,2017-01-26,135.87,166.57,22.6,50.39,27.1,48.42,0.32,22.04,34.78,3.7,8.16,,340.0,Very Poor
+Delhi,2017-01-27,74.92,80.21,32.05,42.24,31.15,31.84,0.35,18.11,36.05,2.29,4.47,,203.0,Poor
+Delhi,2017-01-28,109.13,144.49,34.83,45.82,33.52,28.3,0.44,18.1,36.87,3.75,6.52,,236.0,Poor
+Delhi,2017-01-29,132.35,171.91,39.04,46.68,34.02,28.3,0.35,18.12,39.39,3.36,5.81,,252.0,Poor
+Delhi,2017-01-30,166.71,276.2,110.02,65.43,57.64,40.53,0.83,20.29,36.47,5.54,10.22,,302.0,Very Poor
+Delhi,2017-01-31,214.23,316.16,176.81,82.78,73.16,54.92,0.79,22.81,35.58,6.63,18.38,,358.0,Very Poor
+Delhi,2017-02-01,136.02,251.31,97.62,64.08,50.05,46.63,0.9,19.51,34.75,4.32,9.29,,317.0,Very Poor
+Delhi,2017-02-02,198.24,410.79,190.34,93.86,67.78,60.67,1.26,18.84,36.78,6.76,15.89,,387.0,Very Poor
+Delhi,2017-02-03,194.99,427.02,155.9,88.38,66.62,62.33,1.26,19.98,39.02,5.72,14.11,,438.0,Severe
+Delhi,2017-02-04,186.65,324.14,70.65,62.01,40.48,57.26,0.92,17.04,43.9,4.05,11.24,,407.0,Severe
+Delhi,2017-02-05,146.49,286.46,33.48,49.57,29.4,40.73,0.84,18.3,44.68,2.87,6.0,,312.0,Very Poor
+Delhi,2017-02-06,176.04,414.89,87.2,60.62,54.74,46.21,1.03,17.23,35.21,4.0,9.33,,367.0,Very Poor
+Delhi,2017-02-07,77.85,218.27,31.01,55.29,34.25,28.73,0.62,16.07,36.12,2.5,5.44,,263.0,Poor
+Delhi,2017-02-08,129.1,325.78,66.7,69.98,54.66,31.42,0.83,17.2,34.28,3.57,7.19,,287.0,Poor
+Delhi,2017-02-09,133.12,303.04,61.19,67.24,53.3,39.7,0.75,20.84,36.78,3.34,7.05,,346.0,Very Poor
+Delhi,2017-02-10,120.43,272.12,66.43,62.77,55.46,47.34,0.68,20.09,35.09,3.17,5.86,,314.0,Very Poor
+Delhi,2017-02-11,129.09,275.18,92.87,58.31,59.11,55.54,0.54,17.55,31.87,2.84,5.56,,314.0,Very Poor
+Delhi,2017-02-12,166.55,250.37,97.85,56.97,61.64,95.27,0.38,19.9,31.11,2.2,3.89,,314.0,Very Poor
+Delhi,2017-02-13,130.62,268.92,81.77,73.3,61.81,51.62,0.79,21.25,36.88,3.71,8.26,,298.0,Poor
+Delhi,2017-02-14,168.96,358.24,65.02,81.51,57.92,50.31,0.87,21.87,35.28,4.04,7.54,,319.0,Very Poor
+Delhi,2017-02-15,183.98,386.01,82.12,82.14,64.01,54.38,0.78,21.26,31.92,4.76,8.33,,382.0,Very Poor
+Delhi,2017-02-16,163.86,335.5,62.07,78.82,55.79,55.87,0.72,21.02,31.57,3.67,7.68,,352.0,Very Poor
+Delhi,2017-02-17,112.02,330.9,50.86,72.55,52.64,53.4,0.71,19.33,32.42,3.42,6.45,,309.0,Very Poor
+Delhi,2017-02-18,107.13,352.54,81.6,71.98,57.13,62.34,0.66,19.29,30.24,4.05,7.84,,301.0,Very Poor
+Delhi,2017-02-19,109.38,364.83,105.3,68.84,64.27,75.4,0.78,18.33,29.1,3.12,6.7,,274.0,Poor
+Delhi,2017-02-20,126.74,406.49,152.15,67.45,82.63,83.01,1.06,23.96,35.07,3.79,11.64,,313.0,Very Poor
+Delhi,2017-02-21,106.92,303.47,67.69,60.72,60.22,66.01,0.7,19.57,33.71,3.44,5.9,,310.0,Very Poor
+Delhi,2017-02-22,93.03,270.3,84.46,65.62,62.23,58.5,0.8,19.84,38.35,3.83,10.09,,258.0,Poor
+Delhi,2017-02-23,182.29,158.96,37.77,55.22,34.91,38.51,0.27,13.77,44.58,2.29,4.93,,238.0,Poor
+Delhi,2017-02-24,451.25,104.82,22.53,42.2,16.05,29.63,0.0,6.64,55.11,0.33,2.44,,449.0,Severe
+Delhi,2017-02-25,425.22,103.74,28.71,46.64,19.0,34.4,0.0,8.41,55.2,0.39,2.19,,516.0,Severe
+Delhi,2017-02-26,328.23,198.09,50.17,59.34,38.8,40.72,0.41,17.55,31.79,1.84,5.09,,520.0,Severe
+Delhi,2017-02-27,178.5,255.65,68.74,72.8,57.4,43.29,0.8,21.66,35.64,3.67,7.86,,363.0,Very Poor
+Delhi,2017-02-28,149.73,382.34,135.95,94.66,72.79,76.09,1.42,28.15,38.79,5.21,15.38,,362.0,Very Poor
+Delhi,2017-03-01,127.9,359.47,122.04,79.46,60.34,73.27,0.92,24.07,45.24,5.06,14.64,,397.0,Very Poor
+Delhi,2017-03-02,114.68,300.55,64.39,69.08,48.81,62.98,0.47,23.53,35.22,3.36,9.96,,280.0,Poor
+Delhi,2017-03-03,67.83,181.19,45.45,56.64,41.38,41.85,0.57,19.69,32.02,2.78,7.1,,206.0,Poor
+Delhi,2017-03-04,82.32,196.84,48.61,60.55,44.96,39.3,0.57,22.03,27.77,3.6,7.78,,190.0,Moderate
+Delhi,2017-03-05,90.6,229.62,42.58,61.48,43.44,34.4,0.69,25.34,31.88,3.71,6.61,,210.0,Poor
+Delhi,2017-03-06,91.6,242.14,47.05,64.99,47.02,33.66,0.76,26.91,30.68,3.63,6.57,,201.0,Poor
+Delhi,2017-03-07,112.41,307.78,84.73,65.16,58.96,43.71,0.89,30.7,34.43,4.43,11.46,,243.0,Poor
+Delhi,2017-03-08,134.4,224.36,37.88,49.88,33.11,36.04,0.43,24.14,35.35,2.93,6.45,,267.0,Poor
+Delhi,2017-03-09,106.45,142.78,36.2,39.68,21.71,32.12,0.23,20.15,45.45,2.28,5.59,,245.0,Poor
+Delhi,2017-03-10,68.88,106.39,23.17,33.32,15.14,25.51,0.21,17.93,47.51,1.58,4.4,,165.0,Moderate
+Delhi,2017-03-11,37.49,110.65,29.5,32.0,17.11,24.61,0.25,19.4,47.14,1.84,5.33,,102.0,Moderate
+Delhi,2017-03-12,64.42,169.87,31.79,32.11,17.93,24.24,0.26,20.11,42.82,2.76,5.78,,159.0,Moderate
+Delhi,2017-03-13,74.58,182.79,17.82,27.78,11.86,21.02,0.24,19.33,34.2,2.78,3.95,,174.0,Moderate
+Delhi,2017-03-14,102.46,284.27,36.09,34.28,21.26,22.58,0.4,22.37,34.99,3.56,7.23,,270.0,Poor
+Delhi,2017-03-15,112.71,319.97,59.15,42.06,30.58,37.36,0.45,23.96,32.01,3.83,9.02,,397.0,Very Poor
+Delhi,2017-03-16,125.8,348.95,73.95,42.18,35.0,43.07,0.52,23.59,31.9,3.93,9.51,,371.0,Very Poor
+Delhi,2017-03-17,114.07,288.64,36.4,38.7,20.84,29.62,0.65,21.42,32.6,3.29,6.72,,328.0,Very Poor
+Delhi,2017-03-18,96.39,267.96,43.27,46.65,25.98,33.5,0.6,22.29,33.42,3.35,7.45,,254.0,Poor
+Delhi,2017-03-19,120.43,350.42,80.86,51.65,41.4,43.17,0.81,22.89,31.83,4.4,9.77,,342.0,Very Poor
+Delhi,2017-03-20,121.21,332.73,41.69,49.53,26.14,34.32,0.77,22.25,30.92,3.66,6.47,,367.0,Very Poor
+Delhi,2017-03-21,128.51,365.67,46.31,51.94,29.59,33.99,0.83,24.38,28.61,4.41,7.75,,400.0,Very Poor
+Delhi,2017-03-22,120.88,405.64,86.41,69.31,31.85,49.03,0.58,28.88,20.88,4.89,10.6,,390.0,Very Poor
+Delhi,2017-03-23,151.17,342.53,135.8,70.55,29.17,73.23,0.55,27.21,31.7,2.33,5.55,,417.0,Severe
+Delhi,2017-03-24,149.42,282.88,45.21,79.52,32.77,76.02,0.68,22.09,19.74,1.7,3.68,,359.0,Very Poor
+Delhi,2017-03-25,168.23,254.71,49.68,83.82,45.26,59.37,0.31,15.18,22.26,1.5,2.76,,309.0,Very Poor
+Delhi,2017-03-26,118.34,247.77,43.09,78.84,42.21,53.05,0.31,14.85,23.14,1.56,2.36,,292.0,Poor
+Delhi,2017-03-27,156.38,218.98,38.44,79.24,40.77,52.56,0.33,17.55,23.49,1.53,2.67,,278.0,Poor
+Delhi,2017-03-28,152.66,289.95,61.08,85.54,53.58,61.73,0.42,18.24,18.81,2.47,4.81,,320.0,Very Poor
+Delhi,2017-03-29,113.62,311.56,77.91,75.87,59.57,58.95,0.45,17.26,15.36,3.28,5.26,,350.0,Very Poor
+Delhi,2017-03-30,69.44,204.22,61.61,76.28,46.32,57.35,0.37,23.72,14.88,1.59,2.94,,234.0,Poor
+Delhi,2017-03-31,91.19,285.69,76.66,84.22,56.29,67.36,0.41,20.48,22.61,2.01,4.14,,233.0,Poor
+Delhi,2017-04-01,105.71,291.02,84.88,81.75,63.72,68.33,0.52,20.05,22.94,2.85,6.71,,341.0,Very Poor
+Delhi,2017-04-02,83.36,210.86,49.44,77.96,46.98,59.67,0.42,19.33,34.73,2.13,4.93,,259.0,Poor
+Delhi,2017-04-03,70.62,192.27,55.93,83.8,49.07,58.96,0.37,24.03,32.92,1.52,3.35,,204.0,Poor
+Delhi,2017-04-04,84.4,234.82,57.09,73.67,43.73,63.38,0.39,24.14,31.95,1.58,2.83,,220.0,Poor
+Delhi,2017-04-05,47.67,207.72,34.82,64.65,34.67,66.8,0.32,19.75,29.86,1.09,4.83,,255.0,Poor
+Delhi,2017-04-06,62.44,252.48,39.61,67.13,39.78,59.04,0.3,17.21,30.66,0.96,2.04,,211.0,Poor
+Delhi,2017-04-07,150.76,543.0,61.75,74.99,47.72,51.4,0.35,27.69,35.44,1.68,3.49,,428.0,Severe
+Delhi,2017-04-08,151.25,410.15,104.57,77.6,56.4,55.26,0.48,33.4,36.52,2.03,3.68,,497.0,Severe
+Delhi,2017-04-09,68.88,190.42,36.79,68.1,34.4,38.77,0.27,22.78,52.48,0.89,1.81,,289.0,Poor
+Delhi,2017-04-10,129.15,237.88,33.56,72.06,34.8,37.48,0.29,21.85,54.89,1.16,2.21,,285.0,Poor
+Delhi,2017-04-11,146.59,253.07,40.88,71.58,39.52,40.69,0.33,24.49,45.45,1.83,6.95,,368.0,Very Poor
+Delhi,2017-04-12,107.69,309.37,45.69,61.17,50.77,43.01,0.64,32.76,33.49,3.08,17.79,,304.0,Very Poor
+Delhi,2017-04-13,163.97,375.82,146.3,87.79,59.71,54.53,1.06,43.82,27.66,4.98,22.01,,377.0,Very Poor
+Delhi,2017-04-14,184.69,371.87,140.56,110.15,65.91,67.47,1.1,50.31,43.31,6.04,29.96,,418.0,Severe
+Delhi,2017-04-15,176.54,343.62,156.79,102.4,58.09,63.27,1.0,42.8,28.5,6.94,42.03,,355.0,Very Poor
+Delhi,2017-04-16,175.23,409.95,114.73,102.55,57.91,38.41,1.12,62.6,40.1,8.34,41.02,,416.0,Severe
+Delhi,2017-04-17,145.22,389.03,62.73,102.55,48.4,42.18,0.75,42.39,35.43,5.76,31.63,,403.0,Severe
+Delhi,2017-04-18,152.84,400.78,56.91,88.05,32.95,41.14,0.4,44.15,28.65,5.52,23.71,,415.0,Severe
+Delhi,2017-04-19,136.35,356.47,90.13,80.08,43.78,50.75,0.67,41.33,32.02,4.79,21.33,,412.0,Severe
+Delhi,2017-04-20,152.99,324.19,145.19,93.15,64.74,64.48,0.9,37.38,49.2,4.42,18.78,,394.0,Very Poor
+Delhi,2017-04-21,130.13,409.7,43.34,103.25,32.82,54.57,0.54,30.82,56.86,2.39,14.76,,357.0,Very Poor
+Delhi,2017-04-22,110.54,263.66,38.45,93.8,20.08,39.46,0.0,,,0.5,0.0,,291.0,Poor
+Delhi,2017-04-23,103.42,260.82,69.5,75.05,37.43,40.33,0.28,29.4,55.86,1.0,5.6,,244.0,Poor
+Delhi,2017-04-24,99.09,266.24,59.96,61.32,37.61,34.43,1.09,31.95,42.6,2.04,18.62,,287.0,Poor
+Delhi,2017-04-25,96.07,287.92,46.18,69.59,44.02,31.0,0.63,39.9,50.43,2.06,14.87,,254.0,Poor
+Delhi,2017-04-26,72.31,189.5,69.69,72.94,57.76,34.01,0.63,29.27,38.6,1.62,18.82,,242.0,Poor
+Delhi,2017-04-27,93.14,271.06,73.82,73.49,59.27,37.41,0.72,46.69,41.04,2.0,15.72,,223.0,Poor
+Delhi,2017-04-28,109.36,271.94,61.19,68.76,52.75,33.57,0.86,39.58,33.66,2.14,13.35,,243.0,Poor
+Delhi,2017-04-29,126.74,303.75,82.18,85.21,66.92,42.48,1.1,54.52,40.95,3.13,16.23,,237.0,Poor
+Delhi,2017-04-30,80.81,234.05,33.5,65.55,32.27,34.42,0.71,46.62,57.8,2.1,13.6,,275.0,Poor
+Delhi,2017-05-01,85.8,211.83,64.66,70.38,41.01,40.22,1.05,56.64,42.85,2.89,16.32,,183.0,Moderate
+Delhi,2017-05-02,198.2,313.23,133.01,108.48,65.63,44.95,1.41,50.78,58.08,3.14,16.69,,370.0,Very Poor
+Delhi,2017-05-03,145.74,367.73,62.01,97.21,58.52,44.27,1.06,54.83,43.78,3.15,16.32,,419.0,Severe
+Delhi,2017-05-04,109.91,302.02,44.86,67.76,43.5,34.41,0.83,34.97,45.95,1.7,12.37,,317.0,Very Poor
+Delhi,2017-05-05,207.4,429.32,68.51,75.66,56.71,32.24,0.99,46.67,50.69,3.17,12.7,,455.0,Severe
+Delhi,2017-05-06,204.56,363.53,126.22,92.19,74.14,37.01,1.5,51.7,43.3,3.96,16.74,,435.0,Severe
+Delhi,2017-05-07,220.77,376.33,150.24,92.34,91.72,41.82,2.08,45.39,42.33,4.33,17.84,,468.0,Severe
+Delhi,2017-05-08,183.82,392.34,78.17,94.19,68.74,50.62,1.34,52.99,39.49,4.58,16.63,,442.0,Severe
+Delhi,2017-05-09,109.76,334.65,24.91,65.21,35.7,36.69,0.64,36.94,43.99,2.73,21.07,,400.0,Very Poor
+Delhi,2017-05-10,74.42,242.54,11.75,46.48,21.01,34.59,0.6,35.61,61.69,1.94,14.05,,223.0,Poor
+Delhi,2017-05-11,94.28,263.87,25.99,62.22,35.29,30.7,0.85,44.94,68.53,2.83,17.74,,220.0,Poor
+Delhi,2017-05-12,216.96,500.59,47.65,70.84,46.27,35.38,0.89,65.5,66.7,3.33,18.9,,474.0,Severe
+Delhi,2017-05-13,198.09,356.85,72.18,87.53,69.94,42.62,1.17,53.24,63.83,4.61,26.2,,479.0,Severe
+Delhi,2017-05-14,121.76,334.51,61.83,70.37,58.22,32.57,0.89,44.98,41.08,4.09,23.08,,373.0,Very Poor
+Delhi,2017-05-15,135.54,381.35,89.05,75.55,69.21,37.08,0.7,46.16,34.75,3.43,18.26,,354.0,Very Poor
+Delhi,2017-05-16,123.21,375.15,34.5,54.83,30.75,20.17,0.57,41.96,52.5,2.51,14.55,,349.0,Very Poor
+Delhi,2017-05-17,78.18,287.99,24.59,47.84,30.59,12.09,0.4,39.01,48.38,1.62,12.72,,264.0,Poor
+Delhi,2017-05-18,126.04,279.92,9.76,50.3,20.34,13.57,0.41,55.11,52.39,2.24,13.46,,188.0,Moderate
+Delhi,2017-05-19,139.1,329.12,37.79,58.93,38.72,27.59,0.71,41.31,45.33,1.72,11.14,,294.0,Poor
+Delhi,2017-05-20,233.82,352.76,58.84,59.74,41.26,25.31,0.9,36.26,46.67,1.84,11.51,,334.0,Very Poor
+Delhi,2017-05-21,178.44,505.07,65.22,52.38,37.23,13.02,0.88,40.4,49.89,2.42,13.96,,505.0,Severe
+Delhi,2017-05-22,110.1,386.67,72.51,63.7,49.96,39.38,0.99,35.36,40.92,3.31,17.75,,349.0,Very Poor
+Delhi,2017-05-23,118.43,326.02,135.99,84.21,38.66,56.89,0.89,37.55,39.59,3.5,18.52,,421.0,Severe
+Delhi,2017-05-24,107.37,252.35,32.51,80.72,21.67,42.37,0.47,42.21,39.1,3.96,18.3,,238.0,Poor
+Delhi,2017-05-25,113.9,222.88,20.0,65.71,23.38,33.07,0.56,41.43,30.8,2.74,14.63,,204.0,Poor
+Delhi,2017-05-26,103.75,301.57,19.37,79.07,31.23,49.97,0.65,41.4,53.9,2.56,11.12,,289.0,Poor
+Delhi,2017-05-27,69.88,317.07,8.83,50.12,15.96,39.95,0.53,38.55,53.22,1.35,9.27,,236.0,Poor
+Delhi,2017-05-28,40.33,150.34,7.16,45.6,15.27,37.97,0.49,31.5,57.01,1.37,9.65,,148.0,Moderate
+Delhi,2017-05-29,48.95,150.23,18.15,55.2,23.76,41.24,0.54,26.99,49.0,1.8,11.24,,94.0,Satisfactory
+Delhi,2017-05-30,63.27,174.62,17.45,64.11,26.54,47.68,0.5,26.15,54.23,2.2,13.37,,130.0,Moderate
+Delhi,2017-05-31,56.38,137.62,26.49,69.98,30.75,53.68,0.83,21.94,50.95,2.37,12.75,,123.0,Moderate
+Delhi,2017-06-01,95.23,257.16,53.45,97.33,52.3,57.81,1.08,23.0,65.67,3.26,15.28,,192.0,Moderate
+Delhi,2017-06-02,123.44,354.35,82.72,131.55,58.97,60.86,1.08,24.75,45.77,3.2,14.9,,324.0,Very Poor
+Delhi,2017-06-03,122.2,362.94,96.1,119.37,71.01,62.41,1.1,23.23,42.56,3.27,14.76,,357.0,Very Poor
+Delhi,2017-06-04,121.1,436.35,89.35,92.68,61.23,55.02,0.72,22.69,29.97,2.38,13.45,,393.0,Very Poor
+Delhi,2017-06-05,71.89,320.91,58.98,64.07,47.44,41.28,0.56,18.63,20.67,1.6,15.57,,302.0,Very Poor
+Delhi,2017-06-06,80.37,348.79,47.89,57.63,42.42,43.51,0.56,16.51,26.41,1.52,15.28,,239.0,Poor
+Delhi,2017-06-07,40.87,233.62,23.35,70.77,22.9,48.84,0.29,23.51,39.61,1.11,7.26,,210.0,Poor
+Delhi,2017-06-08,41.83,,20.44,79.9,9.88,40.3,0.0,,,0.62,0.0,,77.0,Satisfactory
+Delhi,2017-06-09,66.73,295.56,14.64,76.52,9.53,41.19,0.0,,,0.65,0.0,,89.0,Satisfactory
+Delhi,2017-06-10,64.63,,22.12,80.04,7.62,41.51,0.0,,,0.6,0.0,,143.0,Moderate
+Delhi,2017-06-11,43.02,,19.89,77.07,10.77,38.68,0.0,,,0.6,0.0,,80.0,Satisfactory
+Delhi,2017-06-12,57.4,166.25,35.93,106.23,16.06,50.52,0.0,,,0.58,0.0,,92.0,Satisfactory
+Delhi,2017-06-13,48.6,244.14,73.59,96.64,18.94,58.1,0.0,,,0.6,0.0,,112.0,Moderate
+Delhi,2017-06-14,62.0,310.73,37.26,86.9,8.6,52.51,0.0,,,0.89,0.0,,117.0,Moderate
+Delhi,2017-06-15,80.14,205.5,41.28,139.09,5.03,54.71,0.0,,,2.16,0.0,,101.0,Moderate
+Delhi,2017-06-16,51.6,124.35,43.17,80.43,12.37,51.3,0.0,,,0.1,0.0,,106.0,Moderate
+Delhi,2017-06-17,41.96,87.16,38.8,70.93,10.95,48.94,0.0,,,1.23,0.0,,88.0,Satisfactory
+Delhi,2017-06-18,65.19,218.93,48.7,56.65,11.02,48.14,0.0,,,1.04,0.0,,94.0,Satisfactory
+Delhi,2017-06-19,60.9,228.2,49.53,36.63,9.3,46.71,0.0,,,0.11,0.0,,150.0,Moderate
+Delhi,2017-06-20,35.1,88.82,57.03,99.75,18.49,59.54,0.0,,,0.39,0.0,,97.0,Satisfactory
+Delhi,2017-06-21,58.27,87.74,61.79,63.2,13.55,50.91,0.0,,,0.25,0.0,,109.0,Moderate
+Delhi,2017-06-22,61.93,124.6,110.0,36.35,11.06,69.13,0.0,,,0.18,0.0,,124.0,Moderate
+Delhi,2017-06-23,44.08,160.22,39.17,103.29,7.45,52.73,0.0,,,0.38,0.0,,,
+Delhi,2017-06-24,63.62,245.23,55.51,83.84,14.32,58.3,0.0,,,0.51,0.0,,111.0,Moderate
+Delhi,2017-06-25,76.1,325.29,17.77,71.42,8.2,45.21,0.0,,,0.48,0.0,,148.0,Moderate
+Delhi,2017-06-26,51.52,359.19,20.96,53.97,7.09,38.93,0.0,,,0.6,0.0,,108.0,Moderate
+Delhi,2017-06-27,36.62,286.38,16.9,54.02,6.56,37.64,0.0,,,0.76,0.0,,73.0,Satisfactory
+Delhi,2017-06-28,29.83,128.18,30.92,58.02,9.28,41.14,0.0,,,0.71,0.0,,58.0,Satisfactory
+Delhi,2017-06-29,22.98,103.8,21.6,35.01,5.52,33.87,0.0,,,0.48,0.0,,58.0,Satisfactory
+Delhi,2017-06-30,25.83,90.41,44.88,32.97,8.43,41.27,0.0,,,0.37,0.0,,46.0,Good
+Delhi,2017-07-01,43.35,224.62,62.09,17.4,9.35,44.12,0.0,,,0.42,0.0,,84.0,Satisfactory
+Delhi,2017-07-02,20.52,223.56,28.19,11.37,4.19,32.97,0.0,,,0.2,0.0,,54.0,Satisfactory
+Delhi,2017-07-03,46.71,246.98,28.86,20.06,5.17,32.02,0.0,,,0.58,0.0,,49.0,Good
+Delhi,2017-07-04,116.12,,27.08,19.37,4.82,28.8,0.0,,,0.63,0.0,,149.0,Moderate
+Delhi,2017-07-05,50.81,,27.08,14.86,5.05,25.81,0.0,,,0.58,0.0,,212.0,Poor
+Delhi,2017-07-06,47.17,,18.19,18.32,4.13,24.82,0.0,,,0.1,0.0,,85.0,Satisfactory
+Delhi,2017-07-07,41.42,,30.0,18.21,5.09,30.98,0.0,,,0.12,0.0,,77.0,Satisfactory
+Delhi,2017-07-08,45.31,,32.87,23.52,6.01,28.82,0.0,,,0.1,0.0,,65.0,Satisfactory
+Delhi,2017-07-09,58.46,,67.54,21.16,10.42,41.79,0.0,,,0.14,0.0,,108.0,Moderate
+Delhi,2017-07-10,41.92,,25.63,18.81,4.9,27.22,0.0,,,0.15,0.0,,78.0,Satisfactory
+Delhi,2017-07-11,33.04,,26.7,21.44,5.01,26.19,0.0,,,0.25,0.0,,59.0,Satisfactory
+Delhi,2017-07-12,22.35,,25.59,19.98,4.81,27.31,0.0,,,0.23,0.0,,47.0,Good
+Delhi,2017-07-13,22.44,,25.51,21.59,4.86,28.03,0.0,,,0.27,0.0,,39.0,Good
+Delhi,2017-07-14,30.35,,17.2,38.36,5.65,29.06,0.0,,,0.23,0.0,,40.0,Good
+Delhi,2017-07-15,32.02,,16.13,77.47,9.24,37.26,0.0,,,0.29,0.0,,56.0,Satisfactory
+Delhi,2017-07-16,38.77,,15.56,76.98,8.39,35.52,0.0,,,0.27,0.0,,65.0,Satisfactory
+Delhi,2017-07-17,33.56,,31.69,86.61,11.38,43.34,0.0,,,0.36,0.0,,71.0,Satisfactory
+Delhi,2017-07-18,37.67,,25.69,126.91,14.1,49.2,0.0,,,0.33,0.0,,97.0,Satisfactory
+Delhi,2017-07-19,55.96,,58.31,137.15,19.34,58.22,0.0,,,0.32,0.0,,118.0,Moderate
+Delhi,2017-07-20,28.88,,41.13,61.54,11.02,44.64,0.0,,,0.27,0.0,,116.0,Moderate
+Delhi,2017-07-21,23.12,,20.56,23.67,4.69,26.97,0.0,,,0.33,0.0,,53.0,Satisfactory
+Delhi,2017-07-22,18.54,,20.65,19.9,4.52,23.32,0.0,,,0.03,0.0,,30.0,Good
+Delhi,2017-07-23,22.65,,18.67,18.22,3.76,26.79,0.0,,,0.0,0.0,,37.0,Good
+Delhi,2017-07-24,17.52,,28.89,19.95,5.21,28.58,0.0,,,0.09,0.0,,35.0,Good
+Delhi,2017-07-25,22.17,,21.08,18.1,3.98,28.73,0.0,,,0.36,0.0,,37.0,Good
+Delhi,2017-07-26,20.17,,20.61,21.95,4.61,27.09,0.0,,,0.07,0.0,,32.0,Good
+Delhi,2017-07-27,24.42,,23.71,25.33,5.12,26.74,0.0,,,0.0,0.0,,41.0,Good
+Delhi,2017-07-28,25.71,,23.69,24.07,4.84,25.11,0.0,,,0.13,0.0,,42.0,Good
+Delhi,2017-07-29,27.25,,12.65,22.87,3.3,22.45,0.0,,,0.11,0.0,,47.0,Good
+Delhi,2017-07-30,10.88,,11.6,20.58,3.53,22.24,0.0,,,0.01,0.0,,30.0,Good
+Delhi,2017-07-31,17.1,,28.26,26.19,5.91,32.0,0.0,,,0.15,0.0,,29.0,Good
+Delhi,2017-08-01,17.24,,27.25,23.4,5.48,33.36,0.0,,,0.07,0.0,,44.0,Good
+Delhi,2017-08-02,27.56,,33.12,26.54,6.7,38.35,0.0,,,0.15,0.0,,40.0,Good
+Delhi,2017-08-03,27.29,,28.58,29.16,7.02,34.14,0.0,,,0.18,0.0,,49.0,Good
+Delhi,2017-08-04,42.65,,29.66,33.74,7.71,33.24,0.0,,,0.22,0.0,,50.0,Good
+Delhi,2017-08-05,53.69,,34.95,42.98,8.68,36.4,0.0,,,0.2,0.0,,88.0,Satisfactory
+Delhi,2017-08-06,61.44,,52.38,41.75,10.21,43.5,0.0,,,0.2,0.0,,99.0,Satisfactory
+Delhi,2017-08-07,57.42,,25.72,32.2,5.84,33.07,0.0,,,0.24,0.0,,110.0,Moderate
+Delhi,2017-08-08,36.58,,36.57,29.91,7.08,36.53,0.0,,,0.38,0.0,,68.0,Satisfactory
+Delhi,2017-08-09,50.42,,54.85,48.7,11.34,42.64,0.0,,,0.79,0.0,,73.0,Satisfactory
+Delhi,2017-08-10,48.6,,38.47,64.0,10.31,31.22,0.0,,,0.16,0.0,,95.0,Satisfactory
+Delhi,2017-08-11,21.83,,24.86,35.39,4.87,17.92,0.0,,,0.07,0.0,,58.0,Satisfactory
+Delhi,2017-08-12,,,,,0.0,,0.0,,,0.0,0.0,,45.0,Good
+Delhi,2017-08-13,,,,,0.0,,0.0,,,0.0,0.0,,,
+Delhi,2017-08-14,26.54,,27.43,88.07,6.42,34.8,0.0,,,0.07,0.0,,,
+Delhi,2017-08-15,30.12,,13.21,49.91,6.85,18.69,0.0,,,0.08,0.0,,59.0,Satisfactory
+Delhi,2017-08-16,35.23,,15.5,64.66,7.81,23.94,0.0,,,0.1,0.0,,53.0,Satisfactory
+Delhi,2017-08-17,39.6,,20.73,68.78,8.36,26.78,0.0,,,0.0,0.0,,66.0,Satisfactory
+Delhi,2017-08-18,46.25,,22.87,60.15,8.16,24.79,0.0,,,0.02,0.0,,70.0,Satisfactory
+Delhi,2017-08-19,35.48,,42.02,39.67,10.06,24.34,0.0,,,0.0,0.0,,70.0,Satisfactory
+Delhi,2017-08-20,22.15,,30.13,30.28,7.46,17.65,0.0,,,0.0,0.0,,63.0,Satisfactory
+Delhi,2017-08-21,25.5,,18.02,24.42,1.44,12.14,0.0,,,0.0,0.0,,42.0,Good
+Delhi,2017-08-22,46.0,,14.5,38.7,0.25,15.5,0.0,,,0.3,0.0,,,
+Delhi,2017-08-23,36.54,,31.42,43.43,4.7,22.33,0.0,,,0.31,0.0,,,
+Delhi,2017-08-24,47.79,,34.6,45.26,6.63,23.83,0.0,,,0.25,0.0,,58.0,Satisfactory
+Delhi,2017-08-25,51.33,,24.48,39.3,3.85,18.75,0.0,,,0.37,0.0,,104.0,Moderate
+Delhi,2017-08-26,62.33,,40.14,37.65,2.06,23.26,0.0,,,0.24,0.0,,,
+Delhi,2017-08-27,34.3,,62.68,34.06,4.55,29.19,0.0,,,0.23,0.0,,,
+Delhi,2017-08-28,23.82,,20.79,27.89,2.43,15.6,0.0,2.34,13.61,0.19,0.25,,,
+Delhi,2017-08-29,15.23,,22.97,69.8,4.74,27.77,0.0,,,0.18,0.0,,,
+Delhi,2017-08-30,20.5,,24.34,101.89,7.26,38.09,0.0,,,0.11,0.0,0.0,73.0,Satisfactory
+Delhi,2017-08-31,41.62,60.15,16.56,50.7,28.34,25.08,0.76,,27.78,0.25,0.35,0.19,94.0,Satisfactory
+Delhi,2017-09-01,25.58,41.64,23.55,26.64,12.21,17.6,0.54,,24.03,0.18,0.21,0.23,91.0,Satisfactory
+Delhi,2017-09-02,20.06,45.86,23.23,26.09,10.33,33.97,0.48,,25.0,0.12,0.0,,88.0,Satisfactory
+Delhi,2017-09-03,38.19,79.78,20.33,27.32,8.88,25.9,0.4,,25.07,0.13,0.0,,88.0,Satisfactory
+Delhi,2017-09-04,47.89,84.29,33.84,25.85,11.14,86.67,0.36,,24.93,0.2,0.0,,89.0,Satisfactory
+Delhi,2017-09-05,35.61,75.82,20.61,30.29,8.93,30.21,0.37,,25.08,0.11,0.0,,88.0,Satisfactory
+Delhi,2017-09-06,39.41,85.23,21.1,35.92,9.89,31.07,0.33,,24.95,0.23,0.0,0.0,88.0,Satisfactory
+Delhi,2017-09-07,40.34,67.06,21.91,23.75,7.9,36.46,0.36,,24.93,0.13,0.0,,88.0,Satisfactory
+Delhi,2017-09-08,51.7,101.89,18.18,16.52,9.84,27.05,0.49,,25.88,0.22,0.0,,106.0,Moderate
+Delhi,2017-09-09,54.83,111.65,20.65,17.54,11.27,31.1,0.45,,25.77,0.22,0.0,,96.0,Satisfactory
+Delhi,2017-09-10,60.46,119.5,30.53,19.76,14.83,49.74,0.48,,26.39,0.44,0.0,,118.0,Moderate
+Delhi,2017-09-11,63.97,120.06,22.99,20.25,12.0,48.0,0.45,,27.92,0.18,0.0,,119.0,Moderate
+Delhi,2017-09-12,46.65,103.84,17.92,16.56,10.14,,0.42,,24.84,0.14,0.0,,106.0,Moderate
+Delhi,2017-09-13,54.77,143.16,25.08,10.76,5.71,,0.13,,24.38,0.89,0.0,,115.0,Moderate
+Delhi,2017-09-14,80.47,186.11,81.89,31.88,10.24,43.06,0.12,,26.98,0.24,0.0,,142.0,Moderate
+Delhi,2017-09-15,64.37,127.68,25.94,34.75,12.73,31.02,0.36,,27.32,0.17,0.0,,169.0,Moderate
+Delhi,2017-09-16,51.56,82.26,19.27,36.6,14.42,40.92,0.44,,26.7,0.14,0.0,,110.0,Moderate
+Delhi,2017-09-17,53.05,85.65,23.98,37.33,13.49,31.89,0.33,,26.7,0.15,0.0,,106.0,Moderate
+Delhi,2017-09-18,60.83,102.29,20.23,56.67,11.54,33.88,0.21,,30.08,0.19,0.0,,99.0,Satisfactory
+Delhi,2017-09-19,55.55,112.21,19.87,34.72,16.17,45.0,0.43,,28.73,0.27,0.0,,109.0,Moderate
+Delhi,2017-09-20,70.81,111.9,29.89,21.49,21.37,56.47,0.44,,31.95,0.21,0.0,,137.0,Moderate
+Delhi,2017-09-21,55.93,76.81,27.16,22.74,16.34,31.36,0.46,,23.1,0.18,0.0,,144.0,Moderate
+Delhi,2017-09-22,11.81,18.59,20.34,22.4,11.24,17.63,0.32,,24.88,0.2,0.0,,92.0,Satisfactory
+Delhi,2017-09-23,17.76,43.57,20.38,18.63,12.97,17.47,0.35,,22.19,0.08,0.0,,83.0,Satisfactory
+Delhi,2017-09-24,35.5,81.42,18.8,17.01,12.69,19.11,0.37,,22.63,0.12,0.0,,84.0,Satisfactory
+Delhi,2017-09-25,50.09,100.02,14.59,27.25,13.13,19.81,0.37,,24.48,0.13,0.0,,104.0,Moderate
+Delhi,2017-09-26,66.12,114.15,23.12,27.52,18.35,34.54,0.6,7.13,30.45,0.25,1.38,0.13,131.0,Moderate
+Delhi,2017-09-27,80.94,125.39,26.98,21.39,22.31,50.34,0.61,6.62,29.26,0.35,1.74,0.12,165.0,Moderate
+Delhi,2017-09-28,75.4,102.91,50.72,38.55,23.52,54.37,0.43,6.08,34.06,0.27,1.54,0.11,176.0,Moderate
+Delhi,2017-09-29,89.38,140.94,37.45,29.45,18.61,41.19,0.45,7.17,40.26,0.44,1.82,0.13,172.0,Moderate
+Delhi,2017-09-30,74.2,125.73,21.1,26.08,8.59,44.1,0.3,6.64,38.44,0.22,1.73,0.1,137.0,Moderate
+Delhi,2017-10-01,68.47,120.56,25.43,28.66,14.66,50.15,0.46,3.46,32.9,0.46,2.34,0.03,131.0,Moderate
+Delhi,2017-10-02,63.41,128.15,22.86,25.2,12.1,39.12,0.43,2.94,30.1,0.54,2.43,0.05,132.0,Moderate
+Delhi,2017-10-03,69.45,127.48,22.75,26.09,11.47,31.36,0.2,5.81,34.34,0.24,1.27,0.1,115.0,Moderate
+Delhi,2017-10-04,76.81,138.81,24.88,28.99,14.09,39.43,0.19,11.7,35.79,0.35,2.07,0.08,151.0,Moderate
+Delhi,2017-10-05,75.73,125.31,15.35,24.45,13.8,37.22,0.27,11.96,36.81,0.25,1.59,0.09,180.0,Moderate
+Delhi,2017-10-06,79.81,111.43,14.82,27.44,12.19,31.48,0.33,13.91,38.67,0.39,2.11,0.15,183.0,Moderate
+Delhi,2017-10-07,70.98,151.15,17.2,25.61,14.27,35.37,0.32,22.29,34.44,0.27,1.72,0.09,193.0,Moderate
+Delhi,2017-10-08,102.2,155.03,20.71,24.51,14.05,41.02,0.24,24.0,35.32,0.31,2.14,0.09,224.0,Poor
+Delhi,2017-10-09,107.63,173.87,33.9,27.06,17.82,50.93,0.24,23.51,31.11,0.57,2.97,0.09,268.0,Poor
+Delhi,2017-10-10,105.88,158.68,23.0,31.67,13.81,56.42,0.26,7.6,30.89,0.63,3.28,0.1,253.0,Poor
+Delhi,2017-10-11,104.45,122.3,25.09,30.92,14.22,64.21,0.25,6.57,29.67,0.68,2.71,0.1,208.0,Poor
+Delhi,2017-10-12,106.85,186.91,21.91,31.1,12.39,44.32,0.33,7.65,35.14,0.71,2.56,0.08,211.0,Poor
+Delhi,2017-10-13,137.42,207.87,31.87,29.16,14.41,45.28,0.33,9.36,37.98,0.6,2.34,0.09,246.0,Poor
+Delhi,2017-10-14,147.07,208.87,67.91,30.14,23.78,55.52,0.37,14.64,42.39,0.72,3.4,0.09,319.0,Very Poor
+Delhi,2017-10-15,147.83,195.47,41.91,30.0,15.25,44.61,0.33,14.31,37.15,0.89,3.62,0.09,317.0,Very Poor
+Delhi,2017-10-16,152.61,213.98,48.82,58.53,40.14,51.88,1.02,23.09,30.49,0.86,3.42,0.09,310.0,Very Poor
+Delhi,2017-10-17,121.7,212.35,48.01,57.08,49.91,42.92,1.36,17.44,30.46,0.99,3.39,0.09,313.0,Very Poor
+Delhi,2017-10-18,152.16,204.03,66.01,63.15,55.52,44.57,1.05,27.42,35.86,0.83,3.38,0.08,310.0,Very Poor
+Delhi,2017-10-19,176.17,259.0,55.94,53.51,53.32,50.7,1.18,22.15,36.35,1.26,4.52,0.08,336.0,Very Poor
+Delhi,2017-10-20,426.52,387.13,56.28,54.76,47.28,48.79,1.06,36.85,41.14,2.15,5.54,0.07,497.0,Severe
+Delhi,2017-10-21,213.12,317.52,42.71,50.13,49.3,50.8,1.46,20.55,34.52,0.88,4.02,0.07,404.0,Severe
+Delhi,2017-10-22,146.01,201.91,54.57,55.88,31.89,45.72,0.93,24.42,34.88,0.8,4.04,0.08,338.0,Very Poor
+Delhi,2017-10-23,163.35,242.73,89.4,64.25,63.05,48.44,1.45,27.79,52.91,1.16,4.65,0.09,327.0,Very Poor
+Delhi,2017-10-24,188.24,331.64,72.71,81.33,87.22,53.82,1.51,23.19,86.13,1.15,5.47,0.07,366.0,Very Poor
+Delhi,2017-10-25,203.03,326.46,56.81,80.62,57.55,55.14,1.01,23.77,106.16,0.93,5.08,0.07,357.0,Very Poor
+Delhi,2017-10-26,178.91,290.41,56.9,90.56,63.21,61.45,1.15,24.12,99.71,1.3,4.28,0.07,328.0,Very Poor
+Delhi,2017-10-27,167.54,293.68,26.14,65.44,52.4,48.68,0.98,21.24,82.93,1.26,4.94,0.06,345.0,Very Poor
+Delhi,2017-10-28,198.37,329.05,35.39,84.45,60.5,51.2,0.9,27.88,110.71,1.65,7.47,0.07,379.0,Very Poor
+Delhi,2017-10-29,187.82,300.92,28.91,60.61,57.94,50.6,1.16,25.08,83.99,1.56,6.8,0.08,362.0,Very Poor
+Delhi,2017-10-30,196.37,308.22,41.29,69.51,64.94,52.67,1.47,23.68,88.38,2.51,5.67,0.09,340.0,Very Poor
+Delhi,2017-10-31,211.64,323.45,65.55,53.08,75.68,64.28,1.84,19.36,65.34,3.36,11.75,0.08,366.0,Very Poor
+Delhi,2017-11-01,179.17,265.9,29.65,46.83,43.9,47.36,1.13,16.01,56.79,1.43,6.36,0.07,344.0,Very Poor
+Delhi,2017-11-02,160.69,227.41,26.09,47.7,56.86,49.88,1.4,17.19,61.91,2.51,9.71,0.07,305.0,Very Poor
+Delhi,2017-11-03,168.16,239.73,45.29,46.49,60.96,53.2,1.31,15.29,62.16,2.74,6.06,0.07,310.0,Very Poor
+Delhi,2017-11-04,190.33,292.7,45.11,47.28,74.75,52.75,1.83,18.87,73.16,3.18,5.21,0.07,345.0,Very Poor
+Delhi,2017-11-05,209.61,334.64,65.25,60.56,97.76,61.8,2.33,19.55,86.74,6.46,12.85,0.08,370.0,Very Poor
+Delhi,2017-11-06,216.53,330.27,64.5,57.27,96.0,65.81,1.94,18.74,72.82,4.6,14.37,0.07,377.0,Very Poor
+Delhi,2017-11-07,517.93,654.68,51.67,65.17,103.77,91.87,2.37,15.29,56.06,5.11,26.96,0.06,532.0,Severe
+Delhi,2017-11-08,639.19,796.88,55.83,77.51,104.65,82.96,2.74,20.46,55.51,7.73,25.53,0.06,675.0,Severe
+Delhi,2017-11-09,495.9,652.21,54.71,81.67,104.52,74.84,2.37,15.68,86.62,6.99,25.25,0.07,677.0,Severe
+Delhi,2017-11-10,370.73,496.48,55.07,80.73,109.98,84.1,2.45,17.84,104.94,7.33,28.06,0.08,597.0,Severe
+Delhi,2017-11-11,363.77,511.44,78.16,78.61,117.92,90.64,2.32,17.8,95.54,8.39,32.33,0.06,471.0,Severe
+Delhi,2017-11-12,465.08,622.4,66.78,70.1,104.82,73.63,2.44,13.94,88.03,7.84,28.2,0.06,613.0,Severe
+Delhi,2017-11-13,354.56,498.63,65.36,65.77,105.48,73.85,2.33,15.58,94.42,5.47,18.48,0.08,561.0,Severe
+Delhi,2017-11-14,254.36,365.91,34.12,56.46,75.36,55.71,1.74,13.67,69.5,4.44,11.39,0.07,444.0,Severe
+Delhi,2017-11-15,192.04,279.26,36.7,57.85,79.14,48.83,1.64,19.24,60.28,4.38,13.31,0.07,378.0,Very Poor
+Delhi,2017-11-16,191.57,278.95,38.61,53.86,82.34,50.06,1.55,22.89,62.01,4.06,12.03,0.12,357.0,Very Poor
+Delhi,2017-11-17,150.79,220.08,32.01,47.38,70.95,45.56,1.51,16.32,47.92,3.0,8.48,0.18,330.0,Very Poor
+Delhi,2017-11-18,143.51,202.59,20.23,43.91,50.62,38.55,1.16,13.3,37.68,2.29,5.38,0.08,309.0,Very Poor
+Delhi,2017-11-19,128.65,190.51,19.58,45.6,55.24,34.83,1.2,15.12,47.8,2.04,5.24,0.09,297.0,Poor
+Delhi,2017-11-20,171.34,249.28,24.44,52.73,64.19,36.28,1.3,13.7,54.08,2.38,6.34,0.1,329.0,Very Poor
+Delhi,2017-11-21,178.08,253.38,32.84,54.75,75.18,40.58,1.52,15.02,57.13,4.37,10.71,0.1,341.0,Very Poor
+Delhi,2017-11-22,177.41,258.11,30.75,54.64,74.09,40.37,1.51,18.13,57.6,4.92,11.65,0.1,348.0,Very Poor
+Delhi,2017-11-23,175.56,251.23,34.73,55.04,70.15,40.03,1.55,18.32,54.34,4.53,11.97,0.1,340.0,Very Poor
+Delhi,2017-11-24,187.97,256.92,44.24,64.15,82.97,44.62,1.65,19.2,54.02,5.18,13.88,0.11,348.0,Very Poor
+Delhi,2017-11-25,185.31,268.09,45.12,76.48,88.0,47.81,1.74,17.95,48.1,5.3,15.24,0.1,347.0,Very Poor
+Delhi,2017-11-26,224.37,338.82,77.85,67.6,101.44,63.81,1.97,21.01,44.82,20.64,17.26,0.1,368.0,Very Poor
+Delhi,2017-11-27,198.34,328.09,45.64,68.93,87.3,52.5,1.64,18.95,41.09,4.33,13.04,0.1,382.0,Very Poor
+Delhi,2017-11-28,167.74,290.47,61.44,62.53,93.71,60.94,1.76,19.39,34.78,16.1,19.68,0.1,360.0,Very Poor
+Delhi,2017-11-29,215.17,327.64,109.88,75.37,132.94,83.31,2.31,20.1,40.91,7.08,28.86,0.11,359.0,Very Poor
+Delhi,2017-11-30,219.84,344.17,71.11,57.73,108.26,77.53,2.11,16.83,44.4,8.15,23.32,0.1,388.0,Very Poor
+Delhi,2017-12-01,190.45,309.07,61.21,56.83,94.55,65.47,1.83,17.59,31.62,6.41,20.7,0.1,377.0,Very Poor
+Delhi,2017-12-02,208.87,324.46,80.33,65.66,102.69,92.4,2.1,20.17,36.62,7.94,25.81,0.1,356.0,Very Poor
+Delhi,2017-12-03,240.87,359.22,67.41,65.83,99.76,85.25,2.28,19.92,37.61,8.46,26.32,0.1,384.0,Very Poor
+Delhi,2017-12-04,261.82,390.1,74.66,65.49,101.07,90.28,2.49,20.17,32.64,7.62,23.27,0.1,415.0,Severe
+Delhi,2017-12-05,230.56,358.86,61.13,64.61,104.85,71.16,2.41,18.29,50.69,5.42,15.21,0.1,404.0,Severe
+Delhi,2017-12-06,120.91,210.21,23.19,51.02,68.08,45.92,1.65,20.88,43.68,2.94,8.36,0.12,330.0,Very Poor
+Delhi,2017-12-07,88.95,170.12,24.67,45.83,39.33,36.04,1.49,18.17,41.43,2.6,7.35,0.1,215.0,Poor
+Delhi,2017-12-08,115.08,204.38,23.86,53.85,3.63,41.49,1.56,21.69,50.26,3.13,7.98,0.1,220.0,Poor
+Delhi,2017-12-09,165.76,268.35,60.14,70.14,9.06,57.73,1.77,24.22,68.58,7.52,17.98,0.18,312.0,Very Poor
+Delhi,2017-12-10,230.34,341.87,102.0,83.94,16.38,77.11,2.18,25.97,90.07,9.07,29.86,0.25,389.0,Very Poor
+Delhi,2017-12-11,218.87,338.45,97.35,71.25,13.13,86.87,2.28,24.39,66.07,5.22,19.42,0.1,406.0,Severe
+Delhi,2017-12-12,109.18,152.76,22.41,45.94,3.04,50.54,1.51,11.71,38.75,1.96,6.88,0.11,280.0,Poor
+Delhi,2017-12-13,134.99,203.48,20.14,40.27,2.59,48.27,1.34,10.81,46.28,2.51,6.59,0.11,263.0,Poor
+Delhi,2017-12-14,126.67,189.9,19.4,36.59,2.33,46.26,1.31,11.18,42.19,2.18,5.87,0.11,276.0,Poor
+Delhi,2017-12-15,127.57,194.15,20.33,34.73,3.26,42.56,1.28,9.69,38.04,1.89,4.83,0.11,292.0,Poor
+Delhi,2017-12-16,100.72,152.72,17.77,29.84,2.87,39.74,1.06,4.98,23.98,1.92,2.85,0.1,228.0,Poor
+Delhi,2017-12-17,95.58,163.65,17.4,37.37,2.44,35.36,1.2,12.68,36.4,1.87,3.48,0.12,195.0,Moderate
+Delhi,2017-12-18,115.19,189.64,20.4,45.8,2.15,45.71,1.28,16.97,45.37,2.46,6.42,0.1,223.0,Poor
+Delhi,2017-12-19,168.33,257.19,35.44,54.84,4.37,56.27,1.48,23.03,49.68,3.93,10.74,0.1,291.0,Poor
+Delhi,2017-12-20,283.24,410.74,44.05,66.41,5.96,78.25,1.91,25.0,67.35,4.65,14.07,0.05,378.0,Very Poor
+Delhi,2017-12-21,293.14,435.23,32.3,61.63,3.57,72.97,1.45,22.54,66.06,4.12,10.87,0.08,467.0,Severe
+Delhi,2017-12-22,157.72,241.38,22.11,50.73,2.69,55.36,1.17,20.47,48.84,2.88,7.93,0.19,370.0,Very Poor
+Delhi,2017-12-23,117.72,181.59,31.51,50.97,3.61,51.89,1.54,19.95,43.85,3.9,9.81,0.28,253.0,Poor
+Delhi,2017-12-24,203.18,301.71,79.8,66.65,9.75,73.83,1.74,23.73,59.85,6.52,14.99,1.04,309.0,Very Poor
+Delhi,2017-12-25,259.0,368.35,61.55,58.92,7.06,68.61,1.68,23.76,56.1,5.63,15.78,0.39,398.0,Very Poor
+Delhi,2017-12-26,224.42,326.11,46.41,57.6,6.18,62.83,1.57,22.1,38.93,5.37,12.99,0.42,372.0,Very Poor
+Delhi,2017-12-27,224.27,317.87,58.71,65.61,9.76,71.71,1.69,23.17,58.98,5.95,18.27,0.03,379.0,Very Poor
+Delhi,2017-12-28,249.17,362.39,80.57,70.25,11.62,79.07,1.86,25.51,66.0,6.36,23.66,0.0,398.0,Very Poor
+Delhi,2017-12-29,227.28,347.63,70.6,59.7,10.69,68.22,1.7,25.54,61.36,5.35,19.38,0.77,399.0,Very Poor
+Delhi,2017-12-30,273.56,401.15,69.31,60.4,15.32,75.04,1.96,21.01,61.73,6.96,25.19,1.18,421.0,Severe
+Delhi,2017-12-31,306.17,445.58,83.77,66.97,23.13,83.55,1.95,17.97,76.45,7.01,21.12,0.35,451.0,Severe
+Delhi,2018-01-01,303.41,415.09,62.76,63.92,11.79,73.16,1.8,18.58,68.75,5.72,14.77,0.24,462.0,Severe
+Delhi,2018-01-02,277.48,422.59,31.26,53.73,4.26,55.61,1.52,12.43,68.68,3.98,9.71,0.27,439.0,Severe
+Delhi,2018-01-03,217.01,336.87,37.98,52.24,2.87,50.81,1.29,10.28,54.94,3.09,6.6,0.21,405.0,Severe
+Delhi,2018-01-04,248.54,377.61,35.56,61.57,4.24,55.17,1.36,14.42,66.31,3.79,8.2,0.39,394.0,Very Poor
+Delhi,2018-01-05,240.42,360.99,38.73,54.8,4.57,51.36,1.38,13.2,48.57,3.63,8.14,0.26,398.0,Very Poor
+Delhi,2018-01-06,252.57,378.9,65.27,59.12,8.53,63.78,1.59,18.15,39.65,5.69,13.64,0.42,403.0,Severe
+Delhi,2018-01-07,191.66,292.74,26.49,47.02,4.99,50.09,1.3,16.27,57.39,3.19,6.5,0.22,384.0,Very Poor
+Delhi,2018-01-08,152.98,259.13,37.51,51.6,5.28,47.52,1.33,17.15,54.55,3.36,7.87,0.34,314.0,Very Poor
+Delhi,2018-01-09,233.1,355.21,62.59,66.19,10.36,58.65,1.54,21.82,66.79,5.31,13.99,0.68,373.0,Very Poor
+Delhi,2018-01-10,186.26,294.24,34.44,60.21,3.98,48.38,1.4,18.98,58.51,3.26,7.3,0.7,366.0,Very Poor
+Delhi,2018-01-11,154.64,243.95,30.06,63.57,3.47,47.42,1.47,17.4,56.22,3.27,6.83,0.7,318.0,Very Poor
+Delhi,2018-01-12,168.87,281.06,40.02,65.3,3.73,55.07,1.56,24.03,62.37,4.23,11.32,1.39,306.0,Very Poor
+Delhi,2018-01-13,230.5,355.43,68.69,61.28,3.2,75.88,2.12,24.28,75.14,7.62,21.81,4.23,370.0,Very Poor
+Delhi,2018-01-14,191.47,308.74,36.32,54.37,1.87,55.35,1.72,22.47,64.8,4.3,10.03,1.71,365.0,Very Poor
+Delhi,2018-01-15,177.71,309.85,32.47,52.51,2.15,54.6,1.42,19.12,59.73,3.26,7.7,1.26,352.0,Very Poor
+Delhi,2018-01-16,133.56,231.04,31.78,46.86,3.92,43.23,1.36,19.06,54.0,3.09,9.36,0.4,278.0,Poor
+Delhi,2018-01-17,235.06,353.55,44.3,47.86,34.61,52.37,1.61,14.48,64.1,4.22,12.58,0.32,350.0,Very Poor
+Delhi,2018-01-18,276.25,428.08,48.32,55.08,85.75,59.73,2.04,21.02,72.89,5.19,14.81,0.05,411.0,Severe
+Delhi,2018-01-19,253.7,398.16,41.26,49.45,81.11,63.31,1.82,22.27,73.6,5.47,16.52,0.0,451.0,Severe
+Delhi,2018-01-20,152.33,252.92,21.5,38.87,53.34,66.51,1.31,14.45,43.18,2.37,4.43,0.0,351.0,Very Poor
+Delhi,2018-01-21,153.61,274.5,33.93,44.09,63.87,63.25,1.51,16.91,41.49,2.74,7.02,0.0,310.0,Very Poor
+Delhi,2018-01-22,202.11,352.68,54.86,56.45,72.5,63.15,1.87,21.64,68.33,4.09,10.9,0.0,362.0,Very Poor
+Delhi,2018-01-23,160.79,248.48,25.98,47.26,67.65,51.07,1.43,14.25,48.67,2.68,6.67,0.0,343.0,Very Poor
+Delhi,2018-01-24,130.16,192.19,25.05,35.33,56.27,43.08,1.32,11.9,42.04,2.26,6.23,0.0,286.0,Poor
+Delhi,2018-01-25,111.75,167.31,24.28,40.13,48.6,40.74,1.37,6.84,43.99,2.22,3.87,0.3,267.0,Poor
+Delhi,2018-01-26,128.45,207.66,28.91,38.17,57.6,44.28,1.43,7.99,44.09,2.46,3.7,0.6,263.0,Poor
+Delhi,2018-01-27,155.2,271.1,34.29,45.14,60.99,46.22,1.4,7.94,56.12,2.29,4.87,0.52,284.0,Poor
+Delhi,2018-01-28,150.96,248.26,41.85,47.6,73.57,45.66,1.85,10.26,54.01,2.07,4.36,0.84,334.0,Very Poor
+Delhi,2018-01-29,162.48,272.45,45.81,54.51,74.45,44.78,1.96,12.61,60.56,2.18,5.5,0.76,332.0,Very Poor
+Delhi,2018-01-30,126.84,212.59,23.71,47.59,51.3,38.68,2.0,14.47,56.85,1.84,4.26,0.49,300.0,Poor
+Delhi,2018-01-31,123.48,205.56,22.07,45.46,48.06,39.32,2.52,11.35,53.7,1.72,3.78,0.38,271.0,Poor
+Delhi,2018-02-01,157.33,298.58,38.37,63.88,67.65,46.95,1.62,18.67,60.7,2.08,5.48,0.62,293.0,Poor
+Delhi,2018-02-02,140.35,282.16,34.69,54.28,71.59,52.36,1.49,12.25,52.12,1.72,5.93,0.79,318.0,Very Poor
+Delhi,2018-02-03,115.05,239.61,27.97,51.46,64.81,46.26,1.29,14.2,52.29,1.35,4.57,0.45,277.0,Poor
+Delhi,2018-02-04,133.8,252.13,22.5,46.74,56.52,45.13,1.3,13.2,52.23,1.44,3.23,0.4,284.0,Poor
+Delhi,2018-02-05,163.6,308.37,42.64,63.42,78.45,45.41,1.33,14.77,43.11,2.04,4.47,0.36,313.0,Very Poor
+Delhi,2018-02-06,143.29,274.72,28.45,56.51,67.62,44.96,1.21,14.94,41.11,1.74,4.88,0.42,324.0,Very Poor
+Delhi,2018-02-07,131.49,246.92,26.04,54.53,55.33,43.31,1.18,14.58,49.34,1.64,3.92,0.36,287.0,Poor
+Delhi,2018-02-08,186.19,338.61,66.23,74.83,86.77,47.89,1.75,13.8,45.91,3.21,6.09,0.78,334.0,Very Poor
+Delhi,2018-02-09,203.33,348.94,56.38,74.5,84.22,49.6,1.7,14.35,49.11,3.32,6.44,0.61,375.0,Very Poor
+Delhi,2018-02-10,209.7,373.06,71.59,99.06,86.85,47.52,2.55,13.77,53.31,6.94,11.0,1.21,378.0,Very Poor
+Delhi,2018-02-11,148.13,300.96,57.19,62.4,82.24,51.43,1.56,14.45,43.54,3.53,5.29,0.67,350.0,Very Poor
+Delhi,2018-02-12,72.36,153.11,16.51,33.08,42.62,46.64,0.97,8.58,37.47,0.8,2.11,0.29,218.0,Poor
+Delhi,2018-02-13,103.93,170.12,37.45,46.48,72.84,50.89,1.21,10.25,38.83,1.73,4.16,0.35,189.0,Moderate
+Delhi,2018-02-14,76.92,149.43,16.31,34.92,44.75,40.88,0.96,9.03,38.43,1.02,2.66,0.23,217.0,Poor
+Delhi,2018-02-15,94.49,173.59,16.78,38.54,47.11,44.48,1.03,11.47,40.95,1.16,2.82,0.16,189.0,Moderate
+Delhi,2018-02-16,123.19,219.11,24.78,48.33,60.03,49.81,1.21,12.49,38.4,1.52,3.48,0.21,248.0,Poor
+Delhi,2018-02-17,127.8,244.27,24.55,49.9,60.9,49.73,1.27,15.01,44.13,1.73,3.91,0.33,277.0,Poor
+Delhi,2018-02-18,127.27,234.67,35.15,50.94,67.43,45.32,1.36,12.17,45.75,2.15,3.78,0.31,284.0,Poor
+Delhi,2018-02-19,172.55,315.75,68.88,71.76,88.37,46.22,1.96,15.25,49.74,3.07,5.52,0.79,321.0,Very Poor
+Delhi,2018-02-20,167.16,317.53,56.44,68.29,87.59,49.25,1.89,14.53,51.27,3.34,5.42,0.53,335.0,Very Poor
+Delhi,2018-02-21,172.99,346.46,72.82,92.54,94.31,49.47,2.42,13.97,57.47,5.24,8.8,0.93,347.0,Very Poor
+Delhi,2018-02-22,159.67,313.47,59.65,66.4,90.58,55.72,1.8,15.89,47.69,4.0,8.11,0.55,333.0,Very Poor
+Delhi,2018-02-23,163.75,333.99,59.63,70.77,92.54,59.64,1.81,16.26,48.62,3.89,9.53,0.0,331.0,Very Poor
+Delhi,2018-02-24,164.2,349.29,47.09,62.66,80.95,62.61,1.52,15.09,55.26,2.85,5.82,0.27,347.0,Very Poor
+Delhi,2018-02-25,106.26,222.46,25.0,42.88,59.15,50.57,1.0,14.34,43.87,2.05,3.94,0.2,317.0,Very Poor
+Delhi,2018-02-26,67.27,156.72,14.44,33.59,43.27,41.83,0.88,9.64,43.19,1.09,2.1,0.05,170.0,Moderate
+Delhi,2018-02-27,85.53,178.51,24.54,43.12,56.44,43.85,1.15,10.72,40.51,1.93,3.03,0.06,167.0,Moderate
+Delhi,2018-02-28,143.25,279.26,42.48,52.5,78.41,53.64,1.47,14.52,46.16,2.47,6.26,0.26,274.0,Poor
+Delhi,2018-03-01,120.71,256.86,45.93,51.74,79.9,49.29,1.43,14.9,40.69,2.3,5.76,0.56,293.0,Poor
+Delhi,2018-03-02,139.18,253.32,46.05,50.64,78.23,48.86,1.64,11.52,45.55,3.01,4.5,0.77,300.0,Poor
+Delhi,2018-03-03,98.25,205.92,26.84,41.07,59.03,44.26,1.18,12.93,38.38,1.85,3.67,0.57,244.0,Poor
+Delhi,2018-03-04,79.83,182.26,25.27,39.02,56.08,39.35,0.99,12.95,34.95,1.63,2.92,0.14,205.0,Poor
+Delhi,2018-03-05,76.96,164.74,24.87,39.58,56.62,38.32,0.99,12.7,40.45,1.39,2.92,0.0,180.0,Moderate
+Delhi,2018-03-06,75.45,163.52,15.1,37.92,44.67,34.56,0.94,12.99,44.99,1.26,2.83,0.0,170.0,Moderate
+Delhi,2018-03-07,87.62,178.53,25.71,45.6,54.4,36.46,1.11,13.23,45.24,1.7,3.57,0.0,192.0,Moderate
+Delhi,2018-03-08,139.88,283.57,60.76,79.5,82.26,43.35,1.84,16.98,57.76,6.59,7.04,0.0,262.0,Poor
+Delhi,2018-03-09,134.76,274.89,45.51,65.86,75.45,46.02,1.64,18.68,52.43,4.54,6.65,0.0,316.0,Very Poor
+Delhi,2018-03-10,75.67,171.69,16.27,39.85,47.05,39.35,0.95,14.8,41.74,1.36,4.0,0.0,207.0,Poor
+Delhi,2018-03-11,88.3,183.74,23.14,41.81,55.86,39.62,1.08,15.41,46.28,1.28,3.12,0.0,179.0,Moderate
+Delhi,2018-03-12,105.29,223.67,28.38,45.32,65.27,42.8,1.18,17.48,44.49,1.29,3.51,0.0,236.0,Poor
+Delhi,2018-03-13,109.22,245.66,41.54,56.5,73.67,42.23,1.54,17.22,43.79,1.87,4.78,0.0,241.0,Poor
+Delhi,2018-03-14,116.62,328.98,60.02,64.82,87.49,40.47,1.63,17.39,48.03,2.85,5.34,0.0,287.0,Poor
+Delhi,2018-03-15,108.98,314.72,36.34,48.86,66.89,43.23,1.23,16.08,37.77,3.53,5.3,0.0,314.0,Very Poor
+Delhi,2018-03-16,111.67,256.67,27.56,41.48,62.19,42.2,1.09,16.61,43.04,4.14,4.59,0.0,269.0,Poor
+Delhi,2018-03-17,81.57,170.16,21.81,32.61,44.69,33.72,1.09,13.63,37.89,1.73,2.68,0.0,218.0,Poor
+Delhi,2018-03-18,82.15,173.07,18.88,31.72,41.03,30.32,1.2,17.22,45.83,0.93,2.17,0.0,177.0,Moderate
+Delhi,2018-03-19,81.93,197.13,28.38,43.85,62.83,37.7,1.1,16.95,44.89,1.06,4.02,0.0,177.0,Moderate
+Delhi,2018-03-20,109.99,249.2,44.27,55.71,82.08,44.26,1.42,20.52,51.95,3.19,7.16,0.0,224.0,Poor
+Delhi,2018-03-21,133.53,280.94,30.35,45.33,66.03,49.85,1.36,24.36,52.82,4.03,5.93,0.0,302.0,Very Poor
+Delhi,2018-03-22,83.4,176.02,13.53,33.49,41.53,42.95,1.0,17.14,45.99,1.92,3.93,0.0,226.0,Poor
+Delhi,2018-03-23,64.2,151.45,14.86,34.53,42.49,34.91,0.89,12.75,46.6,1.57,3.61,0.0,171.0,Moderate
+Delhi,2018-03-24,78.4,186.62,15.2,37.32,44.39,35.84,0.91,14.56,50.02,2.36,3.53,0.0,183.0,Moderate
+Delhi,2018-03-25,85.34,190.95,11.77,34.66,41.31,37.35,0.96,15.57,54.47,1.74,2.91,0.0,202.0,Poor
+Delhi,2018-03-26,85.9,198.67,19.04,41.2,51.42,36.49,1.06,16.28,52.72,2.64,3.4,0.0,203.0,Poor
+Delhi,2018-03-27,111.26,256.4,42.38,60.75,76.0,37.92,1.52,18.5,49.55,4.42,5.92,0.0,246.0,Poor
+Delhi,2018-03-28,117.78,280.25,55.87,71.04,79.52,37.48,1.74,16.27,57.85,6.14,7.37,0.0,293.0,Poor
+Delhi,2018-03-29,95.98,217.49,17.1,41.56,49.23,37.18,1.01,16.53,57.43,2.72,3.78,0.0,238.0,Poor
+Delhi,2018-03-30,96.45,241.13,21.45,45.84,58.22,37.57,1.11,15.95,58.75,3.12,5.64,0.0,234.0,Poor
+Delhi,2018-03-31,101.59,292.49,25.6,44.76,57.92,42.4,1.17,16.59,67.56,2.96,5.24,0.0,269.0,Poor
+Delhi,2018-04-01,75.14,199.8,15.98,37.97,46.42,37.86,1.01,14.13,68.76,2.97,3.11,0.0,217.0,Poor
+Delhi,2018-04-02,96.38,241.96,26.07,48.52,64.03,43.29,1.22,16.54,64.33,3.33,4.77,0.0,217.0,Poor
+Delhi,2018-04-03,101.18,252.21,27.42,51.63,66.35,45.56,1.28,17.36,67.6,3.22,4.13,0.0,239.0,Poor
+Delhi,2018-04-04,111.82,262.69,32.79,52.51,69.5,50.48,1.44,16.58,65.46,2.64,4.85,0.0,244.0,Poor
+Delhi,2018-04-05,152.56,337.64,43.18,60.24,76.02,49.53,1.76,19.67,64.73,4.62,6.26,0.0,329.0,Very Poor
+Delhi,2018-04-06,100.5,231.2,25.66,44.92,62.14,43.35,1.42,19.96,54.04,2.64,4.14,0.0,271.0,Poor
+Delhi,2018-04-07,48.46,132.97,18.92,36.94,50.39,42.48,1.12,10.48,54.42,1.43,3.32,0.0,170.0,Moderate
+Delhi,2018-04-08,50.27,137.52,13.22,34.29,41.32,44.48,1.09,10.5,56.29,0.95,2.63,0.0,142.0,Moderate
+Delhi,2018-04-09,49.56,123.41,24.07,39.45,53.81,44.12,1.35,10.77,42.76,2.34,4.47,0.0,133.0,Moderate
+Delhi,2018-04-10,93.89,251.98,35.24,45.16,65.04,52.07,1.57,12.65,60.94,4.38,13.51,0.0,205.0,Poor
+Delhi,2018-04-11,48.61,125.53,16.25,32.33,41.68,39.88,0.99,11.21,46.34,4.24,11.48,0.0,179.0,Moderate
+Delhi,2018-04-12,46.21,109.03,20.89,40.94,49.98,33.55,1.3,10.07,48.2,4.98,6.09,0.0,135.0,Moderate
+Delhi,2018-04-13,83.96,196.02,34.37,54.68,64.81,36.1,1.78,13.37,47.74,1.6,3.64,0.0,201.0,Poor
+Delhi,2018-04-14,97.16,235.01,42.69,59.41,73.26,39.49,2.12,15.77,47.69,2.45,4.84,0.0,233.0,Poor
+Delhi,2018-04-15,107.36,258.52,49.0,67.79,75.59,40.66,2.26,17.56,53.47,3.68,4.67,0.0,240.0,Poor
+Delhi,2018-04-16,119.75,334.05,51.52,76.17,79.53,46.53,2.51,21.02,55.85,4.66,6.12,0.0,296.0,Poor
+Delhi,2018-04-17,81.97,260.67,35.67,57.84,69.28,39.2,1.56,13.57,49.19,3.36,3.77,0.0,266.0,Poor
+Delhi,2018-04-18,73.44,256.18,16.91,40.44,46.57,33.33,1.04,13.29,51.01,1.72,2.79,0.0,216.0,Poor
+Delhi,2018-04-19,89.49,282.24,27.08,51.78,62.47,35.35,1.19,16.76,53.3,2.44,3.63,0.0,242.0,Poor
+Delhi,2018-04-20,100.01,385.04,20.62,40.56,49.75,36.14,0.91,15.55,48.98,2.23,3.71,0.0,271.0,Poor
+Delhi,2018-04-21,119.24,480.07,9.64,30.99,35.73,31.94,0.89,12.08,61.05,1.13,2.73,0.0,444.0,Severe
+Delhi,2018-04-22,62.06,208.53,9.34,31.63,35.38,29.3,0.85,16.92,60.81,1.43,2.24,0.0,302.0,Very Poor
+Delhi,2018-04-23,76.11,219.94,17.48,39.43,43.95,27.09,1.03,12.89,63.78,1.83,3.31,0.0,197.0,Moderate
+Delhi,2018-04-24,108.64,274.05,27.8,57.07,61.05,32.19,1.28,17.01,59.45,3.36,5.14,0.0,242.0,Poor
+Delhi,2018-04-25,117.56,313.41,46.07,82.47,77.25,31.94,2.02,15.1,48.81,6.04,8.18,0.0,287.0,Poor
+Delhi,2018-04-26,142.82,397.1,44.46,78.5,78.44,41.32,2.09,17.89,65.07,5.52,6.76,0.0,329.0,Very Poor
+Delhi,2018-04-27,107.47,336.49,22.69,49.86,54.16,51.03,1.41,12.96,69.49,2.86,4.75,0.0,351.0,Very Poor
+Delhi,2018-04-28,84.13,316.52,11.33,36.11,41.23,44.78,1.14,12.38,75.5,1.7,3.23,0.0,288.0,Poor
+Delhi,2018-04-29,89.1,259.12,13.32,42.57,48.22,47.69,1.26,16.1,69.07,1.87,3.3,0.0,259.0,Poor
+Delhi,2018-04-30,79.3,214.51,21.81,46.42,58.38,49.72,1.12,11.9,60.39,1.71,3.66,0.0,221.0,Poor
+Delhi,2018-05-01,54.88,165.91,11.11,33.37,41.04,44.37,0.81,8.8,65.54,1.18,1.91,0.0,173.0,Moderate
+Delhi,2018-05-02,66.74,189.28,14.43,34.14,42.86,37.69,1.02,7.65,64.55,1.19,1.84,0.0,161.0,Moderate
+Delhi,2018-05-03,47.25,153.75,15.63,31.77,40.96,38.01,1.23,9.52,50.16,0.94,2.3,0.0,167.0,Moderate
+Delhi,2018-05-04,49.09,123.82,11.61,30.44,37.96,38.61,1.17,9.06,59.09,1.41,2.55,0.0,146.0,Moderate
+Delhi,2018-05-05,74.82,196.76,23.26,46.75,55.93,44.85,1.74,11.85,59.48,2.46,4.28,0.0,174.0,Moderate
+Delhi,2018-05-06,110.48,290.63,42.39,53.69,71.2,44.57,2.05,14.61,57.57,3.75,5.89,0.0,280.0,Poor
+Delhi,2018-05-07,111.95,302.1,42.33,54.75,76.02,45.99,2.2,16.31,57.48,3.61,5.38,0.0,243.0,Poor
+Delhi,2018-05-08,61.0,177.71,10.01,27.66,32.84,27.14,1.31,6.97,61.42,1.37,2.67,0.0,252.0,Poor
+Delhi,2018-05-09,71.99,177.76,19.68,46.09,56.74,43.68,1.46,12.35,53.1,1.93,4.49,0.0,168.0,Moderate
+Delhi,2018-05-10,93.45,215.34,28.94,52.15,68.21,53.84,2.41,12.02,57.78,2.3,4.57,0.0,218.0,Poor
+Delhi,2018-05-11,132.39,315.8,35.51,65.41,75.54,51.67,2.73,16.58,65.24,4.4,5.38,0.0,292.0,Poor
+Delhi,2018-05-12,144.33,353.5,45.32,74.13,88.45,65.63,3.2,17.75,67.9,4.15,5.23,0.0,330.0,Very Poor
+Delhi,2018-05-13,80.64,236.35,17.22,31.22,44.1,59.34,2.1,11.48,67.88,1.31,2.15,0.0,285.0,Poor
+Delhi,2018-05-14,49.22,137.39,13.4,40.3,41.85,46.61,2.05,11.3,56.2,1.07,2.34,0.0,174.0,Moderate
+Delhi,2018-05-15,67.23,177.03,13.34,39.81,43.92,49.62,1.91,11.9,62.52,1.85,3.06,0.0,173.0,Moderate
+Delhi,2018-05-16,78.74,221.21,16.47,41.79,45.65,43.11,1.11,9.25,54.41,2.59,3.61,0.0,194.0,Moderate
+Delhi,2018-05-17,105.99,288.92,17.3,44.14,44.55,45.08,0.85,13.61,70.39,1.84,3.94,0.0,240.0,Poor
+Delhi,2018-05-18,96.96,241.99,27.74,53.88,63.16,54.12,1.07,13.97,58.67,3.02,5.04,0.0,254.0,Poor
+Delhi,2018-05-19,103.98,284.44,49.67,65.52,81.75,55.99,1.46,12.48,57.66,5.23,6.98,0.0,270.0,Poor
+Delhi,2018-05-20,83.66,228.61,20.35,45.88,50.04,45.4,1.08,12.65,55.77,2.72,5.24,0.0,231.0,Poor
+Delhi,2018-05-21,71.25,209.67,14.16,42.68,48.33,41.07,0.91,12.73,60.27,3.04,5.34,0.0,208.0,Poor
+Delhi,2018-05-22,91.16,243.14,28.41,59.07,60.5,40.31,1.17,15.56,59.41,3.53,6.23,0.0,207.0,Poor
+Delhi,2018-05-23,129.23,324.0,53.83,77.28,86.18,46.95,1.66,17.57,59.46,5.79,9.66,0.0,306.0,Very Poor
+Delhi,2018-05-24,114.13,298.07,37.09,57.51,67.13,51.03,1.34,17.78,53.43,3.1,6.97,0.0,303.0,Very Poor
+Delhi,2018-05-25,83.88,249.82,42.75,59.34,63.04,36.45,1.31,12.73,48.95,4.03,6.57,0.0,260.0,Poor
+Delhi,2018-05-26,103.02,263.49,41.7,64.88,61.71,37.33,1.47,14.9,49.85,4.77,6.65,0.0,244.0,Poor
+Delhi,2018-05-27,97.37,314.96,31.92,58.31,57.05,35.05,1.1,11.59,56.75,3.73,4.64,0.0,268.0,Poor
+Delhi,2018-05-28,117.56,290.96,29.36,54.01,57.51,48.36,1.33,15.54,59.11,2.77,5.02,0.0,276.0,Poor
+Delhi,2018-05-29,112.6,312.18,41.22,60.34,66.84,51.9,1.4,11.93,59.1,3.88,5.4,0.0,303.0,Very Poor
+Delhi,2018-05-30,65.76,295.94,13.19,33.21,42.64,54.38,0.95,8.58,59.9,1.2,1.85,0.0,272.0,Poor
+Delhi,2018-05-31,71.99,235.22,14.54,40.76,44.17,50.49,1.0,9.71,50.6,1.88,3.53,0.0,223.0,Poor
+Delhi,2018-06-01,79.98,233.97,8.65,30.14,33.87,48.38,0.81,8.24,58.87,1.48,3.18,0.0,196.0,Moderate
+Delhi,2018-06-02,52.6,154.66,12.65,29.28,35.13,41.24,0.98,9.08,60.12,1.51,3.67,0.0,183.0,Moderate
+Delhi,2018-06-03,59.52,140.21,16.93,31.51,43.09,43.82,0.84,7.79,57.87,1.32,3.37,0.0,154.0,Moderate
+Delhi,2018-06-04,64.42,179.31,14.32,30.68,38.57,49.08,0.81,8.14,57.03,2.13,3.41,0.0,170.0,Moderate
+Delhi,2018-06-05,61.72,152.57,9.58,27.67,32.62,43.21,0.82,7.51,48.46,2.52,4.69,0.0,160.0,Moderate
+Delhi,2018-06-06,57.68,159.45,8.99,31.11,33.05,39.58,0.88,9.34,48.47,2.71,6.46,0.0,146.0,Moderate
+Delhi,2018-06-07,73.77,165.33,10.21,33.8,37.99,40.17,0.96,10.1,60.18,4.76,6.4,0.0,166.0,Moderate
+Delhi,2018-06-08,76.78,196.34,9.8,31.27,36.1,46.72,0.95,7.75,54.22,2.56,4.55,0.0,180.0,Moderate
+Delhi,2018-06-09,52.79,136.75,10.94,27.39,36.36,40.4,0.9,6.41,41.95,2.72,4.57,0.0,153.0,Moderate
+Delhi,2018-06-10,67.02,141.09,16.94,34.23,38.52,49.24,0.93,7.35,45.16,2.67,7.04,0.0,153.0,Moderate
+Delhi,2018-06-11,73.22,218.14,11.9,34.85,35.75,48.15,0.9,6.94,46.66,2.57,5.41,0.0,186.0,Moderate
+Delhi,2018-06-12,141.28,497.9,11.06,31.72,34.01,40.05,0.87,8.73,37.85,2.26,6.1,0.0,285.0,Poor
+Delhi,2018-06-13,261.77,743.98,11.58,25.75,30.62,32.58,0.77,6.91,27.45,2.33,4.31,0.0,453.0,Severe
+Delhi,2018-06-14,225.49,761.91,11.75,25.37,29.01,27.3,0.72,7.22,43.38,2.25,9.35,0.0,522.0,Severe
+Delhi,2018-06-15,153.28,613.34,12.05,24.61,29.31,26.27,0.7,7.31,40.15,2.98,10.64,0.0,593.0,Severe
+Delhi,2018-06-16,127.32,516.85,10.15,25.0,29.76,28.12,0.68,7.29,45.76,3.36,5.58,0.0,531.0,Severe
+Delhi,2018-06-17,84.47,289.18,8.45,22.78,27.88,27.53,0.68,6.18,44.56,2.78,6.3,0.0,384.0,Very Poor
+Delhi,2018-06-18,61.06,166.71,11.44,26.68,31.17,33.27,0.77,7.71,46.41,2.82,8.24,0.0,179.0,Moderate
+Delhi,2018-06-19,52.76,152.06,10.85,26.52,29.02,31.25,0.68,6.5,53.39,3.73,8.34,0.03,146.0,Moderate
+Delhi,2018-06-20,67.55,201.22,13.82,33.71,37.25,36.03,0.77,10.05,60.2,4.51,10.83,0.0,175.0,Moderate
+Delhi,2018-06-21,76.98,273.16,11.17,34.82,35.93,38.44,0.75,9.73,66.75,3.89,11.19,0.0,221.0,Poor
+Delhi,2018-06-22,83.98,247.55,23.62,45.06,53.22,44.46,0.99,12.38,64.38,4.69,13.08,21.62,249.0,Poor
+Delhi,2018-06-23,81.33,242.29,17.78,44.23,49.29,44.27,0.96,11.68,66.18,4.26,13.63,18.61,228.0,Poor
+Delhi,2018-06-24,54.15,163.89,10.39,34.98,37.1,34.64,0.77,13.73,59.17,2.66,10.24,7.98,194.0,Moderate
+Delhi,2018-06-25,46.9,155.61,10.81,34.92,31.12,32.64,0.74,12.17,39.06,1.93,11.0,2.05,168.0,Moderate
+Delhi,2018-06-26,29.98,92.12,8.89,34.16,26.14,35.67,0.72,13.16,33.09,1.81,17.81,0.76,128.0,Moderate
+Delhi,2018-06-27,52.48,111.4,9.03,31.0,25.96,44.57,0.84,10.43,44.04,2.24,22.29,1.31,126.0,Moderate
+Delhi,2018-06-28,30.07,71.42,8.68,29.01,23.9,44.84,0.76,8.48,33.17,1.65,18.35,0.44,99.0,Satisfactory
+Delhi,2018-06-29,37.11,84.12,10.99,30.43,26.78,42.44,0.87,9.36,31.43,2.22,17.18,1.01,90.0,Satisfactory
+Delhi,2018-06-30,41.41,103.75,10.42,32.89,28.23,40.71,0.91,9.55,31.21,2.3,21.04,1.02,113.0,Moderate
+Delhi,2018-07-01,34.18,97.81,10.82,28.46,26.45,44.47,0.78,8.53,28.09,1.56,20.66,1.0,102.0,Moderate
+Delhi,2018-07-02,34.24,122.23,7.87,25.74,22.61,36.17,0.65,8.82,33.79,0.98,15.01,0.37,111.0,Moderate
+Delhi,2018-07-03,44.55,109.65,11.74,37.27,32.19,38.7,0.86,10.11,39.78,1.82,21.86,1.98,122.0,Moderate
+Delhi,2018-07-04,45.76,113.75,8.01,31.17,25.67,37.0,0.78,10.14,45.71,1.88,22.27,5.74,128.0,Moderate
+Delhi,2018-07-05,50.41,133.6,13.52,38.05,33.66,38.45,0.95,11.14,41.14,2.57,32.38,14.04,130.0,Moderate
+Delhi,2018-07-06,57.12,163.19,16.15,36.71,35.28,48.7,0.94,10.27,40.01,2.31,31.73,3.26,147.0,Moderate
+Delhi,2018-07-07,61.93,158.13,8.99,34.43,28.17,51.84,0.9,10.4,53.82,2.06,24.89,2.46,155.0,Moderate
+Delhi,2018-07-08,68.2,179.05,14.86,39.85,35.86,57.11,0.98,11.6,65.27,2.31,30.07,2.62,176.0,Moderate
+Delhi,2018-07-09,70.48,169.96,9.06,35.14,28.69,55.38,0.93,11.0,54.8,1.66,20.19,1.01,168.0,Moderate
+Delhi,2018-07-10,47.48,112.45,7.74,28.19,24.09,47.18,0.81,10.92,43.89,1.07,17.31,0.24,140.0,Moderate
+Delhi,2018-07-11,39.78,102.39,8.76,31.82,26.63,39.31,0.84,11.26,34.6,1.49,21.21,0.39,111.0,Moderate
+Delhi,2018-07-12,46.53,127.08,10.21,34.22,28.48,35.01,0.76,10.92,45.16,1.49,21.79,1.1,130.0,Moderate
+Delhi,2018-07-13,28.44,61.6,12.27,31.94,29.09,33.49,0.88,10.69,26.96,1.55,24.0,0.99,109.0,Moderate
+Delhi,2018-07-14,33.82,70.35,13.24,31.63,31.3,34.11,0.84,11.13,29.2,1.81,29.69,1.03,96.0,Satisfactory
+Delhi,2018-07-15,37.76,78.42,8.28,28.9,25.51,32.08,0.78,10.64,28.01,1.19,21.78,0.41,92.0,Satisfactory
+Delhi,2018-07-16,37.32,83.03,13.87,33.31,32.44,36.19,0.96,9.51,23.59,1.61,31.33,1.3,95.0,Satisfactory
+Delhi,2018-07-17,34.26,84.78,11.89,30.73,28.81,41.85,0.87,10.2,31.96,1.53,28.84,0.85,105.0,Moderate
+Delhi,2018-07-18,37.76,97.11,12.45,29.45,28.39,46.23,0.82,11.04,32.43,1.48,25.94,0.83,114.0,Moderate
+Delhi,2018-07-19,35.04,83.54,10.58,27.41,25.71,41.74,0.8,11.14,31.96,1.31,22.7,0.47,106.0,Moderate
+Delhi,2018-07-20,37.26,80.33,12.22,33.46,30.45,38.54,0.89,10.4,24.18,1.87,30.82,0.91,90.0,Satisfactory
+Delhi,2018-07-21,50.21,95.93,17.99,36.48,37.03,43.54,0.97,11.2,32.23,2.32,32.24,0.88,114.0,Moderate
+Delhi,2018-07-22,25.81,47.63,12.14,27.55,27.12,37.26,0.83,9.85,24.91,1.28,23.18,0.63,87.0,Satisfactory
+Delhi,2018-07-23,32.39,69.73,14.28,28.74,29.43,39.3,0.81,10.43,26.11,1.39,23.1,0.48,80.0,Satisfactory
+Delhi,2018-07-24,39.3,94.8,12.18,29.15,26.72,40.08,0.83,10.78,34.46,1.5,24.69,0.45,101.0,Moderate
+Delhi,2018-07-25,34.7,80.13,15.59,27.58,28.48,39.46,0.81,9.99,21.39,1.18,26.71,0.56,90.0,Satisfactory
+Delhi,2018-07-26,32.22,57.98,16.81,25.1,28.9,38.33,0.89,9.27,18.6,1.26,25.4,0.6,90.0,Satisfactory
+Delhi,2018-07-27,21.75,35.79,14.04,23.41,25.77,33.02,0.91,9.13,19.82,1.46,30.17,0.54,68.0,Satisfactory
+Delhi,2018-07-28,37.69,67.2,13.43,21.59,24.43,29.08,0.73,9.55,24.11,1.36,22.84,0.45,71.0,Satisfactory
+Delhi,2018-07-29,44.03,116.89,18.34,25.02,30.46,36.7,0.74,9.37,26.19,1.24,22.57,0.44,100.0,Satisfactory
+Delhi,2018-07-30,39.89,122.86,15.98,25.06,28.28,42.39,0.8,8.96,28.09,1.08,22.42,0.29,122.0,Moderate
+Delhi,2018-07-31,50.59,165.4,15.59,28.84,30.1,41.94,0.91,9.12,27.81,1.28,24.33,0.57,135.0,Moderate
+Delhi,2018-08-01,55.77,195.09,19.92,26.14,32.34,38.58,0.94,9.71,29.94,1.38,22.32,0.28,155.0,Moderate
+Delhi,2018-08-02,71.5,268.29,20.56,25.2,32.61,36.33,0.86,10.22,29.3,1.47,23.26,0.31,215.0,Poor
+Delhi,2018-08-03,65.46,248.8,19.1,26.08,31.73,34.43,0.78,9.48,28.1,1.4,20.79,0.21,228.0,Poor
+Delhi,2018-08-04,69.75,264.97,19.25,28.77,32.96,33.4,0.76,9.61,29.61,1.23,22.81,0.33,215.0,Poor
+Delhi,2018-08-05,63.57,246.89,17.71,24.82,29.73,33.84,0.71,9.86,25.4,1.08,17.19,0.4,234.0,Poor
+Delhi,2018-08-06,50.64,131.76,19.28,26.59,32.23,45.36,0.9,9.4,27.42,1.44,22.79,0.49,166.0,Moderate
+Delhi,2018-08-07,44.54,110.19,18.64,26.15,31.04,40.11,0.98,10.65,32.06,1.55,24.7,0.59,123.0,Moderate
+Delhi,2018-08-08,36.7,76.04,19.04,25.24,30.33,38.57,1.02,9.47,31.12,1.55,23.23,0.58,108.0,Moderate
+Delhi,2018-08-09,36.84,91.15,17.18,24.98,29.1,38.58,0.89,9.85,34.11,1.37,21.43,0.47,102.0,Moderate
+Delhi,2018-08-10,46.24,115.63,27.59,34.82,42.63,40.95,1.11,9.66,31.83,1.81,28.91,0.33,111.0,Moderate
+Delhi,2018-08-11,32.72,98.26,18.61,24.06,28.8,36.5,0.7,8.84,27.66,1.28,22.4,0.27,106.0,Moderate
+Delhi,2018-08-12,25.7,83.58,14.86,23.5,25.93,30.55,0.66,9.09,23.92,0.97,20.03,0.1,92.0,Satisfactory
+Delhi,2018-08-13,32.75,106.03,16.15,25.04,28.15,34.65,0.84,9.26,27.7,1.11,23.38,0.09,102.0,Moderate
+Delhi,2018-08-14,46.85,126.7,14.03,29.49,30.34,39.38,1.09,9.86,32.47,1.57,31.99,0.19,122.0,Moderate
+Delhi,2018-08-15,43.0,117.21,9.88,23.72,22.86,37.96,0.84,8.85,34.04,1.41,30.1,0.07,128.0,Moderate
+Delhi,2018-08-16,36.49,88.06,18.67,29.32,33.72,40.19,1.21,10.43,31.87,1.88,38.17,0.11,109.0,Moderate
+Delhi,2018-08-17,32.98,80.82,18.25,24.58,30.72,37.68,0.98,9.26,30.62,1.88,35.61,0.23,109.0,Moderate
+Delhi,2018-08-18,32.11,77.4,12.87,26.17,26.14,32.83,0.88,10.05,30.9,1.61,31.04,0.05,90.0,Satisfactory
+Delhi,2018-08-19,47.01,96.0,18.92,31.85,33.12,31.46,1.07,11.4,32.1,1.63,32.28,0.03,100.0,Satisfactory
+Delhi,2018-08-20,61.1,125.39,23.17,32.54,37.99,38.4,1.18,10.88,39.36,1.66,30.16,0.12,138.0,Moderate
+Delhi,2018-08-21,30.98,77.56,11.76,27.85,26.25,32.36,1.02,11.99,31.02,1.09,20.9,0.09,105.0,Moderate
+Delhi,2018-08-22,29.75,74.91,14.93,28.18,28.73,28.58,0.9,11.43,25.33,1.23,25.98,0.05,91.0,Satisfactory
+Delhi,2018-08-23,31.19,73.3,15.41,24.72,27.95,32.42,0.82,10.82,18.25,1.16,25.82,0.04,86.0,Satisfactory
+Delhi,2018-08-24,23.71,88.0,17.54,24.6,29.81,28.45,0.8,10.4,19.29,1.15,27.47,0.16,89.0,Satisfactory
+Delhi,2018-08-25,21.96,82.69,14.99,22.78,26.16,25.87,0.68,10.9,20.69,1.19,26.57,0.03,100.0,Satisfactory
+Delhi,2018-08-26,23.96,77.21,9.89,19.92,20.16,24.13,0.6,10.31,24.77,0.96,20.49,0.08,85.0,Satisfactory
+Delhi,2018-08-27,24.78,56.62,10.67,23.6,23.07,26.04,0.78,10.82,26.5,1.31,23.78,0.07,82.0,Satisfactory
+Delhi,2018-08-28,29.26,58.76,14.65,25.52,27.65,27.99,0.85,10.84,21.91,1.53,28.19,0.09,81.0,Satisfactory
+Delhi,2018-08-29,36.06,65.58,15.31,26.12,27.86,29.36,0.9,10.23,21.53,1.6,28.23,0.08,88.0,Satisfactory
+Delhi,2018-08-30,41.26,95.47,21.4,28.28,34.45,29.82,0.95,9.97,27.06,1.78,30.81,0.2,97.0,Satisfactory
+Delhi,2018-08-31,47.53,152.29,13.54,25.96,26.93,28.79,0.82,9.67,23.57,1.47,29.67,0.12,127.0,Moderate
+Delhi,2018-09-01,45.19,110.35,19.47,28.51,31.54,31.04,1.02,10.53,19.58,2.24,34.3,0.04,132.0,Moderate
+Delhi,2018-09-02,40.9,80.4,20.91,23.44,29.51,31.34,0.87,9.81,23.36,1.95,33.74,0.15,116.0,Moderate
+Delhi,2018-09-03,42.06,72.38,17.6,27.63,30.0,30.05,1.06,9.96,26.15,2.11,29.86,0.79,89.0,Satisfactory
+Delhi,2018-09-04,55.72,105.56,34.09,35.94,49.8,32.41,1.29,10.8,26.55,2.89,37.58,0.13,118.0,Moderate
+Delhi,2018-09-05,39.77,101.8,21.85,30.63,37.55,29.56,1.04,9.62,20.64,2.12,31.65,0.08,108.0,Moderate
+Delhi,2018-09-06,49.44,138.52,28.45,30.88,43.56,30.78,0.96,10.13,26.24,2.19,29.94,0.03,137.0,Moderate
+Delhi,2018-09-07,42.11,87.03,30.95,37.91,49.1,32.06,1.1,10.75,28.23,2.51,36.86,0.28,117.0,Moderate
+Delhi,2018-09-08,35.45,72.63,17.48,26.65,31.93,28.17,0.84,11.38,23.65,1.84,28.88,0.06,105.0,Moderate
+Delhi,2018-09-09,29.1,56.92,10.53,23.58,24.12,24.71,0.72,10.98,26.36,1.05,17.3,0.14,86.0,Satisfactory
+Delhi,2018-09-10,36.99,83.98,15.56,29.61,30.96,24.26,0.88,11.21,29.46,1.29,20.47,0.23,92.0,Satisfactory
+Delhi,2018-09-11,28.33,78.11,19.0,26.0,32.0,23.37,0.78,9.77,23.21,1.36,24.81,0.06,91.0,Satisfactory
+Delhi,2018-09-12,28.55,103.27,17.17,24.4,29.28,22.38,0.71,10.31,22.44,1.44,25.14,0.03,96.0,Satisfactory
+Delhi,2018-09-13,27.49,115.88,19.96,23.21,30.78,20.34,0.63,11.24,23.11,1.28,24.6,0.03,108.0,Moderate
+Delhi,2018-09-14,31.38,113.92,20.52,25.18,32.01,19.9,0.7,11.21,24.58,1.44,24.24,0.07,113.0,Moderate
+Delhi,2018-09-15,37.48,125.81,26.65,27.72,37.7,22.31,0.8,11.74,25.86,2.29,24.43,0.12,126.0,Moderate
+Delhi,2018-09-16,43.09,131.43,21.14,25.92,31.12,24.13,0.72,11.14,26.12,1.78,23.98,0.0,124.0,Moderate
+Delhi,2018-09-17,55.86,157.59,22.25,29.15,33.99,25.37,0.78,11.12,35.01,1.68,21.94,0.01,135.0,Moderate
+Delhi,2018-09-18,54.94,165.11,15.0,29.8,28.63,24.13,0.75,11.95,38.79,1.71,23.97,0.0,154.0,Moderate
+Delhi,2018-09-19,58.63,175.12,26.29,37.36,40.98,26.44,0.89,13.43,40.04,2.12,27.54,0.0,157.0,Moderate
+Delhi,2018-09-20,73.3,185.23,28.51,38.16,42.01,29.96,0.98,14.41,49.18,2.75,35.2,0.01,173.0,Moderate
+Delhi,2018-09-21,46.73,112.51,11.6,26.7,24.32,28.6,0.75,12.74,30.31,1.98,22.78,0.01,155.0,Moderate
+Delhi,2018-09-22,24.29,46.36,10.07,21.72,19.92,23.58,0.73,11.11,23.89,1.7,24.61,0.01,76.0,Satisfactory
+Delhi,2018-09-23,30.71,54.77,7.37,19.88,16.84,22.73,0.67,11.59,28.89,1.4,17.36,0.0,69.0,Satisfactory
+Delhi,2018-09-24,21.46,35.84,14.91,25.07,25.46,22.73,0.74,11.08,19.54,2.44,21.7,0.0,63.0,Satisfactory
+Delhi,2018-09-25,21.45,49.41,20.54,25.67,30.35,22.28,0.81,10.88,22.48,3.12,30.75,0.01,63.0,Satisfactory
+Delhi,2018-09-26,42.83,108.67,31.86,32.38,42.65,24.2,1.03,11.59,28.54,2.94,40.14,0.01,99.0,Satisfactory
+Delhi,2018-09-27,71.44,171.42,66.23,37.42,73.58,30.7,1.5,12.78,35.24,4.84,60.29,0.06,151.0,Moderate
+Delhi,2018-09-28,83.78,214.66,86.96,44.68,93.15,35.57,1.78,12.98,37.24,6.51,75.0,0.12,200.0,Moderate
+Delhi,2018-09-29,92.46,230.62,61.52,46.15,74.55,37.78,1.57,13.08,41.92,6.0,72.97,0.1,229.0,Poor
+Delhi,2018-09-30,69.49,155.26,20.83,34.52,35.4,31.15,1.0,12.38,35.54,2.9,34.63,0.03,176.0,Moderate
+Delhi,2018-10-01,65.78,177.08,30.83,40.86,47.61,31.58,1.13,12.7,38.52,3.29,45.58,0.04,148.0,Moderate
+Delhi,2018-10-02,76.03,185.21,31.9,36.68,46.51,35.08,1.11,12.25,35.8,3.8,47.19,0.04,186.0,Moderate
+Delhi,2018-10-03,63.37,177.17,39.9,42.57,56.37,31.83,1.13,13.36,36.72,3.74,45.68,0.32,160.0,Moderate
+Delhi,2018-10-04,97.4,235.14,40.37,48.01,59.34,37.79,1.34,14.42,45.63,4.97,56.91,1.1,206.0,Poor
+Delhi,2018-10-05,121.12,270.61,65.84,53.69,83.28,42.52,1.62,17.27,44.88,6.75,76.45,1.64,268.0,Poor
+Delhi,2018-10-06,78.87,199.37,44.04,44.71,61.88,36.24,1.23,13.42,32.93,4.74,50.77,0.83,237.0,Poor
+Delhi,2018-10-07,81.14,221.03,39.4,44.81,57.51,35.47,1.25,14.33,42.38,4.61,50.09,0.57,189.0,Moderate
+Delhi,2018-10-08,118.6,279.23,37.87,56.21,63.0,36.86,1.51,16.13,51.05,5.34,60.1,0.82,253.0,Poor
+Delhi,2018-10-09,103.26,263.89,31.79,54.24,56.31,37.85,1.59,19.67,52.46,5.33,51.48,0.73,269.0,Poor
+Delhi,2018-10-10,93.36,256.14,23.75,47.73,45.93,39.4,1.51,16.55,43.9,4.55,45.79,0.61,263.0,Poor
+Delhi,2018-10-11,70.42,208.39,14.93,37.74,33.12,33.16,1.02,14.54,37.04,3.1,35.5,0.41,219.0,Poor
+Delhi,2018-10-12,67.93,172.04,29.52,44.48,47.82,25.13,1.13,16.06,42.01,3.68,47.52,0.66,163.0,Moderate
+Delhi,2018-10-13,132.93,264.13,54.11,49.89,68.66,33.8,1.41,17.91,42.0,5.82,56.08,1.96,264.0,Poor
+Delhi,2018-10-14,91.88,217.12,36.38,47.34,53.99,30.33,1.3,16.07,40.16,4.23,41.27,1.1,237.0,Poor
+Delhi,2018-10-15,115.96,280.24,50.19,55.44,68.24,33.54,1.61,17.96,44.92,5.51,57.84,1.22,253.0,Poor
+Delhi,2018-10-16,139.18,342.5,84.92,64.18,100.51,43.63,2.2,19.19,54.38,7.92,78.45,3.04,309.0,Very Poor
+Delhi,2018-10-17,137.29,323.31,67.3,52.81,81.62,42.22,1.93,17.13,44.29,6.99,63.99,1.98,332.0,Very Poor
+Delhi,2018-10-18,143.2,337.98,100.87,57.64,112.6,48.05,2.47,18.46,44.65,8.83,83.91,3.63,330.0,Very Poor
+Delhi,2018-10-19,137.73,313.84,40.85,54.31,61.47,41.31,1.66,18.35,51.05,6.59,58.94,1.9,300.0,Poor
+Delhi,2018-10-20,168.87,328.13,37.49,54.04,59.64,37.9,1.55,19.82,47.64,5.99,54.68,1.57,344.0,Very Poor
+Delhi,2018-10-21,141.15,294.36,49.17,55.77,71.3,38.07,1.52,20.59,42.61,5.73,57.74,1.59,325.0,Very Poor
+Delhi,2018-10-22,121.65,274.68,49.3,55.49,71.09,36.59,1.55,17.74,41.32,5.75,49.87,1.88,296.0,Poor
+Delhi,2018-10-23,119.4,302.16,65.36,63.32,87.65,35.0,1.84,19.49,44.7,7.1,62.35,2.39,274.0,Poor
+Delhi,2018-10-24,174.04,384.46,103.62,77.72,129.52,44.37,2.52,20.95,56.09,10.68,100.96,4.26,354.0,Very Poor
+Delhi,2018-10-25,168.82,368.33,97.53,72.23,120.26,45.37,2.35,22.51,62.29,9.42,88.49,3.59,356.0,Very Poor
+Delhi,2018-10-26,203.12,396.01,114.02,74.04,133.52,48.25,2.72,20.76,53.02,10.6,94.71,4.01,394.0,Very Poor
+Delhi,2018-10-27,206.05,408.94,123.46,77.3,143.02,52.18,3.14,19.9,52.9,11.57,103.0,3.47,396.0,Very Poor
+Delhi,2018-10-28,205.0,375.23,81.11,57.66,100.04,47.85,2.45,15.62,52.78,8.94,77.78,3.28,403.0,Severe
+Delhi,2018-10-29,231.83,427.06,84.12,62.22,104.22,48.43,2.67,16.66,53.2,9.06,74.48,3.04,397.0,Very Poor
+Delhi,2018-10-30,263.39,459.45,98.5,70.46,119.07,52.74,2.9,17.62,50.55,10.08,90.31,3.69,456.0,Severe
+Delhi,2018-10-31,225.17,405.94,99.9,68.02,122.87,55.85,2.91,18.11,47.05,9.95,92.3,3.41,422.0,Severe
+Delhi,2018-11-01,236.67,416.97,106.68,71.63,133.14,58.01,2.97,20.12,45.98,10.79,94.12,3.76,433.0,Severe
+Delhi,2018-11-02,205.44,373.61,57.41,65.98,86.56,51.21,1.99,19.65,46.13,7.93,64.64,2.6,391.0,Very Poor
+Delhi,2018-11-03,159.56,298.85,21.22,47.39,45.59,48.63,1.43,17.1,45.43,4.98,35.39,0.89,353.0,Very Poor
+Delhi,2018-11-04,97.27,179.85,14.18,34.18,30.79,36.62,1.0,15.01,51.96,2.56,19.99,0.31,238.0,Poor
+Delhi,2018-11-05,361.98,500.01,26.22,48.25,48.8,44.82,1.88,14.63,45.0,5.5,34.14,0.91,424.0,Severe
+Delhi,2018-11-06,177.88,312.87,23.48,43.78,44.84,31.18,1.29,15.37,45.01,3.88,24.85,0.75,411.0,Severe
+Delhi,2018-11-07,175.43,300.54,30.57,45.14,52.43,30.5,1.44,19.39,51.22,4.15,20.77,0.44,317.0,Very Poor
+Delhi,2018-11-08,420.3,509.73,89.1,64.57,106.68,44.2,2.45,26.52,38.35,9.12,44.0,2.07,452.0,Severe
+Delhi,2018-11-09,300.91,440.76,89.45,68.25,109.68,49.84,2.65,17.41,47.94,9.12,55.65,2.96,487.0,Severe
+Delhi,2018-11-10,288.86,447.4,99.32,79.5,127.11,55.35,3.01,18.01,42.55,10.17,81.74,2.63,430.0,Severe
+Delhi,2018-11-11,256.68,425.12,91.92,70.55,113.81,55.03,2.89,16.2,51.68,9.37,71.1,3.79,454.0,Severe
+Delhi,2018-11-12,271.7,464.28,75.93,71.88,101.5,58.85,2.85,17.4,53.37,9.5,69.49,2.31,437.0,Severe
+Delhi,2018-11-13,265.06,441.43,85.28,74.72,111.18,62.24,2.74,18.72,37.8,9.65,74.6,3.26,454.0,Severe
+Delhi,2018-11-14,136.2,225.77,41.75,59.36,67.48,53.0,1.68,16.02,31.95,5.38,42.88,1.87,361.0,Very Poor
+Delhi,2018-11-15,98.53,175.95,29.85,47.83,51.99,49.76,1.29,15.03,32.95,4.17,39.67,1.54,251.0,Poor
+Delhi,2018-11-16,138.49,230.56,19.55,42.41,41.05,41.19,1.24,14.2,40.74,3.27,24.64,0.86,302.0,Very Poor
+Delhi,2018-11-17,135.21,255.42,38.85,51.93,61.7,40.93,1.6,14.37,36.97,4.06,32.22,1.72,292.0,Poor
+Delhi,2018-11-18,166.43,313.67,68.53,61.82,92.64,44.39,2.0,16.29,39.51,6.3,48.08,6.73,330.0,Very Poor
+Delhi,2018-11-19,179.79,319.12,18.31,56.73,47.93,48.41,1.56,16.32,51.15,4.66,33.16,1.68,340.0,Very Poor
+Delhi,2018-11-20,224.1,374.77,53.4,63.96,80.38,54.51,2.04,16.11,46.03,6.37,51.31,2.77,367.0,Very Poor
+Delhi,2018-11-21,209.96,349.54,54.16,63.79,81.87,46.84,1.79,14.22,40.22,5.32,42.92,0.94,396.0,Very Poor
+Delhi,2018-11-22,139.02,292.92,91.36,74.93,120.74,42.27,2.09,16.89,37.22,6.05,56.92,0.92,317.0,Very Poor
+Delhi,2018-11-23,187.85,331.22,77.16,61.06,102.45,45.84,2.04,16.39,40.01,6.49,61.33,2.27,356.0,Very Poor
+Delhi,2018-11-24,107.73,223.33,26.91,46.57,50.88,36.97,1.34,15.12,37.48,3.33,30.31,0.99,296.0,Poor
+Delhi,2018-11-25,133.62,268.83,59.31,58.16,84.38,39.78,1.72,16.56,37.17,4.61,43.22,0.9,266.0,Poor
+Delhi,2018-11-26,200.69,362.41,94.45,68.3,120.55,47.15,2.43,20.11,39.8,7.01,61.96,2.34,349.0,Very Poor
+Delhi,2018-11-27,205.53,378.23,152.0,78.94,176.98,53.89,3.32,18.31,34.02,10.54,92.77,4.61,396.0,Very Poor
+Delhi,2018-11-28,193.1,356.12,120.37,69.6,146.11,53.87,2.85,15.96,34.61,8.67,73.8,2.44,363.0,Very Poor
+Delhi,2018-11-29,205.17,363.12,101.42,63.68,124.27,51.41,2.52,12.76,35.79,8.64,78.97,3.41,384.0,Very Poor
+Delhi,2018-11-30,190.36,340.56,62.12,56.74,86.03,46.35,1.96,13.69,35.79,6.19,48.33,1.91,365.0,Very Poor
+Delhi,2018-12-01,147.48,297.66,68.71,56.43,90.73,42.49,1.91,14.4,35.45,5.99,46.53,1.44,335.0,Very Poor
+Delhi,2018-12-02,164.63,331.5,131.08,67.18,152.89,45.3,2.77,16.62,39.35,8.92,70.64,3.02,329.0,Very Poor
+Delhi,2018-12-03,178.87,356.2,120.66,66.91,144.74,47.02,2.74,16.52,38.44,8.11,66.53,2.75,356.0,Very Poor
+Delhi,2018-12-04,211.57,393.74,140.77,74.17,169.75,51.21,3.17,16.28,38.12,9.77,84.12,3.2,394.0,Very Poor
+Delhi,2018-12-05,181.62,345.32,121.66,65.87,142.92,49.26,2.59,15.89,32.33,7.76,60.99,2.6,374.0,Very Poor
+Delhi,2018-12-06,218.06,395.33,136.49,71.73,156.61,52.53,3.04,16.49,40.87,10.22,86.38,3.23,385.0,Very Poor
+Delhi,2018-12-07,193.81,353.86,85.29,54.83,105.05,49.16,2.09,14.11,32.45,7.45,57.31,10.5,376.0,Very Poor
+Delhi,2018-12-08,202.83,358.72,85.16,59.06,107.05,49.42,2.2,15.47,37.6,7.6,57.49,5.16,366.0,Very Poor
+Delhi,2018-12-09,226.35,388.23,103.19,65.3,127.78,50.23,2.67,18.08,39.85,9.42,70.17,2.02,389.0,Very Poor
+Delhi,2018-12-10,264.63,453.77,89.36,66.58,121.45,55.63,2.75,16.74,42.51,8.92,57.53,5.42,431.0,Severe
+Delhi,2018-12-11,274.97,461.98,93.61,68.87,124.9,58.67,2.78,15.49,41.9,8.53,59.75,3.03,464.0,Severe
+Delhi,2018-12-12,209.63,327.23,56.21,55.1,80.05,51.27,1.95,14.64,36.34,6.65,49.37,8.65,443.0,Severe
+Delhi,2018-12-13,94.29,162.44,35.89,42.59,56.05,40.31,1.21,13.07,24.89,3.74,34.89,3.29,264.0,Poor
+Delhi,2018-12-14,113.42,196.85,39.15,45.22,60.27,42.01,1.22,12.5,27.74,3.76,27.97,3.69,248.0,Poor
+Delhi,2018-12-15,122.69,211.8,30.33,47.31,53.33,41.97,1.22,13.34,29.58,3.88,27.13,1.01,274.0,Poor
+Delhi,2018-12-16,150.28,252.01,42.76,50.86,65.32,45.92,1.42,15.76,32.7,4.34,31.02,0.78,295.0,Poor
+Delhi,2018-12-17,182.78,322.5,70.9,58.08,94.61,50.27,1.93,16.14,32.85,6.06,44.09,0.95,338.0,Very Poor
+Delhi,2018-12-18,204.08,339.38,55.86,61.34,82.18,51.04,1.78,17.76,37.13,6.28,43.12,0.95,370.0,Very Poor
+Delhi,2018-12-19,205.22,351.7,61.91,63.77,89.2,48.82,1.92,17.41,37.05,6.34,39.02,1.35,370.0,Very Poor
+Delhi,2018-12-20,258.1,429.33,114.21,68.97,139.08,54.66,2.64,17.68,40.5,8.96,62.49,4.93,423.0,Severe
+Delhi,2018-12-21,252.2,403.18,74.98,66.03,103.06,57.91,2.22,15.9,38.38,7.39,46.63,2.46,422.0,Severe
+Delhi,2018-12-22,326.79,502.83,85.55,78.71,117.64,60.21,2.59,18.47,44.98,8.63,55.27,2.37,468.0,Severe
+Delhi,2018-12-23,401.58,560.68,112.95,77.63,145.67,67.29,3.36,18.21,50.65,10.84,74.07,19.67,557.0,Severe
+Delhi,2018-12-24,378.68,546.59,123.73,75.26,152.77,65.75,3.36,17.86,43.25,10.58,73.62,2.75,577.0,Severe
+Delhi,2018-12-25,268.2,399.37,45.37,61.2,74.6,57.34,1.9,14.14,36.37,6.63,38.49,10.85,475.0,Severe
+Delhi,2018-12-26,241.0,366.1,59.69,65.2,89.51,50.38,1.99,15.37,39.09,6.56,36.39,3.65,405.0,Severe
+Delhi,2018-12-27,290.1,453.45,110.91,78.43,143.91,56.6,2.87,18.03,40.96,10.25,70.74,3.06,458.0,Severe
+Delhi,2018-12-28,249.23,387.84,39.19,60.59,68.5,55.46,1.66,14.8,37.38,5.4,30.25,0.47,413.0,Severe
+Delhi,2018-12-29,248.12,399.14,74.28,64.97,102.0,51.53,1.96,16.49,39.29,6.34,37.55,1.05,420.0,Severe
+Delhi,2018-12-30,336.42,503.99,127.84,76.89,157.78,57.55,2.94,19.91,42.87,9.87,65.05,2.31,484.0,Severe
+Delhi,2018-12-31,319.69,494.51,105.28,70.54,133.87,56.0,2.7,17.38,41.44,9.1,59.74,2.53,509.0,Severe
+Delhi,2019-01-01,287.34,461.02,92.04,69.46,121.07,56.66,2.54,17.77,39.58,8.09,48.84,2.21,475.0,Severe
+Delhi,2019-01-02,331.2,515.72,101.08,75.06,133.85,63.63,2.78,18.27,43.3,10.04,58.7,2.42,501.0,Severe
+Delhi,2019-01-03,355.4,519.34,77.92,66.2,106.99,61.02,2.55,15.12,39.77,8.91,56.57,3.28,537.0,Severe
+Delhi,2019-01-04,246.46,388.79,47.83,57.53,74.39,53.09,2.01,13.22,28.75,6.78,40.5,0.93,432.0,Severe
+Delhi,2019-01-05,262.53,411.49,64.97,60.35,90.67,56.49,2.23,15.59,36.33,8.5,51.69,1.29,440.0,Severe
+Delhi,2019-01-06,174.26,254.66,28.3,51.94,54.18,55.71,1.49,13.65,31.48,5.08,31.15,0.52,371.0,Very Poor
+Delhi,2019-01-07,181.74,283.88,49.0,52.45,72.14,56.06,1.57,15.49,27.11,5.29,34.1,0.59,331.0,Very Poor
+Delhi,2019-01-08,156.26,242.02,31.32,48.95,54.76,49.69,1.31,14.67,27.37,4.16,24.24,0.4,340.0,Very Poor
+Delhi,2019-01-09,143.66,238.94,26.14,49.49,50.88,43.53,1.3,15.09,30.9,3.91,22.96,0.5,321.0,Very Poor
+Delhi,2019-01-10,165.95,278.87,54.31,58.22,80.36,44.67,1.75,16.81,30.92,5.15,33.81,0.81,317.0,Very Poor
+Delhi,2019-01-11,278.95,432.2,118.55,76.71,151.4,56.53,2.9,20.03,35.61,10.0,73.38,1.44,401.0,Severe
+Delhi,2019-01-12,311.03,465.89,117.23,85.14,148.93,63.46,3.11,17.81,39.78,10.49,73.27,1.54,482.0,Severe
+Delhi,2019-01-13,272.45,403.32,64.96,66.11,94.9,63.66,2.36,17.83,37.53,7.7,50.53,1.11,464.0,Severe
+Delhi,2019-01-14,94.44,173.94,18.5,42.16,40.87,40.52,1.04,15.05,31.33,2.77,19.45,0.1,320.0,Very Poor
+Delhi,2019-01-15,134.57,229.1,36.34,52.45,61.72,39.74,1.37,17.09,29.85,3.88,24.31,0.3,248.0,Poor
+Delhi,2019-01-16,271.96,424.07,108.12,83.75,142.71,55.19,2.58,20.35,33.75,8.8,53.96,2.04,383.0,Very Poor
+Delhi,2019-01-17,358.91,519.49,108.96,84.74,147.7,60.95,3.13,19.63,39.76,10.74,66.34,2.26,515.0,Severe
+Delhi,2019-01-18,237.22,364.61,56.97,68.58,88.33,48.6,2.06,14.7,30.35,7.09,44.42,0.89,437.0,Severe
+Delhi,2019-01-19,262.68,402.21,100.7,77.9,133.24,50.3,2.35,18.07,34.75,8.27,55.89,1.72,411.0,Severe
+Delhi,2019-01-20,314.59,478.43,158.63,106.04,195.81,62.37,3.66,20.98,45.03,12.17,92.09,3.26,480.0,Severe
+Delhi,2019-01-21,175.49,289.4,58.34,63.04,85.11,57.52,1.83,16.82,32.77,6.36,36.57,1.0,413.0,Severe
+Delhi,2019-01-22,53.25,72.61,14.1,38.56,34.22,39.73,1.01,11.87,27.01,2.16,19.7,0.1,174.0,Moderate
+Delhi,2019-01-23,135.68,211.71,55.53,48.14,76.5,42.37,1.62,14.17,26.51,5.6,40.42,0.64,186.0,Moderate
+Delhi,2019-01-24,130.59,218.93,37.42,44.11,58.86,41.06,1.44,15.29,30.57,4.78,44.97,0.43,328.0,Very Poor
+Delhi,2019-01-25,81.2,136.43,16.96,40.03,38.45,34.17,1.01,14.62,30.01,2.42,27.94,0.08,188.0,Moderate
+Delhi,2019-01-26,101.61,169.32,15.3,38.43,35.94,33.64,0.98,14.48,35.41,2.57,16.99,0.03,231.0,Poor
+Delhi,2019-01-27,136.47,217.45,19.78,45.27,42.16,35.34,1.1,15.89,33.34,3.13,19.33,0.05,275.0,Poor
+Delhi,2019-01-28,126.48,212.42,22.97,49.13,46.7,34.49,1.06,15.76,33.6,3.19,20.16,0.17,301.0,Very Poor
+Delhi,2019-01-29,142.0,235.85,33.51,51.47,58.67,36.19,1.24,18.56,33.83,3.87,27.11,0.37,297.0,Poor
+Delhi,2019-01-30,206.14,334.21,61.02,63.7,89.54,42.99,1.76,24.75,35.84,5.45,42.52,0.71,342.0,Very Poor
+Delhi,2019-01-31,204.25,335.07,72.47,65.7,101.46,49.6,1.9,20.48,37.52,6.82,50.25,0.36,397.0,Very Poor
+Delhi,2019-02-01,178.68,265.65,23.24,50.75,48.72,49.42,1.34,17.83,33.12,4.43,26.59,0.1,329.0,Very Poor
+Delhi,2019-02-02,177.32,266.3,17.57,35.89,35.82,43.55,1.24,11.55,30.88,3.93,22.16,0.12,338.0,Very Poor
+Delhi,2019-02-03,131.1,209.41,20.77,34.53,37.93,40.43,1.32,11.7,29.44,3.28,20.96,0.14,323.0,Very Poor
+Delhi,2019-02-04,144.62,248.49,53.8,52.85,76.95,39.88,1.81,14.06,33.42,4.9,33.18,0.88,301.0,Very Poor
+Delhi,2019-02-05,256.33,408.32,122.8,75.89,153.6,53.81,2.95,22.38,46.33,8.99,77.07,2.92,398.0,Very Poor
+Delhi,2019-02-06,177.25,270.92,39.1,50.55,62.85,53.76,1.64,15.59,34.4,5.1,33.57,1.37,380.0,Very Poor
+Delhi,2019-02-07,65.65,107.83,12.05,30.8,27.94,37.84,0.84,11.12,30.25,2.15,16.32,2.96,233.0,Poor
+Delhi,2019-02-08,72.29,156.6,31.23,39.24,49.45,29.11,0.94,12.66,30.59,2.78,24.72,4.03,136.0,Moderate
+Delhi,2019-02-09,82.5,165.94,22.67,38.31,41.45,28.42,0.96,13.25,33.55,2.51,21.49,0.78,169.0,Moderate
+Delhi,2019-02-10,143.31,255.47,47.91,49.26,69.38,33.83,1.36,16.41,33.03,4.12,28.28,4.16,277.0,Poor
+Delhi,2019-02-11,173.61,304.98,72.35,58.56,95.55,39.17,1.78,17.52,37.03,5.97,41.78,6.94,332.0,Very Poor
+Delhi,2019-02-12,208.64,357.36,74.17,66.37,101.01,46.24,2.09,19.93,43.29,7.38,59.23,6.24,357.0,Very Poor
+Delhi,2019-02-13,198.26,336.99,65.24,70.04,96.09,47.95,1.94,18.61,43.36,6.6,46.95,6.47,372.0,Very Poor
+Delhi,2019-02-14,153.73,237.08,27.78,53.15,54.06,45.64,1.42,14.53,32.61,4.69,29.52,3.87,350.0,Very Poor
+Delhi,2019-02-15,123.46,194.76,25.13,44.28,45.94,39.19,1.22,15.38,28.15,3.64,24.5,2.02,275.0,Poor
+Delhi,2019-02-16,112.34,181.64,17.27,33.33,33.34,35.16,1.13,12.92,26.45,2.79,20.22,0.76,288.0,Poor
+Delhi,2019-02-17,99.27,180.93,23.24,42.59,41.77,31.82,1.09,15.14,34.81,2.82,20.46,0.95,247.0,Poor
+Delhi,2019-02-18,109.11,215.05,32.98,56.12,56.8,33.82,1.18,16.78,33.69,3.38,26.07,0.81,278.0,Poor
+Delhi,2019-02-19,126.12,229.75,40.67,55.44,65.95,41.33,1.56,15.93,36.66,3.97,34.03,1.36,232.0,Poor
+Delhi,2019-02-20,102.3,185.4,38.46,51.88,63.41,41.41,1.4,17.16,23.68,4.45,40.74,2.78,305.0,Very Poor
+Delhi,2019-02-21,73.33,178.07,46.44,47.15,67.04,38.24,1.37,20.1,34.41,3.76,31.74,2.24,158.0,Moderate
+Delhi,2019-02-22,73.9,147.86,25.55,33.95,41.61,39.11,1.07,13.94,28.45,3.24,24.76,2.66,191.0,Moderate
+Delhi,2019-02-23,56.51,115.07,11.62,36.12,30.5,26.26,0.85,15.66,37.26,2.09,15.68,0.89,116.0,Moderate
+Delhi,2019-02-24,89.34,161.89,19.34,46.26,42.89,29.95,1.03,18.99,38.02,2.43,22.6,0.92,169.0,Moderate
+Delhi,2019-02-25,92.36,172.59,35.85,53.86,62.0,34.51,1.24,18.07,42.49,3.13,31.49,1.18,221.0,Poor
+Delhi,2019-02-26,59.97,120.3,24.36,50.31,48.45,32.19,0.95,16.88,32.19,2.49,28.02,0.74,144.0,Moderate
+Delhi,2019-02-27,47.18,91.52,14.25,35.07,33.41,26.57,0.79,12.52,31.38,1.67,20.26,0.73,112.0,Moderate
+Delhi,2019-02-28,96.38,180.46,40.92,45.02,60.89,31.23,1.25,16.98,35.95,3.14,31.82,1.1,198.0,Moderate
+Delhi,2019-03-01,93.83,181.26,37.55,48.87,60.61,30.2,1.17,15.81,37.75,3.02,33.92,0.72,222.0,Poor
+Delhi,2019-03-02,109.6,182.54,40.68,62.05,70.66,36.48,1.36,17.96,25.07,4.51,41.24,1.45,227.0,Poor
+Delhi,2019-03-03,62.92,105.16,20.21,40.61,41.09,30.98,1.16,13.48,33.59,2.32,25.83,0.73,172.0,Moderate
+Delhi,2019-03-04,105.93,180.84,49.62,40.1,67.55,37.26,1.54,14.75,38.13,3.92,33.07,0.98,217.0,Poor
+Delhi,2019-03-05,68.86,135.4,18.77,40.05,37.94,28.71,1.01,14.26,36.3,2.73,21.24,0.33,173.0,Moderate
+Delhi,2019-03-06,83.45,168.32,32.02,45.3,53.83,29.05,1.25,15.16,33.71,3.38,28.52,1.0,189.0,Moderate
+Delhi,2019-03-07,104.61,212.7,55.04,51.9,78.33,32.79,1.48,16.39,39.32,5.34,40.26,1.11,228.0,Poor
+Delhi,2019-03-08,92.07,199.28,38.94,51.75,63.98,32.86,1.27,17.44,37.86,4.78,39.27,0.67,220.0,Poor
+Delhi,2019-03-09,73.31,162.18,20.1,40.84,41.64,30.68,0.99,17.3,33.51,3.06,27.63,0.47,194.0,Moderate
+Delhi,2019-03-10,73.98,163.8,20.28,44.17,43.2,27.17,0.96,16.36,44.11,3.34,22.35,0.61,157.0,Moderate
+Delhi,2019-03-11,82.17,205.43,27.71,52.91,53.94,30.69,1.24,18.44,42.09,4.35,28.53,0.47,190.0,Moderate
+Delhi,2019-03-12,57.28,129.4,14.64,37.45,34.98,29.97,0.93,13.82,37.15,2.9,28.82,0.37,149.0,Moderate
+Delhi,2019-03-13,89.17,231.19,31.0,57.03,59.86,32.39,1.27,22.48,33.94,4.61,38.19,1.04,168.0,Moderate
+Delhi,2019-03-14,111.2,217.74,45.43,48.81,69.01,39.07,1.36,17.54,28.81,5.84,43.04,1.03,281.0,Poor
+Delhi,2019-03-15,74.88,144.35,30.36,41.27,50.74,32.74,1.0,16.21,33.4,3.55,26.99,0.49,183.0,Moderate
+Delhi,2019-03-16,68.64,140.6,15.28,40.6,37.43,27.95,0.92,15.72,43.66,2.82,19.21,0.27,143.0,Moderate
+Delhi,2019-03-17,93.61,184.01,26.28,46.88,50.26,30.56,1.07,19.96,42.0,3.79,26.23,0.28,198.0,Moderate
+Delhi,2019-03-18,100.32,202.01,30.43,50.33,56.61,32.06,1.19,20.36,43.21,4.13,28.14,0.29,221.0,Poor
+Delhi,2019-03-19,103.77,227.07,43.9,55.47,71.06,33.86,1.29,20.72,40.14,4.94,35.57,0.58,239.0,Poor
+Delhi,2019-03-20,89.82,237.61,37.34,54.67,64.3,36.5,1.35,21.42,40.41,4.72,32.18,0.44,234.0,Poor
+Delhi,2019-03-21,112.29,197.17,20.46,34.63,37.11,39.26,1.34,19.99,46.64,4.69,20.48,0.29,272.0,Poor
+Delhi,2019-03-22,38.43,119.87,13.54,32.19,28.73,27.85,0.74,16.06,46.73,1.85,12.49,0.19,141.0,Moderate
+Delhi,2019-03-23,55.62,138.56,8.76,34.57,27.32,26.54,0.89,17.52,52.24,2.27,14.11,0.25,131.0,Moderate
+Delhi,2019-03-24,53.28,133.47,12.55,34.25,30.81,27.52,0.82,19.06,42.57,2.1,18.18,0.21,126.0,Moderate
+Delhi,2019-03-25,65.0,150.34,11.9,34.84,30.48,30.32,0.93,20.19,36.06,2.59,18.57,0.26,136.0,Moderate
+Delhi,2019-03-26,75.82,169.16,16.61,40.8,37.75,29.95,1.04,19.26,41.35,3.25,20.89,0.32,162.0,Moderate
+Delhi,2019-03-27,78.37,186.49,26.56,49.68,50.71,29.54,1.22,20.35,43.23,3.96,26.16,0.37,177.0,Moderate
+Delhi,2019-03-28,116.55,260.26,55.47,60.18,81.85,34.47,1.76,24.86,48.44,6.64,46.43,0.94,245.0,Poor
+Delhi,2019-03-29,112.67,257.27,62.67,60.4,89.35,40.53,1.8,19.52,46.51,6.85,54.66,1.04,273.0,Poor
+Delhi,2019-03-30,102.27,238.99,38.68,53.75,64.31,41.4,1.51,22.39,51.49,5.34,39.48,0.61,252.0,Poor
+Delhi,2019-03-31,58.96,177.53,15.14,38.42,35.27,32.06,0.94,18.9,48.72,2.54,19.16,0.82,198.0,Moderate
+Delhi,2019-04-01,59.08,170.14,11.3,38.55,32.02,27.21,0.88,20.09,54.95,2.46,14.87,0.58,153.0,Moderate
+Delhi,2019-04-02,90.1,211.47,29.38,55.76,57.47,29.3,1.19,24.4,54.67,4.02,27.15,1.03,194.0,Moderate
+Delhi,2019-04-03,85.02,206.04,30.83,54.91,58.01,30.85,1.32,21.6,51.06,4.1,30.97,0.91,208.0,Poor
+Delhi,2019-04-04,119.71,270.77,53.23,63.62,81.06,37.04,1.8,29.11,60.25,6.57,44.58,1.27,260.0,Poor
+Delhi,2019-04-05,125.44,281.53,61.96,64.7,90.76,41.23,1.96,28.67,57.0,6.53,44.11,1.04,284.0,Poor
+Delhi,2019-04-06,96.6,303.71,29.62,48.72,53.28,37.35,1.32,23.23,50.84,4.68,31.87,1.13,269.0,Poor
+Delhi,2019-04-07,152.91,355.22,31.7,44.64,52.96,52.01,1.49,21.35,53.16,5.88,27.68,1.04,315.0,Very Poor
+Delhi,2019-04-08,81.3,280.23,24.07,45.87,47.31,41.0,1.06,15.1,51.32,2.83,23.2,0.43,284.0,Poor
+Delhi,2019-04-09,87.74,225.5,33.85,53.88,60.44,38.26,1.44,22.03,57.86,4.92,31.98,0.66,240.0,Poor
+Delhi,2019-04-10,101.94,247.53,55.11,56.82,80.11,40.97,1.76,20.84,50.86,6.07,38.21,1.31,263.0,Poor
+Delhi,2019-04-11,70.25,204.19,29.03,47.54,53.99,34.96,1.21,21.51,48.59,3.28,32.83,0.84,196.0,Moderate
+Delhi,2019-04-12,61.34,217.0,19.27,40.09,40.63,34.06,1.12,19.48,51.94,2.79,27.97,0.87,202.0,Poor
+Delhi,2019-04-13,55.93,175.93,15.35,37.89,35.19,33.66,1.06,20.82,45.3,2.42,25.55,0.47,175.0,Moderate
+Delhi,2019-04-14,51.51,168.11,15.19,36.61,34.28,29.84,1.02,20.65,41.86,2.02,20.11,0.71,150.0,Moderate
+Delhi,2019-04-15,54.84,187.59,29.69,41.92,50.81,29.21,1.28,22.2,42.3,2.74,25.15,0.8,163.0,Moderate
+Delhi,2019-04-16,59.08,186.75,17.1,35.01,35.08,30.98,1.1,12.59,47.49,2.52,18.41,0.34,206.0,Poor
+Delhi,2019-04-17,22.14,62.49,9.73,26.84,23.56,26.7,0.9,11.1,45.44,1.16,10.16,0.64,102.0,Moderate
+Delhi,2019-04-18,38.92,91.55,15.97,39.07,35.02,26.28,1.01,15.05,50.12,2.26,16.68,0.74,104.0,Moderate
+Delhi,2019-04-19,71.62,155.39,26.94,47.56,49.15,29.85,1.24,21.22,45.45,3.13,22.01,1.49,151.0,Moderate
+Delhi,2019-04-20,90.55,193.76,30.3,55.28,56.28,29.35,1.42,26.03,55.67,3.8,21.84,1.13,199.0,Moderate
+Delhi,2019-04-21,95.24,219.06,44.24,58.95,69.32,31.53,1.66,22.16,50.13,4.44,29.87,1.6,225.0,Poor
+Delhi,2019-04-22,110.16,255.31,48.31,61.72,74.42,36.99,1.87,29.31,56.24,5.89,36.82,2.07,246.0,Poor
+Delhi,2019-04-23,104.17,277.28,56.94,63.45,83.46,38.2,1.92,25.76,53.24,6.09,47.16,3.07,257.0,Poor
+Delhi,2019-04-24,85.7,262.58,12.55,51.58,39.67,37.64,1.41,19.17,61.45,3.75,25.22,1.91,232.0,Poor
+Delhi,2019-04-25,86.41,274.39,9.48,39.89,30.31,40.86,1.31,17.67,65.26,3.38,23.29,1.42,251.0,Poor
+Delhi,2019-04-26,82.37,244.21,30.38,50.69,52.86,32.2,1.34,26.12,47.45,4.54,35.45,1.73,223.0,Poor
+Delhi,2019-04-27,73.06,301.82,15.19,39.8,34.4,28.15,1.05,21.85,52.16,2.92,23.25,1.17,248.0,Poor
+Delhi,2019-04-28,76.44,285.73,17.66,40.9,35.31,25.63,1.06,20.02,54.0,2.53,25.12,0.86,269.0,Poor
+Delhi,2019-04-29,84.04,274.83,33.17,52.04,53.91,27.82,1.33,23.71,50.32,4.05,31.9,0.85,256.0,Poor
+Delhi,2019-04-30,95.72,284.13,32.91,59.32,57.61,31.91,1.62,26.58,57.54,4.92,33.92,0.75,257.0,Poor
+Delhi,2019-05-01,111.57,323.97,35.18,63.15,58.94,36.73,1.61,27.67,65.95,4.87,31.18,0.72,285.0,Poor
+Delhi,2019-05-02,77.72,282.83,20.46,43.19,36.46,36.44,1.19,18.26,65.33,3.25,24.4,0.69,275.0,Poor
+Delhi,2019-05-03,52.16,149.1,25.52,49.82,43.92,32.34,1.09,17.91,64.36,2.63,20.92,0.68,202.0,Poor
+Delhi,2019-05-04,77.96,196.87,38.81,59.78,54.6,30.39,1.26,18.19,46.34,3.06,23.01,1.04,182.0,Moderate
+Delhi,2019-05-05,101.25,249.97,39.94,55.16,57.99,22.41,1.51,21.93,52.97,2.68,20.52,0.48,231.0,Poor
+Delhi,2019-05-06,118.9,295.84,62.99,70.81,84.3,31.51,1.93,23.72,55.91,5.08,37.46,0.7,267.0,Poor
+Delhi,2019-05-07,128.78,378.89,79.63,69.77,103.77,35.25,1.98,22.77,40.32,5.29,41.56,0.64,310.0,Very Poor
+Delhi,2019-05-08,143.34,415.23,77.12,60.85,100.34,35.57,2.0,25.84,47.34,6.33,51.12,1.21,389.0,Very Poor
+Delhi,2019-05-09,137.2,414.7,34.13,51.13,57.35,30.33,1.52,23.46,50.71,4.73,35.17,0.65,390.0,Very Poor
+Delhi,2019-05-10,95.07,320.44,16.0,38.05,34.62,25.68,1.03,17.6,52.66,3.02,21.93,0.29,333.0,Very Poor
+Delhi,2019-05-11,101.83,289.05,14.21,42.02,35.69,30.12,1.15,21.6,62.02,3.21,24.68,0.25,266.0,Poor
+Delhi,2019-05-12,178.22,503.28,12.49,40.68,33.4,29.53,1.22,19.36,57.85,2.71,18.73,0.19,352.0,Very Poor
+Delhi,2019-05-13,170.81,351.28,19.85,50.88,44.98,36.48,1.51,33.5,67.84,4.4,24.54,0.45,376.0,Very Poor
+Delhi,2019-05-14,58.22,124.28,11.9,37.53,30.36,33.9,1.02,13.4,54.85,2.15,21.65,0.15,217.0,Poor
+Delhi,2019-05-15,84.81,191.04,31.89,57.75,59.46,43.8,1.52,20.93,41.85,5.07,36.61,0.77,194.0,Moderate
+Delhi,2019-05-16,75.45,218.38,26.79,50.99,51.51,44.72,1.38,15.36,46.97,4.14,31.48,0.57,192.0,Moderate
+Delhi,2019-05-17,92.53,316.4,33.84,45.67,54.56,41.4,1.31,13.26,46.42,3.87,33.11,0.52,257.0,Poor
+Delhi,2019-05-18,44.28,106.51,11.87,33.79,29.15,39.74,1.04,10.93,45.46,2.4,20.4,0.06,176.0,Moderate
+Delhi,2019-05-19,81.99,162.83,17.04,45.8,40.46,35.4,1.21,17.36,59.34,3.35,20.41,0.18,168.0,Moderate
+Delhi,2019-05-20,93.97,218.72,34.09,56.55,61.22,35.13,1.35,19.81,53.31,4.38,27.74,0.44,216.0,Poor
+Delhi,2019-05-21,77.78,194.58,20.21,47.58,44.25,32.12,1.21,20.15,55.06,3.66,22.84,0.17,206.0,Poor
+Delhi,2019-05-22,64.24,201.27,32.04,51.8,57.11,32.83,1.5,16.92,38.34,4.15,27.61,0.25,167.0,Moderate
+Delhi,2019-05-23,92.4,230.0,36.6,52.71,60.95,36.98,1.49,21.68,55.29,5.49,34.62,0.64,228.0,Poor
+Delhi,2019-05-24,43.86,117.66,20.82,40.33,40.59,45.86,1.21,11.99,31.11,3.49,31.5,0.92,151.0,Moderate
+Delhi,2019-05-25,43.66,118.65,11.83,34.52,29.66,33.81,0.99,13.09,51.47,2.65,18.48,0.11,125.0,Moderate
+Delhi,2019-05-26,55.13,136.58,13.32,41.51,34.89,27.2,1.06,17.94,59.94,2.53,23.51,0.15,135.0,Moderate
+Delhi,2019-05-27,64.66,172.68,26.16,53.92,53.14,28.45,1.28,18.9,53.59,3.43,30.03,0.3,163.0,Moderate
+Delhi,2019-05-28,65.82,183.77,37.41,61.45,66.06,29.84,1.3,20.59,54.43,4.44,30.24,0.43,175.0,Moderate
+Delhi,2019-05-29,74.8,202.75,34.62,65.84,68.16,29.53,1.45,23.61,57.99,4.85,34.39,0.48,191.0,Moderate
+Delhi,2019-05-30,85.21,246.05,69.58,71.8,97.8,33.5,1.75,21.99,49.58,7.68,51.27,1.09,226.0,Poor
+Delhi,2019-05-31,88.57,337.77,44.18,56.83,69.0,34.26,1.47,19.82,58.49,4.7,32.57,0.65,266.0,Poor
+Delhi,2019-06-01,95.4,298.35,45.28,57.24,69.74,40.73,1.56,21.54,64.56,5.58,34.6,0.86,300.0,Poor
+Delhi,2019-06-02,73.36,219.79,10.15,32.22,26.31,48.12,1.07,14.15,60.84,2.43,13.66,0.24,222.0,Poor
+Delhi,2019-06-03,66.94,300.7,11.7,30.33,26.82,43.32,1.03,12.64,60.03,1.79,8.62,0.11,232.0,Poor
+Delhi,2019-06-04,54.95,171.58,14.93,36.0,32.65,34.34,1.14,13.67,65.82,2.18,16.91,0.14,212.0,Poor
+Delhi,2019-06-05,73.35,208.72,14.43,42.68,36.36,35.7,1.29,15.82,59.78,3.15,20.62,0.17,190.0,Moderate
+Delhi,2019-06-06,70.61,236.45,20.85,44.85,42.88,35.27,1.13,16.15,61.04,2.8,23.94,0.14,209.0,Poor
+Delhi,2019-06-07,54.81,152.39,14.19,35.32,32.74,32.37,1.11,14.44,74.12,2.27,18.06,0.01,192.0,Moderate
+Delhi,2019-06-08,69.75,187.62,23.42,51.0,50.16,38.84,1.47,13.47,63.64,2.96,25.47,0.08,184.0,Moderate
+Delhi,2019-06-09,101.05,265.12,57.24,62.84,85.14,35.74,1.86,21.74,69.14,5.72,39.35,0.28,237.0,Poor
+Delhi,2019-06-10,74.48,233.49,47.15,61.53,76.01,36.64,1.63,15.19,55.95,4.37,34.84,0.15,230.0,Poor
+Delhi,2019-06-11,118.38,487.77,44.64,49.86,65.68,32.16,1.41,13.52,39.96,3.41,31.38,0.34,315.0,Very Poor
+Delhi,2019-06-12,59.86,240.88,16.55,30.46,30.61,34.98,0.92,11.57,62.12,1.98,14.48,0.28,280.0,Poor
+Delhi,2019-06-13,52.66,189.69,13.33,34.53,31.46,30.0,1.03,11.79,52.93,1.96,17.35,0.29,189.0,Moderate
+Delhi,2019-06-14,53.79,188.21,18.67,37.07,37.54,23.77,1.07,12.89,59.31,2.32,21.47,0.61,167.0,Moderate
+Delhi,2019-06-15,81.86,274.68,26.39,47.15,49.69,23.84,1.18,17.56,57.41,3.71,27.52,0.67,217.0,Poor
+Delhi,2019-06-16,42.06,160.96,11.58,20.56,21.83,24.86,0.8,9.54,46.81,1.08,12.14,0.17,205.0,Poor
+Delhi,2019-06-17,40.18,137.08,13.34,27.51,26.75,26.8,0.89,11.07,40.56,1.75,15.55,1.1,126.0,Moderate
+Delhi,2019-06-18,30.39,84.53,15.97,32.32,31.79,25.6,1.03,8.0,48.99,1.92,22.32,0.44,119.0,Moderate
+Delhi,2019-06-19,79.96,223.08,17.37,37.14,36.51,35.53,1.12,12.69,61.02,2.98,24.24,0.55,173.0,Moderate
+Delhi,2019-06-20,42.76,130.88,10.57,31.19,26.95,29.5,0.92,9.7,68.57,1.76,12.68,0.59,175.0,Moderate
+Delhi,2019-06-21,71.15,188.16,13.56,44.78,37.67,32.14,1.22,12.23,59.68,3.07,24.07,0.64,178.0,Moderate
+Delhi,2019-06-22,68.27,177.16,12.77,44.12,37.1,32.1,1.11,14.97,69.18,3.0,23.59,1.42,185.0,Moderate
+Delhi,2019-06-23,42.06,126.12,6.64,23.02,19.84,31.36,0.95,10.11,57.33,1.55,9.57,0.69,153.0,Moderate
+Delhi,2019-06-24,26.29,85.68,9.51,25.93,22.57,28.84,0.92,10.74,37.78,1.48,11.28,0.26,118.0,Moderate
+Delhi,2019-06-25,53.65,119.98,11.18,32.24,29.27,28.87,1.07,11.91,54.02,2.67,20.21,0.51,131.0,Moderate
+Delhi,2019-06-26,67.36,155.9,15.67,37.39,34.44,30.64,1.16,12.87,46.26,2.75,21.37,0.41,161.0,Moderate
+Delhi,2019-06-27,65.3,230.98,17.87,39.94,38.24,29.35,1.16,13.46,46.84,2.8,22.59,0.34,169.0,Moderate
+Delhi,2019-06-28,61.21,239.15,19.71,38.37,37.84,27.53,1.02,14.43,38.39,2.99,20.4,0.44,207.0,Poor
+Delhi,2019-06-29,58.08,271.27,16.84,34.56,35.19,23.72,0.93,11.99,37.99,2.43,20.25,0.22,223.0,Poor
+Delhi,2019-06-30,65.24,270.03,22.46,33.03,39.12,25.87,1.04,12.82,44.4,2.7,22.73,0.75,234.0,Poor
+Delhi,2019-07-01,57.27,189.32,10.44,31.09,27.68,26.07,0.94,12.22,58.0,1.96,17.02,0.72,195.0,Moderate
+Delhi,2019-07-02,71.68,233.25,7.78,28.13,23.43,27.24,0.99,12.02,64.82,2.08,18.29,0.41,202.0,Poor
+Delhi,2019-07-03,39.99,113.92,7.3,26.57,21.33,33.05,0.99,9.75,42.31,1.69,9.86,0.59,162.0,Moderate
+Delhi,2019-07-04,36.82,87.8,12.82,29.23,27.0,28.65,1.11,9.75,28.2,2.25,22.07,0.87,111.0,Moderate
+Delhi,2019-07-05,48.6,99.98,18.04,34.77,34.24,37.63,1.2,11.05,22.68,2.88,24.95,1.12,113.0,Moderate
+Delhi,2019-07-06,34.25,87.5,12.04,29.91,26.12,36.77,1.0,10.18,33.71,1.93,15.95,0.56,99.0,Satisfactory
+Delhi,2019-07-07,38.81,91.79,11.02,28.87,25.63,32.3,1.08,10.67,38.66,1.97,13.47,0.16,101.0,Moderate
+Delhi,2019-07-08,49.12,148.79,12.56,32.85,28.57,33.43,1.15,10.64,35.11,2.22,16.39,0.81,129.0,Moderate
+Delhi,2019-07-09,42.56,128.6,11.93,30.38,26.68,32.19,1.11,9.52,25.75,1.94,18.86,1.5,131.0,Moderate
+Delhi,2019-07-10,69.21,278.71,13.97,31.36,29.11,33.73,1.04,10.41,28.65,2.24,16.29,1.07,150.0,Moderate
+Delhi,2019-07-11,76.99,352.26,15.0,29.87,29.36,32.06,0.97,9.64,29.84,2.04,20.77,1.05,300.0,Poor
+Delhi,2019-07-12,76.35,363.7,14.0,26.97,27.19,33.13,1.05,8.96,28.38,1.98,18.57,0.48,294.0,Poor
+Delhi,2019-07-13,63.18,294.27,11.09,23.13,22.98,28.61,0.97,9.11,30.81,1.92,18.59,0.07,312.0,Very Poor
+Delhi,2019-07-14,63.16,280.99,11.36,25.1,24.71,26.67,0.95,9.85,32.77,1.59,14.1,0.05,243.0,Poor
+Delhi,2019-07-15,42.04,137.67,11.57,27.17,26.07,25.07,1.09,10.39,27.23,1.97,18.94,0.63,180.0,Moderate
+Delhi,2019-07-16,31.51,79.22,8.59,27.54,23.74,26.39,1.05,9.64,30.05,1.99,20.07,0.09,117.0,Moderate
+Delhi,2019-07-17,32.06,67.73,11.08,28.44,26.68,25.91,1.03,8.91,31.48,2.24,22.46,0.11,92.0,Satisfactory
+Delhi,2019-07-18,32.92,78.08,19.36,37.14,37.88,26.54,1.24,8.86,30.75,2.37,22.82,0.25,98.0,Satisfactory
+Delhi,2019-07-19,63.02,158.3,29.13,40.79,49.35,30.83,1.41,9.95,49.9,3.38,32.0,0.53,142.0,Moderate
+Delhi,2019-07-20,46.43,117.84,14.59,37.1,34.22,34.1,1.15,8.6,29.1,2.39,26.17,0.33,137.0,Moderate
+Delhi,2019-07-21,50.57,105.55,23.14,33.89,40.01,37.02,1.39,8.83,32.04,2.6,27.75,0.23,123.0,Moderate
+Delhi,2019-07-22,60.38,119.66,31.57,33.03,45.91,43.72,1.55,8.95,34.79,2.91,29.07,0.31,124.0,Moderate
+Delhi,2019-07-23,73.08,153.96,26.12,39.89,46.01,45.51,1.61,9.05,40.16,2.82,32.72,0.43,156.0,Moderate
+Delhi,2019-07-24,63.26,156.93,22.05,40.29,42.88,44.36,1.41,8.83,33.1,2.36,27.06,1.54,165.0,Moderate
+Delhi,2019-07-25,22.79,63.51,16.78,33.52,33.55,37.17,0.94,8.76,22.78,1.69,17.02,0.18,98.0,Satisfactory
+Delhi,2019-07-26,30.63,61.26,13.26,31.61,29.95,36.06,0.99,8.92,27.72,2.1,22.74,0.41,94.0,Satisfactory
+Delhi,2019-07-27,26.16,45.04,11.98,25.34,25.46,30.26,1.0,8.67,29.54,2.0,20.94,0.74,85.0,Satisfactory
+Delhi,2019-07-28,21.13,46.35,9.12,21.89,21.22,28.65,0.89,8.43,30.62,1.3,13.8,0.35,83.0,Satisfactory
+Delhi,2019-07-29,24.45,64.17,10.8,25.11,24.31,31.27,0.92,8.97,29.78,1.52,15.9,0.75,82.0,Satisfactory
+Delhi,2019-07-30,30.1,82.81,10.37,26.92,25.19,33.49,0.97,9.36,27.42,2.01,20.2,0.8,90.0,Satisfactory
+Delhi,2019-07-31,30.22,76.67,10.23,26.45,24.98,33.79,0.93,8.78,31.25,1.65,18.71,0.53,90.0,Satisfactory
+Delhi,2019-08-01,34.26,85.89,10.07,28.4,26.51,33.55,0.94,8.79,32.51,1.88,17.74,0.39,98.0,Satisfactory
+Delhi,2019-08-02,35.06,83.66,11.86,30.96,29.14,32.66,1.03,8.45,29.29,2.14,24.9,0.32,95.0,Satisfactory
+Delhi,2019-08-03,38.54,80.35,16.87,31.0,33.32,35.33,1.07,9.43,27.74,2.58,28.18,0.33,104.0,Moderate
+Delhi,2019-08-04,46.69,88.15,17.79,30.9,34.32,34.25,1.13,9.96,27.25,2.13,21.93,0.29,101.0,Moderate
+Delhi,2019-08-05,52.2,104.96,20.62,34.64,38.54,37.17,1.24,9.37,28.66,2.18,23.36,0.49,108.0,Moderate
+Delhi,2019-08-06,30.04,57.31,19.57,34.68,37.25,42.32,1.14,8.26,22.91,2.53,24.25,0.96,99.0,Satisfactory
+Delhi,2019-08-07,32.63,72.98,22.98,31.82,38.88,33.65,1.22,9.81,29.87,3.07,29.46,0.58,104.0,Moderate
+Delhi,2019-08-08,27.69,80.22,15.06,28.9,30.82,30.9,1.01,10.61,30.92,2.27,21.05,0.39,99.0,Satisfactory
+Delhi,2019-08-09,14.59,61.47,9.54,22.08,21.86,28.01,0.86,9.3,26.17,1.6,15.54,0.25,89.0,Satisfactory
+Delhi,2019-08-10,16.73,47.75,9.02,22.06,21.47,24.4,0.87,8.47,25.43,1.12,10.3,1.03,75.0,Satisfactory
+Delhi,2019-08-11,25.53,67.15,11.45,25.93,25.93,25.93,0.96,8.65,26.21,1.11,13.1,0.99,83.0,Satisfactory
+Delhi,2019-08-12,20.53,51.91,13.19,26.18,27.51,24.89,1.02,8.14,21.46,1.56,15.92,0.89,80.0,Satisfactory
+Delhi,2019-08-13,21.68,56.18,17.85,27.12,32.07,29.25,1.1,8.37,20.73,1.76,18.61,2.21,85.0,Satisfactory
+Delhi,2019-08-14,33.21,58.36,16.96,31.9,33.85,29.08,1.19,8.5,31.43,1.94,21.44,6.58,93.0,Satisfactory
+Delhi,2019-08-15,28.78,56.28,18.56,25.03,32.56,31.29,1.04,8.51,23.58,1.5,16.34,3.43,93.0,Satisfactory
+Delhi,2019-08-16,15.52,37.1,13.71,21.51,26.32,27.58,0.87,8.61,23.59,1.08,10.43,2.66,73.0,Satisfactory
+Delhi,2019-08-17,10.24,19.51,14.08,19.1,24.77,25.82,0.81,7.67,16.51,1.12,10.25,1.33,67.0,Satisfactory
+Delhi,2019-08-18,15.51,30.45,17.56,20.93,25.39,23.25,0.98,8.57,18.03,1.44,16.91,2.31,66.0,Satisfactory
+Delhi,2019-08-19,38.55,86.13,26.99,28.59,38.82,25.62,1.31,8.6,28.06,2.77,28.61,2.5,99.0,Satisfactory
+Delhi,2019-08-20,41.74,95.71,19.92,26.86,31.87,33.03,1.23,8.12,28.41,2.44,24.96,3.44,103.0,Moderate
+Delhi,2019-08-21,46.69,129.46,15.16,32.68,32.26,34.19,1.14,7.81,31.18,2.37,23.43,4.66,107.0,Moderate
+Delhi,2019-08-22,44.16,130.49,23.36,42.21,44.39,34.28,1.21,8.41,25.95,3.1,29.02,1.68,125.0,Moderate
+Delhi,2019-08-23,50.49,142.76,37.04,40.32,54.52,36.4,1.3,8.36,28.57,3.26,32.01,1.65,130.0,Moderate
+Delhi,2019-08-24,60.71,149.82,41.65,41.76,59.19,41.36,1.47,8.78,28.17,3.71,36.48,1.52,149.0,Moderate
+Delhi,2019-08-25,33.49,67.82,11.09,31.71,27.89,34.91,0.93,8.23,24.22,1.99,18.44,1.6,107.0,Moderate
+Delhi,2019-08-26,25.06,68.59,15.89,31.6,31.88,29.89,0.99,8.55,24.07,2.24,23.2,1.03,77.0,Satisfactory
+Delhi,2019-08-27,40.68,107.99,21.99,34.48,39.32,31.99,1.17,10.01,36.98,2.84,29.66,0.84,114.0,Moderate
+Delhi,2019-08-28,42.04,103.01,19.01,34.62,37.1,34.95,1.07,9.64,34.34,2.54,23.75,3.88,119.0,Moderate
+Delhi,2019-08-29,33.92,90.29,11.52,30.6,27.72,32.6,0.93,8.24,30.97,1.88,15.84,0.44,103.0,Moderate
+Delhi,2019-08-30,43.5,105.68,12.89,32.44,30.15,33.69,1.02,9.33,39.25,1.93,18.03,0.71,110.0,Moderate
+Delhi,2019-08-31,57.16,123.23,18.34,40.79,40.39,38.62,1.41,9.14,33.71,2.72,26.9,1.11,123.0,Moderate
+Delhi,2019-09-01,35.13,81.44,12.03,32.08,29.57,41.15,1.11,8.41,31.24,2.01,20.82,0.79,123.0,Moderate
+Delhi,2019-09-02,46.15,101.79,10.33,31.91,27.85,36.31,1.07,8.81,39.18,1.96,21.64,1.3,105.0,Moderate
+Delhi,2019-09-03,70.64,143.56,13.02,36.51,32.78,36.34,1.21,8.95,32.5,2.4,25.4,2.28,131.0,Moderate
+Delhi,2019-09-04,73.33,150.39,10.62,36.99,30.78,37.13,1.22,9.03,36.13,2.38,26.31,1.74,165.0,Moderate
+Delhi,2019-09-05,33.9,90.44,9.99,29.09,25.41,33.31,0.97,9.25,28.87,1.75,20.2,0.94,118.0,Moderate
+Delhi,2019-09-06,35.81,89.47,12.15,30.05,27.49,34.35,0.99,10.9,27.22,2.13,21.71,1.37,96.0,Satisfactory
+Delhi,2019-09-07,34.98,83.26,14.46,30.9,30.5,30.75,1.0,8.17,24.58,1.84,19.25,2.45,95.0,Satisfactory
+Delhi,2019-09-08,32.83,77.01,10.61,26.84,24.75,32.14,0.9,8.72,32.4,1.55,18.52,1.31,99.0,Satisfactory
+Delhi,2019-09-09,56.31,126.43,13.78,30.47,29.46,30.37,1.0,8.45,30.84,1.88,23.34,1.62,107.0,Moderate
+Delhi,2019-09-10,64.48,144.47,16.24,34.12,34.48,29.2,1.07,9.49,40.53,2.34,27.18,2.8,139.0,Moderate
+Delhi,2019-09-11,79.6,174.33,15.86,39.69,37.15,31.57,1.15,9.54,48.95,2.5,27.98,2.06,166.0,Moderate
+Delhi,2019-09-12,57.83,132.61,9.71,34.01,28.38,30.72,0.99,8.91,32.08,1.85,17.13,1.28,158.0,Moderate
+Delhi,2019-09-13,33.59,83.22,9.52,29.75,25.5,28.56,0.88,8.16,27.33,1.5,16.47,1.04,103.0,Moderate
+Delhi,2019-09-14,26.65,69.36,7.91,26.05,21.91,25.04,0.77,8.48,28.64,1.48,15.16,0.52,85.0,Satisfactory
+Delhi,2019-09-15,35.52,72.61,10.34,27.77,24.91,24.48,0.91,8.55,28.58,1.42,14.92,0.49,83.0,Satisfactory
+Delhi,2019-09-16,56.6,129.47,19.02,36.18,37.24,26.11,1.13,8.35,35.4,2.25,26.03,0.82,111.0,Moderate
+Delhi,2019-09-17,59.14,135.84,14.08,38.18,34.26,27.51,1.12,8.64,41.22,2.62,24.58,0.51,143.0,Moderate
+Delhi,2019-09-18,35.41,97.32,7.76,31.3,25.04,25.54,0.86,9.46,37.19,1.86,15.45,0.42,117.0,Moderate
+Delhi,2019-09-19,21.74,62.19,7.22,24.15,20.35,22.6,0.78,9.29,27.34,1.57,15.18,0.17,80.0,Satisfactory
+Delhi,2019-09-20,40.33,106.47,13.55,31.73,30.32,24.91,0.95,10.81,29.76,2.22,22.21,0.28,96.0,Satisfactory
+Delhi,2019-09-21,39.23,96.29,17.26,31.43,32.82,24.45,0.99,9.63,28.51,2.08,22.37,0.98,112.0,Moderate
+Delhi,2019-09-22,26.51,65.65,17.88,30.66,33.12,26.2,0.91,9.32,21.15,1.89,17.61,1.07,86.0,Satisfactory
+Delhi,2019-09-23,34.46,83.33,11.33,30.02,27.61,25.37,0.93,9.9,30.49,2.01,18.72,0.49,89.0,Satisfactory
+Delhi,2019-09-24,35.88,96.22,16.67,34.98,34.14,25.61,0.98,9.19,28.92,2.55,21.11,1.0,103.0,Moderate
+Delhi,2019-09-25,30.52,86.31,11.53,29.99,27.25,24.88,0.9,8.94,28.53,1.89,18.14,1.06,100.0,Satisfactory
+Delhi,2019-09-26,22.9,69.49,12.62,27.25,26.71,24.04,0.83,10.43,24.16,1.93,20.57,0.78,87.0,Satisfactory
+Delhi,2019-09-27,15.66,56.71,9.94,24.52,22.68,22.32,0.78,10.3,23.54,2.09,18.35,0.19,78.0,Satisfactory
+Delhi,2019-09-28,22.52,66.98,11.93,26.18,25.22,21.94,0.77,10.01,22.22,2.84,19.97,0.37,78.0,Satisfactory
+Delhi,2019-09-29,16.91,51.03,8.13,22.84,19.7,21.99,0.74,8.85,22.84,1.83,12.63,0.14,68.0,Satisfactory
+Delhi,2019-09-30,29.42,81.97,12.1,27.89,26.39,22.01,0.92,8.22,26.67,2.46,15.92,0.27,75.0,Satisfactory
+Delhi,2019-10-01,33.92,92.41,12.82,28.0,26.89,23.99,0.96,8.5,26.15,2.56,18.36,0.59,98.0,Satisfactory
+Delhi,2019-10-02,40.16,96.13,17.97,29.72,32.24,24.63,1.05,8.95,34.94,2.83,15.7,0.73,105.0,Moderate
+Delhi,2019-10-03,57.99,143.97,30.13,36.77,46.78,27.17,1.25,10.42,44.29,4.03,25.96,1.08,140.0,Moderate
+Delhi,2019-10-04,43.07,94.9,17.87,34.07,35.15,26.21,0.99,8.34,32.54,2.99,25.91,1.52,113.0,Moderate
+Delhi,2019-10-05,39.48,108.22,20.52,33.82,36.22,23.56,1.03,8.08,32.66,2.5,20.58,2.01,108.0,Moderate
+Delhi,2019-10-06,58.75,140.15,18.29,36.98,37.52,26.89,0.99,8.62,40.18,2.82,22.98,1.66,127.0,Moderate
+Delhi,2019-10-07,55.88,137.81,13.36,33.46,31.6,26.98,0.91,8.25,36.23,2.35,18.65,1.28,133.0,Moderate
+Delhi,2019-10-08,44.85,116.56,17.58,33.4,34.71,23.12,0.85,8.91,38.81,2.29,15.02,1.14,123.0,Moderate
+Delhi,2019-10-09,77.02,182.89,40.81,45.5,58.38,25.59,1.37,11.9,51.37,4.1,30.69,2.53,165.0,Moderate
+Delhi,2019-10-10,100.82,215.18,34.75,50.32,54.51,29.71,1.34,13.83,53.51,4.49,36.66,2.06,208.0,Poor
+Delhi,2019-10-11,98.07,203.36,35.13,48.05,53.08,31.79,1.37,11.02,47.07,4.4,32.36,2.74,243.0,Poor
+Delhi,2019-10-12,103.45,209.42,35.55,48.54,53.06,33.54,1.44,11.26,44.45,4.65,35.04,2.96,235.0,Poor
+Delhi,2019-10-13,132.57,255.42,43.72,51.27,63.23,34.93,1.65,12.75,44.55,5.05,38.96,3.84,282.0,Poor
+Delhi,2019-10-14,116.33,239.47,52.78,50.83,68.23,34.7,1.73,11.46,43.59,4.68,37.89,3.34,285.0,Poor
+Delhi,2019-10-15,133.35,285.26,67.74,58.61,86.5,36.03,2.18,13.31,53.79,6.4,49.36,5.87,291.0,Poor
+Delhi,2019-10-16,146.37,279.78,39.0,53.03,62.13,38.12,1.77,13.22,55.69,5.51,36.51,4.29,320.0,Very Poor
+Delhi,2019-10-17,121.68,245.2,18.94,46.51,42.73,35.08,1.44,14.95,49.68,4.58,30.79,2.36,300.0,Poor
+Delhi,2019-10-18,90.41,203.39,13.39,39.62,34.81,33.94,1.14,11.36,42.7,3.47,22.11,1.4,265.0,Poor
+Delhi,2019-10-19,76.77,174.84,31.61,51.37,53.94,33.65,1.18,11.33,43.23,4.23,33.23,1.69,170.0,Moderate
+Delhi,2019-10-20,98.05,203.14,35.0,48.83,53.46,33.32,1.26,10.64,33.47,4.13,30.72,1.68,242.0,Poor
+Delhi,2019-10-21,115.16,235.0,34.79,51.05,55.42,31.9,1.3,11.11,36.8,4.36,28.7,3.3,254.0,Poor
+Delhi,2019-10-22,93.51,213.26,34.86,50.05,57.98,29.84,1.37,11.7,39.48,3.82,28.98,3.4,243.0,Poor
+Delhi,2019-10-23,122.12,268.58,56.07,57.92,80.24,34.38,1.79,14.08,44.15,4.7,34.29,2.52,248.0,Poor
+Delhi,2019-10-24,173.56,346.51,84.08,67.36,108.93,41.69,2.46,18.87,57.94,7.01,50.88,5.3,335.0,Very Poor
+Delhi,2019-10-25,129.9,270.87,42.42,52.55,64.73,37.02,1.72,15.17,52.25,5.07,35.92,1.92,331.0,Very Poor
+Delhi,2019-10-26,148.73,290.6,61.19,56.43,83.98,40.14,1.92,12.76,50.59,5.34,38.81,1.52,315.0,Very Poor
+Delhi,2019-10-27,198.81,321.68,46.63,48.37,68.91,40.04,1.77,13.21,47.27,4.92,30.4,1.56,354.0,Very Poor
+Delhi,2019-10-28,301.39,420.35,35.11,48.45,59.73,40.16,1.77,18.03,42.79,4.62,20.55,0.91,417.0,Severe
+Delhi,2019-10-29,287.56,440.77,58.36,60.03,86.74,49.0,2.43,12.71,33.2,5.79,37.17,2.2,419.0,Severe
+Delhi,2019-10-30,279.32,454.35,87.7,63.87,113.63,52.82,2.67,13.81,34.86,6.53,49.5,1.97,452.0,Severe
+Delhi,2019-10-31,314.32,500.04,99.58,71.37,123.63,55.54,2.92,15.86,38.29,7.27,60.46,3.88,460.0,Severe
+Delhi,2019-11-01,388.45,584.15,62.6,73.61,96.68,58.29,2.59,16.32,49.77,7.11,55.43,3.05,591.0,Severe
+Delhi,2019-11-02,320.26,467.74,34.23,54.1,61.32,49.38,1.93,12.88,35.0,5.6,35.45,0.97,473.0,Severe
+Delhi,2019-11-03,582.28,706.58,28.98,49.67,53.58,56.52,2.39,10.2,33.91,6.21,33.78,1.19,659.0,Severe
+Delhi,2019-11-04,272.3,386.16,29.75,44.53,51.48,39.67,1.47,11.68,36.82,4.37,29.56,0.94,532.0,Severe
+Delhi,2019-11-05,190.41,296.98,32.28,44.32,53.16,33.01,1.43,13.17,39.23,3.75,28.54,0.68,385.0,Very Poor
+Delhi,2019-11-06,101.09,207.19,57.56,54.77,81.72,31.99,1.52,11.58,29.77,3.94,30.45,1.39,265.0,Poor
+Delhi,2019-11-07,182.47,292.56,29.02,51.64,54.77,37.3,1.58,11.95,23.72,5.25,37.6,1.05,296.0,Poor
+Delhi,2019-11-08,154.14,253.44,51.48,52.79,73.74,38.97,1.68,14.04,32.33,5.58,47.09,1.01,346.0,Very Poor
+Delhi,2019-11-09,140.8,230.5,35.56,44.01,56.07,35.4,1.34,11.58,30.42,4.13,33.86,0.79,321.0,Very Poor
+Delhi,2019-11-10,192.35,296.44,30.88,50.35,56.41,32.4,1.44,13.95,38.5,3.79,29.59,0.55,339.0,Very Poor
+Delhi,2019-11-11,252.48,380.54,45.96,61.36,75.05,37.01,1.79,15.18,42.35,4.56,39.67,0.83,376.0,Very Poor
+Delhi,2019-11-12,384.34,529.59,51.47,66.1,83.09,40.72,2.25,14.41,48.8,5.85,44.03,1.16,475.0,Severe
+Delhi,2019-11-13,383.36,541.19,62.74,73.6,94.33,43.4,2.5,15.12,39.52,7.08,52.12,1.57,532.0,Severe
+Delhi,2019-11-14,371.42,545.66,77.46,82.63,114.67,50.55,2.92,16.26,26.54,8.2,65.31,2.14,537.0,Severe
+Delhi,2019-11-15,423.52,576.12,44.06,59.35,73.02,50.12,2.35,14.14,37.71,7.47,48.7,2.34,595.0,Severe
+Delhi,2019-11-16,174.03,293.0,23.38,42.35,45.36,35.82,1.34,12.89,31.94,4.3,30.34,1.2,438.0,Severe
+Delhi,2019-11-17,96.34,165.5,14.48,33.78,32.29,29.55,0.92,10.78,27.01,2.4,16.76,0.22,273.0,Poor
+Delhi,2019-11-18,108.4,181.67,29.18,40.05,49.47,29.79,1.26,10.55,30.33,3.03,20.7,0.68,245.0,Poor
+Delhi,2019-11-19,126.92,218.13,52.44,52.79,77.11,33.12,1.6,12.05,31.56,4.31,31.85,1.51,251.0,Poor
+Delhi,2019-11-20,175.19,295.47,79.63,77.62,106.76,40.19,2.21,14.74,38.99,5.65,45.92,2.19,315.0,Very Poor
+Delhi,2019-11-21,217.7,363.77,104.83,91.65,135.9,44.56,3.0,19.85,48.43,8.84,71.87,5.87,375.0,Very Poor
+Delhi,2019-11-22,201.17,332.6,83.99,75.08,113.99,42.17,2.4,16.02,41.54,7.04,56.68,2.72,377.0,Very Poor
+Delhi,2019-11-23,130.41,224.14,33.69,52.7,60.68,34.6,1.3,11.64,25.58,4.46,33.82,1.0,334.0,Very Poor
+Delhi,2019-11-24,107.86,178.21,19.82,43.51,42.87,34.33,1.01,11.35,29.6,2.98,20.71,0.49,264.0,Poor
+Delhi,2019-11-25,122.37,213.67,44.39,53.29,69.13,35.67,1.45,13.59,31.86,4.16,31.46,0.79,269.0,Poor
+Delhi,2019-11-26,114.27,225.78,49.17,53.83,73.89,37.04,1.41,17.65,39.21,5.2,38.41,0.77,284.0,Poor
+Delhi,2019-11-27,65.7,128.1,19.37,42.94,41.04,34.32,0.89,10.71,30.2,2.89,28.31,0.3,166.0,Moderate
+Delhi,2019-11-28,31.03,58.6,10.57,32.3,27.14,30.25,0.65,8.99,28.72,1.88,20.27,0.18,106.0,Moderate
+Delhi,2019-11-29,53.79,100.29,29.65,41.9,49.52,31.59,1.03,10.14,24.66,3.15,27.84,0.52,89.0,Satisfactory
+Delhi,2019-11-30,96.96,159.36,34.59,45.04,56.55,36.65,1.21,9.87,23.38,4.1,30.82,0.84,175.0,Moderate
+Delhi,2019-12-01,123.66,192.47,38.19,50.39,63.15,36.51,1.17,11.39,32.28,3.57,23.24,0.58,257.0,Poor
+Delhi,2019-12-02,141.12,229.08,50.45,57.23,77.73,38.4,1.49,11.18,32.54,4.35,26.64,0.75,299.0,Poor
+Delhi,2019-12-03,140.07,241.56,53.47,60.85,82.31,38.81,1.49,11.37,32.57,4.31,31.72,0.65,302.0,Very Poor
+Delhi,2019-12-04,163.24,277.92,77.61,71.65,107.88,43.21,1.95,13.48,33.48,4.93,42.84,0.67,313.0,Very Poor
+Delhi,2019-12-05,271.99,416.79,115.56,91.53,148.59,55.2,2.95,14.48,42.41,7.93,71.69,1.9,389.0,Very Poor
+Delhi,2019-12-06,241.69,362.1,73.76,69.73,103.48,57.17,2.03,13.41,32.34,7.86,57.33,1.84,423.0,Severe
+Delhi,2019-12-07,233.79,348.44,79.28,66.41,107.56,55.32,2.32,15.4,33.69,6.96,47.68,2.22,382.0,Very Poor
+Delhi,2019-12-08,239.98,355.16,109.28,68.59,137.04,58.01,2.88,13.69,32.51,8.02,58.12,5.55,404.0,Severe
+Delhi,2019-12-09,200.33,311.58,87.59,68.28,114.07,56.75,2.32,12.34,29.47,6.5,45.83,2.04,371.0,Very Poor
+Delhi,2019-12-10,236.4,363.3,85.62,72.63,115.07,59.1,2.41,12.49,38.14,6.87,50.04,3.14,377.0,Very Poor
+Delhi,2019-12-11,299.85,452.65,106.35,85.56,138.71,68.66,3.2,14.71,41.46,8.0,69.03,4.94,430.0,Severe
+Delhi,2019-12-12,284.18,412.59,46.67,64.36,76.85,70.65,2.01,12.61,44.13,6.29,38.83,2.16,471.0,Severe
+Delhi,2019-12-13,94.62,124.26,13.29,41.21,32.94,50.03,1.14,7.9,29.14,2.73,16.19,0.22,322.0,Very Poor
+Delhi,2019-12-14,78.59,128.36,26.2,41.29,43.17,38.62,1.18,9.04,22.94,3.38,25.36,0.5,179.0,Moderate
+Delhi,2019-12-15,94.67,151.57,26.19,39.9,43.01,38.46,1.15,8.5,22.96,3.22,21.24,0.31,205.0,Poor
+Delhi,2019-12-16,88.05,133.11,21.68,35.06,36.0,39.25,1.04,7.17,22.1,2.4,12.91,0.1,202.0,Poor
+Delhi,2019-12-17,93.07,140.23,27.2,32.7,40.32,46.78,1.07,7.26,24.27,2.52,14.12,0.09,178.0,Moderate
+Delhi,2019-12-18,144.0,214.88,29.59,44.41,48.79,51.81,1.24,7.98,32.08,3.47,22.85,0.16,273.0,Poor
+Delhi,2019-12-19,261.16,385.13,51.02,55.64,72.47,57.3,1.92,9.64,28.22,6.1,34.52,0.52,354.0,Very Poor
+Delhi,2019-12-20,316.09,449.06,40.57,60.58,66.4,58.04,2.16,9.92,29.05,6.86,39.35,1.05,452.0,Severe
+Delhi,2019-12-21,249.87,353.94,37.13,50.24,57.35,62.14,1.71,8.52,23.62,5.96,30.95,0.61,441.0,Severe
+Delhi,2019-12-22,146.81,202.05,19.33,38.96,36.7,57.51,1.13,6.67,21.48,3.77,17.14,0.18,351.0,Very Poor
+Delhi,2019-12-23,171.47,240.19,26.86,39.83,44.43,53.04,1.28,7.0,23.8,3.98,23.78,0.32,321.0,Very Poor
+Delhi,2019-12-24,262.69,401.03,38.02,56.72,64.46,53.3,1.76,8.7,28.17,5.75,38.29,0.82,376.0,Very Poor
+Delhi,2019-12-25,166.71,258.28,22.4,39.77,40.79,48.52,1.2,6.96,21.13,3.85,22.52,0.29,384.0,Very Poor
+Delhi,2019-12-26,196.97,299.85,19.25,45.08,41.2,51.83,1.17,6.99,25.73,3.69,22.5,0.25,340.0,Very Poor
+Delhi,2019-12-27,240.07,371.45,28.66,54.6,54.95,52.64,1.39,7.88,27.55,4.62,32.86,0.2,372.0,Very Poor
+Delhi,2019-12-28,275.6,426.12,60.13,55.98,83.47,50.47,1.96,10.26,27.92,6.7,39.22,0.4,425.0,Severe
+Delhi,2019-12-29,326.79,500.15,32.73,57.76,61.51,49.61,1.86,10.25,35.11,6.28,33.0,0.34,455.0,Severe
+Delhi,2019-12-30,333.43,486.35,54.97,55.61,79.04,50.75,2.24,11.15,26.44,8.0,47.12,0.72,506.0,Severe
+Delhi,2019-12-31,245.53,338.18,44.49,47.5,64.57,48.22,1.8,11.03,28.07,4.81,38.4,0.22,417.0,Severe
+Delhi,2020-01-01,372.14,483.87,109.53,64.18,135.0,56.85,3.15,18.49,39.58,8.5,60.79,1.38,492.0,Severe
+Delhi,2020-01-02,327.04,439.31,120.76,64.8,143.71,58.26,3.32,19.95,36.5,9.36,73.11,2.65,485.0,Severe
+Delhi,2020-01-03,228.9,337.04,111.09,55.65,131.13,53.02,2.8,14.93,27.82,6.96,66.8,2.8,426.0,Severe
+Delhi,2020-01-04,220.6,327.22,86.58,57.67,110.2,53.46,2.2,12.85,29.94,6.81,48.18,5.45,366.0,Very Poor
+Delhi,2020-01-05,170.21,257.94,29.99,48.25,54.3,47.94,1.23,9.59,30.21,3.7,28.9,4.8,354.0,Very Poor
+Delhi,2020-01-06,159.64,247.47,35.49,51.19,60.14,47.01,1.27,11.34,21.99,3.52,31.1,1.13,335.0,Very Poor
+Delhi,2020-01-07,120.31,176.22,24.08,44.9,46.56,43.53,1.18,12.74,22.82,3.64,24.51,0.3,285.0,Poor
+Delhi,2020-01-08,117.98,145.85,26.65,38.64,45.09,44.73,1.13,8.67,17.63,3.49,22.67,0.19,281.0,Poor
+Delhi,2020-01-09,89.26,132.06,14.71,32.3,31.03,36.87,0.89,7.28,22.0,2.43,15.34,0.04,231.0,Poor
+Delhi,2020-01-10,130.82,203.54,27.73,45.12,50.71,37.73,1.3,9.44,27.25,3.8,24.75,0.33,255.0,Poor
+Delhi,2020-01-11,151.1,245.62,43.83,53.28,69.66,40.97,1.54,11.65,30.98,4.33,28.3,0.86,309.0,Very Poor
+Delhi,2020-01-12,207.23,325.36,90.44,59.91,113.97,48.65,2.26,12.35,32.47,5.53,39.19,1.56,352.0,Very Poor
+Delhi,2020-01-13,218.98,329.77,61.38,55.04,84.22,53.64,2.11,11.59,27.98,5.74,34.26,1.58,381.0,Very Poor
+Delhi,2020-01-14,115.62,163.67,21.19,38.08,40.99,46.34,1.16,9.24,21.62,3.31,23.78,0.31,314.0,Very Poor
+Delhi,2020-01-15,111.57,179.08,29.61,47.45,54.26,41.76,1.17,10.68,26.19,3.72,30.02,0.34,241.0,Poor
+Delhi,2020-01-16,139.06,197.9,28.99,44.21,51.19,43.54,1.11,10.44,18.63,4.05,30.42,0.26,286.0,Poor
+Delhi,2020-01-17,107.65,152.98,31.58,36.19,49.2,40.15,1.14,9.69,18.97,3.71,24.4,0.3,287.0,Poor
+Delhi,2020-01-18,125.3,198.24,39.64,43.78,60.8,39.56,1.32,9.65,19.93,4.79,29.24,0.34,262.0,Poor
+Delhi,2020-01-19,125.04,187.93,18.6,34.18,36.38,38.38,0.96,8.69,25.86,2.95,13.77,0.09,290.0,Poor
+Delhi,2020-01-20,142.18,225.67,30.68,38.21,49.07,39.27,1.39,9.65,24.64,3.9,19.39,0.22,282.0,Poor
+Delhi,2020-01-21,222.81,348.45,63.49,48.18,83.32,48.02,1.93,12.24,27.6,6.32,39.27,0.85,359.0,Very Poor
+Delhi,2020-01-22,198.88,296.98,66.0,44.3,82.89,45.17,1.9,10.95,24.63,7.0,36.98,0.79,378.0,Very Poor
+Delhi,2020-01-23,74.45,137.61,15.4,35.26,33.47,36.32,0.79,8.71,27.73,2.52,14.04,0.07,273.0,Poor
+Delhi,2020-01-24,79.83,151.81,23.68,44.0,45.88,34.23,0.99,10.73,30.53,2.66,15.38,0.06,155.0,Moderate
+Delhi,2020-01-25,136.72,240.57,58.83,56.31,84.2,41.37,1.48,12.36,26.8,4.62,26.36,0.37,251.0,Poor
+Delhi,2020-01-26,201.2,309.09,74.63,50.94,95.06,48.8,2.09,12.81,32.7,5.87,33.9,0.83,349.0,Very Poor
+Delhi,2020-01-27,209.97,330.91,89.41,67.09,116.25,53.66,2.19,14.72,26.6,5.97,36.87,1.36,365.0,Very Poor
+Delhi,2020-01-28,104.45,149.12,17.85,42.01,37.97,42.76,1.26,11.12,23.29,3.2,18.44,0.09,302.0,Very Poor
+Delhi,2020-01-29,77.95,134.17,30.9,42.24,48.65,38.01,1.24,9.85,23.96,3.1,20.67,0.19,218.0,Poor
+Delhi,2020-01-30,91.56,168.43,30.79,45.04,50.9,36.77,1.08,10.06,24.23,3.49,19.83,0.14,195.0,Moderate
+Delhi,2020-01-31,92.04,170.33,31.8,47.35,53.46,34.03,1.1,9.9,24.36,3.55,22.19,0.33,203.0,Poor
+Delhi,2020-02-01,112.13,201.19,49.25,44.25,67.5,35.95,1.26,10.02,29.22,4.51,26.67,0.56,244.0,Poor
+Delhi,2020-02-02,120.86,200.9,33.12,45.28,54.17,36.46,1.2,10.32,29.69,3.94,18.46,0.44,254.0,Poor
+Delhi,2020-02-03,138.5,243.43,50.47,53.71,73.96,37.5,1.51,11.4,33.94,4.43,27.09,0.51,297.0,Poor
+Delhi,2020-02-04,188.42,340.56,92.85,64.8,115.76,43.09,2.21,15.26,41.0,6.43,47.2,1.45,336.0,Very Poor
+Delhi,2020-02-05,150.08,255.41,41.58,53.35,67.5,40.07,1.3,13.31,32.03,4.6,27.58,0.4,344.0,Very Poor
+Delhi,2020-02-06,118.57,205.43,33.37,51.82,60.54,36.16,1.18,12.08,33.75,3.98,22.63,0.82,277.0,Poor
+Delhi,2020-02-07,150.15,253.82,64.24,58.46,88.53,38.38,1.51,14.21,34.75,5.78,31.93,0.44,307.0,Very Poor
+Delhi,2020-02-08,149.67,238.17,30.62,47.55,54.41,40.72,1.16,14.39,35.72,4.36,18.69,1.12,315.0,Very Poor
+Delhi,2020-02-09,151.43,247.62,35.28,50.75,60.36,40.04,1.29,14.64,36.29,4.35,17.47,0.46,310.0,Very Poor
+Delhi,2020-02-10,174.4,292.44,56.93,56.48,82.69,39.99,1.61,14.83,31.92,5.16,26.69,1.72,328.0,Very Poor
+Delhi,2020-02-11,176.57,306.12,83.94,60.12,107.57,39.73,1.89,14.37,37.22,6.65,40.82,4.01,347.0,Very Poor
+Delhi,2020-02-12,172.12,295.05,38.78,55.96,64.65,40.92,1.29,16.24,37.86,4.71,24.48,1.32,343.0,Very Poor
+Delhi,2020-02-13,95.72,179.78,15.54,41.59,37.63,36.91,0.95,16.49,36.8,3.09,16.55,0.5,279.0,Poor
+Delhi,2020-02-14,73.84,172.28,12.35,34.6,30.48,34.06,0.82,13.53,43.62,2.43,12.11,0.06,186.0,Moderate
+Delhi,2020-02-15,83.07,174.78,18.16,44.57,41.54,32.48,0.91,17.59,42.21,2.93,17.62,0.39,174.0,Moderate
+Delhi,2020-02-16,132.63,237.81,42.02,57.15,70.95,38.77,1.38,19.61,40.01,3.77,23.71,0.82,254.0,Poor
+Delhi,2020-02-17,158.69,282.84,61.48,61.17,88.49,42.77,1.61,18.85,38.6,5.83,30.58,1.2,323.0,Very Poor
+Delhi,2020-02-18,125.53,238.91,39.22,59.91,67.21,37.01,1.39,23.01,42.7,4.14,21.19,1.46,292.0,Poor
+Delhi,2020-02-19,138.46,286.39,87.96,59.9,111.77,44.11,2.0,20.13,44.29,6.39,37.24,2.16,300.0,Poor
+Delhi,2020-02-20,98.84,223.69,10.13,44.05,32.65,39.61,0.99,14.91,55.32,2.88,11.89,0.43,253.0,Poor
+Delhi,2020-02-21,53.11,85.49,8.84,33.27,26.24,35.81,0.83,10.45,39.58,2.03,20.21,0.32,170.0,Moderate
+Delhi,2020-02-22,63.62,123.44,29.86,41.23,50.12,33.46,1.2,13.38,32.03,2.8,23.92,1.42,104.0,Moderate
+Delhi,2020-02-23,105.71,182.2,41.97,42.24,61.5,38.33,1.26,14.3,35.15,3.51,27.78,1.56,221.0,Poor
+Delhi,2020-02-24,70.59,145.05,29.23,44.2,51.6,33.19,1.02,15.94,33.36,2.29,20.9,0.16,169.0,Moderate
+Delhi,2020-02-25,127.75,224.02,27.87,46.76,52.38,39.61,1.22,18.24,35.32,3.12,18.7,0.59,244.0,Poor
+Delhi,2020-02-26,141.81,258.62,56.86,50.67,78.58,42.7,1.54,17.61,38.64,4.71,31.45,1.53,303.0,Very Poor
+Delhi,2020-02-27,107.28,203.77,22.85,46.15,46.13,43.64,1.23,14.7,36.36,3.8,22.27,1.24,270.0,Poor
+Delhi,2020-02-28,83.48,161.36,8.21,33.92,26.32,41.44,0.97,11.55,41.53,2.67,11.61,1.11,214.0,Poor
+Delhi,2020-02-29,60.01,115.82,9.66,33.98,27.57,34.88,0.83,12.05,37.35,2.42,15.56,2.68,144.0,Moderate
+Delhi,2020-03-01,42.83,91.88,20.57,40.73,41.36,31.4,0.97,12.19,39.84,2.18,22.27,7.59,105.0,Moderate
+Delhi,2020-03-02,99.34,203.51,64.58,50.23,85.92,39.78,1.58,15.81,36.64,4.58,37.92,4.39,192.0,Moderate
+Delhi,2020-03-03,86.26,188.73,50.52,46.6,71.98,37.02,1.22,15.48,32.39,3.98,39.09,1.51,226.0,Poor
+Delhi,2020-03-04,82.9,193.79,40.18,45.62,60.78,37.32,1.1,16.22,41.77,3.57,28.32,0.66,200.0,Moderate
+Delhi,2020-03-05,31.43,67.5,11.78,32.97,28.54,32.27,0.81,11.32,36.98,1.81,16.39,0.27,112.0,Moderate
+Delhi,2020-03-06,21.32,38.5,12.55,33.71,29.75,29.56,0.87,10.42,33.52,1.47,14.94,0.6,82.0,Satisfactory
+Delhi,2020-03-07,40.96,85.45,17.41,35.53,34.85,29.01,0.82,11.84,35.47,1.95,21.14,0.37,77.0,Satisfactory
+Delhi,2020-03-08,72.1,140.22,45.65,37.14,61.74,31.51,1.11,12.61,34.59,3.51,35.85,0.63,156.0,Moderate
+Delhi,2020-03-09,58.04,133.75,18.86,32.29,34.79,29.29,0.75,13.33,34.54,1.91,17.48,0.33,138.0,Moderate
+Delhi,2020-03-10,84.35,160.91,14.46,30.22,29.74,30.99,0.84,17.21,47.66,2.35,15.58,0.42,186.0,Moderate
+Delhi,2020-03-11,55.19,112.57,10.1,29.76,24.99,32.88,0.76,13.82,42.36,1.96,12.04,0.36,128.0,Moderate
+Delhi,2020-03-12,56.92,155.18,21.91,36.74,39.57,35.31,0.94,13.68,34.27,2.25,19.69,0.7,125.0,Moderate
+Delhi,2020-03-13,68.72,209.02,29.31,40.53,49.0,31.36,0.87,15.42,37.42,2.63,24.39,3.61,170.0,Moderate
+Delhi,2020-03-14,39.41,85.26,14.67,34.59,32.7,34.29,0.76,11.59,29.17,1.99,17.98,0.47,131.0,Moderate
+Delhi,2020-03-15,60.99,124.24,26.33,41.09,46.69,31.09,0.9,13.92,37.25,2.43,23.4,1.37,124.0,Moderate
+Delhi,2020-03-16,61.61,144.37,21.37,41.52,44.12,31.07,0.89,14.8,38.38,2.29,20.26,1.28,148.0,Moderate
+Delhi,2020-03-17,69.7,160.15,26.05,43.5,48.87,32.31,1.0,15.06,40.59,2.65,20.92,2.99,164.0,Moderate
+Delhi,2020-03-18,68.93,162.56,29.29,45.86,53.31,32.99,1.07,14.93,41.73,3.05,28.9,2.21,162.0,Moderate
+Delhi,2020-03-19,90.62,195.15,37.81,45.67,59.24,36.15,1.14,17.66,43.16,3.37,33.51,1.49,191.0,Moderate
+Delhi,2020-03-20,90.31,200.79,30.21,51.26,55.88,34.3,1.24,19.71,48.23,3.76,36.83,0.43,209.0,Poor
+Delhi,2020-03-21,82.39,184.81,31.58,46.04,54.04,36.61,1.18,18.55,43.19,3.35,33.82,0.68,205.0,Poor
+Delhi,2020-03-22,78.61,134.46,14.49,29.85,30.31,32.61,0.92,16.63,47.67,2.86,21.43,0.5,198.0,Moderate
+Delhi,2020-03-23,54.26,100.55,11.75,25.96,25.31,30.31,0.78,15.17,46.48,1.96,16.08,0.74,127.0,Moderate
+Delhi,2020-03-24,55.85,103.62,12.3,27.07,26.48,31.91,0.81,15.81,38.23,2.53,16.24,0.64,124.0,Moderate
+Delhi,2020-03-25,37.87,68.03,13.09,21.11,22.57,34.43,0.68,11.49,32.11,1.67,13.62,0.71,92.0,Satisfactory
+Delhi,2020-03-26,45.69,75.81,9.02,16.58,17.41,33.68,0.58,12.82,30.59,1.38,8.88,0.7,93.0,Satisfactory
+Delhi,2020-03-27,26.89,45.48,8.34,15.32,15.89,27.4,0.53,11.04,27.38,1.11,9.17,2.33,76.0,Satisfactory
+Delhi,2020-03-28,21.23,34.15,9.87,17.52,18.34,25.22,0.54,10.28,25.06,1.07,9.76,0.71,51.0,Satisfactory
+Delhi,2020-03-29,27.59,55.75,8.74,16.6,16.42,23.98,0.52,10.39,35.75,0.97,8.31,1.31,64.0,Satisfactory
+Delhi,2020-03-30,35.08,64.66,8.29,17.52,16.62,23.21,0.58,12.47,40.26,1.08,9.0,1.32,74.0,Satisfactory
+Delhi,2020-03-31,35.31,67.01,9.36,18.03,18.01,26.5,0.56,12.33,40.96,1.06,8.98,1.45,81.0,Satisfactory
+Delhi,2020-04-01,32.88,65.84,10.4,19.17,19.26,26.73,0.62,13.0,35.06,1.12,9.17,3.01,80.0,Satisfactory
+Delhi,2020-04-02,28.51,61.06,9.91,17.18,17.72,22.22,0.6,10.84,39.47,0.91,7.85,0.97,78.0,Satisfactory
+Delhi,2020-04-03,31.36,62.69,9.29,20.07,19.33,21.54,0.61,11.99,46.82,1.13,8.6,0.77,84.0,Satisfactory
+Delhi,2020-04-04,40.79,77.64,10.07,22.38,21.19,23.06,0.68,12.59,41.26,1.3,9.64,0.89,90.0,Satisfactory
+Delhi,2020-04-05,51.79,96.88,10.99,24.42,22.78,25.14,0.81,16.03,44.55,1.74,12.38,0.26,103.0,Moderate
+Delhi,2020-04-06,59.91,114.88,11.05,24.37,22.68,26.41,0.81,15.59,44.16,2.04,12.8,0.24,134.0,Moderate
+Delhi,2020-04-07,33.12,94.02,8.5,19.27,17.38,25.53,0.6,13.46,42.65,1.01,9.13,0.13,100.0,Satisfactory
+Delhi,2020-04-08,29.7,79.04,8.38,18.56,16.51,23.41,0.56,12.85,45.8,0.99,8.24,0.05,91.0,Satisfactory
+Delhi,2020-04-09,36.13,76.32,8.49,21.37,18.16,23.84,0.66,14.2,48.34,1.11,7.52,0.07,89.0,Satisfactory
+Delhi,2020-04-10,57.67,112.93,9.8,27.12,23.3,27.71,0.81,16.32,40.36,1.79,11.45,0.14,111.0,Moderate
+Delhi,2020-04-11,53.03,118.1,9.54,23.64,21.9,28.33,0.83,18.38,49.51,1.88,11.18,0.04,126.0,Moderate
+Delhi,2020-04-12,38.57,92.7,5.48,17.59,14.66,26.99,0.67,15.7,50.15,1.19,6.87,0.0,102.0,Moderate
+Delhi,2020-04-13,60.6,136.77,7.16,23.4,19.83,27.95,0.83,19.86,41.07,1.78,9.62,0.0,119.0,Moderate
+Delhi,2020-04-14,58.22,144.7,8.83,25.71,22.96,28.76,0.93,17.38,40.74,2.04,13.12,0.01,134.0,Moderate
+Delhi,2020-04-15,58.31,190.98,10.37,24.55,24.05,28.36,0.93,14.89,38.22,2.36,11.89,0.02,152.0,Moderate
+Delhi,2020-04-16,69.8,191.17,11.86,25.01,25.66,30.36,0.94,19.42,41.87,2.4,13.75,0.01,172.0,Moderate
+Delhi,2020-04-17,26.93,89.58,8.12,15.83,16.95,26.06,0.64,14.08,53.53,1.07,7.79,0.0,123.0,Moderate
+Delhi,2020-04-18,29.09,102.53,8.45,15.45,17.02,27.18,0.68,12.63,49.14,1.19,7.55,0.0,102.0,Moderate
+Delhi,2020-04-19,35.49,73.86,10.13,19.72,20.82,29.94,0.71,13.17,40.53,1.29,9.46,0.0,95.0,Satisfactory
+Delhi,2020-04-20,52.86,113.25,12.38,24.56,25.55,31.57,1.02,15.06,32.67,2.37,15.52,0.0,115.0,Moderate
+Delhi,2020-04-21,37.17,87.27,8.89,19.64,19.57,29.75,0.82,15.36,48.56,1.48,8.92,0.0,102.0,Moderate
+Delhi,2020-04-22,58.25,130.99,10.78,24.79,24.17,29.39,0.86,17.34,46.94,2.03,13.9,0.01,122.0,Moderate
+Delhi,2020-04-23,54.71,127.82,9.42,24.83,22.92,30.02,0.91,17.39,43.99,2.8,17.19,0.01,129.0,Moderate
+Delhi,2020-04-24,65.91,138.46,11.0,25.62,24.87,32.62,0.99,18.62,47.98,2.57,13.43,0.06,143.0,Moderate
+Delhi,2020-04-25,33.09,85.83,9.6,18.68,19.91,28.65,0.75,12.76,54.53,1.13,8.55,0.0,121.0,Moderate
+Delhi,2020-04-26,40.24,117.1,8.42,17.45,17.77,31.61,0.77,16.21,47.16,1.68,8.42,0.0,119.0,Moderate
+Delhi,2020-04-27,27.18,53.02,8.28,14.8,16.38,29.94,0.76,15.59,53.43,1.24,6.39,0.0,98.0,Satisfactory
+Delhi,2020-04-28,41.75,80.36,10.32,17.35,20.03,28.6,0.86,17.6,58.96,1.7,8.3,0.0,105.0,Moderate
+Delhi,2020-04-29,55.18,114.91,12.66,20.11,22.66,28.86,0.91,19.08,58.57,2.03,13.02,0.01,123.0,Moderate
+Delhi,2020-04-30,49.96,115.63,12.73,17.61,20.45,32.99,0.84,17.42,59.55,1.68,9.27,0.0,128.0,Moderate
+Delhi,2020-05-01,61.04,143.11,11.8,18.46,20.45,36.43,0.89,17.52,56.81,1.96,11.92,0.0,140.0,Moderate
+Delhi,2020-05-02,34.67,107.36,12.81,14.36,19.49,33.93,0.76,13.0,60.45,1.19,6.42,0.01,127.0,Moderate
+Delhi,2020-05-03,32.56,83.02,12.72,15.14,21.57,32.48,0.68,11.94,49.04,1.31,7.51,0.02,110.0,Moderate
+Delhi,2020-05-04,26.63,60.59,12.86,16.95,20.79,31.35,0.72,11.92,50.56,1.14,9.98,0.0,92.0,Satisfactory
+Delhi,2020-05-05,56.24,115.91,13.93,21.36,24.06,30.86,0.87,16.4,52.12,2.0,14.92,0.03,117.0,Moderate
+Delhi,2020-05-06,58.44,169.61,13.75,21.88,25.58,29.53,0.89,15.78,53.95,2.04,13.31,0.06,139.0,Moderate
+Delhi,2020-05-07,36.02,88.35,10.31,17.97,18.92,25.51,0.73,13.6,73.11,1.46,10.18,0.04,140.0,Moderate
+Delhi,2020-05-08,51.09,120.82,10.02,21.66,20.69,27.98,0.83,13.82,74.28,1.69,13.41,0.1,138.0,Moderate
+Delhi,2020-05-09,54.18,126.9,9.47,17.65,19.17,30.14,0.85,13.33,76.32,1.61,11.66,1.08,142.0,Moderate
+Delhi,2020-05-10,44.3,110.39,5.21,16.46,14.47,28.71,0.74,12.02,63.71,1.3,9.23,0.15,127.0,Moderate
+Delhi,2020-05-11,43.26,93.49,4.8,19.53,15.6,28.13,0.76,12.66,64.6,1.55,10.63,0.27,113.0,Moderate
+Delhi,2020-05-12,43.19,94.4,4.42,18.49,14.62,29.43,0.75,13.84,64.1,1.5,12.68,0.27,122.0,Moderate
+Delhi,2020-05-13,68.8,159.2,5.09,21.34,16.74,32.29,0.9,15.41,52.2,1.81,14.78,0.39,132.0,Moderate
+Delhi,2020-05-14,56.17,126.53,9.04,25.12,21.86,30.82,0.89,12.92,50.22,1.69,14.93,0.22,154.0,Moderate
+Delhi,2020-05-15,47.44,101.93,6.76,23.45,18.9,27.39,0.84,13.71,53.08,1.41,12.6,0.22,125.0,Moderate
+Delhi,2020-05-16,81.87,151.8,6.11,26.17,19.89,27.62,0.99,16.19,63.12,1.61,11.64,0.15,175.0,Moderate
+Delhi,2020-05-17,98.63,187.24,9.24,31.96,26.01,28.76,1.06,20.19,59.79,2.07,15.58,2.12,202.0,Poor
+Delhi,2020-05-18,101.02,192.68,11.31,34.76,29.28,28.97,1.12,22.11,53.55,2.42,17.66,2.77,222.0,Poor
+Delhi,2020-05-19,106.63,208.65,16.68,42.67,38.49,30.58,1.31,20.41,57.05,2.75,23.02,1.74,238.0,Poor
+Delhi,2020-05-20,67.8,155.41,8.79,32.8,25.93,28.73,1.03,18.96,62.34,1.92,15.99,0.16,196.0,Moderate
+Delhi,2020-05-21,55.92,163.77,9.67,31.36,25.81,25.55,1.09,18.99,62.56,1.72,15.2,2.43,149.0,Moderate
+Delhi,2020-05-22,94.37,213.47,17.16,45.36,40.17,28.56,1.31,26.05,55.45,2.96,26.42,11.36,199.0,Moderate
+Delhi,2020-05-23,74.92,209.49,16.74,42.43,37.85,28.82,1.16,17.05,41.87,2.77,28.72,0.39,202.0,Poor
+Delhi,2020-05-24,55.37,179.3,8.13,27.35,21.76,26.54,0.87,17.11,53.31,1.76,15.43,0.07,174.0,Moderate
+Delhi,2020-05-25,61.46,162.41,9.3,30.92,25.0,27.22,0.94,21.3,54.74,1.88,13.82,0.11,157.0,Moderate
+Delhi,2020-05-26,55.38,190.11,19.09,37.79,37.41,27.06,1.1,16.82,38.73,2.51,24.05,0.27,153.0,Moderate
+Delhi,2020-05-27,43.22,161.76,7.58,26.95,21.37,25.79,0.83,14.49,66.77,1.7,16.71,0.05,156.0,Moderate
+Delhi,2020-05-28,39.07,229.55,4.89,17.1,13.26,29.02,0.8,11.68,55.92,1.11,7.56,0.01,174.0,Moderate
+Delhi,2020-05-29,24.62,66.66,5.14,19.02,14.69,32.19,0.77,9.95,47.48,1.1,10.48,0.03,129.0,Moderate
+Delhi,2020-05-30,23.09,53.19,5.04,18.51,14.11,36.19,0.84,9.95,50.29,0.95,7.61,0.01,84.0,Satisfactory
+Delhi,2020-05-31,21.51,40.43,5.02,17.05,13.15,34.91,0.84,9.06,42.29,1.05,9.05,0.26,80.0,Satisfactory
+Delhi,2020-06-01,41.05,80.47,5.87,22.99,17.6,35.0,0.96,14.02,50.57,1.94,16.96,0.38,100.0,Satisfactory
+Delhi,2020-06-02,45.9,98.32,7.25,24.78,19.94,35.78,0.92,12.71,50.06,1.75,21.26,0.68,123.0,Moderate
+Delhi,2020-06-03,50.62,114.01,7.07,28.02,21.64,36.05,0.9,15.91,52.16,1.93,20.14,0.85,123.0,Moderate
+Delhi,2020-06-04,68.24,143.79,11.87,34.11,29.57,38.85,1.09,17.97,39.14,2.79,29.63,2.28,144.0,Moderate
+Delhi,2020-06-05,42.43,87.05,7.6,25.87,20.45,35.51,0.87,12.46,44.83,2.0,18.02,2.01,126.0,Moderate
+Delhi,2020-06-06,35.14,80.49,5.85,21.25,16.37,31.81,0.82,10.69,51.46,1.6,11.45,0.38,102.0,Moderate
+Delhi,2020-06-07,39.99,91.17,6.5,22.65,17.92,30.79,0.86,11.89,45.4,1.82,17.23,0.8,104.0,Moderate
+Delhi,2020-06-08,46.9,103.27,7.94,25.81,21.44,31.81,0.94,15.78,51.77,1.99,20.22,0.47,112.0,Moderate
+Delhi,2020-06-09,64.77,148.67,11.04,32.01,28.36,33.83,1.01,15.06,49.14,2.23,27.6,1.0,138.0,Moderate
+Delhi,2020-06-10,58.9,156.29,16.38,34.31,35.09,33.27,1.03,14.12,40.8,2.17,24.61,1.52,154.0,Moderate
+Delhi,2020-06-11,54.69,134.36,12.37,30.94,30.0,36.54,0.91,12.74,40.63,1.84,22.43,0.97,142.0,Moderate
+Delhi,2020-06-12,64.0,152.7,12.41,30.05,29.74,38.64,1.06,12.9,43.37,2.16,19.86,0.67,152.0,Moderate
+Delhi,2020-06-13,52.36,129.33,8.9,25.46,22.93,36.62,0.95,10.59,34.95,2.09,17.4,0.53,132.0,Moderate
+Delhi,2020-06-14,71.08,150.28,8.19,26.01,22.01,40.0,1.04,13.57,38.86,2.42,23.32,1.71,147.0,Moderate
+Delhi,2020-06-15,48.69,120.23,7.8,25.95,21.79,35.38,0.88,12.57,48.39,1.9,16.58,0.73,130.0,Moderate
+Delhi,2020-06-16,39.87,107.99,7.35,24.58,19.98,32.62,0.88,12.08,51.4,1.99,19.29,0.51,126.0,Moderate
+Delhi,2020-06-17,34.35,92.58,5.47,16.94,14.73,29.4,0.78,10.84,48.72,1.55,14.6,0.19,110.0,Moderate
+Delhi,2020-06-18,36.84,100.62,6.02,18.32,15.69,28.68,0.82,12.19,47.98,1.5,12.01,0.22,107.0,Moderate
+Delhi,2020-06-19,57.6,205.56,6.58,17.78,15.57,27.96,0.86,11.98,40.95,1.69,14.04,0.27,132.0,Moderate
+Delhi,2020-06-20,35.96,108.73,6.53,20.37,17.92,26.38,0.8,10.98,36.24,1.42,14.47,0.2,158.0,Moderate
+Delhi,2020-06-21,39.7,95.63,7.21,23.7,19.89,28.84,0.85,11.71,33.92,1.51,17.57,0.63,105.0,Moderate
+Delhi,2020-06-22,39.47,77.48,5.67,20.61,17.46,34.32,0.91,11.08,42.76,1.54,18.47,0.37,104.0,Moderate
+Delhi,2020-06-23,29.02,64.12,6.22,16.39,15.33,33.32,0.88,11.09,28.64,1.25,12.99,0.33,85.0,Satisfactory
+Delhi,2020-06-24,30.91,62.61,6.63,16.84,15.72,31.45,0.89,11.02,24.77,1.28,12.13,0.27,71.0,Satisfactory
+Delhi,2020-06-25,38.37,77.76,9.33,21.41,21.17,30.48,1.02,11.28,25.92,1.59,19.18,0.49,86.0,Satisfactory
+Delhi,2020-06-26,50.01,112.08,9.67,22.06,21.75,32.64,1.01,11.66,24.82,2.07,23.31,0.7,104.0,Moderate
+Delhi,2020-06-27,39.8,155.94,10.88,21.46,22.47,31.43,0.87,10.38,18.88,1.69,19.99,0.43,112.0,Moderate
+Delhi,2020-06-28,59.52,308.65,12.67,21.6,23.86,29.27,0.94,10.7,18.05,1.71,25.13,1.74,196.0,Moderate
+Delhi,2020-06-29,44.86,184.12,10.5,21.57,21.94,27.97,0.88,11.58,26.61,2.13,23.8,1.13,233.0,Poor
+Delhi,2020-06-30,39.8,91.98,5.99,17.96,15.44,28.48,0.84,10.51,37.29,1.57,16.37,0.49,114.0,Moderate
+Delhi,2020-07-01,54.01,128.66,6.33,21.05,16.81,29.06,0.97,11.15,29.73,2.03,23.57,0.65,101.0,Moderate
+Ernakulam,2020-01-22,37.48,80.65,127.81,7.76,135.57,101.97,1.94,3.34,,0.64,1.01,0.12,,
+Ernakulam,2020-01-23,,,,,,,,,,,,,,
+Ernakulam,2020-01-24,41.13,68.71,125.76,7.95,133.71,102.66,1.12,3.46,,0.68,1.87,0.31,,
+Ernakulam,2020-01-25,53.0,84.58,126.22,7.8,134.02,104.05,1.17,3.48,,0.9,1.93,0.19,154.0,Moderate
+Ernakulam,2020-01-26,58.31,85.47,125.14,7.95,133.09,103.2,1.2,3.54,,1.15,1.83,0.18,153.0,Moderate
+Ernakulam,2020-01-27,53.06,80.24,152.12,5.9,156.21,133.25,1.24,3.49,,1.34,2.34,0.2,159.0,Moderate
+Ernakulam,2020-01-28,60.99,95.07,133.5,7.48,140.31,107.43,1.37,3.64,,1.62,2.5,0.3,180.0,Moderate
+Ernakulam,2020-01-29,57.41,96.7,67.41,16.13,83.55,36.6,1.35,3.59,,5.05,9.85,1.39,127.0,Moderate
+Ernakulam,2020-01-30,43.89,79.3,44.57,19.16,63.72,19.41,1.35,3.54,,4.97,6.4,0.94,96.0,Satisfactory
+Ernakulam,2020-01-31,35.45,78.48,43.56,19.28,62.85,28.95,1.27,3.58,,3.9,5.24,0.73,89.0,Satisfactory
+Ernakulam,2020-02-01,38.01,74.51,41.56,19.55,61.12,27.62,1.17,3.53,,1.35,2.58,0.2,86.0,Satisfactory
+Ernakulam,2020-02-02,38.63,67.05,39.98,19.76,59.74,26.53,1.08,3.54,,1.77,4.24,0.39,77.0,Satisfactory
+Ernakulam,2020-02-03,40.97,72.23,39.32,13.29,57.08,26.07,1.13,3.53,,1.06,2.01,0.16,80.0,Satisfactory
+Ernakulam,2020-02-04,54.34,89.68,37.19,5.13,52.02,24.66,1.41,3.44,,1.08,1.94,0.3,92.0,Satisfactory
+Ernakulam,2020-02-05,52.85,95.99,34.89,3.9,43.67,23.18,1.41,3.48,,1.05,1.73,0.27,97.0,Satisfactory
+Ernakulam,2020-02-06,35.61,69.55,33.26,0.72,29.33,21.83,1.36,3.64,,0.75,1.49,0.19,95.0,Satisfactory
+Ernakulam,2020-02-07,42.18,70.64,66.03,0.69,53.2,44.3,1.51,3.78,,1.75,3.66,0.85,98.0,Satisfactory
+Ernakulam,2020-02-08,36.49,69.27,88.74,,69.87,59.59,1.3,3.56,,2.53,3.67,0.4,96.0,Satisfactory
+Ernakulam,2020-02-09,36.94,65.81,81.3,,64.43,54.52,1.15,3.53,,0.81,1.33,0.05,86.0,Satisfactory
+Ernakulam,2020-02-10,39.27,68.24,80.98,0.33,65.59,56.08,1.33,3.64,,1.89,2.03,0.21,91.0,Satisfactory
+Ernakulam,2020-02-11,38.45,70.37,84.83,0.68,84.43,74.95,1.23,3.61,,1.48,3.52,0.35,104.0,Moderate
+Ernakulam,2020-02-12,51.09,85.94,73.25,0.68,73.89,64.53,1.42,3.46,,1.34,2.68,0.32,101.0,Moderate
+Ernakulam,2020-02-13,39.8,72.06,99.92,2.63,98.17,58.5,1.36,3.67,,1.13,2.32,0.23,92.0,Satisfactory
+Ernakulam,2020-02-14,49.84,83.54,78.8,0.36,78.9,17.96,1.46,3.66,,3.99,7.9,0.93,108.0,Moderate
+Ernakulam,2020-02-15,33.41,51.47,79.95,0.81,79.9,14.05,1.36,3.87,,2.26,3.2,0.47,99.0,Satisfactory
+Ernakulam,2020-02-16,39.71,58.34,81.76,0.27,81.43,15.4,1.04,4.08,,0.07,0.26,0.01,106.0,Moderate
+Ernakulam,2020-02-17,50.63,79.13,69.33,0.87,70.2,12.57,1.33,3.54,,0.67,1.55,0.17,96.0,Satisfactory
+Ernakulam,2020-02-18,49.29,78.67,65.8,1.19,67.0,11.86,1.28,3.47,,0.62,1.22,0.15,93.0,Satisfactory
+Ernakulam,2020-02-19,78.27,116.73,63.43,1.42,64.85,11.41,1.64,3.53,,1.86,2.55,0.5,133.0,Moderate
+Ernakulam,2020-02-20,55.37,88.08,60.95,1.63,62.59,10.94,1.39,3.45,,0.84,1.73,0.39,114.0,Moderate
+Ernakulam,2020-02-21,59.74,89.73,59.45,1.77,61.22,10.68,1.61,3.47,,1.14,2.25,0.53,102.0,Moderate
+Ernakulam,2020-02-22,47.75,75.74,59.83,1.72,61.55,10.8,1.39,3.51,,0.9,1.49,0.1,96.0,Satisfactory
+Ernakulam,2020-02-23,37.76,59.35,58.97,1.79,60.76,10.66,1.22,3.52,,0.62,1.08,0.02,76.0,Satisfactory
+Ernakulam,2020-02-24,44.43,72.73,57.9,1.89,59.79,10.47,1.5,3.52,,0.83,1.64,0.15,90.0,Satisfactory
+Ernakulam,2020-02-25,42.85,69.29,57.31,1.94,59.25,10.41,1.53,3.65,,1.64,3.4,0.51,94.0,Satisfactory
+Ernakulam,2020-02-26,52.33,79.96,57.44,1.89,59.34,10.52,1.35,3.65,,0.84,1.42,0.02,96.0,Satisfactory
+Ernakulam,2020-02-27,46.96,69.25,56.91,1.94,58.86,10.45,1.55,3.7,,2.06,4.29,0.49,95.0,Satisfactory
+Ernakulam,2020-02-28,47.25,72.04,57.27,1.89,59.16,10.71,1.73,3.99,,1.27,2.45,0.24,102.0,Moderate
+Ernakulam,2020-02-29,35.35,56.01,53.8,2.24,56.05,9.75,1.41,3.52,,0.55,1.42,0.17,94.0,Satisfactory
+Ernakulam,2020-03-01,34.65,54.4,53.02,2.32,55.34,9.59,1.24,3.53,,0.49,0.9,0.02,79.0,Satisfactory
+Ernakulam,2020-03-02,35.76,54.77,53.02,2.31,55.32,9.66,1.58,3.6,,0.77,1.83,0.19,89.0,Satisfactory
+Ernakulam,2020-03-03,27.97,43.68,51.02,2.47,53.49,9.34,1.63,3.67,,0.83,2.31,0.26,101.0,Moderate
+Ernakulam,2020-03-04,30.85,61.79,0.94,6.94,7.86,0.18,1.76,4.29,,0.55,1.62,0.26,102.0,Moderate
+Ernakulam,2020-03-05,37.26,73.37,0.59,6.96,7.53,0.11,1.87,4.12,,0.3,0.91,0.17,104.0,Moderate
+Ernakulam,2020-03-06,30.91,63.61,0.27,6.99,7.16,0.05,1.79,3.98,,1.51,2.55,0.92,104.0,Moderate
+Ernakulam,2020-03-07,18.17,44.89,0.09,7.0,7.0,0.02,1.25,3.62,,0.62,1.61,0.22,86.0,Satisfactory
+Ernakulam,2020-03-08,27.59,52.22,0.13,7.0,7.01,0.02,1.35,3.57,,0.58,1.18,0.07,88.0,Satisfactory
+Ernakulam,2020-03-09,24.22,48.87,0.8,6.99,7.08,0.15,1.48,3.62,,0.54,1.79,0.16,90.0,Satisfactory
+Ernakulam,2020-03-10,32.43,58.49,0.06,7.0,6.98,0.01,1.32,3.63,,0.76,1.48,0.0,77.0,Satisfactory
+Ernakulam,2020-03-11,22.94,67.87,0.12,5.0,6.03,1.04,1.68,3.91,,0.15,0.35,0.02,,
+Ernakulam,2020-03-12,13.87,40.87,0.11,5.0,5.99,1.0,1.37,3.86,,0.18,0.77,0.03,88.0,Satisfactory
+Ernakulam,2020-03-13,21.11,59.54,0.98,2.99,2.4,2.0,1.68,4.05,,0.38,1.33,0.06,,
+Ernakulam,2020-03-14,27.79,66.92,0.99,2.99,2.43,2.04,1.48,3.58,,0.76,1.48,0.06,94.0,Satisfactory
+Ernakulam,2020-03-15,37.26,72.16,0.99,2.99,2.43,2.05,1.38,3.51,,0.63,1.1,0.03,87.0,Satisfactory
+Ernakulam,2020-03-16,37.0,75.59,1.0,2.99,2.44,2.07,1.58,3.52,,0.61,1.3,0.15,93.0,Satisfactory
+Ernakulam,2020-03-17,45.49,84.85,0.98,2.99,2.42,2.04,1.6,4.04,,0.31,0.47,0.01,98.0,Satisfactory
+Ernakulam,2020-03-18,46.85,90.0,0.99,2.99,2.44,2.05,1.85,4.0,,0.77,1.14,0.13,99.0,Satisfactory
+Ernakulam,2020-03-19,39.62,81.13,1.0,3.0,2.44,2.05,1.7,3.53,,0.8,1.52,0.15,100.0,Satisfactory
+Ernakulam,2020-03-20,33.6,64.61,1.3,3.14,3.27,2.43,1.54,3.43,,0.57,1.19,0.1,98.0,Satisfactory
+Ernakulam,2020-03-21,31.66,64.3,2.07,3.5,5.31,3.44,1.52,3.5,,0.54,1.05,0.03,92.0,Satisfactory
+Ernakulam,2020-03-22,20.49,38.97,2.05,3.5,5.27,3.41,1.11,3.45,,0.27,0.32,0.0,69.0,Satisfactory
+Ernakulam,2020-03-23,17.84,47.35,2.1,3.5,5.31,3.44,1.25,3.41,,0.27,0.56,0.0,70.0,Satisfactory
+Ernakulam,2020-03-24,24.79,48.95,2.07,3.5,5.29,3.42,1.25,3.22,,0.32,0.42,0.0,74.0,Satisfactory
+Ernakulam,2020-03-25,15.93,31.35,2.06,3.5,5.28,3.41,1.15,3.47,,0.02,0.08,0.0,61.0,Satisfactory
+Ernakulam,2020-03-26,20.66,40.24,2.04,3.5,5.25,3.39,1.1,3.19,,0.15,0.2,0.0,59.0,Satisfactory
+Ernakulam,2020-03-27,30.79,54.13,2.08,3.5,5.28,3.41,1.17,3.12,,0.31,0.33,0.0,64.0,Satisfactory
+Ernakulam,2020-03-28,30.1,56.39,2.12,3.5,5.33,3.48,1.15,3.13,,0.31,0.41,0.01,63.0,Satisfactory
+Ernakulam,2020-03-29,,,,,,,,,,,,,56.0,Satisfactory
+Ernakulam,2020-03-30,22.27,45.67,2.06,3.51,5.28,3.44,1.16,3.39,,0.0,0.0,0.0,,
+Ernakulam,2020-03-31,22.11,45.3,2.05,3.5,5.26,3.39,1.26,3.57,,0.05,0.08,0.0,68.0,Satisfactory
+Ernakulam,2020-04-01,22.8,47.92,3.21,2.98,5.63,3.43,1.23,3.48,,0.02,0.02,0.0,66.0,Satisfactory
+Ernakulam,2020-04-02,29.16,50.88,6.97,1.3,6.79,3.44,1.29,3.48,,0.03,0.03,0.0,68.0,Satisfactory
+Ernakulam,2020-04-03,23.25,45.45,6.94,1.3,6.75,3.38,1.29,3.53,,0.02,0.02,0.0,69.0,Satisfactory
+Ernakulam,2020-04-04,21.57,41.74,6.95,1.3,6.76,3.4,1.25,3.46,,0.02,0.03,0.0,67.0,Satisfactory
+Ernakulam,2020-04-05,16.04,32.53,6.96,1.3,6.77,3.43,1.21,3.43,,0.03,0.04,0.0,64.0,Satisfactory
+Ernakulam,2020-04-06,9.54,21.63,6.96,1.3,6.78,3.41,1.17,3.18,,0.12,0.18,0.0,63.0,Satisfactory
+Ernakulam,2020-04-07,11.39,22.39,6.96,1.3,6.76,3.38,1.31,3.41,,0.1,0.12,0.0,67.0,Satisfactory
+Ernakulam,2020-04-08,18.28,38.37,6.96,1.3,6.77,3.41,1.38,3.54,,0.06,0.06,0.0,75.0,Satisfactory
+Ernakulam,2020-04-09,17.75,41.78,6.95,1.3,6.76,3.4,1.23,3.19,,0.13,0.13,0.0,66.0,Satisfactory
+Ernakulam,2020-04-10,14.42,30.64,5.64,1.96,6.77,3.4,1.13,3.08,,0.13,0.14,0.0,61.0,Satisfactory
+Ernakulam,2020-04-11,17.2,30.64,4.26,2.8,6.77,3.4,1.18,3.1,,0.28,0.29,0.0,62.0,Satisfactory
+Ernakulam,2020-04-12,14.17,30.3,4.3,2.82,6.35,3.41,1.23,3.21,,0.09,0.13,0.0,65.0,Satisfactory
+Ernakulam,2020-04-13,22.86,45.51,3.93,3.62,5.54,3.43,1.48,3.67,,0.04,0.03,0.0,77.0,Satisfactory
+Ernakulam,2020-04-14,24.44,47.76,5.13,3.5,5.29,3.42,1.44,3.61,,0.03,0.03,0.0,77.0,Satisfactory
+Ernakulam,2020-04-15,14.38,30.69,6.36,3.15,5.28,3.42,1.34,3.37,,0.13,0.18,0.0,71.0,Satisfactory
+Ernakulam,2020-04-16,16.74,29.7,6.36,3.19,5.28,3.41,1.3,3.11,,0.26,0.27,0.0,69.0,Satisfactory
+Ernakulam,2020-04-17,17.05,33.38,6.39,3.66,5.3,3.44,1.29,3.1,,0.22,0.24,0.0,72.0,Satisfactory
+Ernakulam,2020-04-18,15.67,29.75,6.37,3.55,5.29,3.43,1.45,3.64,,0.03,0.04,0.0,75.0,Satisfactory
+Ernakulam,2020-04-19,21.2,36.86,6.36,3.16,5.28,3.42,1.48,3.63,,0.07,0.05,0.0,78.0,Satisfactory
+Ernakulam,2020-04-20,16.12,26.0,6.14,2.73,5.15,3.4,1.46,3.41,,0.03,0.07,0.0,78.0,Satisfactory
+Ernakulam,2020-04-21,9.52,21.54,77.8,0.19,72.09,109.88,1.12,3.35,,0.11,0.26,0.0,77.0,Satisfactory
+Ernakulam,2020-04-22,12.31,27.08,33.64,,30.79,52.92,1.13,2.38,,0.31,0.37,0.0,68.0,Satisfactory
+Ernakulam,2020-04-23,23.42,35.87,33.49,,30.29,55.42,1.18,2.47,,0.32,0.41,0.0,70.0,Satisfactory
+Ernakulam,2020-04-24,20.69,40.92,10.12,0.06,9.19,18.23,1.12,2.72,,0.38,0.56,0.0,64.0,Satisfactory
+Ernakulam,2020-04-25,19.38,46.33,11.71,0.06,10.61,25.49,1.05,4.95,,0.12,0.33,0.01,55.0,Satisfactory
+Ernakulam,2020-04-26,18.44,44.38,15.45,,13.95,38.43,1.15,2.89,,0.09,0.07,0.0,59.0,Satisfactory
+Ernakulam,2020-04-27,14.88,31.67,13.2,,11.91,34.45,1.3,2.84,,0.1,0.13,0.0,72.0,Satisfactory
+Ernakulam,2020-04-28,16.31,35.39,11.75,,10.59,33.78,1.52,2.88,,0.09,0.16,0.0,80.0,Satisfactory
+Ernakulam,2020-04-29,14.14,30.88,9.68,,8.72,27.8,1.51,2.82,,0.08,0.15,0.0,80.0,Satisfactory
+Ernakulam,2020-04-30,19.22,43.47,9.15,,8.25,27.33,1.71,2.92,,0.15,0.23,0.07,88.0,Satisfactory
+Ernakulam,2020-05-01,17.29,38.99,8.5,,7.66,25.28,1.62,2.85,,0.16,0.14,0.0,86.0,Satisfactory
+Ernakulam,2020-05-02,19.22,37.85,8.27,,7.45,25.01,1.74,2.88,,0.19,0.34,0.0,91.0,Satisfactory
+Ernakulam,2020-05-03,19.66,39.87,8.16,,7.35,25.1,1.65,2.87,,0.08,0.11,0.0,88.0,Satisfactory
+Ernakulam,2020-05-04,19.04,45.18,7.9,,7.11,25.0,1.87,2.96,,0.07,0.3,0.01,94.0,Satisfactory
+Ernakulam,2020-05-05,24.34,51.54,7.53,,6.78,23.75,1.92,2.89,,0.13,0.33,0.03,99.0,Satisfactory
+Ernakulam,2020-05-06,24.61,51.19,7.23,,6.51,22.79,1.98,2.85,,0.29,0.48,0.08,101.0,Moderate
+Ernakulam,2020-05-07,10.07,31.03,11.08,,9.98,38.21,1.78,3.04,,0.13,0.44,0.43,83.0,Satisfactory
+Ernakulam,2020-05-08,9.96,23.91,10.93,,9.83,39.63,1.72,2.7,,0.12,0.26,0.2,92.0,Satisfactory
+Ernakulam,2020-05-09,13.76,32.56,9.31,,8.38,34.09,1.85,2.76,,0.09,0.25,0.0,99.0,Satisfactory
+Ernakulam,2020-05-10,18.07,37.56,8.8,,7.92,32.48,1.74,2.74,,0.17,0.25,0.0,94.0,Satisfactory
+Ernakulam,2020-05-11,11.07,27.33,8.41,,7.56,31.08,1.87,2.76,,0.12,0.29,0.02,93.0,Satisfactory
+Ernakulam,2020-05-12,23.83,50.41,8.32,,7.49,30.93,2.13,2.79,,0.24,0.45,0.01,104.0,Moderate
+Ernakulam,2020-05-13,13.66,32.04,8.0,,7.2,29.65,1.98,2.75,,0.11,0.29,0.0,102.0,Moderate
+Ernakulam,2020-05-14,18.49,44.23,7.63,,6.86,28.49,2.2,2.77,,0.17,0.34,0.02,105.0,Moderate
+Ernakulam,2020-05-15,16.93,44.12,7.42,,6.67,27.82,2.06,2.8,,0.13,0.25,0.01,103.0,Moderate
+Ernakulam,2020-05-16,11.0,34.63,7.3,,6.56,27.68,2.46,2.85,,0.11,0.3,0.05,96.0,Satisfactory
+Ernakulam,2020-05-17,14.54,36.56,7.11,,6.4,26.9,1.97,2.84,,0.04,0.09,0.0,100.0,Satisfactory
+Ernakulam,2020-05-18,20.78,45.3,6.84,,6.16,25.78,2.53,2.82,,0.16,0.33,0.05,106.0,Moderate
+Ernakulam,2020-05-19,18.82,49.32,7.94,,7.13,31.5,2.54,2.81,,0.1,0.22,0.03,113.0,Moderate
+Ernakulam,2020-05-20,9.3,35.64,7.43,,6.68,30.69,2.22,2.8,,0.0,0.0,0.0,107.0,Moderate
+Ernakulam,2020-05-21,8.23,19.94,7.83,,7.04,32.64,1.79,2.77,,0.0,0.01,0.0,97.0,Satisfactory
+Ernakulam,2020-05-22,9.15,23.94,7.05,,6.35,28.85,1.73,2.58,,0.22,0.74,0.11,92.0,Satisfactory
+Ernakulam,2020-05-23,16.41,48.58,6.39,,5.76,25.29,1.9,2.43,,0.48,1.5,0.11,101.0,Moderate
+Ernakulam,2020-05-24,15.75,43.42,6.2,,5.59,24.5,1.55,2.43,,0.18,0.39,0.0,88.0,Satisfactory
+Ernakulam,2020-05-25,17.83,46.41,5.97,,5.38,23.62,1.88,2.44,,0.38,1.21,0.12,96.0,Satisfactory
+Ernakulam,2020-05-26,12.81,33.45,5.97,,5.38,23.85,1.9,2.49,,0.3,1.35,0.02,100.0,Satisfactory
+Ernakulam,2020-05-27,18.49,39.77,5.88,,5.29,23.53,2.04,2.52,,0.62,1.67,0.11,105.0,Moderate
+Ernakulam,2020-05-28,12.41,27.44,5.77,,5.2,23.11,2.0,2.47,,0.59,1.67,0.15,103.0,Moderate
+Ernakulam,2020-05-29,12.57,34.03,5.69,,5.12,22.71,1.89,2.51,,0.37,1.03,0.05,102.0,Moderate
+Ernakulam,2020-05-30,8.58,21.13,5.63,,5.07,22.4,1.7,2.47,,0.12,0.51,0.02,93.0,Satisfactory
+Ernakulam,2020-05-31,5.54,13.53,5.46,,4.92,21.71,1.54,2.48,,0.06,0.14,0.0,81.0,Satisfactory
+Ernakulam,2020-06-01,8.58,19.66,5.38,,4.84,21.35,1.82,2.44,,0.19,0.69,0.07,95.0,Satisfactory
+Ernakulam,2020-06-02,4.85,13.02,5.32,,4.79,21.05,1.77,2.5,,0.13,0.95,0.03,95.0,Satisfactory
+Ernakulam,2020-06-03,5.91,14.94,5.17,,4.65,20.31,1.68,2.46,,0.22,0.55,0.02,96.0,Satisfactory
+Ernakulam,2020-06-04,3.48,15.31,5.12,,4.61,20.2,1.69,2.45,,0.15,0.59,0.03,90.0,Satisfactory
+Ernakulam,2020-06-05,6.91,18.27,4.99,,4.5,19.71,1.87,2.54,,0.26,1.08,0.1,102.0,Moderate
+Ernakulam,2020-06-06,5.95,14.15,4.87,,4.39,19.11,2.03,2.62,,0.32,1.44,0.37,103.0,Moderate
+Ernakulam,2020-06-07,10.01,20.15,4.8,,4.33,18.88,1.73,2.49,,0.26,0.66,0.01,98.0,Satisfactory
+Ernakulam,2020-06-08,10.29,29.53,4.76,,4.29,18.74,2.15,2.58,,0.4,1.38,0.15,105.0,Moderate
+Ernakulam,2020-06-09,16.7,41.66,4.77,,4.3,19.07,2.3,2.68,,0.86,3.25,0.24,110.0,Moderate
+Ernakulam,2020-06-10,15.66,39.86,4.72,,4.25,18.85,2.26,2.64,,0.7,2.57,0.22,108.0,Moderate
+Ernakulam,2020-06-11,10.79,28.53,4.62,1.53,4.16,18.38,2.14,2.65,,0.47,1.89,0.17,108.0,Moderate
+Ernakulam,2020-06-12,19.09,45.62,4.58,1.55,4.12,18.26,2.85,2.68,,2.06,7.36,1.98,115.0,Moderate
+Ernakulam,2020-06-13,16.22,37.9,4.58,1.54,4.13,18.39,2.32,2.7,,1.81,5.12,0.52,114.0,Moderate
+Ernakulam,2020-06-14,7.86,17.13,4.49,1.55,4.04,17.78,1.78,2.61,,0.19,0.53,0.0,100.0,Satisfactory
+Ernakulam,2020-06-15,10.34,38.26,4.57,,4.11,18.35,2.1,2.72,,0.58,2.74,0.0,81.0,Satisfactory
+Ernakulam,2020-06-16,6.49,15.57,1.49,0.1,0.92,4.82,1.97,2.63,,0.19,0.86,0.08,100.0,Satisfactory
+Ernakulam,2020-06-17,,,,,,,,,,,,,,
+Ernakulam,2020-06-18,,,,,,,,,,,,,,
+Ernakulam,2020-06-19,14.48,26.94,3.77,2.12,3.66,4.95,2.86,2.76,,0.23,0.76,0.15,,
+Ernakulam,2020-06-20,19.85,40.32,3.57,2.14,3.46,4.58,2.53,2.76,,0.14,0.26,0.02,106.0,Moderate
+Ernakulam,2020-06-21,5.71,14.24,2.6,2.4,1.6,1.51,2.06,2.75,,0.04,0.17,0.0,103.0,Moderate
+Ernakulam,2020-06-22,13.24,28.66,5.05,2.2,3.19,4.56,2.51,2.64,,0.49,1.65,0.33,109.0,Moderate
+Ernakulam,2020-06-23,14.8,38.28,5.81,2.19,3.68,5.46,2.51,2.62,,0.52,1.76,0.39,110.0,Moderate
+Ernakulam,2020-06-24,23.73,51.36,3.38,2.34,2.11,2.46,2.78,2.7,,1.55,4.53,1.13,113.0,Moderate
+Ernakulam,2020-06-25,10.63,26.08,3.91,2.29,2.46,3.2,2.22,2.65,,0.32,1.04,0.03,106.0,Moderate
+Ernakulam,2020-06-26,5.8,17.83,3.06,2.38,1.91,2.09,2.16,2.67,,0.2,1.09,0.01,104.0,Moderate
+Ernakulam,2020-06-27,12.14,27.94,5.19,2.16,3.29,4.78,2.43,2.69,,0.38,1.43,0.09,108.0,Moderate
+Ernakulam,2020-06-28,8.97,21.47,7.27,2.0,4.63,7.32,2.16,2.66,,0.27,0.98,0.0,106.0,Moderate
+Ernakulam,2020-06-29,12.22,24.97,5.44,2.17,3.45,5.06,2.41,2.74,,0.18,0.3,0.04,109.0,Moderate
+Ernakulam,2020-06-30,11.87,30.24,3.8,2.35,2.39,2.99,2.42,2.65,,0.0,0.0,0.0,109.0,Moderate
+Ernakulam,2020-07-01,5.88,13.91,2.58,2.4,1.6,1.44,2.1,2.72,,0.0,0.0,0.0,111.0,Moderate
+Gurugram,2015-11-27,,,5.28,8.37,9.57,,2.88,15.92,5.96,,,,,
+Gurugram,2015-11-28,,,4.71,8.0,9.74,,0.47,5.78,8.13,,,,,
+Gurugram,2015-11-29,,,3.1,8.04,8.69,,1.67,5.26,16.52,,,,,
+Gurugram,2015-11-30,,,3.9,8.21,9.54,,1.45,7.51,6.29,,,,,
+Gurugram,2015-12-01,,,3.36,8.13,8.86,,1.45,3.72,10.5,,,,,
+Gurugram,2015-12-02,,,7.59,10.25,11.2,,2.08,6.99,10.1,,,,,
+Gurugram,2015-12-03,,,13.11,14.27,14.32,,0.66,2.69,8.75,,,,,
+Gurugram,2015-12-04,,,14.32,12.84,13.94,,3.91,14.63,16.09,,,,,
+Gurugram,2015-12-05,,,12.82,15.38,14.28,,2.09,9.1,19.52,,,,,
+Gurugram,2015-12-06,,,,,,,,,,,,,,
+Gurugram,2015-12-07,,,13.35,14.02,14.55,,1.63,3.75,25.7,,,,,
+Gurugram,2015-12-08,,,13.57,14.27,15.36,,1.72,5.47,25.28,,,,,
+Gurugram,2015-12-09,,,11.96,13.8,14.81,,1.38,4.25,14.06,,,,,
+Gurugram,2015-12-10,,,12.63,12.82,14.9,,1.47,2.03,1.97,,,,,
+Gurugram,2015-12-11,,,12.92,15.34,14.71,,1.42,12.16,15.02,,,,,
+Gurugram,2015-12-12,,,14.65,14.3,14.68,,0.42,4.67,2.86,,,,,
+Gurugram,2015-12-13,,,,,,,,,,,,,,
+Gurugram,2015-12-14,,,12.69,15.39,14.21,,0.68,8.0,30.92,,,,,
+Gurugram,2015-12-15,,,15.48,13.39,15.09,,0.2,4.22,21.46,,,,,
+Gurugram,2015-12-16,,,14.27,14.84,15.07,,1.39,5.73,15.37,,,,,
+Gurugram,2015-12-17,,,,,,,,,,,,,,
+Gurugram,2015-12-18,,,,,,,,,,,,,,
+Gurugram,2015-12-19,,,,,,,,,,,,,,
+Gurugram,2015-12-20,,,,,,,,,,,,,,
+Gurugram,2015-12-21,,,15.58,17.88,15.35,,1.96,12.38,20.65,,,,,
+Gurugram,2015-12-22,,,15.8,17.05,15.57,,2.44,10.24,1.24,,,,,
+Gurugram,2015-12-23,,,16.01,16.16,15.54,,1.74,18.91,14.1,,,,,
+Gurugram,2015-12-24,,,14.41,13.23,14.99,,1.69,2.89,1.55,,,,,
+Gurugram,2015-12-25,,,13.82,13.0,14.46,,1.51,4.79,14.64,,,,,
+Gurugram,2015-12-26,,,12.02,14.5,14.42,,1.59,5.04,13.92,,,,,
+Gurugram,2015-12-27,,,10.57,14.55,13.84,,1.42,5.06,14.77,,,,,
+Gurugram,2015-12-28,,,9.57,13.7,12.97,,1.44,5.94,16.97,,,,,
+Gurugram,2015-12-29,,,10.46,14.44,14.26,,1.39,5.63,19.21,,,,,
+Gurugram,2015-12-30,,,9.88,13.16,12.53,,1.0,14.24,21.88,,,,,
+Gurugram,2015-12-31,,,12.63,13.98,14.61,,1.43,5.41,28.88,,,,,
+Gurugram,2016-01-01,,,12.11,15.1,14.49,,0.43,25.52,27.4,,,,,
+Gurugram,2016-01-02,,,10.68,14.8,13.37,,1.22,46.7,1.25,,,,,
+Gurugram,2016-01-03,,,,,,,,,,,,,,
+Gurugram,2016-01-04,,,12.39,16.17,13.13,,1.32,4.76,25.02,,,,,
+Gurugram,2016-01-05,,,,,,,,,,,,,,
+Gurugram,2016-01-06,,,,,,,,,,,,,,
+Gurugram,2016-01-07,,,16.64,10.41,14.05,,1.14,11.81,9.84,,,,,
+Gurugram,2016-01-08,,,17.47,10.07,14.86,,0.82,11.32,1.6,,,,,
+Gurugram,2016-01-09,,,17.79,8.73,14.56,,,6.06,1.54,,,,,
+Gurugram,2016-01-10,,,,,,,,,,,,,,
+Gurugram,2016-01-11,,,16.55,8.36,13.92,,1.98,7.83,16.98,,,,,
+Gurugram,2016-01-12,,,15.19,8.94,14.2,,1.18,5.99,8.56,,,,,
+Gurugram,2016-01-13,,,,,,,,,,,,,,
+Gurugram,2016-01-14,,,16.48,8.06,13.46,,0.2,10.26,8.32,,,,,
+Gurugram,2016-01-15,,,13.83,10.26,12.5,,1.0,7.19,11.67,,,,,
+Gurugram,2016-01-16,,,19.59,10.41,16.37,,0.87,4.68,12.4,,,,,
+Gurugram,2016-01-17,,,17.31,10.1,15.53,,1.49,5.73,11.22,,,,,
+Gurugram,2016-01-18,,,15.72,8.72,15.71,,1.41,8.3,3.52,,,,,
+Gurugram,2016-01-19,,,,,,,,,,,,,,
+Gurugram,2016-01-20,,,,,,,,,,,,,,
+Gurugram,2016-01-21,,,15.14,9.08,14.9,,0.97,7.19,11.48,,,,,
+Gurugram,2016-01-22,120.47,,15.21,10.99,14.31,,1.41,12.48,3.95,,,,,
+Gurugram,2016-01-23,87.51,,15.75,8.25,14.43,,0.45,8.05,13.38,,,,202.0,Poor
+Gurugram,2016-01-24,106.22,,15.09,7.39,13.78,,1.52,9.24,1.23,,,,209.0,Poor
+Gurugram,2016-01-25,82.48,,15.09,10.99,14.78,,1.16,15.42,16.45,,,,,
+Gurugram,2016-01-26,124.33,,17.55,9.69,15.5,,0.96,9.14,4.05,,,,257.0,Poor
+Gurugram,2016-01-27,,,,,,,,,,,,,,
+Gurugram,2016-01-28,,,,,,,,,,,,,,
+Gurugram,2016-01-29,,,,,,,,,,,,,,
+Gurugram,2016-01-30,,,,,,,,,,,,,,
+Gurugram,2016-01-31,,,,,,,,,,,,,,
+Gurugram,2016-02-01,,,,,,,,,,,,,,
+Gurugram,2016-02-02,36.12,,20.52,15.4,15.13,,0.5,16.15,25.7,,,,,
+Gurugram,2016-02-03,58.63,,18.54,14.94,15.12,,,4.96,27.26,,,,90.0,Satisfactory
+Gurugram,2016-02-04,52.91,,17.02,9.59,14.43,,1.49,7.79,23.45,,,,95.0,Satisfactory
+Gurugram,2016-02-05,103.23,,9.2,16.9,10.3,,1.5,8.75,16.66,,,,164.0,Moderate
+Gurugram,2016-02-06,,,9.74,9.91,9.7,,1.54,11.14,0.57,,,,,
+Gurugram,2016-02-07,,,,,,,,,,,,,,
+Gurugram,2016-02-08,,,,19.2,12.64,,1.02,19.44,13.55,,,,,
+Gurugram,2016-02-09,,,,,,,1.4,6.02,3.57,,,,,
+Gurugram,2016-02-10,,,,14.07,9.56,,0.45,14.77,24.32,,,,,
+Gurugram,2016-02-11,,,11.17,18.68,11.69,,0.18,6.97,15.12,,,,,
+Gurugram,2016-02-12,,,9.17,15.92,11.05,,1.57,11.11,18.56,,,,,
+Gurugram,2016-02-13,,,7.83,17.03,10.5,,1.4,7.86,1.67,,,,,
+Gurugram,2016-02-14,,,,,,,,,,,,,,
+Gurugram,2016-02-15,,,,,,,,,,,,,,
+Gurugram,2016-02-16,70.74,,15.42,10.24,12.25,,1.55,,66.42,,,,,
+Gurugram,2016-02-17,,,,,,,,,,,,,,
+Gurugram,2016-02-18,188.98,,18.71,18.31,15.78,,1.28,13.56,,,,,,
+Gurugram,2016-02-19,199.01,,13.65,16.59,12.93,,0.28,6.66,0.55,,,,357.0,Very Poor
+Gurugram,2016-02-20,,,,,,,,,,,,,,
+Gurugram,2016-02-21,,,,,,,,,,,,,,
+Gurugram,2016-02-22,,,,,,,,,,,,,,
+Gurugram,2016-02-23,88.27,,12.21,18.77,13.12,,1.13,7.07,22.54,,,,,
+Gurugram,2016-02-24,175.8,,11.5,19.53,12.39,,0.48,12.93,20.69,,,,336.0,Very Poor
+Gurugram,2016-02-25,137.28,,10.66,9.48,9.46,,1.38,11.45,25.59,,,,322.0,Very Poor
+Gurugram,2016-02-26,143.83,,8.9,11.22,7.91,,1.44,13.17,28.19,,,,312.0,Very Poor
+Gurugram,2016-02-27,180.83,,11.15,14.95,11.32,,1.37,15.57,18.82,,,,343.0,Very Poor
+Gurugram,2016-02-28,201.17,,8.79,10.32,8.06,,1.45,12.01,24.09,,,,359.0,Very Poor
+Gurugram,2016-02-29,182.54,,8.82,10.73,7.98,,1.49,6.89,18.51,,,,346.0,Very Poor
+Gurugram,2016-03-01,211.21,,7.79,10.53,8.1,,1.43,12.72,24.8,,,,364.0,Very Poor
+Gurugram,2016-03-02,247.27,,5.55,10.94,7.67,,1.48,11.04,29.09,,,,379.0,Very Poor
+Gurugram,2016-03-03,348.88,,4.16,8.97,7.56,,1.4,14.26,25.18,,,,460.0,Severe
+Gurugram,2016-03-04,,,10.29,8.47,7.93,,1.28,9.53,32.19,,,,445.0,Severe
+Gurugram,2016-03-05,,,,,,,,,,,,,,
+Gurugram,2016-03-06,,,,,,,,,,,,,,
+Gurugram,2016-03-07,78.56,,51.15,78.83,47.62,,0.27,10.04,30.93,,,,,
+Gurugram,2016-03-08,97.88,,13.69,34.12,17.26,,,9.58,28.46,,,,244.0,Poor
+Gurugram,2016-03-09,539.41,,20.24,40.8,36.5,,1.36,7.28,21.86,,,,442.0,Severe
+Gurugram,2016-03-10,914.94,,44.34,63.94,42.71,,1.45,0.64,0.8,,,,676.0,Severe
+Gurugram,2016-03-11,,,,,,,,,,,,,,
+Gurugram,2016-03-12,,,,,,,,,,,,,,
+Gurugram,2016-03-13,,,,,,,,,,,,,,
+Gurugram,2016-03-14,,,,,,,,,,,,,,
+Gurugram,2016-03-15,,,,,,,,,,,,,,
+Gurugram,2016-03-16,58.9,,4.1,,12.51,,0.87,10.62,43.65,,,,,
+Gurugram,2016-03-17,894.75,,4.46,48.76,17.45,,1.43,13.43,37.98,,,,,
+Gurugram,2016-03-18,581.05,,7.02,46.75,17.93,,1.22,17.42,30.51,,,,,
+Gurugram,2016-03-19,,,,,,,,,,,,,,
+Gurugram,2016-03-20,,,,,,,,,,,,,,
+Gurugram,2016-03-21,,,,,,,,,,,,,,
+Gurugram,2016-03-22,,,,,,,,,,,,,,
+Gurugram,2016-03-23,,,,,,,,,,,,,,
+Gurugram,2016-03-24,,,,,,,,,,,,,,
+Gurugram,2016-03-25,62.4,,4.65,45.91,16.74,,0.79,,46.85,,,,,
+Gurugram,2016-03-26,40.5,,,35.09,14.5,,1.37,11.97,17.07,,,,,
+Gurugram,2016-03-27,79.43,,5.56,31.01,13.22,,1.12,11.31,30.98,,,,180.0,Moderate
+Gurugram,2016-03-28,197.75,,12.54,33.61,17.27,,1.46,16.38,26.13,,,,341.0,Very Poor
+Gurugram,2016-03-29,124.42,,5.71,33.18,11.24,,1.4,19.4,43.79,,,,208.0,Poor
+Gurugram,2016-03-30,264.74,,13.22,50.59,22.91,,1.57,33.97,27.58,,,,367.0,Very Poor
+Gurugram,2016-03-31,186.4,,48.3,110.34,45.41,,2.03,23.38,24.63,,,,401.0,Severe
+Gurugram,2016-04-01,66.52,,4.66,36.51,14.63,,1.13,20.44,29.48,,,,325.0,Very Poor
+Gurugram,2016-04-02,,,13.67,47.5,22.34,,1.48,29.93,26.68,,,,,
+Gurugram,2016-04-03,,,42.76,90.73,40.58,,2.3,30.97,31.53,,,,,
+Gurugram,2016-04-04,76.29,,21.73,43.72,25.75,,1.37,21.97,17.55,,,,,
+Gurugram,2016-04-05,70.05,,3.94,28.73,12.28,,1.05,12.95,34.73,,,,,
+Gurugram,2016-04-06,,,6.3,41.72,16.81,,1.18,18.04,33.38,,,,,
+Gurugram,2016-04-07,,,12.94,39.56,19.79,,1.16,19.65,31.06,,,,,
+Gurugram,2016-04-08,115.6,,11.28,46.36,20.65,,1.39,15.05,33.45,,,,,
+Gurugram,2016-04-09,99.83,,37.58,83.45,39.6,,2.05,24.69,36.16,,,,266.0,Poor
+Gurugram,2016-04-10,83.23,,6.07,37.45,15.64,,1.23,25.1,39.34,,,,190.0,Moderate
+Gurugram,2016-04-11,84.45,,5.48,30.12,13.37,,0.95,18.06,34.36,,,,186.0,Moderate
+Gurugram,2016-04-12,70.79,,4.68,21.94,12.36,,0.91,15.18,41.77,,,,144.0,Moderate
+Gurugram,2016-04-13,82.6,,5.34,31.5,13.51,,1.16,18.19,34.96,,,,156.0,Moderate
+Gurugram,2016-04-14,84.9,,11.83,37.63,18.82,,1.43,11.16,32.53,,,,202.0,Poor
+Gurugram,2016-04-15,109.9,,39.56,53.4,37.84,,1.81,14.57,27.98,,,,228.0,Poor
+Gurugram,2016-04-16,107.76,,18.76,47.93,25.07,,1.63,12.52,17.46,,,,276.0,Poor
+Gurugram,2016-04-17,81.36,,4.76,28.96,12.65,,1.11,5.38,17.69,,,,192.0,Moderate
+Gurugram,2016-04-18,77.24,,9.55,43.2,19.01,,1.23,9.91,25.27,,,,144.0,Moderate
+Gurugram,2016-04-19,115.4,,10.02,49.47,20.62,,1.65,15.79,25.94,,,,244.0,Poor
+Gurugram,2016-04-20,163.99,,6.51,37.2,15.68,,1.01,7.7,29.75,,,,300.0,Poor
+Gurugram,2016-04-21,128.32,,3.95,27.77,12.0,,1.08,12.25,36.55,,,,325.0,Very Poor
+Gurugram,2016-04-22,123.29,,3.0,10.04,7.01,,1.0,6.8,42.31,,,,305.0,Very Poor
+Gurugram,2016-04-23,92.07,,8.24,16.11,11.31,,1.46,10.24,34.89,,,,250.0,Poor
+Gurugram,2016-04-24,128.13,,7.14,27.63,9.85,,1.98,20.12,49.05,,,,278.0,Poor
+Gurugram,2016-04-25,114.51,,9.67,53.05,19.74,,1.77,14.31,49.87,,,,287.0,Poor
+Gurugram,2016-04-26,63.16,,2.77,16.76,8.61,,1.01,11.01,122.38,,,,278.0,Poor
+Gurugram,2016-04-27,170.74,,37.9,87.78,56.32,,3.24,33.66,35.28,,,,,
+Gurugram,2016-04-28,136.31,,3.4,10.97,7.59,,2.62,7.91,40.92,,,,,
+Gurugram,2016-04-29,173.82,,2.98,13.69,7.81,,2.73,17.15,43.28,,,,345.0,Very Poor
+Gurugram,2016-04-30,171.35,,,,,,2.85,15.34,48.91,,,,332.0,Very Poor
+Gurugram,2016-05-01,164.46,,,,,,2.12,26.59,52.44,,,,346.0,Very Poor
+Gurugram,2016-05-02,146.44,,2.04,6.67,4.12,,0.97,9.61,42.73,,,,327.0,Very Poor
+Gurugram,2016-05-03,164.68,,2.07,18.17,5.92,,1.23,14.15,26.96,,,,346.0,Very Poor
+Gurugram,2016-05-04,129.44,,1.37,13.27,4.99,,1.28,7.62,23.27,,,,299.0,Poor
+Gurugram,2016-05-05,100.09,,1.39,23.57,8.53,,1.15,3.79,27.1,,,,280.0,Poor
+Gurugram,2016-05-06,82.65,,1.03,20.96,9.65,,1.28,3.79,23.97,,,,197.0,Moderate
+Gurugram,2016-05-07,104.17,,1.91,7.55,7.34,,1.23,4.43,38.24,,,,224.0,Poor
+Gurugram,2016-05-08,100.13,,1.92,4.84,6.92,,1.32,5.03,52.92,,,,252.0,Poor
+Gurugram,2016-05-09,77.1,,1.81,11.53,9.2,,1.15,1.84,51.85,,,,183.0,Moderate
+Gurugram,2016-05-10,63.89,,5.02,9.04,13.03,,1.25,2.91,45.35,,,,155.0,Moderate
+Gurugram,2016-05-11,53.98,,5.43,9.56,12.2,,1.11,2.77,53.47,,,,90.0,Satisfactory
+Gurugram,2016-05-12,75.08,,2.87,6.07,8.95,,1.34,2.88,42.03,,,,112.0,Moderate
+Gurugram,2016-05-13,103.68,,2.93,5.93,8.94,,1.27,6.24,19.62,,,,187.0,Moderate
+Gurugram,2016-05-14,98.72,,3.53,7.04,9.39,,1.69,4.65,43.46,,,,259.0,Poor
+Gurugram,2016-05-15,90.87,,2.98,5.83,8.94,,1.53,13.02,41.3,,,,236.0,Poor
+Gurugram,2016-05-16,91.92,,4.06,9.54,9.47,,1.55,9.26,29.92,,,,182.0,Moderate
+Gurugram,2016-05-17,67.44,,0.92,6.6,8.94,,1.23,9.65,38.39,,,,166.0,Moderate
+Gurugram,2016-05-18,99.74,,0.94,5.86,8.94,,2.17,24.4,40.39,,,,207.0,Poor
+Gurugram,2016-05-19,83.2,,0.95,5.87,8.94,,1.59,11.12,46.26,,,,193.0,Moderate
+Gurugram,2016-05-20,75.28,,0.97,5.9,8.96,,1.31,2.37,35.49,,,,151.0,Moderate
+Gurugram,2016-05-21,66.97,,0.97,5.84,8.95,,1.11,1.9,39.5,,,,139.0,Moderate
+Gurugram,2016-05-22,78.33,,1.09,6.5,9.1,,0.94,1.96,39.93,,,,124.0,Moderate
+Gurugram,2016-05-23,100.13,,0.98,5.97,8.98,,0.91,2.53,23.85,,,,212.0,Poor
+Gurugram,2016-05-24,40.55,,0.93,5.97,8.95,,1.13,2.19,22.98,,,,148.0,Moderate
+Gurugram,2016-05-25,82.76,,1.37,5.89,7.56,,0.74,2.75,19.06,,,,116.0,Moderate
+Gurugram,2016-05-26,113.01,,1.93,5.86,4.93,,0.33,3.05,18.11,,,,203.0,Poor
+Gurugram,2016-05-27,231.94,,1.94,5.92,4.95,,0.36,3.39,28.48,,,,345.0,Very Poor
+Gurugram,2016-05-28,111.43,,1.94,5.81,4.93,,0.35,4.47,17.47,,,,358.0,Very Poor
+Gurugram,2016-05-29,3.46,,1.96,5.87,4.95,,0.54,2.82,44.76,,,,107.0,Moderate
+Gurugram,2016-05-30,3.7,,1.91,5.93,4.94,,0.39,2.07,16.88,,,,62.0,Satisfactory
+Gurugram,2016-05-31,27.61,,1.93,5.85,4.93,,0.44,2.1,18.53,,,,48.0,Good
+Gurugram,2016-06-01,58.12,,1.93,5.89,4.95,,0.41,2.66,21.18,,,,79.0,Satisfactory
+Gurugram,2016-06-02,81.56,,2.25,8.16,5.24,,0.49,4.69,26.12,,,,133.0,Moderate
+Gurugram,2016-06-03,109.37,,3.14,8.4,5.5,,0.34,7.58,29.35,,,,238.0,Poor
+Gurugram,2016-06-04,118.21,,2.99,6.6,4.97,,0.32,7.01,37.22,,,,276.0,Poor
+Gurugram,2016-06-05,73.68,,3.56,6.82,4.98,,0.32,1.77,25.5,,,,226.0,Poor
+Gurugram,2016-06-06,102.8,,3.95,6.98,4.94,,0.41,3.1,55.49,,,,,
+Gurugram,2016-06-07,101.21,,3.43,6.56,4.93,,0.3,2.18,47.53,,,,,
+Gurugram,2016-06-08,69.08,,3.33,7.41,4.92,,0.51,3.46,47.61,,,,161.0,Moderate
+Gurugram,2016-06-09,139.85,,2.19,7.07,4.95,,0.33,3.44,28.95,,,,133.0,Moderate
+Gurugram,2016-06-10,120.93,,2.34,6.66,4.95,,0.35,6.71,18.14,,,,296.0,Poor
+Gurugram,2016-06-11,65.59,,2.33,6.79,4.98,,0.33,2.85,35.97,,,,245.0,Poor
+Gurugram,2016-06-12,70.45,,2.17,6.92,4.93,,0.39,3.5,34.68,,,,103.0,Moderate
+Gurugram,2016-06-13,146.17,,2.45,6.72,4.97,,0.44,2.8,18.83,,,,263.0,Poor
+Gurugram,2016-06-14,32.15,,2.42,5.32,4.97,,0.39,2.0,14.8,,,,195.0,Moderate
+Gurugram,2016-06-15,147.88,,5.13,7.96,5.0,,0.36,1.76,21.03,,,,,
+Gurugram,2016-06-16,67.25,,2.14,5.69,4.97,,0.32,1.98,22.56,,,,217.0,Poor
+Gurugram,2016-06-17,57.76,,1.94,7.52,4.96,,0.34,2.37,26.81,,,,91.0,Satisfactory
+Gurugram,2016-06-18,63.23,,2.31,6.75,4.96,,0.32,1.73,25.97,,,,106.0,Moderate
+Gurugram,2016-06-19,74.37,,2.38,6.78,4.96,,0.35,1.81,26.37,,,,117.0,Moderate
+Gurugram,2016-06-20,103.27,,2.17,6.38,4.95,,0.43,1.79,15.41,,,,217.0,Poor
+Gurugram,2016-06-21,93.59,,2.35,6.76,4.93,,0.41,1.79,16.91,,,,197.0,Moderate
+Gurugram,2016-06-22,,,2.34,6.59,4.94,,0.33,1.92,19.76,,,,,
+Gurugram,2016-06-23,,,2.01,7.1,4.96,,0.32,2.03,17.86,,,,,
+Gurugram,2016-06-24,,,2.09,5.66,4.94,,0.28,2.18,21.01,,,,,
+Gurugram,2016-06-25,,,,,,,,,,,,,,
+Gurugram,2016-06-26,,,,,,,,,,,,,,
+Gurugram,2016-06-27,,,2.01,5.78,4.95,,0.41,2.2,27.77,,,,,
+Gurugram,2016-06-28,,,2.23,6.79,4.92,,0.32,1.99,40.71,,,,,
+Gurugram,2016-06-29,,,2.41,6.64,4.93,,0.35,1.7,43.56,,,,,
+Gurugram,2016-06-30,,,2.3,6.69,4.92,,0.36,1.94,47.41,,,,,
+Gurugram,2016-07-01,,,2.45,6.37,4.96,,0.39,1.7,43.37,,,,,
+Gurugram,2016-07-02,,,2.55,6.53,4.98,,0.34,1.85,43.84,,,,,
+Gurugram,2016-07-03,,,3.99,6.98,4.95,,0.31,2.07,44.36,,,,,
+Gurugram,2016-07-04,,,3.98,7.8,4.96,,0.4,1.94,41.45,,,,,
+Gurugram,2016-07-05,,,3.99,7.0,4.95,,0.38,1.73,50.66,,,,,
+Gurugram,2016-07-06,,,3.99,7.03,4.96,,0.33,1.89,53.31,,,,,
+Gurugram,2016-07-07,,,3.99,7.0,4.95,,0.37,1.88,43.75,,,,,
+Gurugram,2016-07-08,,,3.99,6.82,4.95,,0.33,1.88,43.29,,,,,
+Gurugram,2016-07-09,,,3.99,7.12,4.98,,0.33,1.85,58.05,,,,,
+Gurugram,2016-07-10,,,3.99,6.99,4.95,,0.36,1.9,58.77,,,,,
+Gurugram,2016-07-11,,,3.99,6.97,4.95,,0.33,2.02,60.48,,,,,
+Gurugram,2016-07-12,,,3.99,7.05,4.97,,0.44,2.27,47.14,,,,,
+Gurugram,2016-07-13,37.77,,3.59,7.16,4.92,,0.35,2.5,40.13,,,,,
+Gurugram,2016-07-14,44.43,,2.8,7.05,4.97,,0.43,1.88,45.28,,,,79.0,Satisfactory
+Gurugram,2016-07-15,32.05,,2.46,7.08,4.97,,0.34,1.69,48.35,,,,83.0,Satisfactory
+Gurugram,2016-07-16,22.12,,3.22,6.98,4.95,,0.33,1.91,50.5,,,,82.0,Satisfactory
+Gurugram,2016-07-17,23.35,,3.68,6.88,4.97,,0.44,1.93,36.08,,,,76.0,Satisfactory
+Gurugram,2016-07-18,69.02,,4.08,6.92,4.97,,0.51,2.31,32.99,,,,94.0,Satisfactory
+Gurugram,2016-07-19,46.96,,1.49,9.04,5.0,,0.41,1.94,37.96,,,,124.0,Moderate
+Gurugram,2016-07-20,63.43,,2.19,5.56,4.95,,0.42,1.47,29.62,,,,93.0,Satisfactory
+Gurugram,2016-07-21,157.95,,2.16,5.53,4.94,,0.18,2.19,33.5,,,,116.0,Moderate
+Gurugram,2016-07-22,115.78,,1.92,5.81,4.93,,0.41,1.99,27.61,,,,,
+Gurugram,2016-07-23,44.71,,2.79,7.3,4.93,,0.4,1.76,35.02,,,,131.0,Moderate
+Gurugram,2016-07-24,45.11,,2.64,7.72,4.95,,0.22,2.08,34.26,,,,,
+Gurugram,2016-07-25,57.0,,1.71,10.12,4.95,,0.24,1.65,21.97,,,,,
+Gurugram,2016-07-26,54.63,,2.64,7.38,4.97,,0.42,2.02,17.82,,,,,
+Gurugram,2016-07-27,33.34,,2.67,6.07,4.93,,0.33,1.74,,,,,67.0,Satisfactory
+Gurugram,2016-07-28,29.36,,3.99,6.93,4.94,,0.37,2.01,,,,,56.0,Satisfactory
+Gurugram,2016-07-29,35.8,,3.99,7.18,5.0,,0.49,1.9,,,,,60.0,Satisfactory
+Gurugram,2016-07-30,19.85,,3.99,7.11,4.98,,0.31,1.82,,,,,45.0,Good
+Gurugram,2016-07-31,30.53,,3.99,6.99,4.95,,0.41,2.1,,,,,49.0,Good
+Gurugram,2016-08-01,21.79,,3.44,7.04,4.97,,0.46,2.25,,,,,54.0,Satisfactory
+Gurugram,2016-08-02,,,,,,,,,,,,,40.0,Good
+Gurugram,2016-08-03,30.94,,2.99,5.01,7.0,,0.37,1.86,,,,,,
+Gurugram,2016-08-04,29.94,,3.01,4.93,6.99,,0.31,1.94,,,,,52.0,Satisfactory
+Gurugram,2016-08-05,29.33,,3.23,4.35,6.91,,0.41,1.76,,,,,46.0,Good
+Gurugram,2016-08-06,32.19,,3.78,7.95,6.92,,0.22,1.92,,,,,52.0,Satisfactory
+Gurugram,2016-08-07,,,,,6.97,,0.0,,,,,,,
+Gurugram,2016-08-08,,,,,6.97,,0.0,,,,,,,
+Gurugram,2016-08-09,,,,,6.94,,0.0,,,,,,,
+Gurugram,2016-08-10,,,,,6.95,,0.0,,,,,,,
+Gurugram,2016-08-11,17.83,,7.87,12.76,7.0,,0.18,2.42,,,,,,
+Gurugram,2016-08-12,163.37,,3.34,4.38,6.97,,0.32,1.91,,,,,230.0,Poor
+Gurugram,2016-08-13,27.09,,5.56,8.6,6.93,,0.35,2.0,,,,,264.0,Poor
+Gurugram,2016-08-14,31.03,,3.79,8.99,6.92,,0.36,1.93,,,,,52.0,Satisfactory
+Gurugram,2016-08-15,32.44,,3.85,7.27,6.97,,0.38,1.66,,,,,50.0,Good
+Gurugram,2016-08-16,41.23,,3.63,7.37,6.92,,0.43,1.75,,,,,60.0,Satisfactory
+Gurugram,2016-08-17,42.85,,4.28,8.21,6.95,,0.39,1.71,,,,,68.0,Satisfactory
+Gurugram,2016-08-18,41.88,,4.28,6.24,6.95,,0.41,1.99,,,,,72.0,Satisfactory
+Gurugram,2016-08-19,45.32,,5.84,6.34,6.95,,0.35,1.87,,,,,74.0,Satisfactory
+Gurugram,2016-08-20,35.09,,5.93,5.34,6.93,,0.34,1.42,,,,,68.0,Satisfactory
+Gurugram,2016-08-21,,,,,,,,,,,,,,
+Gurugram,2016-08-22,23.62,,,4.36,,,0.37,2.1,,,,,,
+Gurugram,2016-08-23,31.71,,,2.85,,,0.38,1.92,,,,,49.0,Good
+Gurugram,2016-08-24,30.65,,2.24,3.48,3.32,,0.36,1.87,,,,,54.0,Satisfactory
+Gurugram,2016-08-25,27.88,,1.82,3.01,2.84,,0.35,1.59,,,,,46.0,Good
+Gurugram,2016-08-26,48.3,,1.69,2.78,2.64,,0.32,1.89,,,,,64.0,Satisfactory
+Gurugram,2016-08-27,31.66,,1.65,2.48,1.94,,0.43,2.1,,,,,70.0,Satisfactory
+Gurugram,2016-08-28,41.05,,,,1.71,,0.37,1.77,,,,,67.0,Satisfactory
+Gurugram,2016-08-29,153.08,,,,,,0.39,1.89,,,,,157.0,Moderate
+Gurugram,2016-08-30,18.73,,,,,,0.36,2.17,,,,,318.0,Very Poor
+Gurugram,2016-08-31,,,,,,,,,,,,,,
+Gurugram,2016-09-01,14.52,,,,,,0.14,0.96,,,,,,
+Gurugram,2016-09-02,26.0,,,,,,0.53,1.45,29.54,,,,55.0,Satisfactory
+Gurugram,2016-09-03,,,,,,,,,,,,,44.0,Good
+Gurugram,2016-09-04,,,,,,,,,,,,,,
+Gurugram,2016-09-05,33.04,,,,,,0.9,2.96,7.24,,,,,
+Gurugram,2016-09-06,31.34,,,,,,0.62,1.9,9.1,,,,83.0,Satisfactory
+Gurugram,2016-09-07,,,,,,,,,,,,,52.0,Satisfactory
+Gurugram,2016-09-08,,,,,,,,,,,,,,
+Gurugram,2016-09-09,37.12,,,,,,0.29,4.56,10.04,,,,,
+Gurugram,2016-09-10,33.19,,,,,,0.5,3.09,11.2,,,,54.0,Satisfactory
+Gurugram,2016-09-11,32.64,,,,,,0.52,2.15,11.72,,,,55.0,Satisfactory
+Gurugram,2016-09-12,35.4,,,,,,0.52,2.02,9.97,,,,59.0,Satisfactory
+Gurugram,2016-09-13,48.92,,,,,,0.53,1.97,11.75,,,,72.0,Satisfactory
+Gurugram,2016-09-14,32.01,,,,,,0.72,1.74,8.44,,,,71.0,Satisfactory
+Gurugram,2016-09-15,73.17,,,,,,0.55,2.49,21.62,,,,140.0,Moderate
+Gurugram,2016-09-16,,,,,,,,,,,,,137.0,Moderate
+Gurugram,2016-09-17,75.47,,,,,,0.49,2.33,59.75,,,,,
+Gurugram,2016-09-18,63.22,,,,,,0.5,2.33,39.3,,,,129.0,Moderate
+Gurugram,2016-09-19,62.28,,,,,,0.53,2.43,45.49,,,,108.0,Moderate
+Gurugram,2016-09-20,146.21,,,,,,0.53,2.42,43.39,,,,203.0,Poor
+Gurugram,2016-09-21,90.13,,,,,,0.5,2.3,30.94,,,,288.0,Poor
+Gurugram,2016-09-22,43.91,,,,,,0.49,2.28,32.7,,,,119.0,Moderate
+Gurugram,2016-09-23,37.96,,,,,,0.5,2.49,30.81,,,,66.0,Satisfactory
+Gurugram,2016-09-24,52.02,,,,,,0.53,2.49,32.71,,,,79.0,Satisfactory
+Gurugram,2016-09-25,59.96,,,,,,0.53,2.46,32.61,,,,108.0,Moderate
+Gurugram,2016-09-26,65.44,,,,,,0.4,2.08,27.59,,,,103.0,Moderate
+Gurugram,2016-09-27,50.94,,,,,,0.5,2.19,19.78,,,,92.0,Satisfactory
+Gurugram,2016-09-28,74.64,,,,,,0.52,2.77,27.56,,,,121.0,Moderate
+Gurugram,2016-09-29,77.42,,,,,,0.51,2.85,19.76,,,,156.0,Moderate
+Gurugram,2016-09-30,61.99,,,,,,0.54,2.27,32.51,,,,123.0,Moderate
+Gurugram,2016-10-01,66.54,,,,,,0.49,2.54,24.82,,,,138.0,Moderate
+Gurugram,2016-10-02,46.7,,,,,,0.52,2.64,27.68,,,,91.0,Satisfactory
+Gurugram,2016-10-03,79.11,,,,,,0.51,2.47,26.79,,,,112.0,Moderate
+Gurugram,2016-10-04,112.56,,,,,,0.5,2.63,26.83,,,,229.0,Poor
+Gurugram,2016-10-05,,,,,,,,,,,,,,
+Gurugram,2016-10-06,130.81,,,,,,0.55,2.63,24.32,,,,,
+Gurugram,2016-10-07,95.82,,,,,,0.51,2.66,21.04,,,,226.0,Poor
+Gurugram,2016-10-08,96.77,,,,,,0.52,2.63,23.95,,,,236.0,Poor
+Gurugram,2016-10-09,88.97,,,,,,0.5,2.79,42.57,,,,205.0,Poor
+Gurugram,2016-10-10,68.82,,,,,,0.53,2.31,41.83,,,,164.0,Moderate
+Gurugram,2016-10-11,94.24,,,,,,0.5,2.43,48.24,,,,182.0,Moderate
+Gurugram,2016-10-12,240.11,,,,,,0.51,3.32,48.28,,,,273.0,Poor
+Gurugram,2016-10-13,76.42,,,,,,0.46,7.88,28.98,,,,348.0,Very Poor
+Gurugram,2016-10-14,37.99,,,,,,0.45,2.64,19.33,,,,80.0,Satisfactory
+Gurugram,2016-10-15,49.08,,,,,,0.53,1.89,39.97,,,,86.0,Satisfactory
+Gurugram,2016-10-16,57.29,,,,,,0.49,2.97,32.14,,,,94.0,Satisfactory
+Gurugram,2016-10-17,67.06,,,,,,0.49,4.76,23.57,,,,102.0,Moderate
+Gurugram,2016-10-18,63.34,,,,,,0.56,6.52,26.84,,,,131.0,Moderate
+Gurugram,2016-10-19,62.63,,161.85,127.56,183.37,,0.59,4.16,20.79,,,,110.0,Moderate
+Gurugram,2016-10-20,71.62,,287.14,220.26,287.89,,0.56,4.81,21.37,,,,210.0,Poor
+Gurugram,2016-10-21,59.17,,217.85,151.06,262.32,,0.67,5.13,20.19,,,,208.0,Poor
+Gurugram,2016-10-22,50.29,,8.62,7.7,12.7,,0.52,5.44,19.95,,,,143.0,Moderate
+Gurugram,2016-10-23,56.33,,4.27,13.49,5.98,,0.5,2.83,39.74,,,,91.0,Satisfactory
+Gurugram,2016-10-24,56.43,,0.73,0.65,1.44,,0.42,3.09,17.4,,,,95.0,Satisfactory
+Gurugram,2016-10-25,,,,,,,,,,,,,,
+Gurugram,2016-10-26,,,,,,,,,,,,,,
+Gurugram,2016-10-27,,,,,,,,,,,,,,
+Gurugram,2016-10-28,433.28,,7.56,10.29,17.73,,0.87,4.56,11.88,0.86,8.63,,,
+Gurugram,2016-10-29,194.04,,8.83,10.17,18.61,,0.47,2.59,33.06,3.07,30.71,,357.0,Very Poor
+Gurugram,2016-10-30,182.17,,7.86,10.15,17.84,,0.76,4.99,32.02,3.41,34.07,,345.0,Very Poor
+Gurugram,2016-10-31,290.86,,7.84,10.11,17.8,,1.41,8.86,33.45,2.92,29.24,,413.0,Severe
+Gurugram,2016-11-01,302.15,,8.04,10.21,17.91,,1.06,7.07,35.39,3.8,37.97,,447.0,Severe
+Gurugram,2016-11-02,561.42,,7.92,10.11,17.85,,0.88,5.95,13.97,2.53,25.3,,490.0,Severe
+Gurugram,2016-11-03,522.1,,7.75,10.15,17.76,,1.82,8.89,20.25,2.41,24.04,,708.0,Severe
+Gurugram,2016-11-04,159.02,,7.93,10.1,17.91,,0.92,9.08,16.58,2.91,27.69,,403.0,Severe
+Gurugram,2016-11-05,446.49,,7.9,10.07,,,,6.43,16.47,3.05,30.28,,468.0,Severe
+Gurugram,2016-11-06,616.19,,7.94,10.09,,,,8.11,13.42,3.74,35.61,,684.0,Severe
+Gurugram,2016-11-07,405.74,,7.91,10.1,,,,6.0,16.66,3.18,31.75,,602.0,Severe
+Gurugram,2016-11-08,150.09,,8.44,10.1,,,,3.64,30.91,4.22,39.98,,304.0,Very Poor
+Gurugram,2016-11-09,291.49,,7.64,10.24,,,,13.25,6.4,3.4,34.02,,340.0,Very Poor
+Gurugram,2016-11-10,174.01,,7.7,10.18,,,,15.59,21.1,3.22,32.21,,,
+Gurugram,2016-11-11,269.34,,7.9,10.13,,,,4.03,24.94,2.53,24.95,,403.0,Severe
+Gurugram,2016-11-12,106.74,,7.96,10.14,,,,2.88,32.51,2.56,25.63,,335.0,Very Poor
+Gurugram,2016-11-13,72.49,,7.78,10.14,,,,5.52,25.36,3.45,34.47,,179.0,Moderate
+Gurugram,2016-11-14,95.73,,7.83,10.22,,,,6.89,24.1,2.92,27.22,,224.0,Poor
+Gurugram,2016-11-15,126.71,,7.83,10.17,,,,6.1,20.71,3.47,34.75,,226.0,Poor
+Gurugram,2016-11-16,189.7,,7.85,10.21,,,,5.8,27.38,2.18,21.79,,346.0,Very Poor
+Gurugram,2016-11-17,112.77,,7.78,10.19,,,,2.48,38.36,2.42,24.19,,315.0,Very Poor
+Gurugram,2016-11-18,88.8,,7.92,10.21,,,,4.97,34.22,2.18,21.8,,201.0,Poor
+Gurugram,2016-11-19,131.18,,7.82,10.2,,,,10.35,26.98,2.58,25.79,,296.0,Poor
+Gurugram,2016-11-20,114.71,,7.76,10.14,,,,5.57,30.8,2.51,25.11,,258.0,Poor
+Gurugram,2016-11-21,145.24,,7.94,10.13,,,,6.87,24.41,2.59,25.52,,305.0,Very Poor
+Gurugram,2016-11-22,147.76,,7.92,10.13,,,,6.81,20.13,3.55,35.56,,344.0,Very Poor
+Gurugram,2016-11-23,143.25,,8.01,10.14,,,,6.71,27.57,3.27,32.75,,210.0,Poor
+Gurugram,2016-11-24,211.47,,7.83,10.17,,,,7.01,25.87,2.45,24.31,,381.0,Very Poor
+Gurugram,2016-11-25,144.36,,7.8,10.21,,,,1.74,44.26,2.79,27.69,,328.0,Very Poor
+Gurugram,2016-11-26,80.27,,7.87,10.24,,,,4.49,48.49,2.7,26.95,,232.0,Poor
+Gurugram,2016-11-27,80.99,,7.9,10.2,,,,3.42,44.77,1.62,16.14,,212.0,Poor
+Gurugram,2016-11-28,77.9,,7.89,10.18,,,,7.13,36.38,2.37,23.55,,121.0,Moderate
+Gurugram,2016-11-29,209.2,,8.01,10.15,,,,13.32,23.06,1.22,12.24,,324.0,Very Poor
+Gurugram,2016-11-30,234.89,,7.85,10.13,,,,5.22,8.75,1.57,15.69,,387.0,Very Poor
+Gurugram,2016-12-01,199.76,,7.83,10.13,,,,3.7,5.82,2.21,22.13,,359.0,Very Poor
+Gurugram,2016-12-02,239.16,,7.88,10.19,,,,8.15,4.66,3.88,38.82,,387.0,Very Poor
+Gurugram,2016-12-03,,,,,,,,,,,,,,
+Gurugram,2016-12-04,459.52,,7.2,10.24,,,,37.32,0.89,4.18,41.74,,,
+Gurugram,2016-12-05,252.46,,7.89,10.14,,,,12.73,15.31,2.11,21.05,,421.0,Severe
+Gurugram,2016-12-06,304.69,,7.74,10.15,,,,9.86,13.49,3.06,30.59,,419.0,Severe
+Gurugram,2016-12-07,346.74,,7.94,10.16,,,,4.99,11.71,3.28,32.81,,468.0,Severe
+Gurugram,2016-12-08,161.45,,7.88,10.19,,,,4.18,6.13,3.24,32.42,,411.0,Severe
+Gurugram,2016-12-09,228.9,,7.9,10.34,,,,6.83,15.43,3.55,35.5,,360.0,Very Poor
+Gurugram,2016-12-10,162.03,,7.87,10.34,,,,3.24,11.3,3.14,29.74,,368.0,Very Poor
+Gurugram,2016-12-11,139.54,,7.83,10.44,,,,8.57,13.18,3.81,37.77,,313.0,Very Poor
+Gurugram,2016-12-12,199.98,,7.94,10.4,,,,9.96,11.54,3.63,36.0,,357.0,Very Poor
+Gurugram,2016-12-13,188.7,,7.99,10.46,,,,7.37,12.06,4.1,41.04,,355.0,Very Poor
+Gurugram,2016-12-14,121.62,,7.95,10.56,,,,2.45,14.79,2.04,19.35,,319.0,Very Poor
+Gurugram,2016-12-15,116.09,,7.79,10.76,,,,5.19,18.66,2.57,25.66,,253.0,Poor
+Gurugram,2016-12-16,217.65,,7.8,10.74,,,,10.36,18.09,2.56,25.62,,346.0,Very Poor
+Gurugram,2016-12-17,228.15,,7.86,10.77,,,,3.98,19.12,2.27,22.72,,390.0,Very Poor
+Gurugram,2016-12-18,197.63,,7.93,10.98,,,,3.91,21.9,3.44,34.31,,361.0,Very Poor
+Gurugram,2016-12-19,216.69,,7.88,11.02,,,,4.17,22.04,2.98,27.92,,374.0,Very Poor
+Gurugram,2016-12-20,140.04,,7.89,11.52,,,1.45,2.85,37.38,2.65,26.27,,331.0,Very Poor
+Gurugram,2016-12-21,91.71,,7.94,11.66,,,6.32,2.65,35.81,3.41,34.07,,265.0,Poor
+Gurugram,2016-12-22,127.38,,7.94,11.2,,,16.75,6.08,23.1,2.89,28.88,,291.0,Poor
+Gurugram,2016-12-23,324.42,,7.91,10.83,,,19.8,13.69,16.49,2.43,21.9,,421.0,Severe
+Gurugram,2016-12-24,348.57,,7.9,11.2,,,14.04,5.83,23.56,1.51,15.16,,498.0,Severe
+Gurugram,2016-12-25,207.85,,7.99,10.58,,,,1.74,13.46,3.77,37.75,,399.0,Very Poor
+Gurugram,2016-12-26,177.88,,9.13,10.93,,,14.84,27.42,22.94,2.2,22.03,,,
+Gurugram,2016-12-27,247.81,,8.57,10.86,,,14.55,10.91,19.75,1.41,14.14,,379.0,Very Poor
+Gurugram,2016-12-28,393.63,,7.87,10.57,,,27.56,10.53,10.87,1.83,17.63,,483.0,Severe
+Gurugram,2016-12-29,307.44,,7.88,10.65,,,27.7,4.21,13.25,2.53,25.26,,468.0,Severe
+Gurugram,2016-12-30,249.77,,7.99,10.26,,,26.76,3.54,5.08,4.04,40.45,,421.0,Severe
+Gurugram,2016-12-31,203.77,,7.68,10.43,,,23.77,4.6,7.32,3.04,29.1,,394.0,Very Poor
+Gurugram,2017-01-01,216.51,,7.89,10.67,,,21.61,7.48,13.66,2.9,28.98,,385.0,Very Poor
+Gurugram,2017-01-02,349.97,,7.92,10.29,,,39.8,9.92,6.82,3.27,31.17,,459.0,Severe
+Gurugram,2017-01-03,276.39,,9.43,10.39,,,29.94,9.69,7.21,2.84,28.37,,446.0,Severe
+Gurugram,2017-01-04,343.01,,9.56,10.57,,,22.53,8.46,8.79,2.71,26.0,,490.0,Severe
+Gurugram,2017-01-05,248.09,,2.98,10.52,,,22.65,5.83,13.19,4.13,41.31,,409.0,Severe
+Gurugram,2017-01-06,229.34,,3.79,10.36,,,20.75,4.0,12.72,2.84,28.36,,409.0,Severe
+Gurugram,2017-01-07,190.41,,4.02,10.34,,,23.21,5.4,4.12,2.71,27.16,,367.0,Very Poor
+Gurugram,2017-01-08,179.39,,5.22,10.22,,,15.95,4.16,16.58,1.35,13.46,,357.0,Very Poor
+Gurugram,2017-01-09,177.05,,4.94,10.23,,,19.9,6.26,12.16,3.13,31.32,,361.0,Very Poor
+Gurugram,2017-01-10,192.79,,4.9,10.25,,,16.17,3.57,21.26,3.44,34.42,,374.0,Very Poor
+Gurugram,2017-01-11,224.34,,3.91,10.37,,,16.73,5.64,22.79,4.02,40.18,,365.0,Very Poor
+Gurugram,2017-01-12,287.49,,3.19,10.56,,,21.5,6.3,20.84,4.26,42.66,,431.0,Severe
+Gurugram,2017-01-13,367.86,,3.23,10.64,,,23.94,6.32,18.91,3.61,36.15,,472.0,Severe
+Gurugram,2017-01-14,428.88,,3.02,10.77,,,28.01,8.33,15.19,2.69,26.88,,531.0,Severe
+Gurugram,2017-01-15,256.67,,2.72,10.56,,,20.58,8.74,15.54,3.13,31.29,,461.0,Severe
+Gurugram,2017-01-16,223.16,,4.47,15.47,,,12.8,6.65,14.5,3.84,38.42,,402.0,Severe
+Gurugram,2017-01-17,158.05,,5.38,10.25,,,0.64,4.7,14.22,2.71,26.92,,345.0,Very Poor
+Gurugram,2017-01-18,251.06,,2.56,10.46,,,0.9,7.66,11.53,3.24,32.4,,380.0,Very Poor
+Gurugram,2017-01-19,123.78,,6.31,10.18,,,0.71,5.61,12.11,4.17,41.67,,393.0,Very Poor
+Gurugram,2017-01-20,137.01,,6.63,9.88,,,0.72,6.62,3.72,3.52,35.18,,302.0,Very Poor
+Gurugram,2017-01-21,224.77,,21.07,16.08,,,0.87,17.76,24.98,3.74,37.42,,,
+Gurugram,2017-01-22,217.2,,12.1,9.22,,,1.17,21.12,14.48,4.27,42.74,,,
+Gurugram,2017-01-23,148.95,,6.19,9.51,,,1.0,10.91,12.56,4.14,41.38,,345.0,Very Poor
+Gurugram,2017-01-24,243.66,,4.68,7.64,,,1.28,11.42,13.28,3.63,36.28,,346.0,Very Poor
+Gurugram,2017-01-25,241.97,,6.74,7.87,,,1.01,8.98,7.55,3.67,36.73,,404.0,Severe
+Gurugram,2017-01-26,,,,,,,,,,,,,,
+Gurugram,2017-01-27,114.14,,7.27,9.68,,,0.61,3.3,16.15,3.72,37.22,,,
+Gurugram,2017-01-28,104.16,,7.21,9.98,,,0.6,4.06,15.84,2.32,23.17,,248.0,Poor
+Gurugram,2017-01-29,119.53,,6.44,9.58,,,0.67,5.17,19.08,3.3,32.99,,260.0,Poor
+Gurugram,2017-01-30,177.67,,5.5,7.8,,,0.9,5.67,14.05,2.56,25.56,,335.0,Very Poor
+Gurugram,2017-01-31,232.03,,3.12,6.61,,,1.12,8.51,19.23,3.34,33.4,,370.0,Very Poor
+Gurugram,2017-02-01,168.39,,4.49,8.65,,,0.76,4.34,2.71,2.76,27.59,,369.0,Very Poor
+Gurugram,2017-02-02,293.59,,28.69,40.59,,,0.39,15.41,4.36,4.26,42.63,,,
+Gurugram,2017-02-03,289.36,,195.71,362.21,,,1.16,11.09,17.89,3.98,39.82,,443.0,Severe
+Gurugram,2017-02-04,197.89,,42.75,24.41,,,0.75,4.24,28.8,3.58,35.77,,395.0,Very Poor
+Gurugram,2017-02-05,157.03,,14.04,11.41,,,0.71,3.08,34.33,3.42,34.17,,333.0,Very Poor
+Gurugram,2017-02-06,135.66,,7.88,11.2,,,0.73,5.49,21.4,1.66,17.5,,325.0,Very Poor
+Gurugram,2017-02-07,118.32,,4.47,9.24,,,0.62,4.08,32.85,0.03,2.83,,299.0,Poor
+Gurugram,2017-02-08,184.47,,6.09,7.39,,,0.81,6.74,23.38,0.03,3.38,,330.0,Very Poor
+Gurugram,2017-02-09,196.09,,5.21,7.38,,,0.76,7.01,28.66,0.03,3.22,,354.0,Very Poor
+Gurugram,2017-02-10,151.15,,6.84,9.52,,,0.67,3.49,33.01,0.04,3.97,,338.0,Very Poor
+Gurugram,2017-02-11,156.03,,4.85,8.08,,,0.73,5.36,27.57,0.03,3.14,,332.0,Very Poor
+Gurugram,2017-02-12,239.49,,5.16,5.92,,,0.89,8.62,33.06,0.03,2.64,,359.0,Very Poor
+Gurugram,2017-02-13,182.88,,6.77,7.82,,,0.71,5.05,33.96,0.03,3.25,,368.0,Very Poor
+Gurugram,2017-02-14,183.99,,5.34,7.14,,,0.72,5.27,39.27,0.03,3.2,,346.0,Very Poor
+Gurugram,2017-02-15,151.33,,3.03,5.38,,,0.71,6.71,30.31,0.03,2.65,,336.0,Very Poor
+Gurugram,2017-02-16,159.14,,2.5,7.12,,,0.7,5.18,33.27,0.03,3.43,,331.0,Very Poor
+Gurugram,2017-02-17,115.48,,3.69,6.89,,,0.64,4.62,25.0,0.03,2.5,,312.0,Very Poor
+Gurugram,2017-02-18,92.14,,4.23,6.66,,,0.77,5.39,25.44,0.03,3.56,,217.0,Poor
+Gurugram,2017-02-19,120.21,,5.04,5.67,,,0.87,6.1,24.14,0.04,3.81,,269.0,Poor
+Gurugram,2017-02-20,137.97,,8.05,5.26,,,0.87,6.12,15.11,0.03,3.44,,312.0,Very Poor
+Gurugram,2017-02-21,85.41,,4.87,7.78,,,0.72,4.79,37.2,0.04,3.74,,230.0,Poor
+Gurugram,2017-02-22,121.12,,3.33,5.85,,,0.81,9.51,36.44,0.04,3.98,,276.0,Poor
+Gurugram,2017-02-23,91.23,,3.91,7.85,,,0.57,4.46,21.25,0.04,3.3,,202.0,Poor
+Gurugram,2017-02-24,,,,,,,,,,,,,,
+Gurugram,2017-02-25,85.23,,25.46,19.63,,,0.16,11.46,63.65,0.04,3.77,,,
+Gurugram,2017-02-26,86.48,,4.29,8.7,,,0.56,5.53,54.47,0.03,3.47,,215.0,Poor
+Gurugram,2017-02-27,127.67,,4.13,5.96,,,0.68,7.8,39.27,0.03,3.27,,269.0,Poor
+Gurugram,2017-02-28,163.37,,3.63,12.42,,,0.97,10.97,25.32,0.03,2.76,,325.0,Very Poor
+Gurugram,2017-03-01,122.11,,3.91,13.98,,,0.76,13.01,30.88,0.03,2.57,,310.0,Very Poor
+Gurugram,2017-03-02,120.83,,4.26,16.15,,,0.65,12.15,25.1,0.03,3.32,,272.0,Poor
+Gurugram,2017-03-03,82.44,,7.77,17.95,,,0.54,9.5,50.65,0.04,3.59,,237.0,Poor
+Gurugram,2017-03-04,92.77,,7.95,17.8,,,0.56,9.13,54.11,0.03,3.44,,226.0,Poor
+Gurugram,2017-03-05,73.25,,8.28,18.16,,,0.55,9.33,60.3,0.03,2.85,,162.0,Moderate
+Gurugram,2017-03-06,85.19,,5.9,16.83,,,0.58,12.15,45.58,0.03,2.17,,171.0,Moderate
+Gurugram,2017-03-07,131.31,,4.56,13.54,,,0.7,14.72,39.73,0.03,2.96,,247.0,Poor
+Gurugram,2017-03-08,68.46,,4.51,15.94,,,0.57,12.59,42.02,0.03,3.06,,223.0,Poor
+Gurugram,2017-03-09,67.09,,5.68,16.52,,,0.54,9.52,37.61,0.03,2.75,,123.0,Moderate
+Gurugram,2017-03-10,28.78,,6.94,17.54,,,0.49,7.11,41.6,0.03,3.33,,73.0,Satisfactory
+Gurugram,2017-03-11,50.16,,7.29,17.71,,,0.5,6.47,43.13,0.04,3.9,,70.0,Satisfactory
+Gurugram,2017-03-12,61.95,,6.91,16.63,,,0.55,5.77,44.28,0.04,3.94,,137.0,Moderate
+Gurugram,2017-03-13,72.08,,8.96,18.98,,,0.53,6.31,58.69,0.04,3.98,,129.0,Moderate
+Gurugram,2017-03-14,104.98,,5.92,14.58,,,0.59,8.8,43.25,0.03,2.62,,186.0,Moderate
+Gurugram,2017-03-15,65.48,,9.28,18.5,,,0.53,10.6,83.57,0.01,1.24,,254.0,Poor
+Gurugram,2017-03-16,122.06,,6.44,16.11,,,0.55,18.86,76.5,0.02,1.24,,,
+Gurugram,2017-03-17,80.97,,8.48,18.59,,,0.54,12.58,75.12,0.04,4.31,,,
+Gurugram,2017-03-18,107.61,,6.99,16.92,,,0.62,11.9,56.24,0.03,2.82,,234.0,Poor
+Gurugram,2017-03-19,139.89,,6.07,15.18,,,0.65,11.87,45.36,0.03,3.32,,312.0,Very Poor
+Gurugram,2017-03-20,161.12,,7.03,17.49,,,0.64,15.89,57.3,0.04,3.55,,327.0,Very Poor
+Gurugram,2017-03-21,117.85,,5.35,15.58,,,0.61,20.15,43.46,0.03,3.33,,307.0,Very Poor
+Gurugram,2017-03-22,135.89,,4.51,11.22,,,0.67,21.86,37.31,0.03,2.4,,300.0,Poor
+Gurugram,2017-03-23,160.37,,3.02,7.83,,,0.72,24.0,43.09,0.02,2.14,,328.0,Very Poor
+Gurugram,2017-03-24,96.27,,4.69,10.8,,,0.63,18.48,39.56,0.02,1.7,,292.0,Poor
+Gurugram,2017-03-25,23.44,,5.76,11.89,,,0.52,14.78,58.81,0.02,1.91,,122.0,Moderate
+Gurugram,2017-03-26,32.52,,6.23,12.13,,,0.53,16.18,66.98,0.03,3.21,,,
+Gurugram,2017-03-27,54.93,,6.84,12.7,,,0.55,17.79,75.87,0.03,3.41,,97.0,Satisfactory
+Gurugram,2017-03-28,136.89,,4.64,11.27,,,0.6,13.1,47.11,0.04,3.74,,226.0,Poor
+Gurugram,2017-03-29,151.9,,4.45,10.8,,,0.58,13.33,41.44,0.03,2.59,,331.0,Very Poor
+Gurugram,2017-03-30,87.87,,5.37,11.66,,,0.54,11.88,47.62,0.03,3.32,,252.0,Poor
+Gurugram,2017-03-31,89.33,,4.71,10.88,,,0.59,15.84,50.45,0.03,3.27,,186.0,Moderate
+Gurugram,2017-04-01,128.14,,4.05,10.13,,,0.62,17.36,43.73,0.02,1.84,,294.0,Poor
+Gurugram,2017-04-02,91.59,,5.19,11.87,,,0.56,17.08,59.14,0.03,2.45,,267.0,Poor
+Gurugram,2017-04-03,118.71,,4.69,10.65,,,0.6,23.87,49.23,0.03,2.84,,240.0,Poor
+Gurugram,2017-04-04,107.34,,3.47,9.99,,,0.54,18.42,37.62,0.02,2.27,,272.0,Poor
+Gurugram,2017-04-05,50.29,,2.25,10.04,,,0.51,6.58,39.63,0.02,1.74,,141.0,Moderate
+Gurugram,2017-04-06,108.87,,2.5,10.41,,,0.5,7.33,41.81,0.03,2.69,,102.0,Moderate
+Gurugram,2017-04-07,389.54,,1.66,8.91,,,0.53,12.99,38.95,0.04,3.58,,456.0,Severe
+Gurugram,2017-04-08,83.21,,1.46,6.07,,,0.57,17.09,49.3,0.02,2.17,,307.0,Very Poor
+Gurugram,2017-04-09,143.02,,1.56,9.81,,,0.49,15.85,72.77,0.02,2.15,,304.0,Very Poor
+Gurugram,2017-04-10,177.17,,3.61,10.79,,,0.51,22.44,76.52,0.02,1.41,,319.0,Very Poor
+Gurugram,2017-04-11,104.07,,5.14,10.61,,,0.56,29.11,72.13,0.02,1.36,,321.0,Very Poor
+Gurugram,2017-04-12,113.49,,4.29,9.45,,,0.6,19.77,62.93,0.02,1.36,,222.0,Poor
+Gurugram,2017-04-13,226.83,,2.89,6.46,,,0.86,32.23,49.7,0.02,1.65,,351.0,Very Poor
+Gurugram,2017-04-14,215.31,,2.68,6.84,,,0.84,21.98,54.99,0.02,1.27,,388.0,Very Poor
+Gurugram,2017-04-15,196.49,,3.22,7.49,,,0.69,23.56,54.34,0.01,0.83,,353.0,Very Poor
+Gurugram,2017-04-16,179.5,,3.42,7.54,,,0.66,36.14,60.24,0.02,2.12,,363.0,Very Poor
+Gurugram,2017-04-17,208.88,,3.35,8.57,,,0.7,13.63,58.26,0.02,2.12,,328.0,Very Poor
+Gurugram,2017-04-18,292.02,,3.21,8.31,,,0.64,14.55,41.41,0.03,3.09,,405.0,Severe
+Gurugram,2017-04-19,180.07,,3.88,10.95,,,0.61,20.39,37.73,0.02,1.72,,403.0,Severe
+Gurugram,2017-04-20,193.39,,3.6,9.14,,,0.71,19.03,31.15,0.02,1.76,,349.0,Very Poor
+Gurugram,2017-04-21,242.41,,3.24,11.56,,,0.58,6.58,29.46,0.03,2.71,,354.0,Very Poor
+Gurugram,2017-04-22,368.79,,4.46,12.31,,,0.56,3.02,43.58,0.03,2.66,,449.0,Severe
+Gurugram,2017-04-23,153.67,,6.41,12.76,,,0.54,8.3,49.37,0.03,2.65,,411.0,Severe
+Gurugram,2017-04-24,129.93,,5.8,12.78,,,0.53,10.69,58.51,0.02,2.53,,335.0,Very Poor
+Gurugram,2017-04-25,98.3,,5.71,13.55,,,0.5,12.75,73.95,0.03,3.26,,236.0,Poor
+Gurugram,2017-04-26,89.69,,5.15,13.43,,,0.47,14.79,54.0,0.03,2.97,,212.0,Poor
+Gurugram,2017-04-27,269.29,,4.31,13.44,,,0.47,34.88,40.66,0.02,2.39,,360.0,Very Poor
+Gurugram,2017-04-28,174.87,,5.45,13.26,,,0.49,22.07,42.62,0.02,2.41,,387.0,Very Poor
+Gurugram,2017-04-29,118.41,,5.9,18.31,,,0.54,21.75,53.42,0.02,2.26,,328.0,Very Poor
+Gurugram,2017-04-30,62.45,,5.98,17.19,,,0.49,11.0,42.33,0.02,1.41,,210.0,Poor
+Gurugram,2017-05-01,64.79,,5.96,21.2,,,0.6,9.59,49.84,0.03,2.33,,98.0,Satisfactory
+Gurugram,2017-05-02,113.6,,5.9,24.39,,,0.58,13.2,64.12,0.02,1.98,,168.0,Moderate
+Gurugram,2017-05-03,154.13,,6.0,20.37,,,0.54,25.14,29.94,0.03,2.55,,299.0,Poor
+Gurugram,2017-05-04,217.14,,5.93,17.96,,,0.48,7.41,51.83,0.02,2.27,,363.0,Very Poor
+Gurugram,2017-05-05,203.45,,5.96,19.65,,,0.62,15.76,60.8,0.03,2.83,,376.0,Very Poor
+Gurugram,2017-05-06,181.36,,5.93,34.12,,,0.69,30.42,53.66,0.03,2.75,,357.0,Very Poor
+Gurugram,2017-05-07,183.68,,5.96,31.54,,,0.63,37.23,58.54,0.03,2.78,,346.0,Very Poor
+Gurugram,2017-05-08,158.7,,5.52,17.98,,,0.7,12.52,84.47,0.03,2.99,,344.0,Very Poor
+Gurugram,2017-05-09,186.31,,7.65,19.64,,,0.42,14.3,38.15,0.03,2.47,,333.0,Very Poor
+Gurugram,2017-05-10,192.79,,5.97,17.35,,,0.46,3.85,49.95,0.03,3.04,,354.0,Very Poor
+Gurugram,2017-05-11,134.78,,5.83,20.12,,,0.53,4.26,45.77,0.02,2.14,,334.0,Very Poor
+Gurugram,2017-05-12,310.69,,13.91,22.02,,,0.51,3.08,43.39,0.04,4.29,,409.0,Severe
+Gurugram,2017-05-13,187.24,,5.94,24.73,,,0.59,9.16,57.01,0.03,2.87,,388.0,Very Poor
+Gurugram,2017-05-14,387.02,,5.92,19.04,,,0.52,16.09,48.23,0.03,2.49,,373.0,Very Poor
+Gurugram,2017-05-15,146.02,,5.94,29.87,,,0.63,19.27,26.85,0.03,2.92,,460.0,Severe
+Gurugram,2017-05-16,237.12,,5.94,24.15,,,0.52,20.34,52.4,0.03,2.38,,337.0,Very Poor
+Gurugram,2017-05-17,67.32,,9.52,24.01,,,0.31,2.54,61.28,0.02,1.52,,,
+Gurugram,2017-05-18,,,,,,,,,,,,,,
+Gurugram,2017-05-19,158.91,,94.24,39.59,,,0.78,2.74,43.03,0.03,2.76,,,
+Gurugram,2017-05-20,173.26,,29.87,34.58,,,0.37,3.02,33.47,0.03,3.26,,,
+Gurugram,2017-05-21,,,,,,,,,,,,,,
+Gurugram,2017-05-22,236.59,,84.9,139.46,,,0.28,3.39,9.93,0.02,2.11,,,
+Gurugram,2017-05-23,378.89,,54.93,77.48,,,0.52,1.1,49.68,0.03,2.92,,,
+Gurugram,2017-05-24,156.33,,10.95,34.46,,,0.61,2.81,33.86,0.03,3.41,,460.0,Severe
+Gurugram,2017-05-25,162.88,,16.63,19.45,,,0.54,1.93,69.75,0.02,1.95,,,
+Gurugram,2017-05-26,479.2,,7.02,12.81,,,0.64,2.86,56.49,0.03,1.65,,550.0,Severe
+Gurugram,2017-05-27,128.13,,10.96,23.05,,,0.38,1.81,80.73,0.02,1.36,,550.0,Severe
+Gurugram,2017-05-28,78.72,,6.97,10.4,,,0.43,2.72,57.15,0.03,3.09,,195.0,Moderate
+Gurugram,2017-05-29,96.26,,5.91,11.62,,,0.48,3.13,37.77,0.03,3.61,,271.0,Poor
+Gurugram,2017-05-30,188.04,,5.96,13.23,,,0.51,3.39,36.4,0.03,2.47,,172.0,Moderate
+Gurugram,2017-05-31,288.0,,6.05,13.14,,,0.49,3.25,31.32,0.04,4.05,,485.0,Severe
+Gurugram,2017-06-01,106.44,,8.61,14.73,,,0.51,1.67,35.9,0.03,2.87,,282.0,Poor
+Gurugram,2017-06-02,308.48,,5.9,14.46,,,0.41,3.54,41.76,0.03,3.0,,395.0,Very Poor
+Gurugram,2017-06-03,92.71,,5.94,14.66,,,0.37,3.55,15.22,0.03,3.47,,366.0,Very Poor
+Gurugram,2017-06-04,,,,,,,,,,,,,,
+Gurugram,2017-06-05,115.7,,5.9,26.18,,,0.37,3.23,37.32,0.02,2.1,,,
+Gurugram,2017-06-06,414.62,,5.92,16.14,,,0.4,3.88,19.15,0.02,1.08,,408.0,Severe
+Gurugram,2017-06-07,454.16,,6.02,12.27,,,0.4,3.67,25.64,0.03,2.94,,646.0,Severe
+Gurugram,2017-06-08,63.0,,5.94,14.01,,,0.41,3.95,24.78,0.04,3.61,,236.0,Poor
+Gurugram,2017-06-09,341.49,,5.93,17.86,,,0.41,3.6,15.05,0.03,3.53,,340.0,Very Poor
+Gurugram,2017-06-10,107.85,,5.92,15.21,,,0.42,4.04,15.06,0.04,4.21,,345.0,Very Poor
+Gurugram,2017-06-11,322.88,,5.96,15.76,,,0.5,3.64,39.7,0.03,3.56,,390.0,Very Poor
+Gurugram,2017-06-12,120.38,,5.99,16.62,,,0.51,4.18,35.77,0.04,3.94,,357.0,Very Poor
+Gurugram,2017-06-13,98.73,,5.93,23.05,,,0.48,3.64,15.54,0.03,3.57,,286.0,Poor
+Gurugram,2017-06-14,175.56,,6.01,18.53,,,0.48,3.5,21.39,0.04,3.6,,317.0,Very Poor
+Gurugram,2017-06-15,468.59,,9.28,26.95,,,0.56,1.65,32.81,0.04,4.03,,486.0,Severe
+Gurugram,2017-06-16,100.65,,5.89,18.39,,,0.49,3.28,19.89,0.03,3.48,,295.0,Poor
+Gurugram,2017-06-17,81.12,,14.88,22.85,,,0.27,0.49,10.44,0.04,3.89,,218.0,Poor
+Gurugram,2017-06-18,409.71,,5.92,15.39,,,0.49,3.49,12.3,0.03,3.4,,359.0,Very Poor
+Gurugram,2017-06-19,454.35,,5.95,20.35,,,0.49,3.49,21.77,0.02,2.32,,648.0,Severe
+Gurugram,2017-06-20,104.96,,5.94,11.16,,,0.47,3.86,34.88,0.02,2.4,,353.0,Very Poor
+Gurugram,2017-06-21,159.35,,5.92,10.2,,,0.48,4.19,32.2,0.02,2.43,,316.0,Very Poor
+Gurugram,2017-06-22,141.73,,5.95,12.19,,,0.47,3.79,25.67,0.03,2.68,,328.0,Very Poor
+Gurugram,2017-06-23,196.21,,5.93,10.07,,,0.49,3.78,25.68,0.01,1.53,,347.0,Very Poor
+Gurugram,2017-06-24,119.27,,5.99,10.09,,,0.5,3.26,31.31,0.03,2.79,,293.0,Poor
+Gurugram,2017-06-25,167.63,,5.93,10.21,,,0.48,3.56,36.6,0.03,2.67,,328.0,Very Poor
+Gurugram,2017-06-26,111.06,,5.95,10.05,,,0.48,3.71,34.39,0.02,1.84,,302.0,Very Poor
+Gurugram,2017-06-27,205.23,,5.96,10.16,,,0.49,3.37,22.48,0.03,2.65,,326.0,Very Poor
+Gurugram,2017-06-28,62.93,,5.95,10.1,,,0.49,3.65,20.32,0.02,1.91,,228.0,Poor
+Gurugram,2017-06-29,40.01,,5.96,10.07,,,0.51,3.74,18.22,0.01,1.46,,79.0,Satisfactory
+Gurugram,2017-06-30,60.53,,5.97,10.24,,,0.49,3.93,10.52,0.02,1.77,,91.0,Satisfactory
+Gurugram,2017-07-01,76.66,,5.93,10.02,,,0.48,3.81,17.05,0.02,2.22,,126.0,Moderate
+Gurugram,2017-07-02,61.17,,5.97,10.01,,,0.51,3.57,17.83,0.03,3.53,,156.0,Moderate
+Gurugram,2017-07-03,69.17,,5.91,10.08,,,0.5,3.42,22.87,0.03,2.87,,88.0,Satisfactory
+Gurugram,2017-07-04,110.09,,5.95,10.18,,,0.48,3.98,16.7,0.03,3.01,,219.0,Poor
+Gurugram,2017-07-05,359.63,,5.94,10.14,,,0.46,3.74,15.97,0.04,3.82,,332.0,Very Poor
+Gurugram,2017-07-06,97.11,,5.96,10.06,,,0.49,3.85,17.69,0.03,3.62,,402.0,Severe
+Gurugram,2017-07-07,455.38,,5.96,10.06,,,0.5,3.61,18.06,0.02,2.41,,404.0,Severe
+Gurugram,2017-07-08,137.34,,5.93,10.09,,,0.51,3.59,22.11,0.03,3.03,,372.0,Very Poor
+Gurugram,2017-07-09,821.42,,5.94,10.24,,,0.49,3.67,12.89,0.03,2.95,,529.0,Severe
+Gurugram,2017-07-10,147.12,,5.93,10.06,,,0.53,3.3,9.91,0.03,2.6,,,
+Gurugram,2017-07-11,382.31,,5.92,10.04,,,0.61,1.7,15.51,0.03,2.93,,377.0,Very Poor
+Gurugram,2017-07-12,75.84,,5.15,13.83,,,0.72,6.08,8.85,0.03,2.57,,576.0,Severe
+Gurugram,2017-07-13,65.39,,1.34,12.08,,,2.71,21.82,23.56,0.03,3.26,,210.0,Poor
+Gurugram,2017-07-14,723.16,,1.29,4.89,,,0.33,23.36,51.31,0.02,2.04,,497.0,Severe
+Gurugram,2017-07-15,,,1.25,3.32,,,0.33,19.5,51.77,0.03,3.15,,,
+Gurugram,2017-07-16,812.49,,1.27,2.31,,,0.25,21.33,58.72,0.02,2.63,,,
+Gurugram,2017-07-17,445.85,,1.31,2.57,,,0.29,22.44,45.46,0.01,1.5,,,
+Gurugram,2017-07-18,47.73,,2.04,0.88,,,0.28,20.85,61.17,0.02,2.31,,107.0,Moderate
+Gurugram,2017-07-19,55.35,,4.64,4.67,,,0.19,28.94,47.54,0.03,3.14,,114.0,Moderate
+Gurugram,2017-07-20,33.14,,86.59,11.18,,,0.66,17.06,8.18,0.03,3.09,,80.0,Satisfactory
+Gurugram,2017-07-21,42.9,,14.79,13.88,,,0.21,8.44,7.8,0.02,1.77,,69.0,Satisfactory
+Gurugram,2017-07-22,397.25,,14.48,21.52,,,0.14,1.73,8.25,0.0,0.0,,288.0,Poor
+Gurugram,2017-07-23,22.36,,10.95,22.97,,,0.16,2.9,7.55,0.0,0.0,,547.0,Severe
+Gurugram,2017-07-24,218.14,,13.37,22.26,,,0.39,2.98,17.32,0.0,0.0,,,
+Gurugram,2017-07-25,25.41,,54.7,30.37,,,0.68,5.48,27.7,0.0,0.0,,,
+Gurugram,2017-07-26,53.0,,11.26,26.58,,,0.73,3.73,31.42,0.0,0.0,,,
+Gurugram,2017-07-27,84.4,,10.71,24.23,,,0.92,4.5,30.62,0.0,0.0,,157.0,Moderate
+Gurugram,2017-07-28,264.95,,8.45,25.57,,,0.94,4.37,31.55,0.0,0.0,,326.0,Very Poor
+Gurugram,2017-07-29,124.17,,2.32,28.84,,,0.95,3.73,38.82,0.0,0.0,,248.0,Poor
+Gurugram,2017-07-30,858.73,,1.23,30.18,,,0.86,2.53,30.09,0.0,0.0,,482.0,Severe
+Gurugram,2017-07-31,38.04,,1.65,30.89,,,0.93,3.32,14.27,0.0,0.0,,,
+Gurugram,2017-08-01,16.12,,2.55,30.39,,,0.94,6.6,18.17,0.0,0.0,,72.0,Satisfactory
+Gurugram,2017-08-02,28.56,,2.45,30.44,,,0.89,6.98,23.79,0.0,0.0,,72.0,Satisfactory
+Gurugram,2017-08-03,35.52,,2.61,30.36,,,0.91,7.61,20.05,0.0,0.0,,68.0,Satisfactory
+Gurugram,2017-08-04,46.25,,2.03,30.46,,,0.9,7.48,21.38,0.0,0.0,,68.0,Satisfactory
+Gurugram,2017-08-05,46.38,,1.98,30.67,,,0.89,5.38,33.9,0.0,0.0,,84.0,Satisfactory
+Gurugram,2017-08-06,41.5,,1.48,31.37,,,0.0,7.35,11.35,0.0,0.0,,76.0,Satisfactory
+Gurugram,2017-08-07,41.47,,1.5,31.36,,,0.0,7.34,,0.0,0.0,,,
+Gurugram,2017-08-08,41.47,,1.5,31.36,,,0.0,7.34,,0.0,0.0,,,
+Gurugram,2017-08-09,34.18,,4.2,30.49,,,1.4,5.41,13.08,0.0,0.0,,,
+Gurugram,2017-08-10,47.05,,3.12,30.39,,,0.87,6.32,26.24,0.0,0.0,,92.0,Satisfactory
+Gurugram,2017-08-11,38.07,,0.48,30.26,,,0.87,8.8,24.16,0.0,0.0,,82.0,Satisfactory
+Gurugram,2017-08-12,31.51,,0.41,30.29,,,1.02,5.76,19.9,0.0,0.0,,59.0,Satisfactory
+Gurugram,2017-08-13,34.22,,0.42,30.23,,,0.88,7.08,30.96,0.0,0.0,,79.0,Satisfactory
+Gurugram,2017-08-14,40.09,,0.26,30.14,,,0.85,5.97,25.89,0.0,0.0,,84.0,Satisfactory
+Gurugram,2017-08-15,38.83,,0.09,30.16,,,0.96,4.94,32.28,0.0,0.0,,69.0,Satisfactory
+Gurugram,2017-08-16,42.61,,0.4,28.7,,,0.89,6.57,44.45,0.0,0.0,,65.0,Satisfactory
+Gurugram,2017-08-17,68.96,,3.79,24.86,,,0.96,5.28,34.76,0.0,0.0,,104.0,Moderate
+Gurugram,2017-08-18,73.17,,4.12,24.89,,,0.88,6.47,38.85,0.0,0.0,,143.0,Moderate
+Gurugram,2017-08-19,61.04,,4.03,24.97,,,1.0,6.9,29.56,0.0,0.0,,130.0,Moderate
+Gurugram,2017-08-20,41.14,,3.76,24.95,,,0.77,6.2,42.63,0.0,0.0,,83.0,Satisfactory
+Gurugram,2017-08-21,46.25,,4.14,24.74,,,1.0,6.48,30.77,0.0,0.0,,68.0,Satisfactory
+Gurugram,2017-08-22,66.42,,4.14,24.89,,,0.94,6.51,37.33,0.0,0.0,,95.0,Satisfactory
+Gurugram,2017-08-23,64.36,,3.88,25.01,,,0.95,5.83,19.78,0.0,0.0,,135.0,Moderate
+Gurugram,2017-08-24,67.82,,3.97,24.97,,,0.91,8.34,36.38,0.0,0.0,,98.0,Satisfactory
+Gurugram,2017-08-25,87.97,,4.26,24.94,,,0.79,7.36,44.42,0.0,0.0,,176.0,Moderate
+Gurugram,2017-08-26,111.01,,3.89,25.0,,,0.94,6.73,39.49,0.0,0.0,,244.0,Poor
+Gurugram,2017-08-27,111.01,,3.86,24.98,,,0.94,6.78,50.84,0.0,0.0,,270.0,Poor
+Gurugram,2017-08-28,6.42,,17.25,29.0,,,0.75,2.46,17.97,0.0,0.0,,,
+Gurugram,2017-08-29,949.99,,26.31,28.34,,,0.92,7.44,29.91,0.0,0.0,,,
+Gurugram,2017-08-30,643.71,,43.86,32.66,,,0.99,5.97,30.46,0.01,0.78,,891.0,Severe
+Gurugram,2017-08-31,33.26,,17.52,26.35,,,0.91,14.9,18.97,0.03,2.77,,242.0,Poor
+Gurugram,2017-09-01,34.03,,10.76,26.14,,,0.9,3.96,12.36,0.03,2.76,,58.0,Satisfactory
+Gurugram,2017-09-02,33.97,,2.44,25.98,,,0.93,2.34,12.16,0.03,2.75,,57.0,Satisfactory
+Gurugram,2017-09-03,33.95,,2.54,26.13,,,0.92,3.26,11.25,0.03,2.75,,57.0,Satisfactory
+Gurugram,2017-09-04,33.68,,3.37,26.0,,,2.7,4.52,13.92,0.03,2.74,,96.0,Satisfactory
+Gurugram,2017-09-05,33.98,,1.04,26.24,,,1.03,4.78,13.67,0.03,2.75,,88.0,Satisfactory
+Gurugram,2017-09-06,34.07,,1.71,26.05,,,0.94,5.12,12.08,0.03,2.75,,63.0,Satisfactory
+Gurugram,2017-09-07,33.86,,1.79,26.0,,,0.97,5.03,12.97,0.03,2.75,,63.0,Satisfactory
+Gurugram,2017-09-08,45.31,,3.16,25.82,,,1.09,4.65,17.47,0.03,2.73,,78.0,Satisfactory
+Gurugram,2017-09-09,67.28,,3.59,25.89,,,1.0,4.38,20.76,0.03,2.73,,109.0,Moderate
+Gurugram,2017-09-10,72.11,,4.89,25.88,,,0.97,4.62,17.71,0.03,2.72,,131.0,Moderate
+Gurugram,2017-09-11,79.97,,3.22,25.36,,,0.88,4.79,17.61,0.03,2.71,,142.0,Moderate
+Gurugram,2017-09-12,95.69,,2.17,25.88,,,1.12,4.72,14.26,0.03,3.25,,238.0,Poor
+Gurugram,2017-09-13,78.62,,3.49,25.63,,,0.91,4.73,20.02,0.04,4.37,,163.0,Moderate
+Gurugram,2017-09-14,85.17,,4.51,23.15,,,1.02,5.2,18.91,0.04,4.35,,199.0,Moderate
+Gurugram,2017-09-15,61.76,,3.32,20.42,,,0.94,4.07,22.56,0.04,4.34,,123.0,Moderate
+Gurugram,2017-09-16,69.14,,1.25,20.5,,,1.02,4.49,21.38,0.04,4.39,,119.0,Moderate
+Gurugram,2017-09-17,62.94,,1.0,20.66,,,0.97,4.87,30.88,0.04,4.43,,123.0,Moderate
+Gurugram,2017-09-18,56.2,,0.81,21.01,,,1.16,5.39,38.15,0.04,4.48,,107.0,Moderate
+Gurugram,2017-09-19,51.96,,1.13,21.11,,,0.98,5.34,36.53,0.04,4.47,,116.0,Moderate
+Gurugram,2017-09-20,93.97,,2.71,21.01,,,0.99,7.83,30.21,0.04,4.45,,148.0,Moderate
+Gurugram,2017-09-21,76.48,,1.26,21.63,,,0.96,5.74,11.61,0.04,4.45,,190.0,Moderate
+Gurugram,2017-09-22,92.74,,0.97,21.87,,,0.89,4.45,9.48,0.04,4.45,,178.0,Moderate
+Gurugram,2017-09-23,105.73,,0.23,22.07,,,0.86,3.78,9.41,0.04,4.46,,226.0,Poor
+Gurugram,2017-09-24,100.85,,0.34,21.97,,,0.99,4.46,16.84,0.04,4.46,,270.0,Poor
+Gurugram,2017-09-25,87.25,,1.81,20.91,,,0.93,4.76,16.3,0.04,4.47,,189.0,Moderate
+Gurugram,2017-09-26,102.27,,2.69,20.74,22.96,,0.87,5.11,12.34,0.03,4.45,,229.0,Poor
+Gurugram,2017-09-27,83.13,,3.0,21.09,,,0.93,4.4,15.93,0.04,4.38,,206.0,Poor
+Gurugram,2017-09-28,77.67,,2.23,19.41,,,0.81,5.11,23.68,0.03,4.46,,153.0,Moderate
+Gurugram,2017-09-29,90.11,,2.87,21.31,,,1.1,5.65,26.92,0.04,4.45,,191.0,Moderate
+Gurugram,2017-09-30,112.11,,2.27,21.3,,,1.01,5.22,31.03,0.04,4.45,,238.0,Poor
+Gurugram,2017-10-01,113.12,,3.38,21.61,24.43,,1.0,4.29,28.09,0.04,4.44,,284.0,Poor
+Gurugram,2017-10-02,93.61,,2.47,21.9,24.99,,0.99,5.28,25.6,0.04,4.41,,247.0,Poor
+Gurugram,2017-10-03,90.15,,2.13,20.41,23.46,,0.94,4.7,32.0,0.04,4.41,,193.0,Moderate
+Gurugram,2017-10-04,90.59,,3.21,19.46,23.75,,0.69,6.33,30.07,0.03,4.42,,209.0,Poor
+Gurugram,2017-10-05,79.04,,1.51,17.3,20.05,,0.13,5.45,75.54,0.0,4.44,,196.0,Moderate
+Gurugram,2017-10-06,74.37,,1.48,22.53,16.21,,0.54,4.48,54.23,0.02,4.38,,,
+Gurugram,2017-10-07,91.11,,1.41,24.96,16.01,,0.51,3.73,21.17,0.02,4.39,,174.0,Moderate
+Gurugram,2017-10-08,63.02,,3.15,22.23,20.5,,0.26,3.47,50.41,0.01,4.4,,,
+Gurugram,2017-10-09,80.75,,6.24,24.67,16.0,,0.84,7.62,22.99,0.04,4.41,,154.0,Moderate
+Gurugram,2017-10-10,83.99,,4.81,24.35,,,0.88,6.86,26.71,0.04,4.41,,182.0,Moderate
+Gurugram,2017-10-11,83.88,,4.93,24.58,18.43,,0.73,5.42,21.74,0.03,4.43,,176.0,Moderate
+Gurugram,2017-10-12,77.28,,2.29,23.5,21.51,,0.61,5.58,34.77,0.03,4.44,,169.0,Moderate
+Gurugram,2017-10-13,78.47,,3.4,24.82,,,0.88,5.91,31.99,0.04,4.42,,166.0,Moderate
+Gurugram,2017-10-14,78.69,,6.9,24.63,,,0.88,9.91,34.61,0.04,4.42,,161.0,Moderate
+Gurugram,2017-10-15,80.94,,4.23,24.47,,,0.82,11.02,36.07,0.04,4.44,,165.0,Moderate
+Gurugram,2017-10-16,94.86,,7.44,25.86,,,1.13,14.84,32.59,0.04,4.43,,191.0,Moderate
+Gurugram,2017-10-17,107.62,,7.4,28.9,,,1.88,7.52,32.26,0.04,4.39,,240.0,Poor
+Gurugram,2017-10-18,111.21,,6.63,30.12,,,1.26,10.77,26.67,0.04,4.38,,269.0,Poor
+Gurugram,2017-10-19,132.57,,6.69,30.39,23.17,,2.06,9.9,25.37,0.04,4.39,,294.0,Poor
+Gurugram,2017-10-20,306.42,,17.09,30.55,33.09,,1.99,16.21,40.66,1.07,5.96,,407.0,Severe
+Gurugram,2017-10-21,170.0,,12.36,28.47,24.04,,1.13,10.29,38.07,1.08,5.52,,368.0,Very Poor
+Gurugram,2017-10-22,108.93,,13.51,27.88,,,1.39,9.35,32.95,1.1,5.63,,307.0,Very Poor
+Gurugram,2017-10-23,113.66,,17.51,27.45,32.89,,1.4,14.15,27.37,1.1,5.62,,235.0,Poor
+Gurugram,2017-10-24,139.31,,18.48,27.38,44.54,,0.0,12.43,31.42,1.1,5.61,,314.0,Very Poor
+Gurugram,2017-10-25,157.36,,16.35,27.71,,,0.0,11.94,33.84,1.1,5.62,,315.0,Very Poor
+Gurugram,2017-10-26,188.08,,17.39,27.85,,,0.0,8.44,29.87,1.09,5.55,,350.0,Very Poor
+Gurugram,2017-10-27,155.83,,11.35,26.91,,,0.0,7.57,30.26,1.09,5.55,,335.0,Very Poor
+Gurugram,2017-10-28,160.09,,11.21,23.76,,,0.0,6.71,40.62,1.1,5.61,,328.0,Very Poor
+Gurugram,2017-10-29,163.11,,10.68,23.9,,,0.0,6.75,37.19,1.1,5.6,,335.0,Very Poor
+Gurugram,2017-10-30,149.85,,14.27,22.5,,,1.41,6.85,34.82,1.1,5.59,,326.0,Very Poor
+Gurugram,2017-10-31,186.54,,17.84,23.04,27.22,,1.52,7.57,21.56,1.1,5.6,,337.0,Very Poor
+Gurugram,2017-11-01,174.9,,9.87,23.15,20.94,,1.75,5.49,33.53,1.1,5.61,,353.0,Very Poor
+Gurugram,2017-11-02,157.43,,9.87,23.7,21.23,,1.68,6.59,45.12,1.1,5.63,,331.0,Very Poor
+Gurugram,2017-11-03,171.54,,16.04,24.04,25.86,,1.17,6.76,30.22,1.1,5.6,,335.0,Very Poor
+Gurugram,2017-11-04,171.96,,13.87,25.68,24.26,,1.78,5.96,32.78,1.09,5.59,,337.0,Very Poor
+Gurugram,2017-11-05,162.81,,20.15,24.27,29.6,,1.52,6.95,34.6,1.08,5.62,,340.0,Very Poor
+Gurugram,2017-11-06,168.65,,17.81,22.3,27.26,,1.88,7.68,24.93,1.01,5.63,,332.0,Very Poor
+Gurugram,2017-11-07,236.77,,16.28,23.36,26.17,,2.05,7.86,29.88,1.1,5.63,,360.0,Very Poor
+Gurugram,2017-11-08,447.72,,15.0,22.88,24.91,,2.7,7.93,21.77,1.1,5.62,,461.0,Severe
+Gurugram,2017-11-09,462.29,,18.87,22.78,27.95,,2.11,9.48,23.35,1.49,5.56,,590.0,Severe
+Gurugram,2017-11-10,373.47,,17.26,22.97,26.02,,1.98,10.28,19.26,0.45,1.2,,522.0,Severe
+Gurugram,2017-11-11,310.3,,17.57,23.17,27.05,,2.07,8.55,28.94,0.56,1.24,,460.0,Severe
+Gurugram,2017-11-12,364.24,,12.59,22.99,23.03,,1.79,6.64,37.87,0.66,1.35,,472.0,Severe
+Gurugram,2017-11-13,356.97,,16.17,22.82,25.75,,1.92,,24.72,0.73,1.42,,506.0,Severe
+Gurugram,2017-11-14,212.05,,9.25,22.41,20.02,,1.9,,41.87,0.53,1.21,,396.0,Very Poor
+Gurugram,2017-11-15,170.67,,9.12,21.82,19.37,,0.9,,37.75,0.5,1.18,,363.0,Very Poor
+Gurugram,2017-11-16,194.09,,9.12,22.41,19.9,,1.52,,28.26,0.46,1.14,,346.0,Very Poor
+Gurugram,2017-11-17,148.67,,13.0,20.19,19.44,,1.59,,20.93,0.57,1.25,,338.0,Very Poor
+Gurugram,2017-11-18,173.23,,6.01,26.29,19.76,,1.66,,27.6,0.69,1.37,,330.0,Very Poor
+Gurugram,2017-11-19,152.24,,4.91,24.87,18.23,,1.9,,45.13,0.54,1.21,,332.0,Very Poor
+Gurugram,2017-11-20,169.05,,6.83,22.77,18.69,,1.85,,40.78,1.28,0.99,,332.0,Very Poor
+Gurugram,2017-11-21,143.54,,7.58,22.83,19.26,,1.65,,36.67,1.36,1.04,,328.0,Very Poor
+Gurugram,2017-11-22,137.73,,6.0,24.36,18.75,,1.8,,31.75,1.45,1.13,,314.0,Very Poor
+Gurugram,2017-11-23,129.69,,5.76,24.25,18.29,,4.81,,29.15,1.23,0.91,,305.0,Very Poor
+Gurugram,2017-11-24,176.81,,7.67,24.32,19.99,,2.71,,25.78,1.16,0.84,,329.0,Very Poor
+Gurugram,2017-11-25,153.84,,8.82,23.82,20.6,,3.5,7.35,25.51,0.89,0.59,,339.0,Very Poor
+Gurugram,2017-11-26,173.98,,15.55,22.55,25.45,,2.12,10.85,24.71,1.03,0.71,,328.0,Very Poor
+Gurugram,2017-11-27,204.11,,9.91,22.46,20.76,,1.99,7.61,27.3,1.1,0.78,,365.0,Very Poor
+Gurugram,2017-11-28,205.04,,14.73,21.94,24.38,,2.74,10.97,18.35,1.04,0.75,,362.0,Very Poor
+Gurugram,2017-11-29,164.81,,16.7,21.92,25.94,,1.88,9.23,16.65,1.86,2.21,,350.0,Very Poor
+Gurugram,2017-11-30,159.09,,23.95,16.36,24.94,,2.18,7.79,23.29,1.17,1.85,,328.0,Very Poor
+Gurugram,2017-12-01,173.88,,30.25,17.64,34.08,,2.08,10.36,23.16,0.93,1.61,,336.0,Very Poor
+Gurugram,2017-12-02,180.22,,26.52,11.91,26.1,,1.87,11.12,16.78,0.98,1.67,,350.0,Very Poor
+Gurugram,2017-12-03,171.86,,17.65,13.41,19.13,,2.15,10.33,21.42,0.98,1.66,,338.0,Very Poor
+Gurugram,2017-12-04,198.58,,12.7,17.33,17.72,,2.21,8.46,18.03,0.89,1.57,,347.0,Very Poor
+Gurugram,2017-12-05,207.67,,7.53,19.69,16.1,,2.58,8.77,14.37,1.09,1.77,,372.0,Very Poor
+Gurugram,2017-12-06,115.57,,10.38,18.95,18.1,,1.74,6.07,20.02,1.0,1.68,,325.0,Very Poor
+Gurugram,2017-12-07,93.33,,9.46,18.98,12.63,,1.92,6.66,25.39,1.12,1.8,,238.0,Poor
+Gurugram,2017-12-08,103.25,,10.19,19.38,0.0,,2.28,7.68,32.23,1.09,1.78,,206.0,Poor
+Gurugram,2017-12-09,140.45,,9.49,19.6,0.0,,2.29,8.71,25.82,1.01,1.7,,305.0,Very Poor
+Gurugram,2017-12-10,193.87,,9.51,18.97,0.0,,2.09,11.07,25.97,1.18,1.86,,346.0,Very Poor
+Gurugram,2017-12-11,169.32,,10.92,19.13,0.0,,1.52,7.19,15.43,1.27,1.95,,348.0,Very Poor
+Gurugram,2017-12-12,85.9,,24.26,16.58,0.0,,1.49,4.67,19.68,1.48,2.16,,236.0,Poor
+Gurugram,2017-12-13,96.19,,13.16,17.72,0.0,,1.82,4.37,22.45,1.59,2.27,,222.0,Poor
+Gurugram,2017-12-14,70.83,,12.84,18.04,0.0,,1.6,4.31,25.8,1.58,2.26,,166.0,Moderate
+Gurugram,2017-12-15,100.22,,10.54,21.88,0.0,,1.75,3.87,28.07,1.49,2.17,,202.0,Poor
+Gurugram,2017-12-16,93.97,,10.66,22.53,0.0,,1.58,5.07,29.34,1.45,2.13,,226.0,Poor
+Gurugram,2017-12-17,68.28,,9.74,22.57,0.0,,0.92,4.27,36.66,0.95,2.2,,165.0,Moderate
+Gurugram,2017-12-18,84.54,,8.82,21.96,0.0,,1.0,5.95,51.86,1.1,2.52,,,
+Gurugram,2017-12-19,119.93,,9.78,22.59,0.0,,2.18,8.16,33.28,1.66,2.34,,222.0,Poor
+Gurugram,2017-12-20,169.07,,10.22,21.29,0.0,,2.31,5.98,14.9,1.67,2.35,,325.0,Very Poor
+Gurugram,2017-12-21,165.99,,10.64,19.52,0.0,,1.09,3.68,28.5,1.81,2.49,,343.0,Very Poor
+Gurugram,2017-12-22,118.41,,10.26,19.99,0.0,,1.04,3.98,31.67,1.73,2.41,,314.0,Very Poor
+Gurugram,2017-12-23,93.73,,10.17,20.54,0.0,,1.18,4.23,42.28,1.68,2.36,,225.0,Poor
+Gurugram,2017-12-24,173.0,,10.68,20.37,0.0,,1.33,5.26,28.04,1.56,2.24,,320.0,Very Poor
+Gurugram,2017-12-25,241.52,,9.98,20.09,0.0,,1.0,4.23,27.11,1.43,2.11,,368.0,Very Poor
+Gurugram,2017-12-26,132.76,,9.83,20.41,0.0,,1.28,6.06,31.21,1.48,2.16,,337.0,Very Poor
+Gurugram,2017-12-27,203.93,,5.65,25.1,0.0,,1.24,11.58,21.64,1.49,2.17,,354.0,Very Poor
+Gurugram,2017-12-28,237.11,,5.76,24.32,0.0,,1.37,12.14,21.84,1.47,2.15,,374.0,Very Poor
+Gurugram,2017-12-29,226.91,,8.55,20.61,0.0,,1.13,10.43,22.99,1.24,2.07,,386.0,Very Poor
+Gurugram,2017-12-30,199.61,,7.3,21.79,0.0,,0.69,7.02,24.92,1.07,2.03,,372.0,Very Poor
+Gurugram,2017-12-31,217.74,395.4,86.04,23.48,53.13,,2.25,7.07,18.47,0.91,2.2,,365.0,Very Poor
+Gurugram,2018-01-01,329.12,17.16,32.89,24.02,36.49,,2.31,8.7,19.58,0.77,2.01,,410.0,Severe
+Gurugram,2018-01-02,360.72,,45.23,20.52,32.88,,2.11,,17.54,0.0,,,495.0,Severe
+Gurugram,2018-01-03,230.85,444.17,37.01,19.46,34.05,,2.26,8.35,16.49,1.05,2.28,,444.0,Severe
+Gurugram,2018-01-04,179.21,339.33,31.09,21.19,38.64,,2.27,8.56,18.69,1.66,3.3,,354.0,Very Poor
+Gurugram,2018-01-05,240.06,380.12,24.25,19.77,31.42,,2.46,8.1,19.16,1.63,4.53,,371.0,Very Poor
+Gurugram,2018-01-06,293.84,434.45,35.19,22.95,46.19,,2.82,8.73,19.47,1.59,4.47,,422.0,Severe
+Gurugram,2018-01-07,181.67,408.64,33.04,20.24,39.5,,2.67,7.24,24.91,1.65,4.68,,410.0,Severe
+Gurugram,2018-01-08,166.13,342.33,28.99,19.77,36.81,,2.59,7.53,27.37,1.45,4.33,,328.0,Very Poor
+Gurugram,2018-01-09,238.69,436.51,26.66,19.26,34.62,,2.65,7.97,26.25,,,,371.0,Very Poor
+Gurugram,2018-01-10,159.63,254.48,17.31,25.92,27.9,,2.52,6.53,33.08,1.58,4.26,,367.0,Very Poor
+Gurugram,2018-01-11,129.14,226.75,14.64,20.41,17.04,,2.31,7.02,40.11,1.66,4.34,,311.0,Very Poor
+Gurugram,2018-01-12,145.9,297.21,27.34,17.25,20.99,,2.38,8.32,28.86,1.7,4.38,,312.0,Very Poor
+Gurugram,2018-01-13,191.49,356.04,33.15,18.55,37.48,,2.7,9.71,24.53,1.72,4.4,,356.0,Very Poor
+Gurugram,2018-01-14,159.67,315.22,27.22,20.07,32.96,,2.83,8.37,26.16,1.72,4.4,,344.0,Very Poor
+Gurugram,2018-01-15,172.6,291.64,31.35,20.9,34.18,,2.13,6.76,34.78,1.7,4.38,,335.0,Very Poor
+Gurugram,2018-01-16,84.4,200.5,15.4,23.32,25.59,,1.49,8.21,41.55,1.72,4.4,,231.0,Poor
+Gurugram,2018-01-17,204.16,342.67,31.44,24.21,42.45,,1.46,7.14,25.9,1.58,4.26,,300.0,Poor
+Gurugram,2018-01-18,214.5,312.18,38.58,21.92,54.22,,1.84,8.63,22.37,,,,382.0,Very Poor
+Gurugram,2018-01-19,229.15,666.72,31.06,25.37,46.92,,1.67,7.04,24.74,,,,377.0,Very Poor
+Gurugram,2018-01-20,100.78,,15.76,30.89,36.93,,1.45,6.84,31.66,,,,285.0,Poor
+Gurugram,2018-01-21,108.46,,29.5,23.21,44.92,,1.72,8.14,26.22,0.99,2.68,,264.0,Poor
+Gurugram,2018-01-22,166.73,,26.79,24.56,43.35,,1.48,7.99,30.88,0.87,2.55,,304.0,Very Poor
+Gurugram,2018-01-23,190.04,,48.38,20.49,52.55,,1.59,6.91,23.25,1.16,3.17,,339.0,Very Poor
+Gurugram,2018-01-24,176.41,,49.55,19.16,60.25,,1.54,6.21,14.67,1.76,4.44,,343.0,Very Poor
+Gurugram,2018-01-25,123.09,,30.11,19.98,42.1,,1.69,7.58,15.29,1.75,4.43,,275.0,Poor
+Gurugram,2018-01-26,148.06,,35.95,21.07,48.77,,1.71,7.61,14.25,1.74,4.43,,271.0,Poor
+Gurugram,2018-01-27,177.59,,28.83,22.67,43.32,,1.7,6.59,21.91,2.11,5.13,,322.0,Very Poor
+Gurugram,2018-01-28,166.12,,39.67,21.79,46.68,,1.5,7.24,15.62,,,,348.0,Very Poor
+Gurugram,2018-01-29,200.38,253.13,52.22,19.5,47.68,,1.58,11.87,19.58,,,,375.0,Very Poor
+Gurugram,2018-01-30,133.82,257.28,17.61,25.17,34.27,,1.4,5.29,22.04,,,,309.0,Very Poor
+Gurugram,2018-01-31,138.5,286.09,18.17,24.49,34.35,,1.63,7.26,26.68,,,,292.0,Poor
+Gurugram,2018-02-01,134.25,253.95,32.41,21.94,45.89,,1.66,8.99,18.05,,,,302.0,Very Poor
+Gurugram,2018-02-02,162.5,351.43,39.61,20.99,46.27,,1.52,6.69,20.04,,,,328.0,Very Poor
+Gurugram,2018-02-03,116.74,247.25,28.41,22.73,43.2,,1.48,7.93,26.56,,,,279.0,Poor
+Gurugram,2018-02-04,125.94,276.56,21.47,22.13,36.43,,1.44,8.47,33.25,,,,257.0,Poor
+Gurugram,2018-02-05,138.97,287.61,59.49,14.39,67.21,,1.51,9.21,17.54,,,,288.0,Poor
+Gurugram,2018-02-06,145.36,289.85,60.15,14.59,67.98,,1.55,12.27,15.55,,,,316.0,Very Poor
+Gurugram,2018-02-07,122.79,245.86,60.01,13.9,67.64,,1.58,10.53,19.19,,,,273.0,Poor
+Gurugram,2018-02-08,162.47,298.95,60.59,14.57,68.33,,1.52,12.6,14.92,,,,324.0,Very Poor
+Gurugram,2018-02-09,186.96,401.91,61.09,14.73,68.91,,1.89,11.09,19.09,,,,345.0,Very Poor
+Gurugram,2018-02-10,160.71,273.52,58.98,15.16,67.8,,1.98,12.14,15.98,,,,339.0,Very Poor
+Gurugram,2018-02-11,139.72,247.37,60.99,13.5,68.14,,1.81,10.05,15.6,,,,324.0,Very Poor
+Gurugram,2018-02-12,91.94,157.27,65.1,18.77,67.45,,1.51,9.75,22.96,,,,263.0,Poor
+Gurugram,2018-02-13,101.11,151.24,9.28,19.12,17.6,,1.63,7.11,37.9,,,,196.0,Moderate
+Gurugram,2018-02-14,106.08,123.5,11.5,40.25,26.86,,0.88,1.71,57.6,,,,272.0,Poor
+Gurugram,2018-02-15,3.42,28.85,7.27,60.78,14.71,,0.16,,96.25,,,,266.0,Poor
+Gurugram,2018-02-16,145.17,172.96,12.58,47.41,35.02,,1.09,,80.2,,,,319.0,Very Poor
+Gurugram,2018-02-17,149.51,180.86,12.6,48.66,36.94,,1.16,,84.97,,,,324.0,Very Poor
+Gurugram,2018-02-18,187.13,180.58,19.53,45.69,38.84,,1.19,,82.77,,,,348.0,Very Poor
+Gurugram,2018-02-19,206.73,236.1,29.5,27.81,23.78,,0.67,,35.7,,,,331.0,Very Poor
+Gurugram,2018-02-20,,,,,11.43,,0.0,,,,,,,
+Gurugram,2018-02-21,,,,,11.89,,0.0,,,,,,,
+Gurugram,2018-02-22,,,,,11.44,,0.0,1.84,,,,,,
+Gurugram,2018-02-23,,,,,11.96,,0.0,,,,,,,
+Gurugram,2018-02-24,,,,,12.01,,0.0,1.54,,,,,,
+Gurugram,2018-02-25,,,,,15.23,,0.0,,,,,,,
+Gurugram,2018-02-26,,,,,14.0,,0.0,,,,,,,
+Gurugram,2018-02-27,,,,,15.12,,0.0,,,,,,,
+Gurugram,2018-02-28,,,,,16.23,,0.0,,,,,,,
+Gurugram,2018-03-01,109.26,216.02,19.62,43.22,38.51,,1.18,,73.74,,,,287.0,Poor
+Gurugram,2018-03-02,102.12,167.04,16.01,49.83,41.11,,1.25,,88.2,,,,264.0,Poor
+Gurugram,2018-03-03,93.67,166.32,13.82,45.8,38.18,,1.18,,78.94,,,,231.0,Poor
+Gurugram,2018-03-04,75.85,160.73,17.13,41.31,37.47,,1.16,,68.28,,,,219.0,Poor
+Gurugram,2018-03-05,73.09,149.89,16.59,43.05,37.86,,1.06,,59.01,,,,156.0,Moderate
+Gurugram,2018-03-06,63.42,120.31,12.38,47.72,38.13,,1.01,,81.88,,,,149.0,Moderate
+Gurugram,2018-03-07,53.53,132.16,11.77,49.61,38.72,,1.02,1.66,82.67,,,,165.0,Moderate
+Gurugram,2018-03-08,65.2,147.01,16.7,46.74,39.61,,1.1,,85.47,,,,200.0,Moderate
+Gurugram,2018-03-09,109.0,191.52,17.25,46.58,39.96,,1.18,,83.67,,,,244.0,Poor
+Gurugram,2018-03-10,63.36,152.3,16.46,45.04,38.64,,1.15,,74.93,,,,190.0,Moderate
+Gurugram,2018-03-11,61.22,150.21,9.25,52.91,38.98,,1.12,,94.86,,,,173.0,Moderate
+Gurugram,2018-03-12,76.06,179.26,17.74,46.3,40.14,,1.15,,85.33,,,,199.0,Moderate
+Gurugram,2018-03-13,75.25,173.32,26.5,45.01,44.0,,1.15,,82.93,,,,201.0,Poor
+Gurugram,2018-03-14,62.68,191.47,13.71,49.8,40.01,,1.14,,84.76,,,,188.0,Moderate
+Gurugram,2018-03-15,68.85,212.52,16.18,41.28,36.91,,1.12,,62.35,,,,179.0,Moderate
+Gurugram,2018-03-16,81.59,199.15,18.42,44.67,39.87,,1.13,,81.13,,,,200.0,Moderate
+Gurugram,2018-03-17,78.71,153.74,11.23,50.49,38.99,,0.74,,82.7,,,,208.0,Poor
+Gurugram,2018-03-18,72.49,136.34,18.48,36.15,35.48,,0.0,1.87,47.61,,,,172.0,Moderate
+Gurugram,2018-03-19,67.09,137.64,22.37,34.26,36.5,,0.0,,45.17,,,,122.0,Moderate
+Gurugram,2018-03-20,90.64,167.07,25.31,36.81,39.18,,0.0,,51.7,,,,161.0,Moderate
+Gurugram,2018-03-21,92.37,206.58,23.4,37.25,42.08,,0.0,,50.95,,,,207.0,Poor
+Gurugram,2018-03-22,81.66,169.67,16.7,40.39,51.23,,0.83,,58.44,,,,189.0,Moderate
+Gurugram,2018-03-23,63.59,138.47,11.11,45.21,50.73,,1.09,,68.66,,,,148.0,Moderate
+Gurugram,2018-03-24,76.62,174.86,14.28,44.52,49.23,,1.14,,71.22,,,,160.0,Moderate
+Gurugram,2018-03-25,68.55,158.38,10.07,48.32,55.89,,1.27,,77.31,,,,151.0,Moderate
+Gurugram,2018-03-26,87.43,178.87,13.27,46.26,42.81,,0.75,,73.81,,,,156.0,Moderate
+Gurugram,2018-03-27,81.94,189.2,22.28,37.89,38.17,,0.75,21.43,57.27,,,,182.0,Moderate
+Gurugram,2018-03-28,88.11,189.37,27.51,38.23,41.26,,0.83,,58.31,,,,191.0,Moderate
+Gurugram,2018-03-29,85.46,177.84,37.18,22.82,38.52,,1.09,,21.45,,,,168.0,Moderate
+Gurugram,2018-03-30,84.54,198.49,37.27,21.1,37.68,,1.68,,18.33,,,,186.0,Moderate
+Gurugram,2018-03-31,94.97,237.63,36.03,19.05,35.97,,1.66,,14.95,,,,210.0,Poor
+Gurugram,2018-04-01,100.59,161.19,31.51,19.5,33.96,,2.53,,14.64,,,,208.0,Poor
+Gurugram,2018-04-02,58.41,128.53,33.14,21.92,32.93,,1.61,,16.42,,,,173.0,Moderate
+Gurugram,2018-04-03,85.98,186.86,33.06,18.88,34.23,,1.6,,15.76,,,,148.0,Moderate
+Gurugram,2018-04-04,97.55,211.96,35.92,19.24,35.87,,1.61,,15.85,,,,204.0,Poor
+Gurugram,2018-04-05,119.78,264.98,30.36,20.31,33.29,,1.6,,17.55,,,,288.0,Poor
+Gurugram,2018-04-06,73.01,179.57,30.8,20.93,34.08,,1.33,,17.84,,,,220.0,Poor
+Gurugram,2018-04-07,87.35,147.11,33.0,19.17,27.18,,1.52,,13.89,,,,143.0,Moderate
+Gurugram,2018-04-08,58.59,137.91,38.29,17.28,36.65,,2.73,,11.54,,,,148.0,Moderate
+Gurugram,2018-04-09,43.74,105.56,40.93,16.65,37.7,,2.57,,10.69,,,,145.0,Moderate
+Gurugram,2018-04-10,83.55,229.71,37.13,17.64,36.08,,2.54,,12.04,,,,153.0,Moderate
+Gurugram,2018-04-11,40.73,112.53,39.11,17.12,34.55,,2.16,,11.33,,,,159.0,Moderate
+Gurugram,2018-04-12,20.24,80.31,37.97,18.24,36.87,,2.32,,12.83,,,,141.0,Moderate
+Gurugram,2018-04-13,10.0,146.19,34.05,18.93,35.35,,2.49,,13.9,,,,145.0,Moderate
+Gurugram,2018-04-14,59.32,191.56,30.68,20.76,34.69,,2.79,,17.01,,,,153.0,Moderate
+Gurugram,2018-04-15,125.49,185.32,35.74,18.12,35.72,,2.89,,12.71,,,,261.0,Poor
+Gurugram,2018-04-16,198.61,313.55,34.18,18.46,35.1,,2.96,,13.16,,,,323.0,Very Poor
+Gurugram,2018-04-17,159.44,253.36,41.45,16.45,23.47,,0.83,,10.41,,,,359.0,Very Poor
+Gurugram,2018-04-18,,,,,17.57,,0.0,,,,,,,
+Gurugram,2018-04-19,,,,,17.35,,0.0,,,,,,,
+Gurugram,2018-04-20,,,,,17.22,,0.0,,,,,,,
+Gurugram,2018-04-21,10.9,249.14,,,17.8,,0.0,,,,,,,
+Gurugram,2018-04-22,40.76,203.33,,,17.61,,0.17,,,,,,173.0,Moderate
+Gurugram,2018-04-23,60.44,194.22,0.96,241.34,27.0,,0.41,,55.22,,,,165.0,Moderate
+Gurugram,2018-04-24,76.49,235.17,0.75,,16.76,,0.3,,38.39,,,,182.0,Moderate
+Gurugram,2018-04-25,79.18,185.39,74.38,5.2,19.61,,0.83,,33.58,,,,179.0,Moderate
+Gurugram,2018-04-26,59.79,170.98,22.24,2.45,16.01,,0.17,,15.75,,,,174.0,Moderate
+Gurugram,2018-04-27,32.02,,3.43,4.04,14.87,,0.07,23.4,23.68,,,,,
+Gurugram,2018-04-28,,,,,14.61,,0.0,,,3.17,,,,
+Gurugram,2018-04-29,,,6.8,,13.03,,0.0,,,3.71,,,,
+Gurugram,2018-04-30,83.6,258.31,12.25,8.64,15.11,,0.03,,40.2,3.36,,,,
+Gurugram,2018-05-01,57.47,137.77,13.16,12.64,20.18,,0.22,1.07,30.91,1.93,,,136.0,Moderate
+Gurugram,2018-05-02,59.63,158.02,12.59,12.5,19.35,,0.12,,29.73,1.35,,,126.0,Moderate
+Gurugram,2018-05-03,42.96,96.02,13.65,16.8,23.56,,0.1,,23.55,1.37,,,122.0,Moderate
+Gurugram,2018-05-04,38.57,83.46,13.16,16.46,21.7,,0.11,,32.58,2.82,,,94.0,Satisfactory
+Gurugram,2018-05-05,65.96,140.45,12.3,14.6,20.77,,0.16,,29.43,66.41,,,105.0,Moderate
+Gurugram,2018-05-06,110.32,233.09,13.15,17.81,24.4,,0.29,,18.77,142.0,,,251.0,Poor
+Gurugram,2018-05-07,118.2,267.02,11.4,16.28,21.25,,0.24,,17.42,62.72,,,181.0,Moderate
+Gurugram,2018-05-08,94.7,150.69,11.44,17.43,21.63,,0.16,,25.42,4.34,,,208.0,Poor
+Gurugram,2018-05-09,81.48,116.99,14.05,20.86,27.43,,0.22,,24.76,0.71,,,125.0,Moderate
+Gurugram,2018-05-10,95.96,161.19,15.81,21.97,30.1,,0.28,,28.8,1.01,,,176.0,Moderate
+Gurugram,2018-05-11,146.92,298.27,16.23,23.26,31.79,,0.4,,27.12,2.06,,,290.0,Poor
+Gurugram,2018-05-12,173.13,376.01,17.19,23.65,32.9,,0.46,,36.24,1.95,,,322.0,Very Poor
+Gurugram,2018-05-13,143.86,201.51,20.66,23.83,32.8,,0.35,,30.11,0.75,,,300.0,Poor
+Gurugram,2018-05-14,64.77,193.84,11.32,23.42,23.37,,0.28,,31.38,0.54,,,148.0,Moderate
+Gurugram,2018-05-15,80.06,239.66,11.86,24.07,24.49,,0.29,,31.58,0.83,,,,
+Gurugram,2018-05-16,139.53,396.69,15.13,24.1,30.64,,0.41,,23.65,0.6,,,126.0,Moderate
+Gurugram,2018-05-17,141.26,280.83,15.53,27.83,30.91,,0.39,,28.44,0.69,,,214.0,Poor
+Gurugram,2018-05-18,108.65,224.03,14.49,27.5,25.29,,0.24,,33.79,1.27,,,231.0,Poor
+Gurugram,2018-05-19,125.5,188.75,18.36,29.13,36.24,,0.52,,19.13,1.27,,,258.0,Poor
+Gurugram,2018-05-20,86.98,219.14,15.85,28.77,33.69,,0.5,,22.31,0.91,,,165.0,Moderate
+Gurugram,2018-05-21,92.98,203.56,11.2,25.72,27.96,,0.54,,24.93,0.65,,,167.0,Moderate
+Gurugram,2018-05-22,106.83,215.18,14.3,27.54,28.02,,0.57,,27.7,1.06,,,174.0,Moderate
+Gurugram,2018-05-23,163.89,386.66,8.88,27.3,20.65,,0.13,,47.92,2.65,,,274.0,Poor
+Gurugram,2018-05-24,132.65,,8.81,27.39,19.27,,0.08,1.89,,1.37,,,320.0,Very Poor
+Gurugram,2018-05-25,127.06,180.86,9.33,28.58,23.38,,0.25,1.71,19.88,1.31,,,308.0,Very Poor
+Gurugram,2018-05-26,110.31,183.75,15.37,37.96,44.35,,0.75,2.62,22.34,1.85,,,289.0,Poor
+Gurugram,2018-05-27,154.28,175.09,28.59,38.3,50.94,,0.66,2.37,19.37,0.82,,,253.0,Poor
+Gurugram,2018-05-28,130.49,224.05,10.41,30.64,28.45,,0.48,1.67,41.57,2.53,,,279.0,Poor
+Gurugram,2018-05-29,154.59,248.04,13.06,33.08,37.17,,0.82,1.93,36.16,1.66,,,323.0,Very Poor
+Gurugram,2018-05-30,115.04,210.3,13.93,28.38,35.11,,0.69,1.14,37.31,0.19,,,296.0,Poor
+Gurugram,2018-05-31,98.26,169.52,14.85,31.75,38.16,,0.8,1.47,27.83,0.57,,,242.0,Poor
+Gurugram,2018-06-01,110.07,228.87,14.69,27.94,33.6,,0.81,1.19,40.98,0.45,,,216.0,Poor
+Gurugram,2018-06-02,75.9,145.61,14.59,27.59,33.13,,0.75,0.87,47.83,0.08,,,236.0,Poor
+Gurugram,2018-06-03,65.38,130.7,14.69,27.61,33.23,,0.82,1.14,44.26,0.06,,,132.0,Moderate
+Gurugram,2018-06-04,82.98,159.65,15.56,26.74,33.93,,0.82,0.98,43.96,0.19,,,144.0,Moderate
+Gurugram,2018-06-05,69.94,134.44,17.08,24.67,35.36,,0.8,1.05,40.79,0.07,,,162.0,Moderate
+Gurugram,2018-06-06,75.87,148.17,18.53,26.52,38.65,,0.82,1.11,32.66,0.22,,,146.0,Moderate
+Gurugram,2018-06-07,76.26,139.54,19.39,28.71,41.03,,0.77,0.99,37.78,0.32,,,150.0,Moderate
+Gurugram,2018-06-08,89.34,,6.81,22.45,17.45,,0.1,0.87,47.58,0.17,,,165.0,Moderate
+Gurugram,2018-06-09,93.2,,7.18,23.33,19.35,,0.11,1.07,32.4,0.06,,,182.0,Moderate
+Gurugram,2018-06-10,50.85,,7.77,25.38,23.51,,0.08,1.2,25.9,0.13,,,168.0,Moderate
+Gurugram,2018-06-11,85.68,,7.7,24.04,23.0,,0.07,1.06,35.87,0.23,,,130.0,Moderate
+Gurugram,2018-06-12,252.23,,9.86,25.31,24.1,,0.08,1.26,22.91,0.23,,,283.0,Poor
+Gurugram,2018-06-13,551.86,,11.62,28.12,25.49,,0.04,1.02,21.26,0.0,,,519.0,Severe
+Gurugram,2018-06-14,479.75,,11.49,27.75,25.2,,0.05,1.39,24.58,0.02,,,670.0,Severe
+Gurugram,2018-06-15,376.76,,12.73,26.97,25.98,,0.29,1.17,25.87,0.03,,,531.0,Severe
+Gurugram,2018-06-16,230.26,,13.41,27.12,27.51,,0.13,1.01,22.69,0.02,,,414.0,Severe
+Gurugram,2018-06-17,219.43,,12.55,24.32,27.55,,0.74,0.95,32.94,0.01,,,385.0,Very Poor
+Gurugram,2018-06-18,141.54,,11.13,23.53,26.97,,1.06,1.46,38.3,0.11,,,329.0,Very Poor
+Gurugram,2018-06-19,119.39,,10.59,22.3,26.53,,0.97,7.53,47.44,0.08,,,302.0,Very Poor
+Gurugram,2018-06-20,173.6,,10.58,21.56,26.12,,1.33,10.0,43.45,0.33,,,325.0,Very Poor
+Gurugram,2018-06-21,251.28,,9.65,21.66,24.77,,1.49,9.26,65.28,0.12,,,393.0,Very Poor
+Gurugram,2018-06-22,153.17,,8.62,19.53,21.51,,1.32,11.77,58.19,0.43,,,348.0,Very Poor
+Gurugram,2018-06-23,171.14,,8.46,19.98,21.61,,1.93,9.36,57.77,0.4,,,324.0,Very Poor
+Gurugram,2018-06-24,84.28,,8.55,21.91,22.7,,0.66,5.81,40.94,0.26,,,283.0,Poor
+Gurugram,2018-06-25,121.95,,8.69,21.85,22.77,,0.83,6.9,29.65,0.11,,,241.0,Poor
+Gurugram,2018-06-26,77.99,,8.71,22.0,22.87,,0.78,7.59,20.82,0.0,,,254.0,Poor
+Gurugram,2018-06-27,44.56,,8.39,19.69,21.43,,0.79,7.14,42.95,0.0,,,99.0,Satisfactory
+Gurugram,2018-06-28,59.65,,8.58,20.66,22.07,,1.97,4.55,26.08,0.0,,,135.0,Moderate
+Gurugram,2018-06-29,40.69,,8.44,21.7,22.5,,1.12,5.64,21.58,0.0,,,106.0,Moderate
+Gurugram,2018-06-30,37.45,,8.55,21.64,22.57,,0.81,5.84,20.93,0.0,,,86.0,Satisfactory
+Gurugram,2018-07-01,37.7,,8.49,21.38,22.37,,0.9,6.38,24.7,0.0,,,76.0,Satisfactory
+Gurugram,2018-07-02,43.68,,8.58,21.42,22.46,,1.11,6.02,22.89,0.0,,,103.0,Moderate
+Gurugram,2018-07-03,47.39,,8.59,21.69,22.62,,0.88,6.09,28.91,0.13,,,102.0,Moderate
+Gurugram,2018-07-04,54.79,,8.75,21.43,22.61,,0.62,10.57,30.06,0.56,,,93.0,Satisfactory
+Gurugram,2018-07-05,60.75,,8.53,21.37,22.4,,0.63,6.24,26.33,0.43,,,95.0,Satisfactory
+Gurugram,2018-07-06,70.27,,8.42,21.7,22.48,,0.59,4.22,33.35,0.41,,,114.0,Moderate
+Gurugram,2018-07-07,66.14,,8.68,21.25,22.46,,0.65,2.54,43.61,0.46,,,133.0,Moderate
+Gurugram,2018-07-08,79.13,,8.46,21.09,22.2,,0.75,4.24,40.61,1.47,,,162.0,Moderate
+Gurugram,2018-07-09,113.08,,8.39,21.29,22.24,,0.85,4.59,36.0,0.51,,,216.0,Poor
+Gurugram,2018-07-10,58.97,,8.51,21.43,22.43,,0.85,4.42,29.89,0.24,,,174.0,Moderate
+Gurugram,2018-07-11,57.75,,8.62,21.14,22.35,,0.77,5.09,27.5,0.18,,,96.0,Satisfactory
+Gurugram,2018-07-12,70.54,,8.59,23.22,22.53,,0.46,4.87,28.76,2.06,,,115.0,Moderate
+Gurugram,2018-07-13,43.08,,8.56,25.72,22.6,,0.46,4.36,22.25,0.77,,,104.0,Moderate
+Gurugram,2018-07-14,34.01,,8.68,25.79,22.73,,0.65,7.64,30.65,1.29,,,68.0,Satisfactory
+Gurugram,2018-07-15,30.95,,8.56,25.5,22.5,,0.83,5.6,25.44,0.06,,,84.0,Satisfactory
+Gurugram,2018-07-16,54.23,,8.5,25.9,22.65,,0.68,6.91,21.33,0.93,,,83.0,Satisfactory
+Gurugram,2018-07-17,56.42,,8.81,26.12,22.89,,0.77,6.83,25.31,0.84,,,103.0,Moderate
+Gurugram,2018-07-18,61.74,,8.89,25.57,22.93,,0.7,6.6,29.14,0.8,,,116.0,Moderate
+Gurugram,2018-07-19,53.97,,8.54,25.49,22.47,,0.65,5.66,24.94,0.51,,,96.0,Satisfactory
+Gurugram,2018-07-20,63.78,,8.51,25.86,22.64,,0.76,5.68,26.85,0.44,,,92.0,Satisfactory
+Gurugram,2018-07-21,61.81,,8.66,25.94,22.8,,0.89,5.98,27.51,1.22,,,120.0,Moderate
+Gurugram,2018-07-22,35.71,,8.56,26.01,22.76,,0.56,5.45,18.23,0.14,,,80.0,Satisfactory
+Gurugram,2018-07-23,46.01,,8.74,25.64,22.7,,0.59,6.09,17.47,0.66,,,84.0,Satisfactory
+Gurugram,2018-07-24,70.47,,8.49,25.69,22.54,,1.1,6.07,40.1,0.25,,,140.0,Moderate
+Gurugram,2018-07-25,55.24,,8.44,25.97,22.63,,0.54,6.0,15.22,0.17,,,113.0,Moderate
+Gurugram,2018-07-26,47.38,,8.77,26.04,22.94,,0.58,5.14,15.08,0.18,,,87.0,Satisfactory
+Gurugram,2018-07-27,24.77,,8.76,25.44,22.45,,0.57,5.5,16.21,0.23,,,75.0,Satisfactory
+Gurugram,2018-07-28,31.09,,8.9,24.98,22.54,,0.49,5.46,20.04,0.15,,,45.0,Good
+Gurugram,2018-07-29,53.09,,8.54,24.84,22.11,,0.52,5.2,20.81,0.1,,,68.0,Satisfactory
+Gurugram,2018-07-30,63.41,,8.52,24.81,22.1,,0.59,5.36,20.75,0.07,,,109.0,Moderate
+Gurugram,2018-07-31,67.55,,8.71,25.08,22.39,,0.63,6.05,18.83,0.07,,,112.0,Moderate
+Gurugram,2018-08-01,77.4,,8.7,26.66,21.46,,0.91,5.1,18.01,0.15,,,138.0,Moderate
+Gurugram,2018-08-02,126.74,,8.69,25.24,22.46,,0.55,6.17,17.7,0.22,,,242.0,Poor
+Gurugram,2018-08-03,120.1,,9.66,26.08,23.49,,0.66,6.97,15.7,0.21,,,307.0,Very Poor
+Gurugram,2018-08-04,171.29,,8.74,25.0,22.37,,0.55,6.21,16.8,0.19,,,303.0,Very Poor
+Gurugram,2018-08-05,155.55,,8.66,24.98,22.3,,0.54,5.54,16.13,0.05,,,339.0,Very Poor
+Gurugram,2018-08-06,69.07,,8.78,24.97,22.4,,0.51,5.87,25.39,0.58,,,271.0,Poor
+Gurugram,2018-08-07,62.79,,8.61,24.78,22.15,,1.0,6.23,21.61,0.54,,,114.0,Moderate
+Gurugram,2018-08-08,47.14,,8.57,24.92,22.2,,0.74,5.77,18.05,0.32,,,93.0,Satisfactory
+Gurugram,2018-08-09,43.7,,,,,,0.49,6.03,22.17,0.25,,,75.0,Satisfactory
+Gurugram,2018-08-10,59.37,,,,,,0.57,6.54,16.42,0.48,,,86.0,Satisfactory
+Gurugram,2018-08-11,56.05,,,,,,0.51,5.99,18.74,0.02,,,96.0,Satisfactory
+Gurugram,2018-08-12,67.48,,,,,,0.49,5.57,14.74,0.0,,,118.0,Moderate
+Gurugram,2018-08-13,69.78,,,,,,0.38,5.41,18.7,0.0,,,111.0,Moderate
+Gurugram,2018-08-14,71.72,,23.95,35.14,37.51,,0.63,8.02,15.67,0.0,,,110.0,Moderate
+Gurugram,2018-08-15,76.99,,17.15,17.04,22.59,,0.38,3.43,17.99,,,,196.0,Moderate
+Gurugram,2018-08-16,49.45,,20.6,19.73,26.8,,0.54,5.8,14.45,,,,96.0,Satisfactory
+Gurugram,2018-08-17,43.04,,23.72,15.87,27.13,,0.46,6.89,22.69,3.32,,,89.0,Satisfactory
+Gurugram,2018-08-18,45.82,,14.58,14.49,19.25,,0.61,5.72,22.53,2.07,,,73.0,Satisfactory
+Gurugram,2018-08-19,53.09,,18.76,14.15,22.43,,0.56,6.39,20.61,2.24,,,86.0,Satisfactory
+Gurugram,2018-08-20,90.54,,21.7,26.81,30.16,,0.58,6.64,29.08,2.57,,,144.0,Moderate
+Gurugram,2018-08-21,54.44,,10.68,24.04,19.01,,0.54,6.08,18.51,1.36,,,139.0,Moderate
+Gurugram,2018-08-22,49.61,,11.32,22.49,18.73,,0.52,4.73,20.18,1.53,,,105.0,Moderate
+Gurugram,2018-08-23,44.46,,6.36,17.19,11.98,,0.54,4.89,15.07,0.79,,,72.0,Satisfactory
+Gurugram,2018-08-24,46.65,,8.89,18.89,14.8,,0.6,5.4,17.66,1.01,,,76.0,Satisfactory
+Gurugram,2018-08-25,47.6,,6.74,21.4,14.49,,0.43,5.45,15.02,0.54,,,84.0,Satisfactory
+Gurugram,2018-08-26,43.06,,4.22,18.1,10.72,,0.46,5.25,18.76,0.47,,,75.0,Satisfactory
+Gurugram,2018-08-27,37.73,,16.69,31.51,27.74,,0.49,7.06,24.53,2.54,,,80.0,Satisfactory
+Gurugram,2018-08-28,46.43,,15.2,25.01,23.11,,0.59,5.13,16.38,1.69,,,69.0,Satisfactory
+Gurugram,2018-08-29,31.39,,14.87,21.34,20.32,,0.59,5.82,12.21,1.48,,,77.0,Satisfactory
+Gurugram,2018-08-30,51.98,,28.45,17.24,29.33,,0.58,5.7,13.96,1.76,,,72.0,Satisfactory
+Gurugram,2018-08-31,74.94,,12.93,20.75,18.9,,0.61,6.12,16.1,0.83,,,133.0,Moderate
+Gurugram,2018-09-01,48.51,,24.7,19.63,27.92,,0.58,9.27,12.89,1.61,,,143.0,Moderate
+Gurugram,2018-09-02,48.03,,5.11,12.48,2.64,,0.15,5.59,19.13,0.0,,,,
+Gurugram,2018-09-03,36.14,,15.74,24.62,2.83,,0.06,5.64,28.59,0.34,,,,
+Gurugram,2018-09-04,48.54,,14.31,23.85,21.83,,0.29,7.03,10.58,1.79,,,,
+Gurugram,2018-09-05,58.0,,24.5,18.1,26.5,,0.66,6.62,,1.67,,,86.0,Satisfactory
+Gurugram,2018-09-06,68.13,,25.56,20.05,27.96,,0.56,7.47,4.49,0.52,,,123.0,Moderate
+Gurugram,2018-09-07,28.75,,32.82,31.05,41.02,,0.66,8.15,12.98,2.2,,,92.0,Satisfactory
+Gurugram,2018-09-08,27.69,,34.87,23.91,39.42,,0.29,5.64,8.25,4.74,,,70.0,Satisfactory
+Gurugram,2018-09-09,19.99,,18.3,15.52,22.76,,0.58,3.37,10.42,2.19,,,56.0,Satisfactory
+Gurugram,2018-09-10,29.08,,29.71,20.6,33.85,,0.46,4.67,4.05,2.03,,,50.0,Good
+Gurugram,2018-09-11,35.14,,23.27,17.62,27.83,,0.46,7.45,5.34,2.31,,,59.0,Satisfactory
+Gurugram,2018-09-12,39.06,,21.85,19.36,27.61,,0.38,8.03,7.86,2.35,,,62.0,Satisfactory
+Gurugram,2018-09-13,42.36,,21.27,19.48,27.27,,0.52,6.71,6.67,2.69,,,70.0,Satisfactory
+Gurugram,2018-09-14,44.35,,18.06,20.25,23.71,,0.41,5.57,9.5,2.16,,,77.0,Satisfactory
+Gurugram,2018-09-15,,,,,,,,,,,,,,
+Gurugram,2018-09-16,,,,,,,,,,,,,,
+Gurugram,2018-09-17,85.41,,10.75,20.89,19.13,,0.32,7.28,34.82,2.8,,,,
+Gurugram,2018-09-18,226.56,,9.1,21.96,18.6,,0.51,7.74,28.13,2.24,,,301.0,Very Poor
+Gurugram,2018-09-19,108.71,,19.52,31.51,32.09,,0.53,7.16,30.05,2.58,,,350.0,Very Poor
+Gurugram,2018-09-20,226.92,,33.08,40.48,34.7,,0.29,6.92,43.1,2.6,,,346.0,Very Poor
+Gurugram,2018-09-21,42.58,,13.59,24.47,11.74,,0.29,6.43,22.07,0.34,,,,
+Gurugram,2018-09-22,44.86,,11.43,19.75,19.46,,0.47,7.59,15.9,0.23,,,76.0,Satisfactory
+Gurugram,2018-09-23,60.29,,9.11,18.79,17.11,,0.37,6.21,22.5,0.04,,,85.0,Satisfactory
+Gurugram,2018-09-24,34.16,,17.03,18.37,23.23,,0.41,6.08,5.87,0.66,,,82.0,Satisfactory
+Gurugram,2018-09-25,54.14,,12.54,16.72,16.16,,0.72,5.84,24.72,0.56,,,58.0,Satisfactory
+Gurugram,2018-09-26,46.65,,13.67,22.99,21.29,,0.46,6.72,20.99,0.85,,,79.0,Satisfactory
+Gurugram,2018-09-27,93.9,,73.61,26.56,70.92,,0.6,8.45,22.57,3.49,,,152.0,Moderate
+Gurugram,2018-09-28,122.28,,84.91,31.23,83.88,,0.52,7.96,17.28,3.85,,,263.0,Poor
+Gurugram,2018-09-29,138.86,,67.31,27.57,65.16,,0.16,7.91,32.54,2.37,,,320.0,Very Poor
+Gurugram,2018-09-30,81.18,210.02,19.59,22.71,32.88,,0.72,3.57,36.9,0.99,,,211.0,Poor
+Gurugram,2018-10-01,73.69,217.73,24.34,27.4,40.85,,0.83,4.36,34.57,1.46,,,183.0,Moderate
+Gurugram,2018-10-02,94.13,213.48,32.48,27.21,48.97,,0.85,4.22,36.78,1.74,,,199.0,Moderate
+Gurugram,2018-10-03,79.82,183.93,35.03,17.98,35.37,,0.86,6.03,36.83,2.24,,,193.0,Moderate
+Gurugram,2018-10-04,109.59,196.31,48.64,17.15,33.63,,1.05,6.63,40.47,3.48,,,240.0,Poor
+Gurugram,2018-10-05,157.04,261.61,47.53,16.88,31.71,,1.51,10.76,54.69,4.11,,,286.0,Poor
+Gurugram,2018-10-06,117.02,236.07,45.18,16.42,30.3,,0.8,8.04,37.65,2.18,,,307.0,Very Poor
+Gurugram,2018-10-07,109.68,258.34,46.91,16.92,34.05,,0.81,14.16,46.08,2.93,,,254.0,Poor
+Gurugram,2018-10-08,139.15,309.92,33.51,34.39,48.43,,1.02,7.41,52.99,2.48,,,280.0,Poor
+Gurugram,2018-10-09,136.28,237.1,9.61,55.75,32.18,,1.0,8.6,54.83,3.0,,,316.0,Very Poor
+Gurugram,2018-10-10,96.1,186.32,13.37,57.05,46.78,,0.99,7.52,50.92,2.61,,,284.0,Poor
+Gurugram,2018-10-11,110.19,196.54,9.56,55.87,32.21,,0.8,5.18,33.5,2.77,,,245.0,Poor
+Gurugram,2018-10-12,134.13,164.1,11.78,52.45,42.69,,0.97,6.96,39.27,2.47,,,242.0,Poor
+Gurugram,2018-10-13,133.97,242.65,18.27,44.26,51.07,,1.03,8.38,43.81,2.89,,,295.0,Poor
+Gurugram,2018-10-14,134.47,224.57,12.72,47.0,49.09,,0.93,6.27,44.61,1.66,,,293.0,Poor
+Gurugram,2018-10-15,121.49,278.45,7.39,56.2,56.83,,1.34,8.42,47.56,2.64,,,256.0,Poor
+Gurugram,2018-10-16,112.43,265.07,4.85,54.17,56.72,,1.48,,46.87,,,,295.0,Poor
+Gurugram,2018-10-17,147.66,279.22,46.65,57.27,74.91,,1.44,9.88,39.77,4.16,4.52,,301.0,Very Poor
+Gurugram,2018-10-18,162.48,271.89,73.25,59.73,84.59,,1.0,9.53,32.67,4.12,4.02,,329.0,Very Poor
+Gurugram,2018-10-19,159.55,292.22,10.98,32.5,28.09,,0.96,7.43,47.01,2.75,2.63,,317.0,Very Poor
+Gurugram,2018-10-20,192.38,338.49,31.54,39.28,42.7,,1.11,10.96,41.02,5.67,3.78,,362.0,Very Poor
+Gurugram,2018-10-21,233.09,288.47,17.62,28.98,28.19,,1.24,8.66,37.66,3.61,3.63,,386.0,Very Poor
+Gurugram,2018-10-22,126.27,251.38,18.57,30.62,32.5,,1.27,8.25,34.98,2.24,1.99,,315.0,Very Poor
+Gurugram,2018-10-23,147.67,262.3,76.36,42.88,71.55,,1.02,15.08,32.8,4.7,7.21,,307.0,Very Poor
+Gurugram,2018-10-24,176.23,320.25,68.66,43.77,67.95,,1.09,9.78,40.98,4.66,4.25,,329.0,Very Poor
+Gurugram,2018-10-25,200.56,305.58,69.9,63.88,83.16,,1.1,12.77,40.18,5.17,4.1,,347.0,Very Poor
+Gurugram,2018-10-26,227.62,,130.58,104.13,159.19,,0.99,14.27,22.88,6.31,4.77,,375.0,Very Poor
+Gurugram,2018-10-27,222.63,264.11,155.9,68.92,165.51,,1.1,12.69,40.89,7.36,4.87,,390.0,Very Poor
+Gurugram,2018-10-28,244.57,342.22,59.94,40.73,76.44,,0.85,12.22,39.85,5.42,5.0,,393.0,Very Poor
+Gurugram,2018-10-29,231.84,333.34,51.47,41.14,69.51,,0.84,12.27,34.63,5.81,5.98,,380.0,Very Poor
+Gurugram,2018-10-30,271.91,354.56,83.44,57.25,103.44,,1.11,16.35,38.91,6.27,8.41,,407.0,Severe
+Gurugram,2018-10-31,246.16,306.31,79.5,54.83,99.21,,0.95,11.77,35.83,6.29,4.3,,400.0,Very Poor
+Gurugram,2018-11-01,236.55,280.89,87.83,49.81,103.8,,1.01,13.67,39.88,6.59,5.11,,402.0,Severe
+Gurugram,2018-11-02,218.31,317.43,32.13,40.28,55.94,,0.77,10.39,46.08,2.83,3.73,,382.0,Very Poor
+Gurugram,2018-11-03,178.76,295.81,22.84,18.37,36.75,,0.89,7.5,56.68,3.64,5.16,,360.0,Very Poor
+Gurugram,2018-11-04,112.17,177.09,29.12,14.74,38.22,,0.63,9.21,55.2,1.49,2.04,,288.0,Poor
+Gurugram,2018-11-05,279.25,494.66,26.46,27.22,38.42,,0.83,12.66,32.01,2.97,6.39,,359.0,Very Poor
+Gurugram,2018-11-06,161.84,286.56,25.33,24.28,36.53,,1.11,10.0,44.16,1.84,4.44,,379.0,Very Poor
+Gurugram,2018-11-07,122.69,229.87,37.39,29.92,49.35,,1.0,9.13,45.72,2.67,5.46,,279.0,Poor
+Gurugram,2018-11-08,274.14,323.94,82.89,52.77,97.71,,1.55,19.95,31.18,7.39,13.8,,366.0,Very Poor
+Gurugram,2018-11-09,254.56,341.94,90.85,47.71,102.08,,1.07,12.53,34.78,9.65,19.97,,420.0,Severe
+Gurugram,2018-11-10,234.57,378.33,75.93,56.69,95.46,,0.89,10.78,33.8,7.32,20.1,,386.0,Very Poor
+Gurugram,2018-11-11,186.09,317.01,55.3,55.8,78.16,,0.92,12.31,38.34,4.76,11.56,,375.0,Very Poor
+Gurugram,2018-11-12,163.74,343.01,80.05,70.85,106.59,,1.06,14.47,33.9,6.32,17.16,,321.0,Very Poor
+Gurugram,2018-11-13,198.94,356.89,57.37,63.71,84.26,,0.93,10.42,27.92,5.65,15.31,,339.0,Very Poor
+Gurugram,2018-11-14,115.37,195.14,30.64,39.46,48.96,,1.08,8.28,19.92,3.19,10.69,,329.0,Very Poor
+Gurugram,2018-11-15,99.24,155.21,28.51,29.47,43.01,,0.95,7.72,21.79,2.61,9.0,,227.0,Poor
+Gurugram,2018-11-16,134.26,227.26,24.03,20.84,34.49,,0.88,7.99,29.97,2.26,5.84,,294.0,Poor
+Gurugram,2018-11-17,123.66,218.88,37.35,30.37,50.81,,0.91,10.88,27.47,2.76,8.83,,260.0,Poor
+Gurugram,2018-11-18,124.15,200.83,79.49,37.57,87.59,,0.86,11.68,22.4,4.06,15.22,,295.0,Poor
+Gurugram,2018-11-19,147.1,261.71,26.71,22.95,38.99,,0.88,12.94,42.72,2.27,6.41,,289.0,Poor
+Gurugram,2018-11-20,190.98,327.57,28.25,28.02,42.48,,1.02,10.36,27.8,3.75,9.56,,338.0,Very Poor
+Gurugram,2018-11-21,194.91,355.08,34.09,31.2,47.97,,1.15,11.32,21.4,4.37,12.38,,375.0,Very Poor
+Gurugram,2018-11-22,121.51,196.83,89.87,41.9,101.0,,1.05,12.98,19.29,5.08,22.33,,306.0,Very Poor
+Gurugram,2018-11-23,159.05,262.39,55.28,30.75,73.75,,0.83,10.09,29.13,6.31,20.47,,318.0,Very Poor
+Gurugram,2018-11-24,96.86,192.94,38.68,18.94,43.31,,0.61,9.07,38.44,1.91,5.11,,284.0,Poor
+Gurugram,2018-11-25,125.26,239.99,72.64,32.79,88.16,,0.41,12.57,45.71,2.45,5.09,,272.0,Poor
+Gurugram,2018-11-26,163.8,292.38,94.55,41.26,105.13,,0.63,14.28,44.96,1.82,2.98,,314.0,Very Poor
+Gurugram,2018-11-27,149.7,229.99,123.11,39.19,128.72,,0.89,13.85,41.87,0.0,0.0,,337.0,Very Poor
+Gurugram,2018-11-28,133.58,235.22,67.08,30.8,79.18,,1.04,11.85,38.0,0.0,0.0,,277.0,Poor
+Gurugram,2018-11-29,148.85,303.5,62.96,26.66,73.56,,0.65,11.76,39.95,0.0,0.0,,295.0,Poor
+Gurugram,2018-11-30,140.45,318.04,47.34,26.11,61.8,,0.71,9.9,37.26,0.0,0.0,,275.0,Poor
+Gurugram,2018-12-01,119.25,255.28,70.22,26.8,80.82,,0.81,12.73,36.36,0.0,0.0,,267.0,Poor
+Gurugram,2018-12-02,81.43,107.25,118.9,24.59,110.24,,0.82,11.86,36.75,0.0,0.0,,191.0,Moderate
+Gurugram,2018-12-03,113.31,212.23,81.22,26.46,88.34,,0.65,13.5,42.6,0.0,0.0,,222.0,Poor
+Gurugram,2018-12-04,147.68,247.54,89.61,26.8,95.95,,1.0,20.13,40.43,0.0,0.0,,299.0,Poor
+Gurugram,2018-12-05,144.35,276.72,66.62,21.89,62.99,,0.7,11.2,18.37,0.0,0.0,,307.0,Very Poor
+Gurugram,2018-12-06,174.45,263.58,87.11,22.51,64.2,,0.62,21.96,11.67,0.0,0.0,,339.0,Very Poor
+Gurugram,2018-12-07,191.18,354.49,63.19,22.54,58.26,,0.59,12.94,13.02,0.0,0.0,,369.0,Very Poor
+Gurugram,2018-12-08,163.91,295.23,72.52,24.64,64.11,,0.8,21.53,17.24,0.0,0.0,,368.0,Very Poor
+Gurugram,2018-12-09,161.45,345.6,93.83,25.46,98.12,,0.96,13.18,18.39,0.0,0.0,,280.0,Poor
+Gurugram,2018-12-10,178.2,348.94,52.9,35.31,71.81,,0.65,9.3,23.87,0.0,0.0,,285.0,Poor
+Gurugram,2018-12-11,230.83,345.64,8.08,51.35,44.93,,0.67,12.0,33.31,0.0,0.0,,377.0,Very Poor
+Gurugram,2018-12-12,176.72,284.33,27.39,51.14,70.8,,0.67,9.08,27.44,0.0,0.0,,389.0,Very Poor
+Gurugram,2018-12-13,87.31,166.85,11.18,32.39,31.62,,0.68,9.14,23.86,0.0,0.0,,222.0,Poor
+Gurugram,2018-12-14,79.02,146.35,17.5,44.44,52.65,,0.47,5.51,26.79,0.0,0.0,,189.0,Moderate
+Gurugram,2018-12-15,83.98,198.33,31.7,59.84,78.51,,0.43,0.73,27.73,0.0,0.0,,176.0,Moderate
+Gurugram,2018-12-16,67.26,205.79,36.71,59.54,78.03,,0.48,5.5,28.54,0.0,0.0,,148.0,Moderate
+Gurugram,2018-12-17,94.16,281.59,68.47,61.41,83.2,,0.55,7.93,25.1,0.0,0.0,,172.0,Moderate
+Gurugram,2018-12-18,102.5,271.67,19.36,34.88,37.27,,0.46,8.79,30.65,0.0,0.0,,230.0,Poor
+Gurugram,2018-12-19,105.02,256.6,49.07,47.71,69.79,,0.4,14.62,30.66,0.0,0.0,,210.0,Poor
+Gurugram,2018-12-20,133.58,265.0,124.65,80.65,123.06,,0.45,11.98,31.04,0.0,0.0,,288.0,Poor
+Gurugram,2018-12-21,112.7,430.89,110.23,79.05,129.67,,0.49,11.16,32.6,0.0,0.0,,276.0,Poor
+Gurugram,2018-12-22,101.21,,179.36,125.64,209.47,,0.5,10.23,27.73,0.0,0.0,,215.0,Poor
+Gurugram,2018-12-23,128.34,,118.37,87.78,140.63,,0.48,9.3,34.89,0.0,0.0,,292.0,Poor
+Gurugram,2018-12-24,155.15,324.22,190.51,104.4,208.0,,0.65,14.0,28.84,0.0,0.0,,305.0,Very Poor
+Gurugram,2018-12-25,177.18,422.25,28.74,40.53,44.35,,0.43,8.0,28.69,0.0,0.0,,362.0,Very Poor
+Gurugram,2018-12-26,156.46,277.78,73.38,49.95,93.27,,0.35,9.28,25.04,0.0,0.0,,321.0,Very Poor
+Gurugram,2018-12-27,166.81,249.36,70.99,46.58,87.64,,0.37,16.54,26.76,0.0,0.0,,327.0,Very Poor
+Gurugram,2018-12-28,194.52,347.86,24.86,23.88,38.9,,1.16,4.91,29.99,0.0,0.01,,353.0,Very Poor
+Gurugram,2018-12-29,197.45,339.25,60.02,48.11,75.87,,3.13,9.71,26.66,0.0,0.0,,360.0,Very Poor
+Gurugram,2018-12-30,304.47,303.52,124.47,80.68,126.95,,1.71,35.77,26.9,0.0,0.0,,423.0,Severe
+Gurugram,2018-12-31,309.14,401.63,100.31,68.8,116.97,,1.83,43.29,23.11,0.0,0.0,,463.0,Severe
+Gurugram,2019-01-01,296.93,359.69,100.38,58.38,116.46,,1.2,31.63,23.92,0.0,0.0,,450.0,Severe
+Gurugram,2019-01-02,305.58,374.92,54.52,40.14,70.15,,0.82,25.86,26.45,0.0,0.0,,433.0,Severe
+Gurugram,2019-01-03,314.48,447.79,57.78,39.5,72.59,,1.48,27.05,22.61,0.0,0.0,,462.0,Severe
+Gurugram,2019-01-04,189.0,381.14,35.53,29.14,48.92,,1.42,13.58,15.31,0.0,0.0,,384.0,Very Poor
+Gurugram,2019-01-05,218.77,408.1,33.49,31.7,48.71,,1.32,22.35,20.82,0.0,0.0,,392.0,Very Poor
+Gurugram,2019-01-06,127.51,244.67,31.46,26.48,29.44,,1.1,28.49,30.05,0.0,0.0,,332.0,Very Poor
+Gurugram,2019-01-07,127.98,242.82,16.41,20.86,28.2,,0.97,17.6,20.97,0.0,0.0,,279.0,Poor
+Gurugram,2019-01-08,121.68,236.75,15.18,19.67,26.78,,0.79,22.02,30.93,0.0,0.0,,308.0,Very Poor
+Gurugram,2019-01-09,100.59,204.36,12.37,19.23,24.48,,0.76,18.62,38.85,0.0,0.0,,271.0,Poor
+Gurugram,2019-01-10,91.83,193.45,40.29,30.28,52.99,,0.87,15.92,33.12,0.0,0.0,,210.0,Poor
+Gurugram,2019-01-11,179.83,321.81,95.96,69.1,100.88,,1.06,18.72,33.27,0.0,0.0,,313.0,Very Poor
+Gurugram,2019-01-12,182.46,273.91,98.61,57.5,113.81,,1.01,20.71,37.12,0.0,0.0,,348.0,Very Poor
+Gurugram,2019-01-13,175.61,392.23,40.47,33.49,49.53,,1.12,21.44,39.99,0.0,0.0,,342.0,Very Poor
+Gurugram,2019-01-14,69.18,131.77,11.92,18.2,21.76,,1.18,15.57,43.53,0.0,0.0,,275.0,Poor
+Gurugram,2019-01-15,83.4,,23.74,24.77,31.82,,1.1,13.77,41.79,0.0,0.0,,135.0,Moderate
+Gurugram,2019-01-16,163.92,302.49,117.84,63.23,131.36,,1.48,10.28,33.66,0.0,0.0,,298.0,Poor
+Gurugram,2019-01-17,237.94,498.8,74.5,45.69,90.12,,2.24,5.18,43.84,0.0,0.0,,367.0,Very Poor
+Gurugram,2019-01-18,176.96,370.39,36.06,29.56,51.25,,1.81,9.18,31.96,0.0,0.0,,405.0,Severe
+Gurugram,2019-01-19,178.96,444.6,97.68,55.67,113.71,,2.47,12.61,36.36,0.0,0.0,,349.0,Very Poor
+Gurugram,2019-01-20,136.27,,84.84,54.29,102.62,,2.83,7.55,35.48,0.0,0.0,,328.0,Very Poor
+Gurugram,2019-01-21,101.19,138.97,22.94,27.17,37.75,,2.23,5.22,36.04,0.0,0.0,,260.0,Poor
+Gurugram,2019-01-22,51.48,70.62,31.98,24.07,24.91,,1.91,5.35,32.21,0.0,0.0,,143.0,Moderate
+Gurugram,2019-01-23,105.71,212.62,23.99,21.02,25.04,,2.84,6.7,26.46,0.0,0.0,,153.0,Moderate
+Gurugram,2019-01-24,114.82,194.17,20.8,23.48,31.22,,2.31,6.31,28.39,0.0,0.0,,294.0,Poor
+Gurugram,2019-01-25,58.17,115.89,11.3,18.38,20.29,,1.78,4.68,33.32,0.0,0.0,,161.0,Moderate
+Gurugram,2019-01-26,82.66,167.36,11.23,17.67,19.35,,1.96,4.97,42.61,0.0,0.0,,170.0,Moderate
+Gurugram,2019-01-27,97.78,181.3,9.49,17.93,19.59,,1.95,4.63,43.9,0.0,0.0,,201.0,Poor
+Gurugram,2019-01-28,97.11,151.06,21.68,34.71,31.22,,1.81,5.6,53.27,0.0,0.0,,213.0,Poor
+Gurugram,2019-01-29,80.94,161.45,22.64,32.89,40.27,,2.28,5.52,45.07,0.0,0.0,,194.0,Moderate
+Gurugram,2019-01-30,125.78,249.16,59.44,54.93,80.21,,2.68,4.37,31.88,0.0,0.0,,255.0,Poor
+Gurugram,2019-01-31,129.19,171.03,58.67,56.86,80.06,,2.47,6.28,35.82,0.0,0.0,,309.0,Very Poor
+Gurugram,2019-02-01,121.31,223.06,24.69,31.17,38.57,,2.47,2.64,41.25,0.0,0.0,,258.0,Poor
+Gurugram,2019-02-02,117.86,241.0,17.74,21.52,28.01,,2.02,4.0,29.17,0.0,0.0,,302.0,Very Poor
+Gurugram,2019-02-03,79.97,176.06,18.18,18.6,27.53,,2.63,4.0,28.49,0.0,0.0,,232.0,Poor
+Gurugram,2019-02-04,90.9,175.62,47.21,29.19,57.66,,2.86,4.27,29.86,0.0,0.0,,205.0,Poor
+Gurugram,2019-02-05,112.5,158.77,21.7,11.78,26.71,,3.5,3.28,40.67,0.0,0.0,,234.0,Poor
+Gurugram,2019-02-06,98.51,192.74,18.87,95.41,70.74,,0.46,3.27,33.39,0.0,0.0,,269.0,Poor
+Gurugram,2019-02-07,57.85,79.11,13.39,10.51,22.9,,0.17,,19.74,,,,144.0,Moderate
+Gurugram,2019-02-08,55.96,174.76,34.79,40.68,57.78,,0.23,6.66,19.62,0.0,0.0,,123.0,Moderate
+Gurugram,2019-02-09,49.02,121.29,32.67,44.31,59.96,,0.18,3.92,19.92,0.0,0.0,,125.0,Moderate
+Gurugram,2019-02-10,98.01,221.36,54.58,191.83,166.07,,0.76,6.11,25.86,0.0,0.0,,113.0,Moderate
+Gurugram,2019-02-11,132.14,264.78,57.64,114.35,105.18,,0.66,4.96,23.12,0.0,0.0,,310.0,Very Poor
+Gurugram,2019-02-12,144.74,317.26,85.69,132.8,131.79,,0.77,6.33,28.27,0.0,0.0,,302.0,Very Poor
+Gurugram,2019-02-13,158.5,326.16,85.16,130.46,122.32,,0.69,9.94,25.3,0.0,0.0,,330.0,Very Poor
+Gurugram,2019-02-14,112.92,234.32,15.09,125.36,69.57,,0.45,5.89,30.56,0.0,0.0,,306.0,Very Poor
+Gurugram,2019-02-15,78.9,184.28,24.04,70.5,35.82,,0.52,11.57,26.01,0.0,0.0,,186.0,Moderate
+Gurugram,2019-02-16,80.01,159.91,18.63,53.64,34.34,,0.41,5.95,29.68,0.0,0.0,,183.0,Moderate
+Gurugram,2019-02-17,58.47,120.51,39.78,113.18,69.31,,0.57,5.5,38.84,0.0,0.0,,130.0,Moderate
+Gurugram,2019-02-18,88.93,,68.04,203.41,152.06,,0.73,5.05,35.01,0.0,0.0,,171.0,Moderate
+Gurugram,2019-02-19,76.86,223.97,36.57,65.34,55.37,,0.65,15.84,29.59,0.0,0.0,,149.0,Moderate
+Gurugram,2019-02-20,73.53,165.85,12.36,24.17,23.55,,0.46,6.56,19.49,0.0,0.0,,213.0,Poor
+Gurugram,2019-02-21,48.94,138.82,10.3,20.75,21.12,,0.45,9.19,31.01,0.0,0.0,,111.0,Moderate
+Gurugram,2019-02-22,49.22,115.91,5.97,12.79,13.66,,0.42,12.3,34.53,0.0,0.0,,120.0,Moderate
+Gurugram,2019-02-23,36.87,88.1,7.38,13.88,14.99,,0.49,15.09,50.53,0.0,0.0,,90.0,Satisfactory
+Gurugram,2019-02-24,51.22,129.97,9.49,16.17,17.77,,0.51,11.36,46.54,0.0,0.0,,103.0,Moderate
+Gurugram,2019-02-25,78.68,168.92,22.07,24.22,32.74,,0.47,14.82,38.18,0.0,0.0,,157.0,Moderate
+Gurugram,2019-02-26,41.41,93.91,12.04,23.54,24.96,,0.41,26.83,36.35,0.0,0.0,,108.0,Moderate
+Gurugram,2019-02-27,36.88,77.26,11.01,21.61,23.8,,0.46,27.58,35.91,0.0,0.0,,86.0,Satisfactory
+Gurugram,2019-02-28,55.34,123.54,23.18,22.95,34.97,,0.42,35.53,33.43,0.0,0.0,,103.0,Moderate
+Gurugram,2019-03-01,66.43,168.92,12.3,23.22,26.61,,0.32,37.24,31.94,0.0,0.0,,137.0,Moderate
+Gurugram,2019-03-02,73.98,163.48,16.06,30.6,32.88,,0.45,38.39,17.01,0.0,0.0,,155.0,Moderate
+Gurugram,2019-03-03,31.97,54.32,11.76,21.15,17.69,,0.41,17.31,25.43,0.0,0.0,,104.0,Moderate
+Gurugram,2019-03-04,63.58,133.36,25.41,16.76,21.96,,0.38,21.72,28.39,0.0,0.0,,100.0,Satisfactory
+Gurugram,2019-03-05,39.9,103.11,10.29,13.99,13.49,,0.39,14.56,31.28,0.0,0.0,,100.0,Satisfactory
+Gurugram,2019-03-06,51.93,130.58,15.69,12.69,19.61,,0.33,12.14,29.85,0.0,0.0,,90.0,Satisfactory
+Gurugram,2019-03-07,74.89,180.75,21.31,15.05,25.76,,0.28,11.51,33.94,0.0,0.0,,149.0,Moderate
+Gurugram,2019-03-08,66.24,174.95,20.85,18.99,27.46,,0.31,8.07,30.34,0.0,0.0,,154.0,Moderate
+Gurugram,2019-03-09,65.44,155.62,16.76,8.74,15.19,,0.19,5.67,35.3,0.0,0.0,,153.0,Moderate
+Gurugram,2019-03-10,45.61,132.72,9.38,10.67,13.64,,0.2,2.97,44.13,0.0,0.0,,107.0,Moderate
+Gurugram,2019-03-11,63.7,176.12,17.9,11.68,20.27,,0.26,3.85,42.08,0.0,0.0,,136.0,Moderate
+Gurugram,2019-03-12,59.86,116.73,12.78,8.37,13.06,,0.21,5.02,31.76,0.0,0.0,,126.0,Moderate
+Gurugram,2019-03-13,75.29,233.06,11.32,11.13,15.49,,0.3,2.15,25.59,0.0,0.0,,145.0,Moderate
+Gurugram,2019-03-14,93.38,217.93,16.62,8.36,18.49,,0.37,0.83,22.05,0.0,0.0,,245.0,Poor
+Gurugram,2019-03-15,52.58,139.65,9.92,5.98,12.31,,0.21,1.31,31.69,0.0,0.0,,138.0,Moderate
+Gurugram,2019-03-16,59.13,129.58,12.34,5.81,12.27,,0.16,1.55,44.82,0.0,0.0,,116.0,Moderate
+Gurugram,2019-03-17,63.26,149.64,6.91,5.65,9.06,,0.23,1.51,40.64,0.0,0.0,,144.0,Moderate
+Gurugram,2019-03-18,74.62,172.96,7.34,4.63,8.82,,0.24,11.33,41.42,0.0,0.0,,161.0,Moderate
+Gurugram,2019-03-19,90.27,237.1,7.41,6.08,9.13,,0.29,29.28,37.4,0.0,0.0,,197.0,Moderate
+Gurugram,2019-03-20,82.34,214.76,7.21,7.13,8.72,,0.26,25.49,34.34,0.0,0.0,,189.0,Moderate
+Gurugram,2019-03-21,114.87,257.72,19.07,12.36,18.4,,0.53,28.72,38.21,0.0,0.0,,243.0,Poor
+Gurugram,2019-03-22,43.44,124.72,6.62,7.56,6.93,,0.13,14.21,33.52,0.0,0.0,,144.0,Moderate
+Gurugram,2019-03-23,52.37,86.44,13.08,8.98,9.72,,0.2,21.99,36.25,0.0,0.0,,99.0,Satisfactory
+Gurugram,2019-03-24,43.6,151.22,5.47,8.65,7.28,,0.16,15.36,31.38,0.0,0.0,,103.0,Moderate
+Gurugram,2019-03-25,49.62,143.81,5.83,8.46,7.3,,0.19,16.21,25.93,0.0,0.0,,114.0,Moderate
+Gurugram,2019-03-26,58.85,156.68,5.28,8.17,8.79,,0.22,13.16,32.12,0.0,0.0,,119.0,Moderate
+Gurugram,2019-03-27,60.18,168.05,6.11,8.58,7.62,,0.21,15.87,33.04,0.0,0.0,,127.0,Moderate
+Gurugram,2019-03-28,86.86,195.91,6.05,8.7,7.63,,0.3,17.8,28.29,0.0,0.0,,193.0,Moderate
+Gurugram,2019-03-29,98.42,257.46,7.9,8.79,10.49,,0.59,18.22,29.86,0.0,0.0,,230.0,Poor
+Gurugram,2019-03-30,104.25,128.15,12.71,9.91,8.47,,0.24,20.08,28.7,0.0,0.0,,254.0,Poor
+Gurugram,2019-03-31,62.86,148.69,8.72,9.79,12.09,,0.2,12.89,31.86,0.0,0.0,,193.0,Moderate
+Gurugram,2019-04-01,45.22,150.52,7.49,7.96,8.69,,0.16,14.3,36.66,0.0,0.0,,114.0,Moderate
+Gurugram,2019-04-02,76.87,181.59,7.6,8.46,9.03,,0.21,13.35,36.84,0.0,0.0,,161.0,Moderate
+Gurugram,2019-04-03,78.55,150.53,14.26,9.11,8.35,,0.38,11.42,27.0,0.0,0.0,,183.0,Moderate
+Gurugram,2019-04-04,100.22,262.82,7.89,8.57,7.03,,0.7,7.39,33.02,0.0,0.0,,187.0,Moderate
+Gurugram,2019-04-05,120.41,260.63,11.6,8.96,13.47,,0.68,4.02,37.04,0.0,0.0,,260.0,Poor
+Gurugram,2019-04-06,106.43,315.63,48.74,7.84,53.25,,0.36,1.99,47.1,0.0,0.0,,282.0,Poor
+Gurugram,2019-04-07,164.12,392.61,45.7,8.83,47.33,,0.33,9.62,34.7,0.0,0.0,,312.0,Very Poor
+Gurugram,2019-04-08,121.22,315.02,15.69,7.68,18.45,,0.35,7.52,33.4,0.0,0.0,,320.0,Very Poor
+Gurugram,2019-04-09,92.34,212.31,46.99,8.57,48.55,,0.35,7.55,37.7,0.0,0.0,,243.0,Poor
+Gurugram,2019-04-10,99.71,248.24,67.53,9.29,69.82,,0.31,7.72,33.75,0.0,0.0,,247.0,Poor
+Gurugram,2019-04-11,82.16,194.48,78.05,8.56,79.67,,0.26,5.1,27.93,0.02,0.0,,194.0,Moderate
+Gurugram,2019-04-12,79.95,245.17,32.12,8.38,32.35,,0.34,2.7,34.02,0.0,0.0,,220.0,Poor
+Gurugram,2019-04-13,59.13,184.49,10.22,9.29,7.74,,0.66,2.82,28.19,0.0,0.0,,180.0,Moderate
+Gurugram,2019-04-14,57.02,215.35,11.42,13.92,18.25,,0.51,2.64,28.71,0.0,0.0,,140.0,Moderate
+Gurugram,2019-04-15,65.08,200.13,11.19,13.85,17.94,,0.58,3.38,26.62,0.0,0.0,,166.0,Moderate
+Gurugram,2019-04-16,98.06,201.19,23.92,28.75,23.74,,0.51,3.39,28.01,0.0,0.0,,257.0,Poor
+Gurugram,2019-04-17,25.61,16.77,23.53,14.87,13.08,,0.39,2.93,21.26,0.0,0.0,,76.0,Satisfactory
+Gurugram,2019-04-18,31.04,69.43,11.09,13.84,17.12,,0.56,2.45,33.67,0.0,0.0,,58.0,Satisfactory
+Gurugram,2019-04-19,72.14,186.18,13.02,16.72,23.24,,0.65,2.13,32.57,0.0,0.0,,120.0,Moderate
+Gurugram,2019-04-20,66.43,177.73,12.92,16.33,22.13,,0.6,2.71,38.01,0.0,0.0,,136.0,Moderate
+Gurugram,2019-04-21,78.12,201.89,13.24,17.96,26.8,,0.74,2.08,43.16,0.0,0.0,,173.0,Moderate
+Gurugram,2019-04-22,94.78,269.76,26.02,26.72,40.01,,1.2,0.61,40.31,0.0,0.0,,201.0,Poor
+Gurugram,2019-04-23,98.54,308.24,17.9,22.09,30.4,,0.71,3.36,33.78,0.0,0.0,,234.0,Poor
+Gurugram,2019-04-24,104.05,334.26,16.36,18.63,31.2,,0.81,2.4,54.63,0.0,0.0,,253.0,Poor
+Gurugram,2019-04-25,103.59,378.49,15.75,17.83,29.34,,0.84,4.65,53.23,0.0,0.0,,313.0,Very Poor
+Gurugram,2019-04-26,93.68,286.92,14.36,17.98,25.85,,0.68,3.35,41.76,0.0,0.0,,275.0,Poor
+Gurugram,2019-04-27,95.22,392.91,14.29,18.44,26.53,,0.55,3.4,38.66,0.0,0.0,,296.0,Poor
+Gurugram,2019-04-28,106.0,,15.91,16.42,25.31,,0.51,4.35,43.09,0.0,0.0,,259.0,Poor
+Gurugram,2019-04-29,111.49,281.57,14.23,16.91,24.14,,0.66,5.08,36.38,0.0,0.0,,261.0,Poor
+Gurugram,2019-04-30,120.11,293.7,16.77,18.57,28.34,,0.65,5.94,40.79,0.51,3.04,,288.0,Poor
+Gurugram,2019-05-01,139.89,395.05,16.74,19.29,28.96,,0.71,4.01,59.08,0.0,0.27,,309.0,Very Poor
+Gurugram,2019-05-02,115.75,330.49,17.67,18.37,29.04,,0.61,3.3,47.63,1.61,2.73,,318.0,Very Poor
+Gurugram,2019-05-03,62.53,148.15,17.73,17.47,28.1,,0.55,3.76,53.69,0.0,0.0,,209.0,Poor
+Gurugram,2019-05-04,83.48,194.57,27.13,30.37,56.6,,0.84,3.9,45.01,0.0,0.0,,147.0,Moderate
+Gurugram,2019-05-05,98.84,244.22,20.41,22.18,37.59,,0.68,14.87,47.74,0.0,0.0,,235.0,Poor
+Gurugram,2019-05-06,111.45,254.27,18.26,20.54,31.8,,0.61,8.12,43.13,0.0,0.0,,230.0,Poor
+Gurugram,2019-05-07,142.31,334.06,20.31,22.13,36.41,,0.64,7.84,31.28,0.0,0.0,,297.0,Poor
+Gurugram,2019-05-08,134.8,404.82,24.51,26.14,46.96,,0.99,1.84,29.99,0.0,0.0,,323.0,Very Poor
+Gurugram,2019-05-09,147.45,513.33,15.98,17.58,26.7,,0.63,55.43,33.11,0.0,0.0,,395.0,Very Poor
+Gurugram,2019-05-10,107.65,294.82,12.69,14.47,20.21,,0.5,15.85,40.67,0.0,0.0,,354.0,Very Poor
+Gurugram,2019-05-11,107.3,299.61,18.44,17.82,29.2,,0.57,27.8,50.92,0.0,0.0,,249.0,Poor
+Gurugram,2019-05-12,228.22,425.76,19.03,18.58,31.75,,0.71,23.35,51.64,0.0,0.0,,367.0,Very Poor
+Gurugram,2019-05-13,140.51,233.83,33.96,21.42,38.55,,0.75,26.7,60.75,0.0,0.0,,344.0,Very Poor
+Gurugram,2019-05-14,59.71,101.37,14.83,15.8,23.69,,0.56,9.93,54.44,0.0,0.0,,164.0,Moderate
+Gurugram,2019-05-15,79.01,160.23,16.31,17.11,25.86,,0.61,15.92,41.87,0.0,0.0,,173.0,Moderate
+Gurugram,2019-05-16,90.77,220.13,18.77,17.73,29.59,,0.58,8.43,43.82,0.0,0.0,,163.0,Moderate
+Gurugram,2019-05-17,94.42,234.31,26.94,21.48,41.11,,0.53,11.12,36.83,0.0,0.0,,227.0,Poor
+Gurugram,2019-05-18,45.53,87.81,22.98,19.77,35.83,,0.55,4.17,38.05,0.0,0.0,,119.0,Moderate
+Gurugram,2019-05-19,71.07,133.88,19.7,18.3,31.12,,0.6,6.44,49.78,0.0,0.0,,120.0,Moderate
+Gurugram,2019-05-20,103.4,185.48,19.84,19.3,32.06,,0.64,6.33,43.56,0.0,0.0,,209.0,Poor
+Gurugram,2019-05-21,85.19,169.96,19.27,18.82,31.07,,0.61,6.77,44.3,0.0,0.0,,192.0,Moderate
+Gurugram,2019-05-22,79.2,172.15,19.15,18.85,31.09,,0.64,6.53,31.52,0.0,0.0,,167.0,Moderate
+Gurugram,2019-05-23,89.14,172.04,20.16,19.79,33.09,,0.65,5.92,43.19,0.0,0.0,,195.0,Moderate
+Gurugram,2019-05-24,49.57,103.97,20.81,19.46,33.02,,0.59,5.47,38.42,0.0,0.0,,132.0,Moderate
+Gurugram,2019-05-25,48.27,95.77,22.65,19.3,34.98,,0.52,3.02,49.63,0.0,0.0,,89.0,Satisfactory
+Gurugram,2019-05-26,61.49,122.82,21.01,18.81,32.75,,0.55,14.94,51.54,0.0,0.0,,96.0,Satisfactory
+Gurugram,2019-05-27,70.89,140.86,24.54,22.86,42.65,,0.6,9.71,43.77,0.0,0.0,,120.0,Moderate
+Gurugram,2019-05-28,72.5,143.32,23.65,31.98,49.11,,0.6,15.42,52.3,0.0,0.0,,163.0,Moderate
+Gurugram,2019-05-29,80.45,162.23,32.32,44.55,58.69,,0.58,15.22,63.14,0.0,0.0,,157.0,Moderate
+Gurugram,2019-05-30,123.0,238.38,58.67,44.09,73.17,,0.51,12.97,54.46,0.0,0.0,,240.0,Poor
+Gurugram,2019-05-31,124.14,,34.62,44.72,58.0,,0.3,11.34,61.49,0.0,0.0,,300.0,Poor
+Gurugram,2019-06-01,119.06,,35.69,43.43,46.56,,0.29,12.23,90.99,0.0,0.0,,304.0,Very Poor
+Gurugram,2019-06-02,92.63,,12.48,41.29,15.48,,0.39,8.51,121.6,0.0,0.0,,250.0,Poor
+Gurugram,2019-06-03,102.4,,7.64,32.04,10.02,,0.4,8.31,127.57,0.0,0.0,,223.0,Poor
+Gurugram,2019-06-04,82.26,,5.96,40.61,14.23,,0.3,5.53,123.48,0.0,0.0,,234.0,Poor
+Gurugram,2019-06-05,97.05,,15.66,36.79,28.04,,0.37,8.6,98.07,0.0,0.0,,208.0,Poor
+Gurugram,2019-06-06,111.57,,21.04,31.9,28.76,,0.34,11.42,91.53,0.0,0.0,,244.0,Poor
+Gurugram,2019-06-07,74.03,,5.41,32.51,14.6,,0.32,2.86,112.5,0.0,0.0,,253.0,Poor
+Gurugram,2019-06-08,77.37,,10.63,33.05,16.22,,0.36,6.26,98.28,0.0,0.0,,214.0,Poor
+Gurugram,2019-06-09,116.43,,49.0,35.37,53.54,,0.28,9.1,75.74,0.0,0.0,,233.0,Poor
+Gurugram,2019-06-10,119.32,,27.69,48.79,43.44,,0.36,11.73,73.24,0.0,0.0,,289.0,Poor
+Gurugram,2019-06-11,224.58,,38.71,50.08,54.3,,0.29,9.99,38.56,0.0,0.0,,348.0,Very Poor
+Gurugram,2019-06-12,104.68,,6.29,47.97,21.02,,0.35,10.07,104.93,0.0,0.0,,327.0,Very Poor
+Gurugram,2019-06-13,70.6,205.0,32.9,41.29,60.76,,0.5,5.74,59.11,0.0,0.0,,186.0,Moderate
+Gurugram,2019-06-14,65.3,180.99,14.02,31.68,63.13,,0.58,4.8,57.99,0.0,0.0,,150.0,Moderate
+Gurugram,2019-06-15,83.99,265.03,7.74,8.52,1.08,,0.11,7.62,51.57,0.0,0.0,,185.0,Moderate
+Gurugram,2019-06-16,58.55,199.07,7.78,9.43,2.89,,0.84,12.93,59.95,0.0,0.0,,206.0,Poor
+Gurugram,2019-06-17,44.04,,7.97,9.47,2.37,,0.8,9.46,59.92,0.0,0.0,,104.0,Moderate
+Gurugram,2019-06-18,42.37,,7.9,9.46,2.5,,0.53,13.73,106.55,0.0,0.0,,141.0,Moderate
+Gurugram,2019-06-19,72.25,,6.97,10.23,2.47,,0.68,5.45,110.44,0.0,0.0,,,
+Gurugram,2019-06-20,45.75,,10.66,9.77,4.23,,0.28,13.69,86.95,0.0,0.0,,177.0,Moderate
+Gurugram,2019-06-21,79.0,,13.18,8.05,4.88,,0.24,8.1,71.53,0.0,0.0,,152.0,Moderate
+Gurugram,2019-06-22,66.3,,13.63,6.59,5.11,,0.26,8.85,99.79,0.0,0.0,,190.0,Moderate
+Gurugram,2019-06-23,54.89,107.63,13.52,64.06,5.07,,0.47,6.89,73.16,0.0,0.0,,137.0,Moderate
+Gurugram,2019-06-24,30.48,75.2,13.78,80.01,5.14,,0.55,4.67,42.18,0.0,0.0,,90.0,Satisfactory
+Gurugram,2019-06-25,47.46,109.61,13.46,70.85,4.96,,0.52,,58.79,0.0,0.0,,108.0,Moderate
+Gurugram,2019-06-26,66.91,130.33,24.33,50.2,23.13,,0.57,4.33,45.38,0.0,0.0,,123.0,Moderate
+Gurugram,2019-06-27,81.9,223.52,18.54,29.93,30.63,,0.49,5.65,52.55,1.3,3.87,,150.0,Moderate
+Gurugram,2019-06-28,72.48,230.82,16.13,27.17,27.98,,0.44,8.7,47.31,2.0,6.01,,182.0,Moderate
+Gurugram,2019-06-29,78.64,264.71,17.4,27.81,28.68,,0.44,9.47,41.72,2.0,6.0,,191.0,Moderate
+Gurugram,2019-06-30,85.29,294.66,16.42,26.61,28.16,,0.5,8.28,46.52,2.0,6.01,,222.0,Poor
+Gurugram,2019-07-01,66.52,215.41,16.14,26.75,28.1,,0.48,7.76,49.54,1.99,6.0,,173.0,Moderate
+Gurugram,2019-07-02,93.12,277.55,17.81,21.77,24.91,,0.56,10.52,79.6,2.0,6.02,,196.0,Moderate
+Gurugram,2019-07-03,48.85,111.72,14.3,10.34,5.16,,0.56,7.16,36.88,1.99,6.01,,166.0,Moderate
+Gurugram,2019-07-04,37.9,76.43,15.6,13.04,14.8,,0.6,10.17,22.0,2.0,6.02,,74.0,Satisfactory
+Gurugram,2019-07-05,41.09,60.31,9.01,7.74,9.4,,0.58,10.15,18.77,2.0,5.96,,68.0,Satisfactory
+Gurugram,2019-07-06,39.12,61.39,10.69,9.63,12.92,,0.57,7.66,30.58,2.0,6.0,,66.0,Satisfactory
+Gurugram,2019-07-07,45.29,79.65,16.1,13.39,22.68,,0.55,6.84,33.54,2.0,5.98,,72.0,Satisfactory
+Gurugram,2019-07-08,57.24,126.94,11.84,13.41,20.57,,0.6,7.45,29.77,2.0,5.99,,92.0,Satisfactory
+Gurugram,2019-07-09,60.89,223.74,9.62,10.43,12.95,,0.54,6.57,19.4,2.0,6.02,,101.0,Moderate
+Gurugram,2019-07-10,81.39,277.24,9.54,9.62,11.8,,0.53,7.01,23.4,1.99,6.0,,129.0,Moderate
+Gurugram,2019-07-11,101.83,327.81,9.25,9.77,11.87,,0.49,7.17,27.49,2.0,6.01,,258.0,Poor
+Gurugram,2019-07-12,92.47,196.26,9.42,9.28,11.27,,0.51,8.86,23.85,2.0,5.98,,238.0,Poor
+Gurugram,2019-07-13,85.36,201.93,10.97,10.24,13.69,,0.45,10.61,27.07,2.0,5.99,,197.0,Moderate
+Gurugram,2019-07-14,99.31,268.94,11.63,9.71,11.99,,0.37,9.41,32.3,2.0,5.98,,199.0,Moderate
+Gurugram,2019-07-15,63.38,170.31,17.0,14.76,24.76,,0.33,6.47,36.03,1.99,6.0,,192.0,Moderate
+Gurugram,2019-07-16,47.43,88.05,9.07,9.66,11.23,,0.48,7.5,54.19,2.0,6.02,,135.0,Moderate
+Gurugram,2019-07-17,31.41,67.29,9.24,10.37,12.03,,0.45,10.72,26.52,1.98,6.0,,73.0,Satisfactory
+Gurugram,2019-07-18,30.89,52.47,8.93,10.91,13.59,,0.45,12.24,22.27,2.0,5.99,,67.0,Satisfactory
+Gurugram,2019-07-19,68.38,122.84,19.95,15.46,27.92,,0.44,12.69,26.61,2.0,6.0,,80.0,Satisfactory
+Gurugram,2019-07-20,45.04,71.07,26.12,19.17,36.78,,0.32,14.32,26.71,2.01,6.0,,130.0,Moderate
+Gurugram,2019-07-21,44.74,85.8,20.24,17.04,18.74,,0.48,14.79,33.8,1.99,6.0,,88.0,Satisfactory
+Gurugram,2019-07-22,47.85,71.8,20.76,11.46,16.46,,0.53,14.1,47.05,2.0,6.01,,108.0,Moderate
+Gurugram,2019-07-23,42.36,117.66,9.32,8.72,9.98,,0.53,12.6,62.77,1.99,6.01,,109.0,Moderate
+Gurugram,2019-07-24,54.71,105.22,9.0,8.8,9.55,,0.5,9.46,62.49,2.0,5.99,,133.0,Moderate
+Gurugram,2019-07-25,26.59,36.03,16.38,21.33,17.29,,0.45,8.48,24.59,2.01,6.0,,64.0,Satisfactory
+Gurugram,2019-07-26,37.1,27.88,13.17,11.59,11.35,,0.48,6.39,10.08,2.0,5.98,,61.0,Satisfactory
+Gurugram,2019-07-27,26.58,34.06,11.55,8.68,9.91,,0.49,5.29,20.75,1.99,6.01,,72.0,Satisfactory
+Gurugram,2019-07-28,16.85,37.3,9.88,7.95,9.22,,0.52,13.54,32.22,2.0,6.01,,45.0,Good
+Gurugram,2019-07-29,22.51,50.72,12.35,6.82,10.23,,0.52,13.99,27.14,2.0,6.0,,43.0,Good
+Gurugram,2019-07-30,24.52,68.42,9.18,7.25,9.6,,0.56,16.39,28.63,2.0,6.0,,50.0,Good
+Gurugram,2019-07-31,28.42,65.02,9.14,7.51,7.6,,0.5,16.08,34.68,2.0,6.0,,58.0,Satisfactory
+Gurugram,2019-08-01,33.71,68.35,10.25,8.5,8.75,,0.51,14.92,34.48,2.0,5.99,,61.0,Satisfactory
+Gurugram,2019-08-02,32.03,82.08,9.61,7.11,8.03,,0.57,19.18,27.73,2.0,5.99,,64.0,Satisfactory
+Gurugram,2019-08-03,33.8,69.44,13.39,9.7,13.12,,0.54,22.78,23.44,2.0,5.99,,72.0,Satisfactory
+Gurugram,2019-08-04,50.36,69.56,18.18,15.44,16.13,,0.51,21.66,25.24,2.01,5.99,,72.0,Satisfactory
+Gurugram,2019-08-05,46.78,46.66,13.7,9.98,13.15,,0.49,20.21,26.75,2.01,6.0,,69.0,Satisfactory
+Gurugram,2019-08-06,25.31,49.91,6.22,7.81,11.36,,0.51,10.97,16.37,2.01,6.01,,71.0,Satisfactory
+Gurugram,2019-08-07,22.4,60.25,4.57,9.79,12.39,,0.53,10.48,22.32,1.99,5.98,,46.0,Good
+Gurugram,2019-08-08,20.7,70.47,5.18,9.7,11.17,,0.48,13.48,22.44,1.99,6.01,,51.0,Satisfactory
+Gurugram,2019-08-09,26.31,56.92,6.61,16.8,13.99,,0.4,5.93,31.92,2.0,6.03,,54.0,Satisfactory
+Gurugram,2019-08-10,21.99,51.94,7.99,18.23,18.69,,0.34,5.25,30.76,2.0,6.01,,52.0,Satisfactory
+Gurugram,2019-08-11,16.25,34.19,5.43,6.99,12.08,,0.42,10.23,29.17,1.99,5.98,,38.0,Good
+Gurugram,2019-08-12,30.32,64.5,5.21,7.5,12.41,,0.45,7.09,27.38,2.0,5.99,,48.0,Good
+Gurugram,2019-08-13,21.54,60.09,5.78,7.46,12.79,,0.43,7.85,26.48,2.0,6.01,,60.0,Satisfactory
+Gurugram,2019-08-14,24.24,51.71,5.54,7.31,12.59,,0.47,8.4,33.82,1.98,5.98,,55.0,Satisfactory
+Gurugram,2019-08-15,22.15,56.79,6.01,7.53,12.9,,0.48,7.31,29.88,2.01,6.01,,53.0,Satisfactory
+Gurugram,2019-08-16,14.18,38.87,5.56,6.9,12.18,,0.43,,28.9,1.99,6.01,,41.0,Good
+Gurugram,2019-08-17,39.18,39.61,9.81,10.97,15.93,,0.39,72.13,22.75,2.0,6.01,,55.0,Satisfactory
+Gurugram,2019-08-18,20.51,,7.76,4.42,11.63,,0.4,68.08,25.48,1.99,6.0,,49.0,Good
+Gurugram,2019-08-19,38.02,117.61,8.27,6.77,14.31,,0.43,70.4,27.8,1.99,6.0,,51.0,Satisfactory
+Gurugram,2019-08-20,46.61,100.63,5.54,11.76,17.13,,0.64,77.57,29.39,2.01,6.01,,85.0,Satisfactory
+Gurugram,2019-08-21,52.07,153.43,5.09,11.54,16.38,,0.6,89.91,31.7,2.0,5.97,,117.0,Moderate
+Gurugram,2019-08-22,46.94,117.96,6.31,8.98,14.7,,0.43,44.16,23.62,2.01,6.0,,107.0,Moderate
+Gurugram,2019-08-23,62.81,,7.61,5.03,11.86,,0.27,6.06,15.35,2.01,6.01,,96.0,Satisfactory
+Gurugram,2019-08-24,63.79,,7.45,4.81,11.57,,0.3,56.13,36.34,2.0,6.0,,115.0,Moderate
+Gurugram,2019-08-25,36.17,,7.28,4.98,11.53,,0.31,44.37,28.31,2.0,6.02,,87.0,Satisfactory
+Gurugram,2019-08-26,26.29,,10.02,5.51,17.92,,0.32,26.68,27.54,2.0,6.0,,53.0,Satisfactory
+Gurugram,2019-08-27,29.99,76.8,6.18,6.37,12.08,,0.36,14.22,33.53,2.0,5.99,,55.0,Satisfactory
+Gurugram,2019-08-28,35.45,83.05,5.7,7.67,12.98,,0.43,17.95,33.95,1.99,6.02,,69.0,Satisfactory
+Gurugram,2019-08-29,37.09,81.47,5.35,7.47,12.51,,0.43,18.97,32.09,2.0,5.97,,73.0,Satisfactory
+Gurugram,2019-08-30,37.16,52.55,5.43,7.46,12.59,,0.43,22.58,27.47,2.0,5.98,,59.0,Satisfactory
+Gurugram,2019-08-31,48.42,91.49,5.36,7.85,12.85,,0.47,17.93,36.29,2.0,5.98,,74.0,Satisfactory
+Gurugram,2019-09-01,28.57,12.48,5.87,7.66,13.04,,0.49,14.93,29.59,1.99,6.0,,72.0,Satisfactory
+Gurugram,2019-09-02,42.78,10.0,5.26,7.8,12.67,,0.54,15.27,35.53,2.0,6.01,,66.0,Satisfactory
+Gurugram,2019-09-03,76.15,24.94,5.96,9.61,15.19,,0.62,15.04,37.42,2.0,6.02,,122.0,Moderate
+Gurugram,2019-09-04,76.65,142.29,5.49,8.51,13.61,,0.55,16.12,34.66,2.0,5.99,,156.0,Moderate
+Gurugram,2019-09-05,30.99,77.31,5.37,7.61,12.58,,0.48,15.59,27.08,2.01,6.02,,104.0,Moderate
+Gurugram,2019-09-06,32.93,82.21,5.61,7.92,12.98,,0.48,16.36,25.25,2.0,6.02,,67.0,Satisfactory
+Gurugram,2019-09-07,29.49,68.99,5.39,7.7,12.69,,0.47,13.01,22.34,1.99,6.01,,60.0,Satisfactory
+Gurugram,2019-09-08,30.78,71.93,5.35,7.54,12.5,,0.47,15.01,36.4,2.0,6.0,,96.0,Satisfactory
+Gurugram,2019-09-09,51.34,102.22,5.73,8.03,13.35,,0.52,13.94,29.69,2.0,5.98,,76.0,Satisfactory
+Gurugram,2019-09-10,75.84,151.93,5.71,8.48,13.77,,0.61,13.93,47.73,1.99,5.97,,118.0,Moderate
+Gurugram,2019-09-11,80.6,166.53,5.01,8.79,13.46,,0.61,13.79,39.01,2.0,5.99,,167.0,Moderate
+Gurugram,2019-09-12,65.41,118.66,6.35,14.65,19.08,,1.07,14.48,32.4,1.99,5.96,,165.0,Moderate
+Gurugram,2019-09-13,34.04,78.87,13.52,14.43,24.37,,1.53,13.63,24.44,2.0,6.01,,89.0,Satisfactory
+Gurugram,2019-09-14,26.72,67.98,7.36,7.13,9.55,,1.54,14.11,29.66,2.01,5.99,,83.0,Satisfactory
+Gurugram,2019-09-15,30.04,60.84,6.87,6.7,8.94,,1.58,13.09,29.3,1.99,6.0,,85.0,Satisfactory
+Gurugram,2019-09-16,47.23,99.88,11.58,10.58,21.17,,1.73,12.37,32.0,2.0,6.0,,91.0,Satisfactory
+Gurugram,2019-09-17,58.53,124.72,6.18,7.66,13.37,,1.77,10.49,38.11,2.01,6.04,,112.0,Moderate
+Gurugram,2019-09-18,37.12,84.63,7.1,6.5,12.5,,1.72,9.84,34.61,2.01,5.99,,95.0,Satisfactory
+Gurugram,2019-09-19,22.7,54.11,7.34,5.55,11.59,,1.68,10.55,24.05,1.99,5.98,,82.0,Satisfactory
+Gurugram,2019-09-20,33.35,76.93,8.85,6.76,11.77,,1.73,9.97,16.88,2.0,6.0,,82.0,Satisfactory
+Gurugram,2019-09-21,33.01,92.36,15.28,10.52,16.67,,1.69,10.22,19.62,2.0,5.99,,85.0,Satisfactory
+Gurugram,2019-09-22,14.92,29.6,8.39,6.06,6.59,,1.15,9.89,15.38,2.0,6.0,,62.0,Satisfactory
+Gurugram,2019-09-23,25.25,65.37,6.38,7.34,8.39,,1.74,10.1,22.41,2.0,5.99,,72.0,Satisfactory
+Gurugram,2019-09-24,32.94,71.62,7.01,7.82,10.66,,1.73,9.72,18.54,2.0,6.02,,82.0,Satisfactory
+Gurugram,2019-09-25,32.22,82.06,7.18,9.46,13.59,,1.67,10.38,21.18,2.0,6.01,,83.0,Satisfactory
+Gurugram,2019-09-26,29.44,94.74,10.3,9.29,17.55,,1.09,9.33,14.4,1.99,6.0,,75.0,Satisfactory
+Gurugram,2019-09-27,14.65,45.27,15.14,11.12,23.78,,0.72,9.57,13.83,2.0,6.01,,54.0,Satisfactory
+Gurugram,2019-09-28,16.17,51.58,18.57,13.12,30.08,,0.81,10.48,13.44,2.0,6.0,,59.0,Satisfactory
+Gurugram,2019-09-29,14.56,42.51,22.17,14.35,35.64,,0.68,16.94,20.21,2.0,6.0,,49.0,Good
+Gurugram,2019-09-30,23.99,61.95,17.09,13.56,27.87,,0.53,10.09,17.29,2.0,6.01,,48.0,Good
+Gurugram,2019-10-01,33.82,75.21,19.53,14.64,31.69,,0.65,9.95,19.0,2.01,6.01,,76.0,Satisfactory
+Gurugram,2019-10-02,38.05,84.2,34.84,21.9,49.96,,0.98,10.12,35.98,1.99,6.0,,89.0,Satisfactory
+Gurugram,2019-10-03,51.55,52.26,34.57,21.43,43.22,,0.99,9.61,33.35,2.0,6.0,,98.0,Satisfactory
+Gurugram,2019-10-04,37.82,128.94,22.17,13.84,29.41,,1.02,3.4,39.72,0.89,2.67,,97.0,Satisfactory
+Gurugram,2019-10-05,32.53,48.34,27.1,28.76,38.64,,1.08,4.53,42.46,0.0,2.93,,86.0,Satisfactory
+Gurugram,2019-10-06,47.85,73.05,42.37,24.73,41.49,,1.16,3.42,49.04,0.0,0.0,,96.0,Satisfactory
+Gurugram,2019-10-07,50.21,86.44,19.58,12.28,26.37,,0.97,3.5,50.44,0.0,0.0,,91.0,Satisfactory
+Gurugram,2019-10-08,38.26,65.49,19.41,10.01,19.32,,0.54,4.16,55.95,0.0,0.0,,95.0,Satisfactory
+Gurugram,2019-10-09,70.44,,40.46,31.37,47.16,,1.21,2.43,36.55,0.0,0.0,,108.0,Moderate
+Gurugram,2019-10-10,83.57,,72.45,56.19,87.42,,1.35,3.04,50.07,0.0,0.0,,153.0,Moderate
+Gurugram,2019-10-11,83.09,,13.67,29.19,25.46,,0.93,2.41,54.08,0.0,0.0,,192.0,Moderate
+Gurugram,2019-10-12,79.53,139.69,11.48,13.11,17.01,,1.54,2.07,57.26,0.0,0.0,,172.0,Moderate
+Gurugram,2019-10-13,98.05,186.3,12.81,22.8,26.91,,2.55,2.06,47.24,0.75,2.24,,188.0,Moderate
+Gurugram,2019-10-14,102.26,210.65,40.51,45.65,62.29,,2.65,4.75,45.54,1.98,6.01,,241.0,Poor
+Gurugram,2019-10-15,109.04,205.28,40.22,51.69,63.28,,2.58,3.16,47.62,2.0,5.99,,254.0,Poor
+Gurugram,2019-10-16,137.78,261.97,12.97,47.39,39.22,,2.27,1.9,50.6,2.0,5.98,,291.0,Poor
+Gurugram,2019-10-17,114.03,217.06,6.17,28.53,24.31,,2.26,3.07,52.32,2.0,5.97,,289.0,Poor
+Gurugram,2019-10-18,107.55,197.17,4.92,22.28,20.37,,2.38,3.5,48.88,2.0,5.98,,295.0,Poor
+Gurugram,2019-10-19,72.1,170.46,9.39,43.65,36.65,,1.91,2.52,55.13,2.0,6.0,,165.0,Moderate
+Gurugram,2019-10-20,92.64,180.87,8.99,32.44,29.83,,2.01,2.92,40.47,2.0,6.01,,223.0,Poor
+Gurugram,2019-10-21,109.34,205.75,6.46,33.32,27.61,,2.1,2.1,42.63,2.0,6.01,,225.0,Poor
+Gurugram,2019-10-22,92.44,190.02,14.18,39.74,38.73,,1.59,2.13,38.25,2.01,6.01,,232.0,Poor
+Gurugram,2019-10-23,108.48,229.29,29.55,43.84,54.55,,0.85,4.29,37.95,2.0,6.01,,223.0,Poor
+Gurugram,2019-10-24,151.69,249.81,69.24,59.89,94.15,,1.81,35.59,47.8,2.01,6.0,,292.0,Poor
+Gurugram,2019-10-25,117.64,206.1,16.07,45.54,40.2,,0.98,35.03,57.02,2.0,6.0,,308.0,Very Poor
+Gurugram,2019-10-26,118.89,212.16,14.87,39.52,36.03,,0.89,11.3,44.97,1.58,4.56,,272.0,Poor
+Gurugram,2019-10-27,170.87,219.37,10.52,35.42,30.45,,0.86,10.4,50.71,0.1,0.31,,311.0,Very Poor
+Gurugram,2019-10-28,258.67,355.98,7.63,34.53,27.57,,1.33,50.62,46.49,2.01,6.01,,396.0,Very Poor
+Gurugram,2019-10-29,217.34,344.33,23.91,42.1,46.41,,1.44,11.12,27.04,1.99,5.97,,375.0,Very Poor
+Gurugram,2019-10-30,216.4,361.77,32.57,43.74,54.29,,1.35,14.56,32.35,1.99,6.0,,369.0,Very Poor
+Gurugram,2019-10-31,231.37,369.65,51.0,46.69,71.14,,1.69,21.81,35.38,1.99,6.0,,374.0,Very Poor
+Gurugram,2019-11-01,394.28,581.44,22.92,58.23,55.11,,1.92,27.89,41.66,2.01,6.01,,476.0,Severe
+Gurugram,2019-11-02,314.82,491.79,7.01,39.28,31.47,,1.43,17.94,20.41,2.0,5.97,,431.0,Severe
+Gurugram,2019-11-03,473.51,651.05,6.4,34.57,27.22,,1.78,15.13,13.47,2.0,6.01,,607.0,Severe
+Gurugram,2019-11-04,219.51,319.29,8.14,33.71,28.36,,0.92,18.77,21.81,1.99,5.99,,448.0,Severe
+Gurugram,2019-11-05,152.59,244.2,12.67,33.7,31.94,,0.75,14.77,27.86,2.0,5.99,,360.0,Very Poor
+Gurugram,2019-11-06,93.32,158.87,27.64,40.46,47.21,,0.66,17.05,32.48,2.0,5.99,,221.0,Poor
+Gurugram,2019-11-07,160.41,279.95,10.19,45.65,37.34,,0.77,8.58,19.44,1.99,6.0,,280.0,Poor
+Gurugram,2019-11-08,157.05,255.53,14.41,45.85,42.36,,1.17,0.21,26.65,2.01,6.0,,335.0,Very Poor
+Gurugram,2019-11-09,128.98,214.16,6.12,34.22,28.18,,0.82,4.53,23.92,2.0,6.01,,316.0,Very Poor
+Gurugram,2019-11-10,157.5,256.26,5.42,33.07,25.61,,0.77,11.01,30.41,2.0,5.99,,300.0,Poor
+Gurugram,2019-11-11,210.54,330.45,16.44,46.43,42.75,,1.18,8.95,32.4,2.0,6.01,,340.0,Very Poor
+Gurugram,2019-11-12,350.49,481.04,41.37,60.71,72.07,,1.79,1.71,35.2,2.0,6.02,,425.0,Severe
+Gurugram,2019-11-13,388.11,513.91,33.53,78.03,74.95,,2.09,3.01,32.69,1.99,5.98,,502.0,Severe
+Gurugram,2019-11-14,361.14,573.72,43.29,80.51,87.29,,2.34,11.93,24.67,2.01,5.99,,488.0,Severe
+Gurugram,2019-11-15,435.04,638.62,9.76,59.63,46.75,,1.94,34.95,50.9,2.0,5.98,,548.0,Severe
+Gurugram,2019-11-16,171.39,299.85,5.96,40.67,31.04,,1.09,38.3,38.4,2.01,6.01,,434.0,Severe
+Gurugram,2019-11-17,69.43,124.7,5.39,33.71,27.27,,0.53,31.52,35.4,2.0,6.01,,244.0,Poor
+Gurugram,2019-11-18,70.95,111.61,11.62,34.47,30.35,,0.68,21.46,42.12,2.01,6.03,,142.0,Moderate
+Gurugram,2019-11-19,86.86,152.86,37.66,47.48,61.14,,0.94,26.14,33.71,2.0,6.01,,148.0,Moderate
+Gurugram,2019-11-20,118.97,193.65,90.48,55.23,107.64,,1.38,40.95,44.37,2.0,5.99,,223.0,Poor
+Gurugram,2019-11-21,155.84,260.27,89.84,59.04,119.26,,1.82,41.95,47.46,2.0,6.0,,318.0,Very Poor
+Gurugram,2019-11-22,164.7,279.87,77.76,70.43,118.06,,2.01,36.62,44.57,2.01,5.99,,331.0,Very Poor
+Gurugram,2019-11-23,115.05,201.36,6.72,47.16,36.04,,0.89,20.42,34.2,1.99,6.03,,305.0,Very Poor
+Gurugram,2019-11-24,105.21,178.86,4.21,35.04,26.04,,0.71,21.78,47.76,2.0,6.01,,234.0,Poor
+Gurugram,2019-11-25,102.12,177.95,33.61,54.7,62.12,,1.23,21.4,35.98,2.0,6.0,,236.0,Poor
+Gurugram,2019-11-26,99.75,189.47,46.51,54.34,72.72,,1.09,12.02,30.19,1.99,6.01,,244.0,Poor
+Gurugram,2019-11-27,61.45,121.15,11.56,50.09,38.98,,0.78,8.42,31.37,2.0,6.0,,123.0,Moderate
+Gurugram,2019-11-28,33.78,66.95,5.5,35.91,25.34,,0.5,3.73,35.71,1.99,5.98,,97.0,Satisfactory
+Gurugram,2019-11-29,44.89,107.1,12.61,46.33,40.52,,0.79,6.94,27.64,2.0,6.0,,73.0,Satisfactory
+Gurugram,2019-11-30,60.83,127.45,9.83,35.83,33.41,,0.88,8.78,26.31,2.0,6.0,,103.0,Moderate
+Gurugram,2019-12-01,76.17,143.66,36.11,41.25,42.04,,0.81,8.13,34.45,2.01,5.98,,148.0,Moderate
+Gurugram,2019-12-02,97.16,180.59,21.34,44.59,35.21,,0.93,7.61,34.14,1.99,6.0,,187.0,Moderate
+Gurugram,2019-12-03,112.58,198.47,11.95,54.1,43.75,,0.97,4.56,38.16,2.0,5.97,,265.0,Poor
+Gurugram,2019-12-04,125.0,212.55,55.95,59.0,81.51,,1.35,6.87,38.59,1.99,5.98,,280.0,Poor
+Gurugram,2019-12-05,198.13,296.79,78.22,67.56,113.25,,2.11,8.38,44.68,2.0,5.99,,331.0,Very Poor
+Gurugram,2019-12-06,222.5,364.36,44.43,57.37,74.38,,2.01,2.61,36.28,2.0,6.0,,381.0,Very Poor
+Gurugram,2019-12-07,208.98,343.16,37.09,55.07,64.22,,1.89,1.53,34.34,2.0,5.98,,369.0,Very Poor
+Gurugram,2019-12-08,205.7,315.4,56.66,50.18,78.46,,2.07,0.92,34.74,1.99,6.02,,373.0,Very Poor
+Gurugram,2019-12-09,173.25,265.85,74.23,53.81,93.64,,2.16,27.89,33.01,2.0,6.02,,350.0,Very Poor
+Gurugram,2019-12-10,192.51,299.38,83.85,60.68,106.34,,2.6,66.06,35.58,2.0,6.0,,347.0,Very Poor
+Gurugram,2019-12-11,228.57,342.42,80.09,55.31,106.38,,2.56,71.45,39.18,1.99,6.01,,369.0,Very Poor
+Gurugram,2019-12-12,223.29,359.8,14.04,56.89,45.76,,1.84,54.08,40.94,2.01,6.03,,391.0,Very Poor
+Gurugram,2019-12-13,65.04,92.12,6.09,40.18,26.85,,1.14,25.3,22.46,2.0,6.0,,250.0,Poor
+Gurugram,2019-12-14,59.76,102.19,7.69,28.97,24.26,,1.23,26.89,21.17,1.94,5.62,,97.0,Satisfactory
+Gurugram,2019-12-15,76.17,143.09,8.16,28.44,24.64,,1.07,27.74,25.94,2.0,6.02,,144.0,Moderate
+Gurugram,2019-12-16,63.2,106.03,4.75,22.09,17.09,,0.96,20.02,25.34,2.0,6.01,,136.0,Moderate
+Gurugram,2019-12-17,65.24,115.4,8.91,19.26,19.1,,1.14,21.42,27.62,2.02,5.99,,111.0,Moderate
+Gurugram,2019-12-18,93.92,188.12,13.45,28.71,29.15,,1.41,31.97,31.24,1.96,5.88,,168.0,Moderate
+Gurugram,2019-12-19,168.88,285.04,49.39,35.26,62.44,,2.11,64.78,28.39,2.01,6.0,,282.0,Poor
+Gurugram,2019-12-20,188.91,360.69,20.29,49.46,49.85,,2.07,43.23,31.68,2.0,5.99,,342.0,Very Poor
+Gurugram,2019-12-21,164.47,324.47,16.87,44.51,43.97,,2.02,22.78,23.62,2.01,6.0,,352.0,Very Poor
+Gurugram,2019-12-22,99.82,183.92,5.38,29.66,22.55,,1.48,14.78,23.49,2.0,5.99,,281.0,Poor
+Gurugram,2019-12-23,113.74,220.82,10.76,28.13,26.68,,1.49,14.82,26.71,1.99,5.99,,228.0,Poor
+Gurugram,2019-12-24,186.27,422.12,21.55,46.67,47.45,,2.04,22.91,29.28,2.01,6.0,,303.0,Very Poor
+Gurugram,2019-12-25,109.59,226.93,7.16,27.24,22.66,,1.45,11.71,21.96,1.99,5.99,,317.0,Very Poor
+Gurugram,2019-12-26,152.56,332.22,13.7,27.14,28.02,,1.53,17.07,23.43,2.0,5.98,,272.0,Poor
+Gurugram,2019-12-27,161.19,319.08,28.04,36.03,42.25,,1.73,16.78,29.85,1.99,6.02,,334.0,Very Poor
+Gurugram,2019-12-28,203.81,398.43,46.31,29.88,56.67,,2.26,19.97,26.6,2.0,5.98,,351.0,Very Poor
+Gurugram,2019-12-29,260.02,533.71,28.67,47.92,48.94,,2.55,22.79,31.52,2.0,6.0,,389.0,Very Poor
+Gurugram,2019-12-30,201.74,384.26,40.07,35.93,53.7,,3.17,15.63,24.64,2.0,5.99,,423.0,Severe
+Gurugram,2019-12-31,175.66,282.1,27.64,28.03,36.79,,2.03,9.83,28.33,2.01,6.0,,341.0,Very Poor
+Gurugram,2020-01-01,296.06,357.72,105.65,30.83,109.35,,3.7,16.5,39.32,1.99,6.0,,429.0,Severe
+Gurugram,2020-01-02,271.49,281.71,94.2,41.86,158.65,,4.07,19.11,30.0,2.0,5.98,,419.0,Severe
+Gurugram,2020-01-03,183.81,216.52,96.93,42.51,116.86,,3.23,3.52,17.93,2.0,6.0,,390.0,Very Poor
+Gurugram,2020-01-04,152.96,218.37,65.9,38.85,79.89,,2.38,5.69,20.99,2.0,5.99,,308.0,Very Poor
+Gurugram,2020-01-05,144.74,233.92,31.39,38.35,50.15,,2.03,5.0,26.11,2.0,5.99,,326.0,Very Poor
+Gurugram,2020-01-06,133.68,201.3,41.24,49.18,64.09,,1.87,7.5,14.87,2.0,6.0,,315.0,Very Poor
+Gurugram,2020-01-07,89.97,140.0,9.69,36.67,29.54,,1.52,7.0,19.03,2.01,6.0,,234.0,Poor
+Gurugram,2020-01-08,88.95,123.2,31.64,37.6,39.74,,1.75,8.97,9.61,2.0,5.99,,198.0,Moderate
+Gurugram,2020-01-09,66.14,101.18,4.78,20.39,16.63,,1.48,7.49,20.76,2.0,5.99,,160.0,Moderate
+Gurugram,2020-01-10,89.87,147.3,6.09,30.44,24.27,,1.76,6.89,28.33,1.98,6.02,,160.0,Moderate
+Gurugram,2020-01-11,108.44,179.38,10.64,37.59,33.37,,1.78,6.35,32.18,1.99,5.98,,242.0,Poor
+Gurugram,2020-01-12,151.11,243.8,75.06,38.54,86.82,,2.29,7.12,28.24,2.0,6.0,,311.0,Very Poor
+Gurugram,2020-01-13,161.63,241.22,27.86,39.59,54.35,,2.08,6.02,24.61,2.0,6.03,,328.0,Very Poor
+Gurugram,2020-01-14,75.89,119.57,6.56,26.1,22.02,,1.4,7.33,18.3,2.01,6.0,,244.0,Poor
+Gurugram,2020-01-15,90.38,162.36,10.86,34.76,31.74,,1.28,8.04,20.05,2.0,6.01,,174.0,Moderate
+Gurugram,2020-01-16,117.82,188.91,13.15,26.9,34.0,,1.44,7.02,10.41,2.0,5.99,,247.0,Poor
+Gurugram,2020-01-17,79.88,127.02,13.77,23.97,30.27,,1.38,8.26,15.35,2.0,6.01,,259.0,Poor
+Gurugram,2020-01-18,93.89,159.55,27.74,33.25,46.05,,1.68,8.48,20.46,2.01,6.0,,176.0,Moderate
+Gurugram,2020-01-19,92.62,159.19,4.47,22.03,16.57,,1.16,7.12,39.73,2.0,6.01,,214.0,Poor
+Gurugram,2020-01-20,85.13,161.08,12.1,23.24,24.18,,1.3,8.68,31.63,2.0,6.0,,175.0,Moderate
+Gurugram,2020-01-21,131.03,222.54,32.28,31.26,44.61,,1.65,7.22,30.6,1.99,6.0,,276.0,Poor
+Gurugram,2020-01-22,130.93,216.6,55.55,33.45,70.21,,2.17,7.38,26.71,1.99,6.0,,313.0,Very Poor
+Gurugram,2020-01-23,56.38,92.62,7.94,28.6,25.35,,0.87,7.5,44.71,1.99,6.02,,193.0,Moderate
+Gurugram,2020-01-24,51.22,92.58,4.56,28.98,20.95,,0.97,8.29,57.14,2.01,6.02,,102.0,Moderate
+Gurugram,2020-01-25,84.59,161.1,42.89,38.66,59.05,,1.7,9.3,41.64,2.0,6.0,,138.0,Moderate
+Gurugram,2020-01-26,132.02,232.16,55.58,35.27,68.45,,2.29,7.79,28.19,1.98,6.0,,289.0,Poor
+Gurugram,2020-01-27,117.46,200.66,50.41,43.56,67.28,,1.89,7.24,18.13,2.0,6.02,,280.0,Poor
+Gurugram,2020-01-28,93.01,164.64,5.44,36.2,24.89,,1.35,7.97,17.76,2.0,6.02,,245.0,Poor
+Gurugram,2020-01-29,47.0,90.49,8.5,29.88,24.98,,1.23,8.92,23.66,1.99,6.0,,140.0,Moderate
+Gurugram,2020-01-30,63.71,130.06,8.47,30.2,27.33,,1.4,8.39,23.65,2.01,6.0,,112.0,Moderate
+Gurugram,2020-01-31,62.07,127.12,13.08,31.13,30.09,,1.42,8.79,27.43,2.01,5.98,,112.0,Moderate
+Gurugram,2020-02-01,79.58,162.58,44.31,35.77,59.99,,2.18,9.06,25.48,2.0,6.0,,159.0,Moderate
+Gurugram,2020-02-02,71.37,137.94,8.65,24.32,22.77,,2.04,8.29,28.89,2.0,6.01,,144.0,Moderate
+Gurugram,2020-02-03,87.41,182.76,37.53,29.87,49.36,,2.23,9.01,28.47,2.0,5.99,,174.0,Moderate
+Gurugram,2020-02-04,100.75,181.95,60.96,34.16,68.71,,2.33,8.7,26.02,2.0,6.01,,216.0,Poor
+Gurugram,2020-02-05,118.41,228.69,34.62,28.99,44.67,,2.39,8.26,39.12,2.01,6.01,,285.0,Poor
+Gurugram,2020-02-06,79.42,169.37,14.89,26.08,27.51,,1.76,7.58,44.36,2.0,5.99,,198.0,Moderate
+Gurugram,2020-02-07,120.12,230.34,54.43,32.6,63.61,,2.33,9.26,43.74,1.98,5.97,,245.0,Poor
+Gurugram,2020-02-08,104.96,210.84,10.6,26.63,24.38,,1.6,8.15,52.62,2.0,6.0,,260.0,Poor
+Gurugram,2020-02-09,105.04,199.79,14.33,27.22,27.19,,1.71,8.6,50.82,2.0,6.01,,254.0,Poor
+Gurugram,2020-02-10,130.89,256.86,35.54,27.42,45.28,,2.2,9.13,45.46,2.0,6.01,,275.0,Poor
+Gurugram,2020-02-11,145.57,249.19,55.87,25.02,61.05,,2.75,9.72,41.76,1.99,5.98,,316.0,Very Poor
+Gurugram,2020-02-12,130.82,284.78,15.08,21.34,25.8,,1.87,8.86,52.01,1.96,6.02,,302.0,Very Poor
+Gurugram,2020-02-13,63.78,123.14,7.68,15.8,15.27,,1.17,11.56,59.5,1.99,5.99,,190.0,Moderate
+Gurugram,2020-02-14,64.17,134.91,7.13,12.87,13.91,,1.38,11.53,60.62,1.98,6.02,,128.0,Moderate
+Gurugram,2020-02-15,50.24,112.08,7.25,14.87,14.52,,1.42,11.74,41.7,2.0,5.99,,130.0,Moderate
+Gurugram,2020-02-16,93.15,185.61,17.66,21.86,27.6,,1.91,12.36,36.29,2.0,6.0,,182.0,Moderate
+Gurugram,2020-02-17,105.65,228.3,36.3,26.62,45.01,,2.34,11.63,25.93,1.99,6.0,,256.0,Poor
+Gurugram,2020-02-18,69.82,166.21,35.08,25.16,43.18,,1.89,11.29,23.02,1.99,6.01,,165.0,Moderate
+Gurugram,2020-02-19,83.56,166.82,56.58,22.08,58.19,,1.88,11.93,28.43,2.01,5.98,,181.0,Moderate
+Gurugram,2020-02-20,85.97,173.5,6.7,16.77,14.81,,1.67,10.66,62.28,2.02,6.02,,170.0,Moderate
+Gurugram,2020-02-21,49.47,79.23,10.11,13.52,16.98,,1.82,11.28,37.34,2.0,6.03,,145.0,Moderate
+Gurugram,2020-02-22,59.08,96.42,15.58,15.42,22.97,,1.67,6.43,26.27,2.78,5.99,,94.0,Satisfactory
+Gurugram,2020-02-23,95.42,167.11,16.06,23.87,27.49,,1.82,3.11,30.42,2.01,6.04,,187.0,Moderate
+Gurugram,2020-02-24,66.85,126.64,16.16,20.6,25.38,,1.24,4.51,37.23,2.0,6.0,,144.0,Moderate
+Gurugram,2020-02-25,92.36,206.09,6.72,25.61,20.71,,1.29,7.35,32.57,1.99,6.0,,183.0,Moderate
+Gurugram,2020-02-26,108.36,231.82,45.69,28.0,53.33,,1.53,10.37,33.78,1.97,5.97,,241.0,Poor
+Gurugram,2020-02-27,86.84,158.92,8.94,31.91,26.6,,1.17,8.51,33.45,2.0,6.01,,206.0,Poor
+Gurugram,2020-02-28,71.0,130.39,4.91,27.01,20.91,,1.27,5.84,57.46,2.0,6.03,,160.0,Moderate
+Gurugram,2020-02-29,55.87,102.76,5.93,23.0,20.29,,1.26,3.91,54.76,2.0,5.96,,127.0,Moderate
+Gurugram,2020-03-01,24.29,50.03,18.49,26.97,29.38,,1.07,2.9,58.03,2.0,5.98,,115.0,Moderate
+Gurugram,2020-03-02,73.57,139.73,39.81,35.93,57.29,,1.68,6.95,45.68,2.01,6.01,,136.0,Moderate
+Gurugram,2020-03-03,80.0,177.56,50.59,40.4,71.38,,1.97,7.88,39.54,1.99,6.01,,175.0,Moderate
+Gurugram,2020-03-04,71.23,148.75,55.3,35.37,68.35,,1.69,5.35,44.57,2.01,6.01,,154.0,Moderate
+Gurugram,2020-03-05,32.0,57.05,6.49,28.84,24.71,39.69,1.16,4.8,51.61,2.2,5.04,10.64,104.0,Moderate
+Gurugram,2020-03-06,19.52,32.59,6.56,27.15,24.08,41.15,1.06,12.3,47.23,2.42,3.46,10.96,95.0,Satisfactory
+Gurugram,2020-03-07,35.82,67.45,10.48,27.52,26.92,39.4,0.97,16.04,38.14,2.99,3.93,13.59,79.0,Satisfactory
+Gurugram,2020-03-08,56.58,107.07,31.82,28.16,45.99,33.94,0.97,17.83,35.2,3.84,3.98,15.62,115.0,Moderate
+Gurugram,2020-03-09,62.38,112.32,6.75,23.13,22.26,34.01,0.77,15.82,42.54,3.09,3.41,12.4,117.0,Moderate
+Gurugram,2020-03-10,75.88,144.37,6.63,25.83,23.64,29.39,0.92,16.29,53.14,3.42,3.7,12.84,160.0,Moderate
+Gurugram,2020-03-11,52.61,100.26,4.09,25.06,20.72,32.17,0.89,14.62,58.4,3.26,3.43,12.11,114.0,Moderate
+Gurugram,2020-03-12,50.17,139.66,8.29,30.02,24.22,38.11,0.88,13.28,40.31,3.22,3.17,9.96,115.0,Moderate
+Gurugram,2020-03-13,60.57,182.58,13.32,30.6,30.07,32.89,0.84,12.68,40.26,2.45,3.18,7.03,134.0,Moderate
+Gurugram,2020-03-14,43.92,99.84,6.43,25.9,18.59,31.5,0.82,14.36,38.98,2.3,3.81,5.5,118.0,Moderate
+Gurugram,2020-03-15,57.48,137.62,9.08,27.24,24.04,28.03,0.97,15.87,50.33,3.73,6.15,13.09,119.0,Moderate
+Gurugram,2020-03-16,73.26,152.93,7.21,24.94,21.39,45.16,1.06,15.9,47.56,4.43,7.67,20.66,155.0,Moderate
+Gurugram,2020-03-17,76.84,169.8,8.85,25.66,22.97,62.83,1.18,19.73,52.03,5.44,7.61,26.17,181.0,Moderate
+Gurugram,2020-03-18,84.93,191.47,19.96,30.5,35.47,54.53,1.28,19.43,46.04,5.44,7.4,21.43,178.0,Moderate
+Gurugram,2020-03-19,80.27,200.51,24.1,28.31,36.81,51.6,1.23,19.95,50.39,6.14,7.35,19.57,175.0,Moderate
+Gurugram,2020-03-20,85.31,183.37,18.22,18.07,26.78,57.77,1.11,15.81,60.03,5.44,7.15,16.96,176.0,Moderate
+Gurugram,2020-03-21,58.09,129.3,13.97,16.63,21.9,74.89,0.88,16.66,57.23,4.52,7.96,17.23,154.0,Moderate
+Gurugram,2020-03-22,85.87,150.43,15.15,19.83,25.12,62.06,1.13,17.25,55.11,5.94,8.08,18.46,168.0,Moderate
+Gurugram,2020-03-23,51.38,103.56,7.66,15.96,16.31,56.53,0.81,18.26,50.47,4.55,8.08,18.57,124.0,Moderate
+Gurugram,2020-03-24,61.21,113.66,8.08,17.61,17.3,54.29,0.97,16.44,43.6,5.08,7.77,17.87,122.0,Moderate
+Gurugram,2020-03-25,31.83,60.71,8.13,15.06,15.59,54.02,0.75,16.27,38.79,4.41,7.7,17.55,86.0,Satisfactory
+Gurugram,2020-03-26,31.27,65.28,6.32,15.96,11.76,52.39,0.56,16.42,36.85,3.86,7.44,17.47,65.0,Satisfactory
+Gurugram,2020-03-27,20.82,41.61,5.31,14.19,9.72,48.2,0.54,15.31,38.52,3.51,7.01,15.13,59.0,Satisfactory
+Gurugram,2020-03-28,17.59,35.7,5.82,14.65,10.57,48.37,0.49,14.77,42.37,3.27,6.73,14.13,62.0,Satisfactory
+Gurugram,2020-03-29,23.65,56.89,5.3,13.75,10.04,45.05,0.5,18.73,54.46,3.44,7.07,16.16,68.0,Satisfactory
+Gurugram,2020-03-30,32.0,57.58,4.84,12.76,8.93,42.26,0.55,18.56,58.39,3.7,7.13,16.34,80.0,Satisfactory
+Gurugram,2020-03-31,30.71,57.22,5.26,13.39,9.79,40.83,0.52,17.01,63.43,3.72,6.99,15.32,80.0,Satisfactory
+Gurugram,2020-04-01,27.84,55.37,6.31,14.94,10.74,38.89,0.55,15.91,54.79,2.84,5.23,9.78,81.0,Satisfactory
+Gurugram,2020-04-02,28.93,59.79,12.23,16.0,10.82,40.42,0.52,15.97,61.46,1.68,2.74,2.54,81.0,Satisfactory
+Gurugram,2020-04-03,27.11,48.38,5.33,12.75,9.72,37.53,0.47,15.3,66.52,1.62,2.69,2.45,95.0,Satisfactory
+Gurugram,2020-04-04,34.18,61.47,5.55,12.52,9.22,35.59,0.52,14.86,58.64,1.77,2.69,2.48,93.0,Satisfactory
+Gurugram,2020-04-05,49.7,87.4,7.51,15.9,12.04,36.33,0.69,15.2,53.97,2.06,2.74,2.7,99.0,Satisfactory
+Gurugram,2020-04-06,52.7,94.54,5.54,14.5,10.57,36.91,0.65,15.57,54.3,2.06,2.77,2.73,106.0,Moderate
+Gurugram,2020-04-07,31.8,86.25,5.26,11.95,8.78,35.85,0.43,14.66,61.31,1.67,2.69,2.4,94.0,Satisfactory
+Gurugram,2020-04-08,28.04,79.84,5.04,10.94,8.45,34.39,0.42,14.11,62.85,1.63,2.67,2.25,96.0,Satisfactory
+Gurugram,2020-04-09,31.68,68.97,4.98,12.14,9.19,33.63,0.47,14.14,67.87,1.74,2.66,2.32,101.0,Moderate
+Gurugram,2020-04-10,49.34,96.26,8.54,18.33,13.59,33.84,0.68,14.23,50.44,2.55,2.71,2.57,105.0,Moderate
+Gurugram,2020-04-11,51.41,103.83,10.44,18.3,15.15,34.72,0.81,14.52,60.63,2.21,2.78,2.75,127.0,Moderate
+Gurugram,2020-04-12,32.16,68.78,5.49,16.41,10.09,35.82,0.6,14.0,67.11,1.75,2.73,2.49,107.0,Moderate
+Gurugram,2020-04-13,53.33,121.47,6.16,17.19,11.64,34.84,0.76,13.83,53.63,2.18,2.75,2.58,114.0,Moderate
+Gurugram,2020-04-14,51.22,131.79,6.89,19.88,13.53,37.1,0.81,13.28,47.71,3.09,2.97,2.82,122.0,Moderate
+Gurugram,2020-04-15,59.01,185.92,7.03,18.25,12.74,39.87,0.79,13.21,45.18,7.67,3.84,3.54,138.0,Moderate
+Gurugram,2020-04-16,62.75,154.53,7.98,17.1,12.94,38.95,0.83,13.53,55.51,8.12,3.86,3.56,157.0,Moderate
+Gurugram,2020-04-17,28.23,79.28,5.4,12.66,9.64,37.36,0.62,12.42,73.94,7.0,3.69,3.2,120.0,Moderate
+Gurugram,2020-04-18,26.84,87.29,4.98,12.87,8.86,36.77,0.57,12.12,71.23,7.06,3.46,2.97,107.0,Moderate
+Gurugram,2020-04-19,30.21,70.61,5.28,15.3,10.22,37.27,0.65,12.1,62.46,7.18,3.51,2.9,109.0,Moderate
+Gurugram,2020-04-20,48.86,93.89,10.18,19.64,15.65,40.1,0.78,12.42,37.77,8.15,3.47,3.17,99.0,Satisfactory
+Gurugram,2020-04-21,33.79,72.37,4.95,14.88,9.68,36.66,0.68,10.67,66.92,7.41,3.52,2.97,105.0,Moderate
+Gurugram,2020-04-22,49.59,102.91,5.91,18.46,12.07,37.91,0.77,11.29,62.97,7.5,3.64,3.05,120.0,Moderate
+Gurugram,2020-04-23,51.55,105.97,8.65,18.33,12.88,38.34,0.79,10.01,55.3,7.29,3.45,2.95,113.0,Moderate
+Gurugram,2020-04-24,56.54,100.68,5.01,15.69,13.06,36.58,0.77,9.28,63.8,6.47,3.49,3.3,124.0,Moderate
+Gurugram,2020-04-25,26.55,63.78,4.25,12.23,10.32,40.59,0.58,8.55,73.49,6.04,3.38,2.88,121.0,Moderate
+Gurugram,2020-04-26,49.26,119.82,11.76,13.94,11.22,43.4,0.67,8.79,62.13,6.46,2.51,2.49,113.0,Moderate
+Gurugram,2020-04-27,25.94,46.63,4.24,10.35,9.44,38.04,0.54,7.9,67.03,5.89,2.46,2.36,103.0,Moderate
+Gurugram,2020-04-28,34.2,58.26,4.48,11.32,10.31,37.56,0.63,7.02,74.53,5.33,3.07,2.4,118.0,Moderate
+Gurugram,2020-04-29,58.64,111.67,4.39,13.84,11.56,28.22,0.75,7.75,66.09,5.95,3.29,2.68,126.0,Moderate
+Gurugram,2020-04-30,62.21,122.56,4.47,12.84,10.82,22.41,0.76,7.88,70.1,5.74,3.4,2.69,141.0,Moderate
+Gurugram,2020-05-01,62.55,134.75,4.28,12.69,10.68,22.14,0.74,7.45,79.99,5.47,3.38,2.64,155.0,Moderate
+Gurugram,2020-05-02,41.11,104.29,4.12,10.69,8.97,16.18,0.7,5.59,91.17,4.39,3.0,2.11,152.0,Moderate
+Gurugram,2020-05-03,39.62,86.75,4.02,10.84,9.17,13.18,0.73,6.11,72.95,4.76,2.83,2.1,126.0,Moderate
+Gurugram,2020-05-04,23.7,45.29,4.49,11.12,10.51,16.83,0.55,7.71,64.94,5.78,2.55,2.21,94.0,Satisfactory
+Gurugram,2020-05-05,55.54,94.42,4.16,13.71,10.97,16.73,0.81,7.78,67.79,5.46,3.24,2.49,130.0,Moderate
+Gurugram,2020-05-06,48.01,138.24,4.27,14.5,11.67,24.99,0.72,7.33,74.54,6.2,3.2,2.45,143.0,Moderate
+Gurugram,2020-05-07,40.41,89.12,4.18,13.66,11.2,31.94,0.61,6.38,83.29,4.35,3.53,3.09,138.0,Moderate
+Gurugram,2020-05-08,56.55,102.78,4.24,14.09,10.87,25.48,0.72,7.37,92.2,4.04,5.13,4.2,144.0,Moderate
+Gurugram,2020-05-09,63.16,120.48,3.93,13.16,10.27,17.78,0.77,7.94,100.91,3.34,5.97,4.73,166.0,Moderate
+Gurugram,2020-05-10,51.33,112.01,4.07,11.14,9.9,12.6,0.77,7.18,83.27,2.66,5.06,2.33,154.0,Moderate
+Gurugram,2020-05-11,43.34,92.6,4.56,12.79,10.36,21.99,0.53,8.76,70.79,2.77,5.08,2.14,113.0,Moderate
+Gurugram,2020-05-12,46.22,92.82,4.16,13.56,10.95,15.54,0.68,7.47,78.92,2.62,5.16,3.09,133.0,Moderate
+Gurugram,2020-05-13,63.71,140.61,4.76,16.23,11.7,10.45,0.81,13.26,73.47,2.68,5.68,3.8,133.0,Moderate
+Gurugram,2020-05-14,51.25,128.05,12.17,27.73,24.42,8.99,0.94,9.38,67.65,3.21,5.06,4.06,147.0,Moderate
+Gurugram,2020-05-15,44.84,89.14,52.57,36.56,65.35,12.08,0.76,9.6,77.07,6.2,3.04,2.24,155.0,Moderate
+Gurugram,2020-05-16,69.14,111.56,43.42,44.32,59.52,14.61,0.85,11.87,89.44,6.09,3.27,2.27,208.0,Poor
+Gurugram,2020-05-17,70.96,149.96,8.38,37.52,24.05,22.68,1.01,12.0,63.65,6.71,3.17,2.39,184.0,Moderate
+Gurugram,2020-05-18,59.29,115.94,9.85,34.85,23.82,22.59,0.91,8.51,61.06,6.35,3.18,2.38,160.0,Moderate
+Gurugram,2020-05-19,74.62,146.61,14.08,35.58,26.4,22.82,0.99,9.11,61.72,5.84,3.08,2.35,160.0,Moderate
+Gurugram,2020-05-20,67.08,124.58,11.33,27.33,22.39,22.17,0.89,10.08,71.92,5.88,3.06,2.09,167.0,Moderate
+Gurugram,2020-05-21,51.41,130.77,15.32,24.81,24.8,22.2,0.92,10.07,71.0,5.94,3.06,2.0,141.0,Moderate
+Gurugram,2020-05-22,62.53,153.39,17.2,24.42,29.67,21.97,1.06,9.26,53.74,7.8,2.6,2.39,152.0,Moderate
+Gurugram,2020-05-23,65.12,187.33,7.49,19.3,16.56,22.63,1.02,8.96,51.48,6.83,2.87,2.31,146.0,Moderate
+Gurugram,2020-05-24,56.3,154.36,3.81,21.9,10.69,17.11,0.91,7.56,55.27,5.75,3.0,2.17,150.0,Moderate
+Gurugram,2020-05-25,60.53,148.39,3.83,18.16,11.58,20.07,0.93,8.68,55.55,6.66,2.68,2.15,139.0,Moderate
+Gurugram,2020-05-26,56.62,184.71,14.91,22.71,21.68,23.19,0.91,6.96,34.74,6.51,2.9,2.32,140.0,Moderate
+Gurugram,2020-05-27,68.78,205.39,4.82,25.72,14.63,22.52,0.91,7.33,69.11,4.86,3.17,2.14,162.0,Moderate
+Gurugram,2020-05-28,75.32,257.56,3.45,16.27,10.08,24.53,0.88,3.91,73.51,4.51,2.38,1.45,202.0,Poor
+Gurugram,2020-05-29,32.39,69.05,4.17,15.43,8.89,17.69,0.67,16.6,70.04,5.37,2.18,1.38,166.0,Moderate
+Gurugram,2020-05-30,26.35,56.28,3.89,13.94,10.01,19.87,0.7,8.94,62.58,6.23,2.61,1.95,86.0,Satisfactory
+Gurugram,2020-05-31,27.67,63.92,9.54,16.09,13.2,15.53,0.79,9.79,64.29,5.71,2.69,1.78,105.0,Moderate
+Gurugram,2020-06-01,36.12,87.51,6.9,20.5,13.33,12.39,0.85,5.42,72.06,5.83,2.93,2.01,133.0,Moderate
+Gurugram,2020-06-02,46.04,141.66,5.19,14.95,11.86,11.73,0.77,5.2,64.49,4.96,2.99,2.0,156.0,Moderate
+Gurugram,2020-06-03,46.92,117.56,5.52,14.13,11.72,9.97,0.78,5.85,64.22,5.19,3.26,2.04,135.0,Moderate
+Gurugram,2020-06-04,58.03,143.56,5.26,17.88,13.04,9.73,0.87,5.78,52.81,5.4,3.36,2.05,130.0,Moderate
+Gurugram,2020-06-05,39.79,75.0,5.18,15.71,11.6,13.31,0.82,5.91,57.47,6.08,3.15,2.04,121.0,Moderate
+Gurugram,2020-06-06,43.29,91.47,5.64,13.55,11.05,10.83,0.77,5.69,64.64,5.99,3.09,1.96,110.0,Moderate
+Gurugram,2020-06-07,48.67,92.32,5.37,14.17,10.95,7.97,0.87,7.4,64.41,6.64,2.66,1.94,122.0,Moderate
+Gurugram,2020-06-08,47.11,91.34,5.61,15.24,11.93,6.96,1.0,7.28,64.5,6.02,3.11,2.0,133.0,Moderate
+Gurugram,2020-06-09,65.0,141.77,6.12,18.55,14.29,6.4,0.92,7.99,74.49,5.78,3.17,2.06,141.0,Moderate
+Gurugram,2020-06-10,50.5,123.83,6.56,19.0,16.17,5.8,0.81,7.07,65.41,5.71,3.06,2.07,135.0,Moderate
+Gurugram,2020-06-11,46.61,110.92,6.12,15.17,13.95,5.36,0.72,4.22,67.71,5.6,2.78,2.0,122.0,Moderate
+Gurugram,2020-06-12,72.62,157.12,6.78,24.0,13.74,5.32,0.77,6.6,93.6,4.66,2.92,1.89,147.0,Moderate
+Gurugram,2020-06-13,61.48,138.26,6.15,13.94,13.73,4.92,0.64,7.16,91.81,4.66,2.82,1.79,158.0,Moderate
+Gurugram,2020-06-14,73.88,166.94,5.72,10.48,10.81,4.99,0.68,6.57,93.14,4.9,2.77,1.93,157.0,Moderate
+Gurugram,2020-06-15,54.15,117.53,5.12,12.44,10.42,5.05,0.58,5.43,94.84,4.41,2.93,1.85,155.0,Moderate
+Gurugram,2020-06-16,49.75,108.22,5.75,13.67,11.58,4.74,0.55,6.29,81.32,4.56,2.53,1.76,128.0,Moderate
+Gurugram,2020-06-17,45.21,92.67,4.51,11.29,9.57,3.9,0.53,6.87,79.58,4.67,2.87,1.51,128.0,Moderate
+Gurugram,2020-06-18,46.26,119.83,4.66,8.86,9.43,1.08,0.55,5.81,69.32,4.98,3.04,1.78,122.0,Moderate
+Gurugram,2020-06-19,65.61,244.35,4.95,9.0,10.02,4.43,0.7,4.15,62.43,4.97,2.94,1.7,148.0,Moderate
+Gurugram,2020-06-20,49.08,156.48,5.51,8.09,10.59,4.04,0.53,5.38,55.44,4.49,2.75,1.56,172.0,Moderate
+Gurugram,2020-06-21,49.1,103.78,6.28,8.75,10.83,4.05,0.49,5.41,66.63,5.28,2.86,1.69,132.0,Moderate
+Gurugram,2020-06-22,48.62,97.08,6.49,8.8,10.23,4.3,0.65,5.13,79.1,5.25,2.88,1.62,134.0,Moderate
+Gurugram,2020-06-23,39.63,74.69,5.9,8.95,10.49,4.23,0.69,4.28,54.24,26.52,3.03,5.17,108.0,Moderate
+Gurugram,2020-06-24,43.35,75.89,5.31,7.9,9.61,4.17,0.63,4.03,49.35,22.62,4.0,11.44,86.0,Satisfactory
+Gurugram,2020-06-25,42.64,111.09,5.22,8.14,8.61,3.74,0.75,4.06,45.86,2.47,5.72,12.43,102.0,Moderate
+Gurugram,2020-06-26,56.56,141.92,2.65,10.07,8.52,3.88,0.9,6.42,32.75,3.41,4.8,5.98,122.0,Moderate
+Gurugram,2020-06-27,47.82,158.08,3.12,8.05,7.24,3.33,0.66,9.18,19.54,2.16,4.78,5.27,121.0,Moderate
+Gurugram,2020-06-28,64.72,261.05,5.62,9.65,8.97,3.43,0.67,7.82,17.28,2.65,3.59,5.16,153.0,Moderate
+Gurugram,2020-06-29,46.89,154.0,4.0,8.97,9.65,3.05,0.57,7.86,36.5,2.34,3.84,4.72,140.0,Moderate
+Gurugram,2020-06-30,47.27,114.29,6.29,10.38,12.08,3.2,0.78,7.36,58.07,2.4,4.3,4.89,131.0,Moderate
+Gurugram,2020-07-01,61.64,174.08,5.99,10.58,12.37,2.91,1.11,7.57,44.14,2.67,4.46,4.73,157.0,Moderate
+Guwahati,2019-02-16,124.77,187.08,,,,,,,,,,,,
+Guwahati,2019-02-17,50.82,118.01,4.03,9.3,16.56,29.24,0.48,14.03,17.67,1.07,,,92.0,Satisfactory
+Guwahati,2019-02-18,58.31,85.39,3.67,10.82,17.63,23.6,0.47,14.47,33.85,0.88,,,122.0,Moderate
+Guwahati,2019-02-19,59.88,78.04,3.16,9.65,15.51,19.03,0.51,16.42,41.23,1.0,,,80.0,Satisfactory
+Guwahati,2019-02-20,55.61,92.36,2.89,11.71,17.3,16.68,0.49,27.07,44.89,0.98,,,105.0,Moderate
+Guwahati,2019-02-21,83.66,134.1,15.72,13.63,40.44,17.55,1.09,25.9,43.69,2.29,,,105.0,Moderate
+Guwahati,2019-02-22,141.8,243.91,58.55,21.87,119.49,23.72,1.52,23.99,32.2,3.88,,,293.0,Poor
+Guwahati,2019-02-23,133.26,219.95,48.9,19.93,101.61,23.86,1.13,25.62,36.21,3.43,,,321.0,Very Poor
+Guwahati,2019-02-24,69.9,114.89,12.51,10.49,31.77,23.12,0.54,18.96,21.58,1.33,,,206.0,Poor
+Guwahati,2019-02-25,129.88,234.82,30.44,24.76,76.53,24.91,1.8,19.02,20.15,4.4,,,,
+Guwahati,2019-02-26,94.29,173.04,47.75,17.65,97.08,28.03,1.11,16.71,16.98,2.93,,,285.0,Poor
+Guwahati,2019-02-27,60.89,98.85,11.36,13.79,33.42,27.84,0.64,17.6,30.81,1.38,,,152.0,Moderate
+Guwahati,2019-02-28,62.0,76.05,6.13,11.73,22.6,25.34,0.67,15.72,19.09,1.31,,,93.0,Satisfactory
+Guwahati,2019-03-01,69.01,104.75,18.25,11.5,42.29,22.89,0.85,16.11,18.39,2.09,,,113.0,Moderate
+Guwahati,2019-03-02,89.55,152.36,38.49,18.77,83.29,18.52,1.06,22.36,36.19,2.94,,,183.0,Moderate
+Guwahati,2019-03-03,106.89,199.74,50.2,18.6,102.36,18.98,1.26,21.78,29.67,3.54,,,226.0,Poor
+Guwahati,2019-03-04,97.6,185.68,42.72,15.4,86.63,21.65,0.92,16.91,30.05,7.08,,,277.0,Poor
+Guwahati,2019-03-05,68.21,119.93,3.1,9.74,15.53,18.33,0.62,20.25,47.8,1.49,,,126.0,Moderate
+Guwahati,2019-03-06,63.29,90.92,4.3,10.2,17.98,21.26,0.54,19.66,43.86,1.22,,,148.0,Moderate
+Guwahati,2019-03-07,74.81,112.75,17.25,15.01,44.42,23.67,0.85,16.5,25.03,3.0,,,102.0,Moderate
+Guwahati,2019-03-08,104.14,177.76,44.55,21.06,95.72,24.09,1.19,19.3,24.21,4.46,,,236.0,Poor
+Guwahati,2019-03-09,116.75,206.29,49.98,21.55,105.15,23.52,1.19,18.87,18.93,4.07,,,265.0,Poor
+Guwahati,2019-03-10,124.9,237.1,32.68,19.23,74.24,21.46,1.09,24.61,46.36,2.61,,,303.0,Very Poor
+Guwahati,2019-03-11,124.94,213.84,33.84,17.73,74.55,23.91,1.31,23.78,37.83,3.21,,,267.0,Poor
+Guwahati,2019-03-12,123.34,206.87,43.05,16.95,88.79,25.52,0.99,23.95,48.98,3.65,,,316.0,Very Poor
+Guwahati,2019-03-13,100.41,187.83,14.3,21.98,47.03,19.71,1.03,21.27,47.36,2.2,,,212.0,Poor
+Guwahati,2019-03-14,138.45,258.63,41.09,30.42,100.02,22.77,1.29,23.2,41.21,3.22,,,303.0,Very Poor
+Guwahati,2019-03-15,138.03,280.4,37.55,24.74,88.13,27.43,1.23,20.42,31.23,2.87,,,321.0,Very Poor
+Guwahati,2019-03-16,131.69,322.56,26.94,23.71,69.62,26.43,1.03,17.5,17.1,2.24,,,312.0,Very Poor
+Guwahati,2019-03-17,105.33,191.58,13.36,24.87,48.6,24.28,1.12,21.56,34.22,3.42,,,231.0,Poor
+Guwahati,2019-03-18,153.22,269.54,43.03,31.59,104.49,25.47,1.61,27.63,28.29,3.73,,,308.0,Very Poor
+Guwahati,2019-03-19,91.58,145.24,16.57,16.31,44.67,25.42,0.9,21.79,46.73,1.77,,,303.0,Very Poor
+Guwahati,2019-03-20,66.5,100.2,8.26,15.9,30.58,21.3,0.82,20.72,42.59,1.54,,,118.0,Moderate
+Guwahati,2019-03-21,73.33,200.77,6.29,12.45,23.67,17.6,0.59,22.51,59.44,4.3,,,148.0,Moderate
+Guwahati,2019-03-22,53.17,244.18,2.47,8.41,13.07,14.5,0.4,24.26,65.28,0.75,,,198.0,Moderate
+Guwahati,2019-03-23,67.46,139.67,4.0,12.05,19.48,14.17,0.72,24.23,43.92,1.51,,,150.0,Moderate
+Guwahati,2019-03-24,70.83,143.99,9.08,14.69,30.63,14.97,0.86,26.9,49.96,1.74,,,123.0,Moderate
+Guwahati,2019-03-25,118.05,236.55,39.03,26.61,92.58,18.56,1.21,25.51,47.1,2.59,,,268.0,Poor
+Guwahati,2019-03-26,119.32,225.03,33.81,24.83,82.09,23.34,1.12,24.25,34.24,2.27,,,306.0,Very Poor
+Guwahati,2019-03-27,62.29,87.81,3.88,10.6,17.76,22.19,0.67,17.84,30.71,1.08,,,156.0,Moderate
+Guwahati,2019-03-28,79.69,138.38,15.8,18.47,45.75,22.37,0.93,21.41,41.97,1.84,,,109.0,Moderate
+Guwahati,2019-03-29,114.47,203.18,44.78,29.01,104.59,25.66,1.26,23.39,34.37,3.22,,,258.0,Poor
+Guwahati,2019-03-30,140.62,225.28,23.24,23.92,63.81,25.77,1.26,34.54,26.71,3.34,,,300.0,Poor
+Guwahati,2019-03-31,48.63,64.89,3.37,11.86,18.25,23.15,0.5,19.19,45.26,0.91,,,236.0,Poor
+Guwahati,2019-04-01,35.72,50.06,5.84,11.66,22.08,17.19,0.76,18.67,43.8,1.26,,,74.0,Satisfactory
+Guwahati,2019-04-02,58.96,91.04,12.89,14.85,37.05,18.8,0.76,22.37,36.43,1.34,,,109.0,Moderate
+Guwahati,2019-04-03,23.13,153.45,2.57,13.17,18.32,14.1,0.43,26.11,63.06,0.63,,,99.0,Satisfactory
+Guwahati,2019-04-04,29.99,62.01,2.54,11.69,16.7,13.07,0.37,32.4,55.27,0.65,,,120.0,Moderate
+Guwahati,2019-04-05,25.78,36.21,3.58,12.24,19.01,12.53,0.46,18.57,45.95,7.07,,,61.0,Satisfactory
+Guwahati,2019-04-06,56.1,82.28,9.85,15.92,33.23,13.76,0.74,19.42,32.52,1.54,,,74.0,Satisfactory
+Guwahati,2019-04-07,43.93,69.9,9.78,13.05,30.04,14.9,0.64,22.18,36.2,0.88,,,103.0,Moderate
+Guwahati,2019-04-08,28.95,40.1,4.23,11.5,19.28,13.98,0.48,17.93,38.96,4.3,,,59.0,Satisfactory
+Guwahati,2019-04-09,30.06,40.09,5.18,14.44,23.96,12.78,0.56,16.14,30.94,0.93,,,53.0,Satisfactory
+Guwahati,2019-04-10,37.76,67.42,12.41,14.69,36.13,12.7,0.75,17.21,43.24,1.42,,,74.0,Satisfactory
+Guwahati,2019-04-11,66.63,135.87,29.45,18.87,68.61,17.3,1.03,21.65,36.44,1.73,,,114.0,Moderate
+Guwahati,2019-04-12,79.26,153.64,22.78,25.1,64.26,16.62,0.95,20.12,40.9,2.06,,,161.0,Moderate
+Guwahati,2019-04-13,85.8,141.6,12.13,25.11,46.8,16.31,0.88,19.03,41.0,1.47,,,179.0,Moderate
+Guwahati,2019-04-14,51.4,76.17,5.16,19.16,29.0,13.48,0.59,18.75,41.84,1.12,,,140.0,Moderate
+Guwahati,2019-04-15,47.34,61.7,3.98,16.23,23.92,10.45,0.66,17.31,33.38,0.97,,,67.0,Satisfactory
+Guwahati,2019-04-16,42.85,56.26,3.8,16.64,24.06,9.93,0.55,16.33,44.77,1.02,,,90.0,Satisfactory
+Guwahati,2019-04-17,87.16,110.57,11.34,18.99,38.95,10.46,0.84,17.26,39.13,19.37,,,92.0,Satisfactory
+Guwahati,2019-04-18,58.84,108.28,18.52,13.0,44.3,14.55,0.78,16.8,23.46,82.72,,,181.0,Moderate
+Guwahati,2019-04-19,58.98,108.56,10.25,16.64,34.65,13.91,0.8,17.35,36.7,1.47,,,107.0,Moderate
+Guwahati,2019-04-20,52.39,99.12,3.93,12.81,20.17,12.75,0.52,17.64,52.49,0.84,,,107.0,Moderate
+Guwahati,2019-04-21,36.8,55.86,3.35,12.7,19.12,11.27,0.54,20.37,54.43,0.92,,,86.0,Satisfactory
+Guwahati,2019-04-22,42.87,61.08,4.9,15.48,24.64,11.48,0.59,21.73,54.18,1.22,,,84.0,Satisfactory
+Guwahati,2019-04-23,56.03,88.14,25.1,22.46,65.24,10.86,0.8,17.64,46.95,2.4,,,95.0,Satisfactory
+Guwahati,2019-04-24,76.74,133.16,37.94,31.12,95.62,11.7,1.0,18.26,19.6,3.43,,,115.0,Moderate
+Guwahati,2019-04-25,96.66,168.91,38.54,31.38,96.88,14.22,1.15,17.29,21.58,2.37,,,202.0,Poor
+Guwahati,2019-04-26,88.27,149.31,29.86,35.39,86.91,15.11,0.92,16.88,26.83,0.0,,,218.0,Poor
+Guwahati,2019-04-27,57.55,87.53,10.92,17.36,36.49,14.18,0.58,16.95,47.07,0.0,,,137.0,Moderate
+Guwahati,2019-04-28,32.5,39.5,2.37,10.65,15.29,10.07,0.47,18.21,39.65,0.0,,,71.0,Satisfactory
+Guwahati,2019-04-29,24.68,36.05,2.5,11.02,15.9,7.5,0.42,18.79,40.92,0.26,,,53.0,Satisfactory
+Guwahati,2019-04-30,13.68,21.96,2.0,8.73,12.61,7.8,0.36,23.19,45.86,0.53,,,53.0,Satisfactory
+Guwahati,2019-05-01,9.62,14.5,1.93,7.25,10.96,7.04,0.35,22.41,44.3,0.44,,,54.0,Satisfactory
+Guwahati,2019-05-02,28.45,46.41,5.84,14.02,24.56,7.02,0.58,22.91,40.96,0.56,,,67.0,Satisfactory
+Guwahati,2019-05-03,21.9,37.94,4.18,7.0,14.37,7.21,0.28,28.51,38.57,0.21,,,79.0,Satisfactory
+Guwahati,2019-05-04,916.67,1000.0,37.7,13.57,69.67,99.42,0.23,48.03,51.3,86.24,,,,
+Guwahati,2019-05-05,59.86,91.04,13.12,15.11,33.71,37.06,0.9,31.51,21.49,19.51,,,,
+Guwahati,2019-05-06,51.38,87.31,6.08,17.0,28.18,17.89,0.81,23.26,24.48,0.67,,,80.0,Satisfactory
+Guwahati,2019-05-07,40.8,77.72,9.73,15.16,32.22,15.17,0.56,25.18,55.57,0.49,,,110.0,Moderate
+Guwahati,2019-05-08,25.83,56.37,1.8,9.28,12.9,10.98,0.36,19.51,62.95,0.3,,,76.0,Satisfactory
+Guwahati,2019-05-09,27.82,44.86,1.53,8.06,11.16,8.96,0.38,19.39,67.62,0.29,,,77.0,Satisfactory
+Guwahati,2019-05-10,20.83,44.79,1.59,8.33,11.54,7.62,0.39,19.61,66.8,0.37,,,79.0,Satisfactory
+Guwahati,2019-05-11,23.05,38.97,1.92,9.44,13.27,7.66,0.43,19.7,55.16,0.4,,,73.0,Satisfactory
+Guwahati,2019-05-12,33.35,57.32,2.48,10.32,15.13,8.63,0.57,19.81,35.5,0.46,,,62.0,Satisfactory
+Guwahati,2019-05-13,65.01,85.31,4.49,13.27,19.4,12.61,0.49,19.73,47.25,0.37,,,99.0,Satisfactory
+Guwahati,2019-05-14,28.15,43.75,3.0,11.58,17.32,14.18,0.44,19.46,62.12,1.42,,,122.0,Moderate
+Guwahati,2019-05-15,19.79,31.95,1.78,12.33,16.15,10.74,0.45,18.08,66.56,0.35,,,86.0,Satisfactory
+Guwahati,2019-05-16,24.78,42.72,2.31,11.17,15.77,8.53,0.47,17.77,51.65,0.4,,,68.0,Satisfactory
+Guwahati,2019-05-17,22.83,34.43,3.17,14.25,20.49,8.09,0.51,17.12,52.04,0.22,,,73.0,Satisfactory
+Guwahati,2019-05-18,21.29,33.06,2.18,9.06,13.28,7.43,0.42,16.41,56.76,0.31,,,70.0,Satisfactory
+Guwahati,2019-05-19,43.79,68.51,4.43,12.25,20.41,7.09,0.78,16.44,35.22,0.47,,,62.0,Satisfactory
+Guwahati,2019-05-20,37.7,67.11,9.4,15.82,32.38,9.71,0.61,16.15,53.11,0.3,,,93.0,Satisfactory
+Guwahati,2019-05-21,31.53,52.71,3.61,13.08,19.94,8.7,0.54,15.87,46.88,3.21,,,68.0,Satisfactory
+Guwahati,2019-05-22,26.94,43.89,2.99,10.37,16.01,8.33,0.44,15.73,45.87,0.22,,,63.0,Satisfactory
+Guwahati,2019-05-23,13.59,22.87,2.23,10.73,15.16,8.69,0.4,15.89,51.75,0.21,,,73.0,Satisfactory
+Guwahati,2019-05-24,11.79,60.02,1.72,9.53,13.04,8.06,0.36,15.81,62.69,0.16,,,71.0,Satisfactory
+Guwahati,2019-05-25,18.92,626.63,3.27,12.52,18.78,5.01,0.55,15.47,39.05,0.23,,,210.0,Poor
+Guwahati,2019-05-26,34.57,492.89,13.08,17.89,40.64,5.68,0.79,15.69,29.29,0.48,,,838.0,Severe
+Guwahati,2019-05-27,27.48,47.82,13.17,17.05,39.87,7.03,0.66,15.93,47.42,0.35,,,149.0,Moderate
+Guwahati,2019-05-28,21.41,37.36,3.32,12.81,19.17,5.97,0.5,16.01,43.42,0.2,,,61.0,Satisfactory
+Guwahati,2019-05-29,43.72,81.41,14.81,18.48,44.13,5.93,0.79,16.31,35.31,0.48,,,72.0,Satisfactory
+Guwahati,2019-05-30,41.37,83.59,17.55,21.24,51.58,7.31,0.75,16.45,51.37,9.94,,,102.0,Moderate
+Guwahati,2019-05-31,26.04,44.89,6.58,18.76,30.9,6.2,0.54,16.06,54.01,0.28,,,79.0,Satisfactory
+Guwahati,2019-06-01,41.11,75.12,16.05,21.67,49.55,6.11,0.81,16.49,37.43,0.59,,,75.0,Satisfactory
+Guwahati,2019-06-02,60.98,110.62,22.75,21.15,59.98,6.24,0.89,16.61,27.05,0.56,,,106.0,Moderate
+Guwahati,2019-06-03,25.38,42.39,2.06,11.09,15.26,6.51,0.46,16.25,45.13,0.27,,,72.0,Satisfactory
+Guwahati,2019-06-04,12.52,21.47,3.09,11.44,17.34,6.66,0.37,16.17,42.61,0.25,,,54.0,Satisfactory
+Guwahati,2019-06-05,17.31,34.47,3.14,9.15,14.94,4.76,0.45,16.17,35.34,0.47,,,48.0,Good
+Guwahati,2019-06-06,30.62,86.21,3.86,13.14,20.4,4.89,0.48,16.34,26.23,0.35,,,55.0,Satisfactory
+Guwahati,2019-06-07,27.55,59.02,6.05,12.89,23.72,7.96,0.6,16.5,33.25,0.43,,,78.0,Satisfactory
+Guwahati,2019-06-08,12.76,21.4,2.89,6.72,11.94,9.85,0.4,16.83,28.39,0.19,,,48.0,Good
+Guwahati,2019-06-09,19.87,31.33,6.06,8.81,19.4,9.92,0.4,16.85,25.78,0.32,,,33.0,Good
+Guwahati,2019-06-10,20.31,38.23,9.79,10.66,27.48,9.98,0.5,14.04,17.28,0.36,,,40.0,Good
+Guwahati,2019-06-11,25.53,41.4,4.31,13.11,21.11,10.74,0.53,10.42,3.18,0.34,,,41.0,Good
+Guwahati,2019-06-12,36.68,72.67,9.54,18.64,35.62,11.22,0.68,10.68,3.23,0.3,,,60.0,Satisfactory
+Guwahati,2019-06-13,47.66,87.66,11.8,16.46,37.01,10.16,0.58,10.53,2.93,0.4,,,99.0,Satisfactory
+Guwahati,2019-06-14,17.68,31.6,6.87,13.25,25.47,9.28,0.44,10.44,1.8,0.4,,,45.0,Good
+Guwahati,2019-06-15,24.04,40.88,3.38,9.73,15.98,8.16,0.54,10.49,3.32,0.38,,,38.0,Good
+Guwahati,2019-06-16,25.93,43.13,3.0,11.79,17.53,8.27,0.52,10.56,3.79,0.32,,,44.0,Good
+Guwahati,2019-06-17,34.51,49.9,2.2,13.27,17.82,6.8,0.53,10.55,3.63,0.38,,,49.0,Good
+Guwahati,2019-06-18,33.51,55.87,4.68,15.51,24.31,6.04,0.61,10.6,3.15,0.39,,,54.0,Satisfactory
+Guwahati,2019-06-19,55.23,102.95,13.86,22.06,46.37,7.67,0.74,10.57,2.58,0.41,,,89.0,Satisfactory
+Guwahati,2019-06-20,40.38,77.63,10.12,16.77,34.58,8.73,0.7,10.55,1.79,0.25,,,93.0,Satisfactory
+Guwahati,2019-06-21,33.32,63.97,13.84,15.6,39.42,9.3,0.77,10.57,1.29,3.42,,,76.0,Satisfactory
+Guwahati,2019-06-22,27.98,50.76,6.1,11.32,22.16,8.4,0.61,10.56,2.04,0.25,,,54.0,Satisfactory
+Guwahati,2019-06-23,19.01,35.11,1.61,6.61,9.74,7.31,0.35,10.64,4.39,0.16,,,44.0,Good
+Guwahati,2019-06-24,23.66,43.56,2.36,9.02,13.53,12.36,0.38,11.33,5.01,0.2,,,40.0,Good
+Guwahati,2019-06-25,30.18,57.35,8.69,14.71,30.0,15.17,0.48,11.6,3.19,0.61,,,58.0,Satisfactory
+Guwahati,2019-06-26,18.59,29.17,2.16,10.41,14.69,9.14,0.44,10.59,2.94,0.26,,,41.0,Good
+Guwahati,2019-06-27,18.79,25.88,2.24,8.46,12.74,8.35,0.46,10.63,2.2,0.5,,,31.0,Good
+Guwahati,2019-06-28,29.61,43.21,4.86,14.92,23.96,6.99,0.58,10.65,2.04,33.25,,,40.0,Good
+Guwahati,2019-06-29,22.27,34.39,5.93,12.56,23.19,6.28,0.51,10.73,1.98,0.74,,,47.0,Good
+Guwahati,2019-06-30,32.27,60.43,11.91,14.26,34.84,5.52,0.66,10.79,2.31,0.58,,,55.0,Satisfactory
+Guwahati,2019-07-01,33.01,62.82,19.65,16.5,49.9,5.57,0.63,10.86,2.14,0.54,,,71.0,Satisfactory
+Guwahati,2019-07-02,13.73,27.33,3.66,9.45,16.12,6.07,0.38,10.65,1.97,3.86,,,39.0,Good
+Guwahati,2019-07-03,12.9,25.28,4.91,9.95,18.74,5.19,0.34,10.78,1.5,3.86,,,25.0,Good
+Guwahati,2019-07-04,15.47,32.63,2.88,9.96,15.36,4.53,0.42,10.7,4.22,0.5,,,33.0,Good
+Guwahati,2019-07-05,21.1,43.36,5.24,12.65,22.14,5.7,0.51,10.59,13.59,0.05,,,46.0,Good
+Guwahati,2019-07-06,7.74,75.98,4.13,10.04,17.54,4.99,0.3,10.37,21.24,0.04,,,46.0,Good
+Guwahati,2019-07-07,5.39,10.53,1.99,6.5,10.24,3.85,0.25,10.25,21.89,,,,53.0,Satisfactory
+Guwahati,2019-07-08,10.63,76.75,3.84,6.73,13.49,3.68,0.27,10.27,20.61,20.5,,,42.0,Good
+Guwahati,2019-07-09,169.55,491.54,14.34,9.5,32.51,20.94,0.39,9.32,22.13,61.62,,,,
+Guwahati,2019-07-10,85.38,94.28,28.36,12.82,58.56,23.18,0.72,9.9,11.77,22.02,,,,
+Guwahati,2019-07-11,25.18,34.16,7.07,9.97,22.29,12.28,0.52,10.41,17.9,0.17,,,64.0,Satisfactory
+Guwahati,2019-07-12,23.66,34.66,4.77,10.55,19.13,8.86,0.55,10.5,13.14,3.64,,,36.0,Good
+Guwahati,2019-07-13,24.52,43.9,5.88,11.17,21.58,9.95,0.55,10.47,9.18,0.19,,,47.0,Good
+Guwahati,2019-07-14,21.91,37.61,9.69,10.66,27.32,8.22,0.45,10.65,8.3,0.16,,,57.0,Satisfactory
+Guwahati,2019-07-15,21.76,69.57,4.12,9.4,16.85,6.56,0.48,10.67,7.88,0.19,,,38.0,Good
+Guwahati,2019-07-16,80.31,149.69,7.52,10.85,23.95,6.07,0.61,10.63,4.6,0.29,,,118.0,Moderate
+Guwahati,2019-07-17,68.31,135.68,13.45,11.46,34.37,7.62,0.55,10.8,12.82,0.15,,,161.0,Moderate
+Guwahati,2019-07-18,41.72,73.42,6.72,9.98,21.71,6.2,0.54,10.84,11.78,0.05,,,91.0,Satisfactory
+Guwahati,2019-07-19,43.43,70.87,7.05,11.38,23.78,6.88,0.59,11.14,5.55,0.08,,,88.0,Satisfactory
+Guwahati,2019-07-20,26.73,167.95,5.14,10.39,19.59,8.73,0.45,10.92,1.63,3.21,,,103.0,Moderate
+Guwahati,2019-07-21,22.94,39.38,1.85,6.25,9.73,8.54,0.33,10.96,1.47,0.16,,,96.0,Satisfactory
+Guwahati,2019-07-22,59.28,79.72,3.37,8.78,14.92,7.34,0.41,10.91,9.75,0.23,,,66.0,Satisfactory
+Guwahati,2019-07-23,17.81,118.36,2.35,7.42,11.8,7.81,0.38,10.86,19.91,0.28,,,101.0,Moderate
+Guwahati,2019-07-24,19.41,76.32,4.3,9.77,17.57,7.5,0.37,10.91,16.99,0.12,,,98.0,Satisfactory
+Guwahati,2019-07-25,27.99,50.9,9.21,11.31,27.23,6.96,0.57,10.49,18.3,0.11,,,74.0,Satisfactory
+Guwahati,2019-07-26,59.27,79.88,3.43,8.75,14.99,6.51,0.35,11.02,20.01,0.33,,,62.0,Satisfactory
+Guwahati,2019-07-27,11.93,26.31,4.07,7.69,14.92,4.17,0.34,11.29,18.86,0.06,,,68.0,Satisfactory
+Guwahati,2019-07-28,24.95,49.12,12.19,9.47,30.16,3.67,0.58,11.28,16.85,0.15,,,54.0,Satisfactory
+Guwahati,2019-07-29,89.85,220.16,5.94,10.86,21.38,4.39,0.43,10.86,17.6,0.23,,,91.0,Satisfactory
+Guwahati,2019-07-30,68.67,153.57,6.91,10.76,22.86,7.24,0.47,11.18,14.86,0.38,,,182.0,Moderate
+Guwahati,2019-07-31,54.9,150.89,3.38,8.22,13.1,8.98,0.37,11.03,18.1,0.09,,,150.0,Moderate
+Guwahati,2019-08-01,40.56,52.31,4.7,9.14,17.51,7.43,0.31,11.18,17.88,0.21,,,104.0,Moderate
+Guwahati,2019-08-02,76.43,157.77,6.89,8.03,19.89,4.83,0.43,11.14,17.4,0.18,,,92.0,Satisfactory
+Guwahati,2019-08-03,59.08,117.59,5.63,9.33,19.22,4.88,0.44,11.17,16.38,0.06,,,164.0,Moderate
+Guwahati,2019-08-04,18.86,40.47,7.74,10.96,24.46,6.13,0.49,11.36,17.67,0.15,,,87.0,Satisfactory
+Guwahati,2019-08-05,79.19,194.51,6.5,10.05,21.44,3.8,0.44,11.09,18.4,0.14,,,40.0,Good
+Guwahati,2019-08-06,21.24,91.02,6.92,10.15,22.24,5.42,0.59,11.29,20.37,0.17,,,104.0,Moderate
+Guwahati,2019-08-07,11.86,34.75,5.14,9.62,18.77,8.94,0.39,11.51,15.62,0.07,,,74.0,Satisfactory
+Guwahati,2019-08-08,12.02,66.2,4.91,9.24,17.96,8.16,0.35,11.41,15.61,17.42,,,47.0,Good
+Guwahati,2019-08-09,49.04,427.84,3.14,8.59,14.37,6.84,0.36,11.27,15.7,1.99,,,246.0,Poor
+Guwahati,2019-08-10,16.54,190.86,3.32,6.67,12.59,6.53,0.39,11.41,16.02,38.35,,,266.0,Poor
+Guwahati,2019-08-11,26.59,164.97,5.49,10.37,20.12,5.49,0.42,11.62,16.4,0.11,,,102.0,Moderate
+Guwahati,2019-08-12,24.16,847.41,9.21,10.25,26.11,4.6,0.49,11.32,15.89,0.28,,,488.0,Severe
+Guwahati,2019-08-13,14.9,554.83,4.03,9.4,16.67,5.36,0.39,11.22,15.63,17.73,,,956.0,Severe
+Guwahati,2019-08-14,15.95,27.49,3.03,7.78,13.32,7.04,0.34,11.42,15.71,21.52,,,141.0,Moderate
+Guwahati,2019-08-15,19.03,35.6,4.78,6.07,14.3,9.78,0.37,11.9,15.83,4.24,,,36.0,Good
+Guwahati,2019-08-16,22.78,67.25,11.27,13.33,32.79,7.37,0.51,11.79,15.86,21.63,,,43.0,Good
+Guwahati,2019-08-17,30.14,54.16,6.89,10.57,22.65,6.69,0.56,11.81,16.35,0.22,,,69.0,Satisfactory
+Guwahati,2019-08-18,23.21,43.52,2.52,6.35,10.94,5.28,0.44,11.73,15.89,0.0,,,49.0,Good
+Guwahati,2019-08-19,19.03,38.04,4.58,8.63,16.75,4.87,0.36,11.74,15.98,91.16,,,38.0,Good
+Guwahati,2019-08-20,25.11,47.12,2.84,7.61,12.82,5.4,0.44,11.85,16.4,22.79,,,48.0,Good
+Guwahati,2019-08-21,26.75,49.44,2.52,8.73,13.49,5.81,0.4,11.87,16.34,19.63,,,41.0,Good
+Guwahati,2019-08-22,33.4,68.83,9.18,14.94,31.07,6.64,0.56,12.03,16.11,47.87,,,68.0,Satisfactory
+Guwahati,2019-08-23,23.87,44.49,2.86,8.98,14.3,6.14,0.43,12.01,16.32,,,,54.0,Satisfactory
+Guwahati,2019-08-24,8.55,19.11,2.39,6.88,11.3,5.57,0.34,12.06,16.25,,,,30.0,Good
+Guwahati,2019-08-25,11.11,21.98,1.83,5.98,9.42,3.72,0.34,11.95,16.5,,,,26.0,Good
+Guwahati,2019-08-26,21.45,36.86,8.49,11.68,26.44,4.58,0.44,12.24,19.68,59.86,,,32.0,Good
+Guwahati,2019-08-27,23.45,46.99,10.58,12.59,30.85,5.13,0.58,12.12,37.54,92.42,,,52.0,Satisfactory
+Guwahati,2019-08-28,26.74,42.76,6.92,12.48,24.73,5.28,0.59,11.83,20.58,66.77,,,48.0,Good
+Guwahati,2019-08-29,20.83,35.25,3.76,9.24,16.06,5.79,0.52,11.79,12.59,87.29,,,41.0,Good
+Guwahati,2019-08-30,21.66,37.24,15.77,11.55,38.26,7.24,0.57,11.96,19.92,25.37,,,52.0,Satisfactory
+Guwahati,2019-08-31,14.39,33.16,7.98,9.13,22.35,10.86,0.53,12.11,71.45,72.38,,,113.0,Moderate
+Guwahati,2019-09-01,25.64,56.42,10.43,11.26,29.18,7.01,0.68,12.17,25.48,,,,58.0,Satisfactory
+Guwahati,2019-09-02,30.97,66.26,16.64,16.77,45.28,3.8,0.7,12.03,7.07,,,,62.0,Satisfactory
+Guwahati,2019-09-03,14.23,33.81,10.49,9.12,26.99,3.42,0.58,12.13,8.86,32.75,,,54.0,Satisfactory
+Guwahati,2019-09-04,17.61,32.1,12.9,10.16,32.06,3.49,0.56,12.18,9.97,8.02,,,35.0,Good
+Guwahati,2019-09-05,13.85,29.83,10.12,9.13,26.37,5.16,0.59,12.51,11.06,0.0,,,46.0,Good
+Guwahati,2019-09-06,12.24,26.77,3.91,6.3,13.18,4.3,0.43,12.21,12.73,5.57,,,34.0,Good
+Guwahati,2019-09-07,24.75,47.56,7.87,9.07,22.66,2.7,0.48,12.0,14.7,0.0,,,34.0,Good
+Guwahati,2019-09-08,25.82,48.97,9.48,8.46,24.61,1.83,0.52,12.05,15.1,0.0,,,53.0,Satisfactory
+Guwahati,2019-09-09,23.45,44.1,9.06,8.83,24.32,2.0,0.56,12.1,15.53,0.0,,,46.0,Good
+Guwahati,2019-09-10,22.01,45.15,10.77,11.61,30.14,2.32,0.57,12.4,16.13,0.0,,,51.0,Satisfactory
+Guwahati,2019-09-11,34.11,59.01,7.96,10.78,24.62,2.48,0.56,12.44,16.46,0.0,,,55.0,Satisfactory
+Guwahati,2019-09-12,24.0,62.32,5.96,8.51,18.9,2.86,0.52,12.72,16.05,0.0,,,58.0,Satisfactory
+Guwahati,2019-09-13,17.8,28.7,4.71,7.01,15.22,2.28,0.46,12.85,16.14,23.67,,,43.0,Good
+Guwahati,2019-09-14,23.58,44.23,5.71,8.08,18.04,2.27,0.5,12.66,16.45,0.04,,,41.0,Good
+Guwahati,2019-09-15,19.88,42.48,5.45,5.59,14.95,2.11,0.49,12.72,17.39,14.8,,,48.0,Good
+Guwahati,2019-09-16,22.61,42.44,1.65,7.02,10.23,2.32,0.43,12.55,17.21,0.0,,,40.0,Good
+Guwahati,2019-09-17,25.35,48.51,8.38,10.34,24.85,2.35,0.59,12.42,16.84,0.02,,,46.0,Good
+Guwahati,2019-09-18,23.6,41.41,11.0,6.41,24.93,2.75,0.73,12.88,17.36,0.08,,,62.0,Satisfactory
+Guwahati,2019-09-19,32.73,66.47,11.97,14.64,35.35,1.86,0.55,13.89,17.26,0.3,,,44.0,Good
+Guwahati,2019-09-20,37.23,75.6,16.0,14.84,42.15,1.87,0.7,13.99,17.87,9.34,,,80.0,Satisfactory
+Guwahati,2019-09-21,31.67,63.53,7.14,12.68,25.3,2.17,0.52,13.49,17.49,0.27,,,68.0,Satisfactory
+Guwahati,2019-09-22,33.58,60.78,13.53,12.31,35.37,2.14,0.52,15.6,17.18,0.69,,,65.0,Satisfactory
+Guwahati,2019-09-23,11.65,21.62,2.55,5.22,9.81,1.84,0.36,13.36,17.16,0.29,,,35.0,Good
+Guwahati,2019-09-24,11.83,18.96,4.29,7.54,15.1,1.93,0.44,13.18,17.1,1.2,,,26.0,Good
+Guwahati,2019-09-25,12.59,21.57,6.27,5.97,16.7,1.64,0.48,13.16,17.38,0.61,,,26.0,Good
+Guwahati,2019-09-26,27.75,49.24,13.45,6.98,29.55,1.71,0.77,13.67,17.37,0.0,,,58.0,Satisfactory
+Guwahati,2019-09-27,21.98,43.0,10.76,9.97,28.36,1.42,0.6,13.7,17.26,0.0,,,47.0,Good
+Guwahati,2019-09-28,23.77,49.25,16.37,9.2,36.74,1.29,0.64,13.99,17.43,0.0,,,52.0,Satisfactory
+Guwahati,2019-09-29,22.12,38.18,11.25,9.48,28.62,1.28,0.54,13.7,17.39,0.0,,,39.0,Good
+Guwahati,2019-09-30,20.06,32.53,9.66,7.97,24.39,1.6,0.57,13.83,17.28,13.65,,,41.0,Good
+Guwahati,2019-10-01,11.78,22.1,7.12,7.16,19.36,2.28,0.55,13.73,17.38,0.0,,,37.0,Good
+Guwahati,2019-10-02,19.97,41.61,11.06,6.86,25.51,1.98,0.48,13.63,17.54,0.0,,,30.0,Good
+Guwahati,2019-10-03,29.56,60.78,17.18,8.38,37.17,1.49,0.78,14.54,17.8,0.0,,,66.0,Satisfactory
+Guwahati,2019-10-04,30.94,64.05,15.39,11.52,37.61,1.54,0.66,14.49,18.22,0.0,,,60.0,Satisfactory
+Guwahati,2019-10-05,39.61,72.7,18.47,13.23,44.44,1.85,0.65,14.85,18.51,0.0,,,70.0,Satisfactory
+Guwahati,2019-10-06,57.59,97.74,17.03,12.49,41.34,2.45,0.88,18.9,18.28,0.0,,,83.0,Satisfactory
+Guwahati,2019-10-07,30.21,53.93,6.3,11.94,23.14,1.98,0.68,14.83,17.91,0.0,,,82.0,Satisfactory
+Guwahati,2019-10-08,12.8,26.86,3.5,7.53,13.81,1.55,0.45,14.17,17.86,0.0,,,38.0,Good
+Guwahati,2019-10-09,18.44,32.5,5.92,7.62,17.87,1.3,0.45,14.03,17.9,0.0,,,27.0,Good
+Guwahati,2019-10-10,20.81,40.97,16.9,11.06,39.57,1.41,0.47,14.25,18.3,0.0,,,34.0,Good
+Guwahati,2019-10-11,32.15,63.9,30.7,14.46,65.87,2.01,0.73,15.3,18.47,0.0,,,78.0,Satisfactory
+Guwahati,2019-10-12,41.46,82.09,35.46,17.13,76.59,2.23,0.68,15.63,18.3,0.0,,,86.0,Satisfactory
+Guwahati,2019-10-13,60.17,105.48,43.9,20.3,93.8,2.6,0.76,16.42,18.37,0.0,,,113.0,Moderate
+Guwahati,2019-10-14,51.01,103.55,36.63,20.01,81.59,2.62,0.76,16.42,18.22,0.0,,,111.0,Moderate
+Guwahati,2019-10-15,45.02,75.22,16.25,17.03,44.93,2.3,0.76,15.65,17.94,0.0,,,89.0,Satisfactory
+Guwahati,2019-10-16,45.33,96.37,25.47,18.6,61.72,2.26,0.78,15.66,17.58,0.0,,,,
+Guwahati,2019-10-17,47.43,94.31,30.54,20.29,71.89,2.42,0.82,15.24,17.8,16.54,,,94.0,Satisfactory
+Guwahati,2019-10-18,52.61,112.77,37.05,19.98,82.21,2.5,0.79,13.83,17.93,0.0,,,101.0,Moderate
+Guwahati,2019-10-19,49.51,101.76,36.09,20.0,80.67,3.49,0.8,14.1,18.18,0.0,,,110.0,Moderate
+Guwahati,2019-10-20,46.36,89.37,17.22,15.39,44.77,4.21,0.73,13.48,18.33,0.0,,,98.0,Satisfactory
+Guwahati,2019-10-21,57.99,96.19,11.76,10.89,30.96,3.42,0.72,14.21,18.92,0.0,,,88.0,Satisfactory
+Guwahati,2019-10-22,84.13,130.98,14.5,13.86,38.65,4.49,0.72,15.31,22.33,0.0,,,123.0,Moderate
+Guwahati,2019-10-23,91.53,152.07,29.91,21.77,72.42,6.43,1.0,15.95,20.89,0.0,,,215.0,Poor
+Guwahati,2019-10-24,55.9,84.17,13.0,14.82,37.2,7.42,0.74,12.04,17.8,0.0,,,174.0,Moderate
+Guwahati,2019-10-25,10.4,16.8,7.91,8.85,22.46,6.74,0.36,9.64,17.77,0.0,,,43.0,Good
+Guwahati,2019-10-26,5.85,12.02,7.36,7.05,19.64,4.83,0.32,9.77,17.84,0.0,,,27.0,Good
+Guwahati,2019-10-27,96.59,124.95,21.02,7.33,42.38,4.26,0.45,9.81,17.86,0.0,,,45.0,Good
+Guwahati,2019-10-28,199.86,258.02,41.87,11.35,80.91,5.61,0.83,10.07,18.06,0.0,,,351.0,Very Poor
+Guwahati,2019-10-29,87.95,132.05,31.03,13.43,65.31,4.58,0.75,9.93,18.32,0.0,,,326.0,Very Poor
+Guwahati,2019-10-30,45.98,81.6,29.74,14.17,64.0,3.83,0.87,9.82,17.84,0.0,,,86.0,Satisfactory
+Guwahati,2019-10-31,52.71,145.35,22.93,14.61,53.27,4.48,0.91,9.69,18.13,0.0,,,91.0,Satisfactory
+Guwahati,2019-11-01,38.53,124.06,29.12,14.21,63.04,3.89,0.72,9.65,17.8,0.01,,,142.0,Moderate
+Guwahati,2019-11-02,47.68,105.97,39.78,16.91,83.4,3.56,0.8,9.82,17.83,0.04,,,112.0,Moderate
+Guwahati,2019-11-03,50.28,99.52,44.59,13.91,88.1,3.19,0.79,9.92,17.74,0.03,,,116.0,Moderate
+Guwahati,2019-11-04,48.37,127.35,39.63,16.39,82.59,3.33,0.81,9.88,17.86,2.88,,,113.0,Moderate
+Guwahati,2019-11-05,51.29,130.43,53.03,18.23,106.59,3.84,0.88,10.17,18.27,22.52,,,123.0,Moderate
+Guwahati,2019-11-06,41.07,73.87,28.25,13.6,60.94,3.93,0.7,10.04,18.19,13.45,,,90.0,Satisfactory
+Guwahati,2019-11-07,53.17,112.41,44.87,15.87,90.67,4.59,0.9,10.36,18.06,2.2,,,110.0,Moderate
+Guwahati,2019-11-08,46.78,101.47,30.12,12.73,63.12,4.26,0.87,10.17,18.06,3.19,,,114.0,Moderate
+Guwahati,2019-11-09,46.15,72.78,14.02,11.2,34.99,3.08,0.77,10.01,17.91,2.67,,,84.0,Satisfactory
+Guwahati,2019-11-10,15.96,28.8,11.05,8.88,27.67,2.95,0.54,10.1,18.07,1.99,,,50.0,Good
+Guwahati,2019-11-11,25.98,50.97,18.57,11.88,43.23,2.34,0.52,10.01,18.12,2.0,,,36.0,Good
+Guwahati,2019-11-12,66.5,115.05,48.72,13.55,94.49,5.59,0.95,10.4,18.17,4.02,,,96.0,Satisfactory
+Guwahati,2019-11-13,49.33,91.14,51.11,16.54,101.62,5.75,0.95,10.44,17.93,4.06,,,133.0,Moderate
+Guwahati,2019-11-14,53.17,101.59,40.79,14.87,82.87,5.25,0.98,10.34,18.16,4.64,,,105.0,Moderate
+Guwahati,2019-11-15,64.61,198.38,48.83,15.93,97.21,5.25,0.96,10.4,18.23,3.8,,,154.0,Moderate
+Guwahati,2019-11-16,63.24,140.29,66.61,19.74,130.53,5.01,0.91,10.3,18.2,2.53,,,136.0,Moderate
+Guwahati,2019-11-17,84.99,151.83,65.59,20.12,129.26,5.94,0.99,10.69,18.52,2.42,,,165.0,Moderate
+Guwahati,2019-11-18,105.95,172.29,36.23,19.81,80.68,7.72,1.16,10.48,21.94,2.45,,,226.0,Poor
+Guwahati,2019-11-19,101.7,155.67,35.92,15.08,75.16,10.07,1.13,10.58,19.53,2.46,,,290.0,Poor
+Guwahati,2019-11-20,51.3,94.31,16.0,13.37,40.59,6.56,0.61,10.0,18.18,1.57,,,129.0,Moderate
+Guwahati,2019-11-21,69.59,129.07,52.87,18.9,107.1,4.4,0.87,10.04,17.49,2.77,,,112.0,Moderate
+Guwahati,2019-11-22,68.87,125.67,55.15,16.71,108.47,5.83,0.93,10.44,17.71,2.53,,,135.0,Moderate
+Guwahati,2019-11-23,84.51,143.51,56.95,13.7,108.16,10.85,1.02,10.96,18.14,2.32,,,148.0,Moderate
+Guwahati,2019-11-24,83.44,138.8,63.49,14.23,119.48,11.7,0.94,11.03,18.05,2.03,,,185.0,Moderate
+Guwahati,2019-11-25,84.86,143.37,58.45,13.89,110.84,11.45,0.93,11.02,17.94,2.36,,,180.0,Moderate
+Guwahati,2019-11-26,93.22,165.55,54.18,13.55,103.49,11.79,1.09,10.92,18.14,2.49,,,197.0,Moderate
+Guwahati,2019-11-27,73.44,126.46,40.99,13.88,82.17,10.7,1.0,10.75,18.19,2.3,,,182.0,Moderate
+Guwahati,2019-11-28,87.21,135.39,45.65,13.77,89.7,10.4,1.05,10.79,18.3,2.16,,,136.0,Moderate
+Guwahati,2019-11-29,96.93,166.82,61.71,14.52,116.9,10.81,1.09,11.11,18.14,10.82,,,183.0,Moderate
+Guwahati,2019-11-30,98.28,167.22,56.2,13.48,106.7,11.77,1.14,11.07,18.22,2.12,,,230.0,Poor
+Guwahati,2019-12-01,77.08,125.23,27.69,10.73,56.97,11.89,0.83,10.76,18.23,1.48,,,211.0,Poor
+Guwahati,2019-12-02,66.64,108.71,18.3,8.41,39.08,10.35,0.64,10.75,17.99,1.33,,,102.0,Moderate
+Guwahati,2019-12-03,86.17,140.23,53.64,10.02,98.8,11.72,1.02,11.39,18.04,1.92,,,181.0,Moderate
+Guwahati,2019-12-04,91.37,160.65,71.34,11.55,129.47,11.57,1.14,11.58,17.97,2.59,,,198.0,Moderate
+Guwahati,2019-12-05,78.66,138.03,55.99,11.6,104.35,11.55,1.03,11.33,17.89,1.77,,,184.0,Moderate
+Guwahati,2019-12-06,89.58,163.87,48.09,11.17,90.9,12.43,1.04,11.3,17.95,1.95,,,170.0,Moderate
+Guwahati,2019-12-07,86.47,160.39,45.25,11.36,86.45,13.4,1.03,11.34,18.03,1.81,,,206.0,Poor
+Guwahati,2019-12-08,101.34,166.41,45.18,11.39,86.36,12.71,1.05,11.38,18.01,2.07,,,206.0,Poor
+Guwahati,2019-12-09,112.06,191.09,65.43,14.22,122.65,14.79,1.31,11.98,18.18,2.12,,,251.0,Poor
+Guwahati,2019-12-10,149.21,212.45,45.12,11.83,86.76,19.7,1.35,12.23,18.4,2.46,,,278.0,Poor
+Guwahati,2019-12-11,118.52,174.54,30.25,10.72,61.16,22.66,1.34,12.38,18.47,2.95,,,328.0,Very Poor
+Guwahati,2019-12-12,124.58,162.11,23.79,9.56,49.3,19.26,1.18,12.22,18.35,2.37,,,224.0,Poor
+Guwahati,2019-12-13,106.59,161.14,37.5,9.08,71.29,16.26,1.21,12.19,18.2,1.87,,,309.0,Very Poor
+Guwahati,2019-12-14,112.56,162.85,45.54,11.41,86.99,17.7,1.11,12.4,18.33,1.94,,,228.0,Poor
+Guwahati,2019-12-15,121.98,172.89,67.71,13.37,125.5,18.43,1.25,12.74,18.27,2.12,,,303.0,Very Poor
+Guwahati,2019-12-16,136.78,205.02,42.12,11.71,81.69,17.71,1.15,12.13,19.6,4.26,,,304.0,Very Poor
+Guwahati,2019-12-17,103.64,155.46,29.58,11.09,60.43,18.22,0.94,11.54,18.96,1.48,,,299.0,Poor
+Guwahati,2019-12-18,122.34,183.08,35.05,12.46,70.88,18.06,1.08,11.94,18.21,1.54,,,257.0,Poor
+Guwahati,2019-12-19,152.47,209.45,25.57,10.71,53.45,17.01,1.17,11.64,19.04,1.27,,,310.0,Very Poor
+Guwahati,2019-12-20,135.44,197.3,31.24,9.08,61.01,18.17,1.35,11.53,18.22,1.36,,,327.0,Very Poor
+Guwahati,2019-12-21,107.19,154.52,9.04,9.17,24.67,16.26,0.94,11.23,18.59,0.81,,,297.0,Poor
+Guwahati,2019-12-22,117.3,172.33,12.52,9.15,30.35,16.21,1.03,11.49,18.22,0.86,,,289.0,Poor
+Guwahati,2019-12-23,159.75,223.93,21.66,8.9,45.11,15.68,1.38,11.4,18.1,1.6,,,276.0,Poor
+Guwahati,2019-12-24,176.67,254.82,48.55,9.44,89.82,16.06,1.92,11.89,18.04,3.85,,,347.0,Very Poor
+Guwahati,2019-12-25,210.84,338.0,71.18,10.99,128.62,16.63,2.12,11.97,17.89,3.68,,,356.0,Very Poor
+Guwahati,2019-12-26,183.04,267.99,71.29,12.73,130.71,15.45,1.93,12.18,17.98,2.42,,,329.0,Very Poor
+Guwahati,2019-12-27,113.44,162.48,35.78,11.56,71.11,14.77,1.44,12.03,19.09,1.53,,,336.0,Very Poor
+Guwahati,2019-12-28,129.61,177.9,31.0,11.46,63.16,15.03,1.26,11.93,19.71,1.01,,,243.0,Poor
+Guwahati,2019-12-29,155.36,226.01,69.52,11.86,126.84,14.3,1.64,12.38,17.93,1.68,,,319.0,Very Poor
+Guwahati,2019-12-30,162.59,254.51,77.51,13.42,141.62,13.83,1.82,12.52,19.55,1.94,,,334.0,Very Poor
+Guwahati,2019-12-31,162.27,248.02,60.31,15.39,115.5,14.34,1.99,12.45,17.99,1.7,,,334.0,Very Poor
+Guwahati,2020-01-01,139.24,199.53,48.88,11.41,92.45,15.06,1.96,12.38,17.9,1.61,,,346.0,Very Poor
+Guwahati,2020-01-02,58.98,100.53,14.53,12.47,37.22,14.36,0.7,12.18,17.91,0.53,,,149.0,Moderate
+Guwahati,2020-01-03,69.89,102.68,16.53,9.85,37.67,13.72,0.7,12.28,17.85,0.51,,,116.0,Moderate
+Guwahati,2020-01-04,89.1,122.49,19.56,7.57,40.24,15.08,0.84,11.96,17.98,0.5,,,114.0,Moderate
+Guwahati,2020-01-05,104.14,146.43,45.48,9.51,84.85,15.76,1.38,12.32,17.93,0.83,,,284.0,Poor
+Guwahati,2020-01-06,88.81,147.58,14.21,10.11,34.17,13.98,0.8,11.72,18.71,0.4,,,170.0,Moderate
+Guwahati,2020-01-07,158.21,278.65,57.71,12.45,108.09,16.3,1.62,12.59,19.67,2.85,,,301.0,Very Poor
+Guwahati,2020-01-08,151.85,224.39,68.87,12.53,126.5,16.43,1.75,12.59,17.92,56.26,,,332.0,Very Poor
+Guwahati,2020-01-09,154.88,210.0,37.72,10.68,73.37,17.9,1.72,12.42,18.01,0.84,,,322.0,Very Poor
+Guwahati,2020-01-10,159.1,225.9,56.18,12.1,105.19,18.47,1.85,12.84,18.31,8.19,,,331.0,Very Poor
+Guwahati,2020-01-11,165.55,242.79,72.6,13.16,133.26,19.26,1.87,12.96,18.02,1.15,,,331.0,Very Poor
+Guwahati,2020-01-12,148.21,225.76,88.08,15.26,160.98,18.04,1.68,13.2,18.03,1.15,,,335.0,Very Poor
+Guwahati,2020-01-13,152.57,240.56,77.03,14.06,141.54,16.55,1.68,13.1,18.18,1.2,,,321.0,Very Poor
+Guwahati,2020-01-14,186.62,270.35,79.92,14.47,146.7,17.74,1.84,13.22,18.17,1.04,,,326.0,Very Poor
+Guwahati,2020-01-15,378.08,489.02,91.88,15.07,166.98,24.31,3.75,13.41,18.45,2.21,,,462.0,Severe
+Guwahati,2020-01-16,169.6,237.56,69.18,11.13,125.47,27.33,2.16,13.43,18.12,4.9,,,402.0,Severe
+Guwahati,2020-01-17,124.99,202.88,72.13,14.04,133.46,21.27,1.39,13.75,18.2,1.08,,,311.0,Very Poor
+Guwahati,2020-01-18,149.32,240.6,78.64,16.06,146.33,20.37,1.52,14.18,19.69,1.18,,,309.0,Very Poor
+Guwahati,2020-01-19,123.96,196.86,74.81,13.79,137.58,22.25,1.42,13.82,18.24,0.88,,,325.0,Very Poor
+Guwahati,2020-01-20,79.32,120.4,6.5,8.74,20.04,17.68,0.6,12.49,20.98,0.17,,,211.0,Poor
+Guwahati,2020-01-21,120.64,183.95,15.75,12.31,39.05,16.06,0.9,12.62,21.13,9.8,,,192.0,Moderate
+Guwahati,2020-01-22,138.17,218.79,53.28,15.68,104.28,17.02,1.41,13.37,20.42,0.43,,,314.0,Very Poor
+Guwahati,2020-01-23,129.67,204.78,47.92,18.01,97.97,16.87,1.29,13.03,18.18,2.69,,,307.0,Very Poor
+Guwahati,2020-01-24,176.98,260.58,47.71,17.95,97.57,16.17,1.74,13.88,19.0,14.48,,,318.0,Very Poor
+Guwahati,2020-01-25,178.56,286.81,69.9,16.51,132.46,15.74,1.87,13.22,17.92,0.0,,,363.0,Very Poor
+Guwahati,2020-01-26,157.34,241.87,61.04,12.98,114.13,16.12,1.71,13.16,18.13,0.0,,,332.0,Very Poor
+Guwahati,2020-01-27,151.56,242.58,78.62,17.7,148.03,16.7,1.62,13.84,20.67,9.67,,,327.0,Very Poor
+Guwahati,2020-01-28,,317.84,80.74,17.88,151.75,18.21,1.94,13.7,18.14,0.0,,,264.0,Poor
+Guwahati,2020-01-29,192.26,334.8,80.42,21.97,155.58,20.06,1.97,13.95,20.02,5.32,,,285.0,Poor
+Guwahati,2020-01-30,155.4,247.32,56.68,16.34,110.56,21.83,1.71,13.71,19.0,1.09,,,346.0,Very Poor
+Guwahati,2020-01-31,74.2,105.99,9.63,8.8,25.22,17.74,0.61,12.85,18.79,0.29,,,195.0,Moderate
+Guwahati,2020-02-01,123.8,184.52,28.23,10.06,57.12,18.14,1.21,13.22,18.75,0.69,,,250.0,Poor
+Guwahati,2020-02-02,103.18,170.35,47.53,14.67,93.74,18.48,1.23,13.48,19.14,0.75,,,298.0,Poor
+Guwahati,2020-02-03,121.97,199.91,61.88,22.49,125.68,15.9,1.06,13.92,23.02,1.05,,,238.0,Poor
+Guwahati,2020-02-04,140.21,223.32,80.4,23.76,157.44,17.55,1.34,15.03,24.66,0.79,,,315.0,Very Poor
+Guwahati,2020-02-05,155.07,256.72,82.09,25.12,161.67,19.22,1.63,14.48,22.17,1.1,,,317.0,Very Poor
+Guwahati,2020-02-06,151.99,243.84,53.41,18.76,107.79,19.64,1.48,15.18,26.85,1.07,,,326.0,Very Poor
+Guwahati,2020-02-07,139.27,233.73,45.24,20.56,96.27,18.53,1.44,13.18,18.57,1.01,,,323.0,Very Poor
+Guwahati,2020-02-08,139.07,240.31,56.08,20.06,113.55,17.57,1.5,13.09,18.46,1.13,,,316.0,Very Poor
+Guwahati,2020-02-09,108.07,190.71,35.9,17.93,78.15,17.92,1.15,12.6,18.11,0.69,,,302.0,Very Poor
+Guwahati,2020-02-10,101.22,209.1,51.82,19.55,106.02,18.24,0.99,13.03,18.35,0.57,,,212.0,Poor
+Guwahati,2020-02-11,111.71,225.78,80.45,23.03,156.74,18.56,1.23,13.56,18.35,0.82,,,278.0,Poor
+Guwahati,2020-02-12,119.47,225.18,84.67,24.27,165.0,19.25,1.19,13.81,18.35,0.95,,,267.0,Poor
+Guwahati,2020-02-13,133.75,253.03,92.84,30.59,184.73,21.57,1.29,15.31,18.56,0.96,,,306.0,Very Poor
+Guwahati,2020-02-14,141.43,264.36,59.76,27.41,127.46,23.68,1.23,13.6,19.34,0.79,,,315.0,Very Poor
+Guwahati,2020-02-15,165.06,279.03,46.86,31.8,111.02,23.71,1.36,13.48,18.98,0.74,,,321.0,Very Poor
+Guwahati,2020-02-16,208.26,300.36,42.27,24.33,95.46,24.27,1.61,13.5,18.58,0.96,,,357.0,Very Poor
+Guwahati,2020-02-17,203.07,299.17,60.9,24.22,125.93,24.88,1.81,13.7,18.6,0.99,,,367.0,Very Poor
+Guwahati,2020-02-18,169.36,319.73,40.71,15.68,83.61,29.04,1.4,14.08,19.54,0.84,,,361.0,Very Poor
+Guwahati,2020-02-19,90.78,123.99,14.73,13.21,38.34,24.13,0.56,13.38,18.83,0.28,,,239.0,Poor
+Guwahati,2020-02-20,131.83,193.45,51.04,17.04,102.03,25.27,1.25,13.91,18.51,0.65,,,288.0,Poor
+Guwahati,2020-02-21,111.05,177.35,42.25,17.71,88.33,22.11,1.14,14.03,18.58,0.66,,,282.0,Poor
+Guwahati,2020-02-22,125.72,214.04,61.18,17.95,119.7,21.01,1.27,14.33,18.5,0.88,,,302.0,Very Poor
+Guwahati,2020-02-23,118.97,203.28,60.84,21.62,123.1,20.84,1.18,14.48,18.68,0.72,,,302.0,Very Poor
+Guwahati,2020-02-24,93.14,157.53,32.95,18.84,74.27,16.1,0.89,13.81,19.06,0.56,,,269.0,Poor
+Guwahati,2020-02-25,72.51,140.07,19.93,19.02,53.12,14.76,0.61,13.15,18.52,0.51,,,171.0,Moderate
+Guwahati,2020-02-26,27.92,53.53,2.76,12.41,17.83,13.39,0.12,13.25,18.88,0.15,,,78.0,Satisfactory
+Guwahati,2020-02-27,47.51,79.77,16.71,14.97,43.46,13.55,0.25,13.58,19.04,0.21,,,58.0,Satisfactory
+Guwahati,2020-02-28,66.48,137.52,52.09,21.7,108.77,12.8,0.63,14.1,18.9,0.49,,,114.0,Moderate
+Guwahati,2020-02-29,84.06,168.91,74.24,29.75,153.71,13.24,0.75,14.09,20.16,13.65,,,160.0,Moderate
+Guwahati,2020-03-01,131.31,198.43,64.74,30.85,139.31,16.28,0.92,13.62,19.12,0.72,,,224.0,Poor
+Guwahati,2020-03-02,95.07,191.86,40.05,28.98,96.79,16.51,0.95,13.43,18.97,0.89,,,300.0,Poor
+Guwahati,2020-03-03,63.93,108.82,26.12,23.76,68.34,17.05,0.51,13.53,19.42,0.36,,,164.0,Moderate
+Guwahati,2020-03-04,36.86,65.66,4.88,15.58,24.69,15.46,0.21,13.4,19.28,0.13,,,71.0,Satisfactory
+Guwahati,2020-03-05,44.87,108.44,3.27,14.86,21.28,12.0,0.29,13.06,18.75,0.14,,,84.0,Satisfactory
+Guwahati,2020-03-06,58.74,102.63,10.83,15.28,34.19,12.3,0.32,13.2,18.58,0.2,,,110.0,Moderate
+Guwahati,2020-03-07,76.67,125.31,37.68,19.39,82.64,16.12,0.67,13.79,18.58,0.33,,,128.0,Moderate
+Guwahati,2020-03-08,62.83,128.2,30.87,15.52,67.29,16.85,0.6,13.58,19.07,0.28,,,138.0,Moderate
+Guwahati,2020-03-09,66.71,169.5,22.15,20.19,57.99,15.21,0.43,13.32,19.02,0.2,,,152.0,Moderate
+Guwahati,2020-03-10,97.15,167.83,23.63,23.06,63.52,13.47,0.64,13.24,19.03,0.37,,,168.0,Moderate
+Guwahati,2020-03-11,80.63,158.25,43.46,31.04,80.0,13.02,0.7,13.58,19.61,0.33,,,191.0,Moderate
+Guwahati,2020-03-12,95.35,219.23,35.68,30.51,41.47,17.38,0.77,13.68,19.01,0.42,,,226.0,Poor
+Guwahati,2020-03-13,81.83,178.48,28.0,32.03,36.48,15.43,0.48,13.34,19.07,0.24,,,148.0,Moderate
+Guwahati,2020-03-14,96.15,212.49,28.27,23.49,32.53,15.1,0.88,13.68,19.41,0.52,,,260.0,Poor
+Guwahati,2020-03-15,79.96,154.9,8.86,18.55,15.64,13.28,0.37,13.23,19.02,0.17,,,140.0,Moderate
+Guwahati,2020-03-16,65.69,171.03,20.2,18.99,24.32,11.72,0.59,13.49,20.08,0.34,,,204.0,Poor
+Guwahati,2020-03-17,90.97,195.79,38.35,36.21,46.27,13.93,0.5,14.04,22.33,0.42,,,158.0,Moderate
+Guwahati,2020-03-18,101.22,211.78,54.75,43.42,61.98,14.17,0.76,13.57,19.68,0.64,,,228.0,Poor
+Guwahati,2020-03-19,106.89,227.07,41.98,40.3,50.95,16.17,0.89,13.76,21.2,0.53,,,257.0,Poor
+Guwahati,2020-03-20,104.24,200.94,20.99,27.59,29.1,20.73,0.8,14.32,24.2,0.35,,,273.0,Poor
+Guwahati,2020-03-21,105.13,166.05,23.6,26.82,30.67,19.14,0.71,14.72,19.28,0.27,,,223.0,Poor
+Guwahati,2020-03-22,107.87,152.63,13.16,18.11,18.64,17.4,0.71,14.58,18.81,0.31,,,225.0,Poor
+Guwahati,2020-03-23,79.39,115.42,35.59,17.48,35.07,18.06,0.59,14.87,18.84,0.34,,,265.0,Poor
+Guwahati,2020-03-24,78.14,134.65,25.71,23.59,30.67,16.08,0.42,14.85,19.18,0.2,,,124.0,Moderate
+Guwahati,2020-03-25,99.05,136.28,29.82,24.63,34.24,16.54,0.55,15.2,19.36,0.31,,,195.0,Moderate
+Guwahati,2020-03-26,101.46,139.7,16.73,23.28,23.82,18.2,0.62,15.53,19.6,0.41,,,238.0,Poor
+Guwahati,2020-03-27,118.7,165.09,15.07,23.58,22.74,20.0,0.7,15.54,19.58,0.24,,,270.0,Poor
+Guwahati,2020-03-28,105.32,224.36,9.92,14.9,14.66,19.07,0.67,15.69,20.08,0.25,,,298.0,Poor
+Guwahati,2020-03-29,31.95,211.55,1.37,5.65,3.78,11.88,0.09,15.43,22.26,0.06,,,176.0,Moderate
+Guwahati,2020-03-30,38.98,149.95,12.63,17.44,17.92,12.16,0.27,14.77,27.91,0.13,,,169.0,Moderate
+Guwahati,2020-03-31,130.68,232.55,19.56,30.83,29.6,15.72,0.92,16.06,35.47,0.37,,,201.0,Poor
+Guwahati,2020-04-01,133.0,206.76,12.18,26.92,22.2,19.62,0.98,17.35,39.22,0.42,,,307.0,Very Poor
+Guwahati,2020-04-02,141.09,215.27,8.68,16.05,14.29,20.71,0.78,16.86,52.63,0.31,,,315.0,Very Poor
+Guwahati,2020-04-03,103.88,220.49,3.81,14.11,9.72,14.09,0.47,15.39,42.49,0.17,,,275.0,Poor
+Guwahati,2020-04-04,81.92,148.29,8.05,20.73,16.11,12.91,0.49,16.18,34.97,0.22,,,222.0,Poor
+Guwahati,2020-04-05,75.94,179.25,3.73,15.72,10.44,10.25,0.46,16.08,43.81,0.17,,,158.0,Moderate
+Guwahati,2020-04-06,71.62,137.99,2.44,15.17,9.2,8.04,0.45,16.69,55.53,0.16,,,162.0,Moderate
+Guwahati,2020-04-07,83.89,230.77,0.9,6.98,4.07,6.82,0.34,16.2,67.04,0.11,,,152.0,Moderate
+Guwahati,2020-04-08,78.7,190.7,2.48,13.87,8.61,4.23,0.38,15.75,52.64,0.15,,,198.0,Moderate
+Guwahati,2020-04-09,58.36,112.46,1.36,7.41,4.62,3.57,0.36,16.55,43.33,0.12,,,154.0,Moderate
+Guwahati,2020-04-10,26.5,115.1,0.93,6.41,3.81,6.05,0.19,14.9,63.97,28.5,,,104.0,Moderate
+Guwahati,2020-04-11,57.4,93.25,1.98,9.42,6.06,11.7,0.58,15.85,45.23,0.13,,,104.0,Moderate
+Guwahati,2020-04-12,89.24,126.06,6.4,8.34,8.83,24.53,0.89,18.38,34.98,0.14,,,169.0,Moderate
+Guwahati,2020-04-13,101.75,154.37,16.84,11.14,18.0,31.06,1.01,20.22,37.33,0.14,,,200.0,Moderate
+Guwahati,2020-04-14,103.94,152.8,14.94,10.97,16.49,38.13,1.03,21.14,32.97,18.85,,,266.0,Poor
+Guwahati,2020-04-15,93.12,122.65,15.35,10.71,16.57,38.23,0.83,20.06,22.35,9.89,,,254.0,Poor
+Guwahati,2020-04-16,38.33,54.22,2.85,6.46,5.28,28.31,0.41,18.47,34.72,0.05,,,109.0,Moderate
+Guwahati,2020-04-17,19.16,33.51,2.74,6.6,5.25,27.97,0.3,17.6,24.23,0.03,,,51.0,Satisfactory
+Guwahati,2020-04-18,18.06,26.17,2.89,6.67,5.4,23.01,0.33,16.7,27.85,0.04,,,45.0,Good
+Guwahati,2020-04-19,35.6,46.15,4.1,5.59,5.78,25.38,0.45,16.91,24.25,0.06,,,38.0,Good
+Guwahati,2020-04-20,20.94,31.08,1.68,6.69,4.51,20.35,0.38,15.72,39.03,0.02,,,62.0,Satisfactory
+Guwahati,2020-04-21,15.84,28.89,1.82,5.79,4.19,11.71,0.34,13.92,32.44,0.02,,,45.0,Good
+Guwahati,2020-04-22,23.36,35.06,2.94,6.81,5.5,9.66,0.39,13.94,24.83,0.06,,,40.0,Good
+Guwahati,2020-04-23,26.52,46.48,2.21,7.14,5.12,10.16,0.38,13.86,31.74,0.06,,,46.0,Good
+Guwahati,2020-04-24,12.87,29.46,0.66,3.45,2.17,6.01,0.25,13.88,42.08,0.04,,,55.0,Satisfactory
+Guwahati,2020-04-25,13.02,18.64,0.83,3.81,2.47,3.34,0.25,13.88,43.1,0.03,,,54.0,Satisfactory
+Guwahati,2020-04-26,19.09,30.65,1.56,6.56,4.35,2.57,0.35,13.95,36.5,2.32,,,50.0,Good
+Guwahati,2020-04-27,28.02,42.15,5.89,10.71,9.61,2.47,0.42,14.17,31.9,0.06,,,50.0,Good
+Guwahati,2020-04-28,25.51,39.31,1.06,9.0,5.17,3.96,0.4,14.19,39.45,0.04,,,52.0,Satisfactory
+Guwahati,2020-04-29,25.33,44.45,2.33,7.14,5.21,3.46,0.42,14.08,28.68,0.05,,,51.0,Satisfactory
+Guwahati,2020-04-30,23.83,36.16,1.85,7.68,5.11,4.63,0.39,14.01,30.84,0.04,,,47.0,Good
+Guwahati,2020-05-01,23.15,32.95,2.17,7.83,5.42,4.28,0.41,14.1,28.57,0.05,,,46.0,Good
+Guwahati,2020-05-02,23.05,36.19,5.7,12.37,10.27,3.93,0.38,14.31,32.12,0.07,,,45.0,Good
+Guwahati,2020-05-03,18.78,41.35,1.27,7.04,4.38,3.86,0.33,14.43,39.18,0.03,,,55.0,Satisfactory
+Guwahati,2020-05-04,25.13,44.71,5.15,10.84,9.12,3.41,0.42,14.6,32.73,169.36,,,51.0,Satisfactory
+Guwahati,2020-05-05,26.98,41.37,3.15,9.76,7.09,5.28,0.39,14.5,30.28,32.96,,,49.0,Good
+Guwahati,2020-05-06,21.27,33.11,1.42,7.34,4.63,5.87,0.36,14.29,32.09,0.0,,,44.0,Good
+Guwahati,2020-05-07,23.78,35.6,1.04,7.21,4.29,4.52,0.38,14.34,26.59,0.0,,,39.0,Good
+Guwahati,2020-05-08,27.19,52.66,2.48,12.02,7.7,5.86,0.4,14.54,30.32,0.0,,,45.0,Good
+Guwahati,2020-05-09,23.76,54.9,2.68,13.77,8.7,7.1,0.41,14.67,48.79,0.0,,,68.0,Satisfactory
+Guwahati,2020-05-10,40.78,69.53,4.57,18.13,12.23,7.78,0.51,15.35,46.24,0.0,,,75.0,Satisfactory
+Guwahati,2020-05-11,47.0,80.22,7.34,23.76,17.04,7.97,0.58,15.44,39.05,0.0,,,72.0,Satisfactory
+Guwahati,2020-05-12,43.02,72.78,10.4,15.35,15.23,10.77,0.6,14.96,33.72,0.0,,,90.0,Satisfactory
+Guwahati,2020-05-13,25.6,39.27,1.29,11.16,6.4,6.8,0.4,14.84,37.55,0.0,,,54.0,Satisfactory
+Guwahati,2020-05-14,18.75,30.16,1.46,9.36,5.65,3.9,0.37,14.76,34.29,0.0,,,43.0,Good
+Guwahati,2020-05-15,18.7,27.08,1.24,6.52,4.1,3.82,0.37,14.55,32.84,0.0,,,43.0,Good
+Guwahati,2020-05-16,19.4,29.4,1.11,5.69,3.59,3.44,0.34,14.49,34.31,0.0,,,41.0,Good
+Guwahati,2020-05-17,16.33,27.04,2.07,9.57,6.2,3.68,0.35,14.52,36.94,0.0,,,49.0,Good
+Guwahati,2020-05-18,34.04,65.9,12.56,19.51,18.87,3.77,0.53,14.64,29.84,0.0,,,50.0,Good
+Guwahati,2020-05-19,49.08,86.02,12.51,19.87,19.02,5.4,1.2,14.68,32.1,0.0,,,86.0,Satisfactory
+Guwahati,2020-05-20,42.37,65.67,1.99,12.62,7.63,9.72,0.73,14.41,26.53,0.0,,,89.0,Satisfactory
+Guwahati,2020-05-21,9.98,15.91,1.43,9.51,5.69,4.46,0.26,14.68,28.79,0.0,,,47.0,Good
+Guwahati,2020-05-22,8.42,37.4,0.84,5.04,3.08,1.12,0.26,14.84,37.79,0.0,,,45.0,Good
+Guwahati,2020-05-23,13.18,22.34,1.46,6.8,4.4,1.34,0.38,14.73,24.65,0.0,,,38.0,Good
+Guwahati,2020-05-24,11.73,18.58,1.58,6.31,4.25,1.33,0.4,14.76,23.5,0.0,,,33.0,Good
+Guwahati,2020-05-25,17.99,29.98,2.33,10.22,6.71,2.7,0.43,14.8,26.45,0.0,,,34.0,Good
+Guwahati,2020-05-26,8.71,15.15,0.8,5.95,3.5,4.3,0.34,14.88,33.65,0.0,,,45.0,Good
+Guwahati,2020-05-27,8.77,16.77,0.83,9.54,5.26,2.44,0.34,15.01,42.45,0.0,,,53.0,Satisfactory
+Guwahati,2020-05-28,15.12,28.91,0.94,6.03,3.64,0.86,0.37,15.07,44.22,0.0,,,53.0,Satisfactory
+Guwahati,2020-05-29,15.95,27.93,1.46,8.68,5.3,1.41,0.4,15.09,39.86,0.0,,,55.0,Satisfactory
+Guwahati,2020-05-30,21.8,41.14,1.61,11.33,6.72,2.23,0.42,15.14,39.32,0.0,,,51.0,Satisfactory
+Guwahati,2020-05-31,28.03,44.54,3.14,11.2,7.8,2.61,0.56,15.31,26.35,0.0,,,47.0,Good
+Guwahati,2020-06-01,24.49,39.27,3.32,11.03,7.85,2.69,0.57,15.26,26.37,0.0,,,57.0,Satisfactory
+Guwahati,2020-06-02,23.06,40.33,2.21,6.54,4.83,3.67,0.5,15.21,26.84,0.0,,,50.0,Good
+Guwahati,2020-06-03,17.45,30.52,1.11,8.21,4.83,3.75,0.41,15.55,44.84,0.0,,,56.0,Satisfactory
+Guwahati,2020-06-04,10.8,26.6,0.9,4.28,2.75,1.61,0.32,15.44,40.33,0.0,,,47.0,Good
+Guwahati,2020-06-05,15.57,25.37,1.1,6.29,3.87,1.3,0.38,15.42,31.39,0.0,,,42.0,Good
+Guwahati,2020-06-06,12.45,20.53,1.24,6.97,4.32,1.38,0.39,15.7,30.37,0.0,,,37.0,Good
+Guwahati,2020-06-07,18.92,30.78,1.51,6.8,4.44,1.22,0.41,15.65,22.93,0.0,,,30.0,Good
+Guwahati,2020-06-08,28.74,46.41,1.03,8.0,4.66,3.03,0.47,15.6,29.94,0.0,,,39.0,Good
+Guwahati,2020-06-09,31.44,51.03,1.3,8.33,5.02,4.27,0.49,15.7,36.58,0.0,,,53.0,Satisfactory
+Guwahati,2020-06-10,36.84,72.94,7.24,18.6,14.47,4.95,0.68,15.82,31.82,0.0,,,63.0,Satisfactory
+Guwahati,2020-06-11,37.17,69.88,12.04,14.8,16.2,5.16,0.65,15.89,27.09,0.0,,,85.0,Satisfactory
+Guwahati,2020-06-12,15.44,26.0,2.18,11.08,7.02,3.71,0.48,15.52,22.58,0.0,,,39.0,Good
+Guwahati,2020-06-13,18.75,29.81,3.84,10.19,7.82,2.37,0.46,15.5,21.77,0.0,,,45.0,Good
+Guwahati,2020-06-14,17.75,26.31,9.24,10.51,12.01,1.65,0.4,15.62,21.27,0.0,,,31.0,Good
+Guwahati,2020-06-15,15.67,27.58,1.84,8.73,5.63,1.84,0.36,15.63,20.42,0.0,,,31.0,Good
+Guwahati,2020-06-16,16.03,26.82,1.89,9.27,5.92,1.6,0.4,15.63,24.49,0.0,,,34.0,Good
+Guwahati,2020-06-17,9.88,17.95,1.96,6.26,4.52,0.72,0.31,15.69,23.73,0.0,,,35.0,Good
+Guwahati,2020-06-18,5.6,11.66,1.26,5.42,3.58,0.91,0.31,15.72,26.3,0.0,,,31.0,Good
+Guwahati,2020-06-19,12.18,21.4,1.25,5.73,3.72,2.92,0.38,15.89,22.25,0.0,,,30.0,Good
+Guwahati,2020-06-20,24.36,40.94,3.25,10.26,7.42,4.15,0.52,15.86,24.91,0.0,,,35.0,Good
+Guwahati,2020-06-21,20.77,34.82,4.4,7.49,6.92,3.76,0.46,15.75,24.06,0.0,,,46.0,Good
+Guwahati,2020-06-22,19.46,35.88,6.39,10.55,9.9,4.03,0.56,15.99,21.95,0.0,,,41.0,Good
+Guwahati,2020-06-23,18.53,34.18,1.6,6.61,4.4,3.84,0.4,16.06,19.74,0.0,,,46.0,Good
+Guwahati,2020-06-24,21.36,34.42,1.05,5.43,3.42,3.13,0.4,15.97,22.36,0.0,,,36.0,Good
+Guwahati,2020-06-25,18.8,31.55,4.85,12.57,9.73,4.47,0.46,15.9,22.73,0.0,,,37.0,Good
+Guwahati,2020-06-26,16.6,23.75,2.8,7.72,5.85,4.08,0.48,16.1,19.46,0.0,,,35.0,Good
+Guwahati,2020-06-27,17.82,25.71,2.3,8.37,5.78,2.85,0.51,16.09,21.5,0.0,,,35.0,Good
+Guwahati,2020-06-28,18.95,28.79,1.31,8.12,4.92,2.32,0.44,15.91,27.36,0.0,,,36.0,Good
+Guwahati,2020-06-29,21.38,33.14,2.06,6.38,4.65,3.51,0.46,15.66,27.12,0.0,,,48.0,Good
+Guwahati,2020-06-30,20.32,32.51,1.78,5.11,3.82,3.38,0.43,15.83,24.38,0.0,,,39.0,Good
+Guwahati,2020-07-01,40.0,53.0,0.55,6.59,3.59,5.02,0.61,16.07,21.32,0.0,,,36.0,Good
+Hyderabad,2015-01-04,,,3.7,17.19,20.89,,0.3,2.58,30.34,0.41,6.15,1.11,,
+Hyderabad,2015-01-05,,,3.61,9.69,13.3,,0.23,5.19,31.28,0.39,7.22,0.55,,
+Hyderabad,2015-01-06,,,4.21,22.02,26.23,,0.31,9.09,28.56,0.52,5.14,0.53,,
+Hyderabad,2015-01-07,,,26.08,40.08,66.15,,0.53,9.03,31.08,1.92,16.35,2.14,,
+Hyderabad,2015-01-08,,,10.31,33.02,43.33,,0.44,8.47,35.72,1.89,14.27,1.58,,
+Hyderabad,2015-01-09,,,8.79,31.6,40.39,,0.39,8.92,34.77,0.77,12.47,1.22,,
+Hyderabad,2015-01-10,,,8.12,32.52,40.64,,0.43,9.59,34.63,1.14,14.06,1.27,,
+Hyderabad,2015-01-11,,,14.0,31.96,45.96,,0.39,12.53,38.74,1.02,10.4,1.23,,
+Hyderabad,2015-01-12,,,13.26,30.2,43.46,,0.48,8.58,20.94,0.92,15.16,1.19,,
+Hyderabad,2015-01-13,,,33.63,23.37,57.0,,0.72,3.01,13.66,2.05,17.65,1.88,,
+Hyderabad,2015-01-14,,,32.0,23.01,55.0,,0.86,1.77,6.14,1.45,24.04,2.78,,
+Hyderabad,2015-01-15,,,16.05,22.18,38.22,,0.64,2.23,9.29,1.1,9.19,1.5,,
+Hyderabad,2015-01-16,,,11.73,19.17,30.9,,0.47,2.82,19.01,0.95,7.13,1.19,,
+Hyderabad,2015-01-17,,,20.28,20.48,40.76,,0.61,2.65,52.25,1.42,15.21,1.96,,
+Hyderabad,2015-01-18,,,13.45,21.93,35.37,,0.55,2.55,7.87,1.01,14.27,1.88,,
+Hyderabad,2015-01-19,,,12.24,21.48,33.72,,0.51,2.86,10.88,0.76,9.77,1.4,,
+Hyderabad,2015-01-20,,,13.19,20.47,33.66,,0.46,2.63,8.66,0.6,6.7,1.11,,
+Hyderabad,2015-01-21,,,12.78,18.09,30.87,,0.4,2.71,5.24,0.55,4.51,0.94,,
+Hyderabad,2015-01-22,,,14.64,19.01,33.65,,0.43,3.02,4.11,0.74,4.3,1.11,,
+Hyderabad,2015-01-23,,,15.16,21.35,36.51,,0.47,3.37,9.41,0.82,6.23,1.24,,
+Hyderabad,2015-01-24,,,5.53,20.44,25.97,,0.38,2.66,30.88,0.65,5.12,1.12,,
+Hyderabad,2015-01-25,,,4.32,19.71,24.02,,0.36,2.71,33.1,0.41,3.48,0.98,,
+Hyderabad,2015-01-26,,,3.51,13.54,17.06,,0.3,2.69,36.99,0.27,2.22,0.57,,
+Hyderabad,2015-01-27,,,4.61,18.54,23.16,,0.33,2.84,36.18,0.33,2.81,0.72,,
+Hyderabad,2015-01-28,,,4.55,19.6,24.15,,0.36,2.71,34.95,0.37,3.43,0.86,,
+Hyderabad,2015-01-29,,,4.37,20.68,25.05,,0.41,3.19,32.16,0.58,4.61,1.13,,
+Hyderabad,2015-01-30,,,8.08,32.1,40.18,,0.55,3.34,25.65,0.77,6.29,1.34,,
+Hyderabad,2015-01-31,,,6.68,28.57,35.25,,0.53,5.55,31.78,0.89,7.09,1.64,,
+Hyderabad,2015-02-01,,,10.45,32.65,43.1,,0.58,5.06,23.39,0.83,7.44,1.62,,
+Hyderabad,2015-02-02,,,5.51,23.89,29.4,,0.4,3.04,30.22,0.39,4.34,0.85,,
+Hyderabad,2015-02-03,,,4.29,19.41,23.71,,0.41,3.65,38.1,0.51,4.02,0.9,,
+Hyderabad,2015-02-04,,,44.13,45.9,90.03,,0.83,4.64,24.27,1.27,10.52,2.75,,
+Hyderabad,2015-02-05,,,30.08,41.93,72.01,,0.78,5.58,26.61,1.2,10.96,2.84,,
+Hyderabad,2015-02-06,,,17.96,36.6,54.55,,0.52,4.75,22.69,0.89,7.82,2.02,,
+Hyderabad,2015-02-07,,,6.2,22.94,29.14,,0.39,3.97,29.57,0.59,4.46,1.34,,
+Hyderabad,2015-02-08,,,4.65,15.96,20.62,,0.32,3.55,46.15,0.43,2.94,0.91,,
+Hyderabad,2015-02-09,,,4.38,16.54,20.91,,0.32,3.67,42.7,0.39,3.25,0.8,,
+Hyderabad,2015-02-10,,,3.95,12.77,16.73,,0.29,3.38,39.34,0.38,2.81,0.67,,
+Hyderabad,2015-02-11,,,,,,,,,,,,,,
+Hyderabad,2015-02-12,,,6.82,26.48,33.3,,0.72,1.67,0.02,0.32,1.36,0.32,,
+Hyderabad,2015-02-13,,,28.51,12.59,41.1,,0.39,2.32,0.02,0.25,0.76,0.13,,
+Hyderabad,2015-02-14,,,,,,,,,,,,,,
+Hyderabad,2015-02-15,,,11.16,30.51,41.66,,0.46,6.52,53.2,1.09,10.09,1.68,,
+Hyderabad,2015-02-16,,,41.2,45.49,86.7,,0.78,10.51,38.41,1.8,29.81,2.66,,
+Hyderabad,2015-02-17,,,44.55,52.83,97.37,,0.78,10.94,27.52,2.49,27.77,2.59,,
+Hyderabad,2015-02-18,,,11.4,24.63,36.02,,1.18,6.74,39.42,0.81,8.79,1.64,,
+Hyderabad,2015-02-19,,,7.88,17.3,25.18,,0.68,7.38,37.9,0.36,4.28,0.91,,
+Hyderabad,2015-02-20,,,4.49,18.22,22.71,,0.33,4.12,32.4,0.34,3.87,0.93,,
+Hyderabad,2015-02-21,,,5.19,22.16,27.36,,0.38,4.87,33.24,0.42,5.61,1.05,,
+Hyderabad,2015-02-22,,,32.39,38.32,70.71,,0.6,9.0,34.47,1.34,18.71,2.29,,
+Hyderabad,2015-02-23,,,21.74,38.21,59.95,,0.65,6.5,33.61,1.34,17.63,2.72,,
+Hyderabad,2015-02-24,,,6.73,29.65,36.38,,0.49,5.23,36.43,0.64,7.26,1.46,,
+Hyderabad,2015-02-25,,,4.6,24.99,29.59,,0.42,4.03,47.29,0.45,5.94,1.1,,
+Hyderabad,2015-02-26,,,4.89,22.9,27.78,,0.38,3.61,42.77,0.63,8.99,1.31,,
+Hyderabad,2015-02-27,,,6.07,19.24,25.31,,0.33,4.73,42.19,0.56,8.84,1.13,,
+Hyderabad,2015-02-28,,,4.38,13.32,17.7,,0.32,5.35,27.87,0.49,6.23,0.95,,
+Hyderabad,2015-03-01,,,3.92,10.93,14.84,,0.32,4.25,27.31,0.88,5.94,1.21,,
+Hyderabad,2015-03-02,,,28.32,17.6,45.92,,0.68,3.22,13.53,0.94,5.03,1.55,,
+Hyderabad,2015-03-03,,,7.56,18.14,25.7,,0.34,3.09,16.42,0.58,4.11,1.44,,
+Hyderabad,2015-03-04,,,3.6,17.44,21.04,,0.28,7.88,50.26,0.92,5.99,0.96,,
+Hyderabad,2015-03-05,,,5.94,20.67,26.62,,0.35,5.0,36.44,0.62,6.93,1.01,,
+Hyderabad,2015-03-06,,,12.91,14.68,27.59,,0.3,3.4,18.77,0.31,4.91,0.56,,
+Hyderabad,2015-03-07,,,11.15,19.36,30.51,,0.38,3.45,19.66,0.63,6.9,0.86,,
+Hyderabad,2015-03-08,,,7.55,16.46,24.01,,0.37,3.04,20.61,0.56,4.41,1.16,,
+Hyderabad,2015-03-09,,,14.2,29.46,43.66,,0.57,7.71,30.14,0.74,5.08,1.1,,
+Hyderabad,2015-03-10,,,12.51,26.4,38.9,,0.57,5.27,23.21,0.79,13.48,1.63,,
+Hyderabad,2015-03-11,,,11.93,30.79,42.72,,0.5,4.64,30.03,0.83,13.96,1.83,,
+Hyderabad,2015-03-12,,,8.03,25.33,33.35,,0.44,4.63,33.62,0.63,6.11,1.37,,
+Hyderabad,2015-03-13,,,7.53,23.86,31.39,,0.44,3.99,37.32,0.64,7.33,1.4,,
+Hyderabad,2015-03-14,,,6.69,16.89,23.58,,0.32,3.78,36.86,0.51,3.32,0.71,,
+Hyderabad,2015-03-15,,,4.66,11.37,16.03,,0.31,2.82,31.17,0.39,2.96,0.75,,
+Hyderabad,2015-03-16,,,5.87,13.34,19.21,,0.3,3.6,29.12,0.43,4.01,0.73,,
+Hyderabad,2015-03-17,,,7.88,18.99,26.87,,0.37,6.11,42.96,0.48,4.4,0.75,,
+Hyderabad,2015-03-18,,,5.59,18.97,24.56,,0.35,5.43,45.65,0.45,4.08,0.91,,
+Hyderabad,2015-03-19,,,5.93,19.97,25.9,,0.37,5.53,45.79,0.48,5.13,0.85,,
+Hyderabad,2015-03-20,,,5.74,26.43,32.17,,0.48,5.4,38.92,0.49,7.43,1.12,,
+Hyderabad,2015-03-21,,,15.24,27.4,42.64,,0.54,6.77,39.58,0.74,19.36,1.56,,
+Hyderabad,2015-03-22,,,10.67,25.69,36.35,,0.55,7.84,57.61,0.69,7.32,1.37,,
+Hyderabad,2015-03-23,,,32.12,45.32,77.44,,0.84,11.44,43.38,1.64,26.63,2.93,,
+Hyderabad,2015-03-24,,,43.76,41.95,85.71,,1.15,13.97,42.09,1.62,20.46,2.77,,
+Hyderabad,2015-03-25,,,18.76,32.15,50.91,,0.62,7.92,34.4,0.77,16.31,2.08,,
+Hyderabad,2015-03-26,,,8.71,13.56,22.27,,0.69,4.84,34.21,0.35,4.99,1.02,,
+Hyderabad,2015-03-27,,,8.43,13.92,22.34,,0.75,3.13,33.4,0.37,4.23,0.94,,
+Hyderabad,2015-03-28,,,9.2,18.56,27.76,,0.74,8.71,40.43,0.46,5.09,1.0,,
+Hyderabad,2015-03-29,,,9.75,14.74,24.49,,0.76,7.47,29.92,0.45,4.27,1.03,,
+Hyderabad,2015-03-30,,,9.7,13.84,23.54,,0.71,8.49,24.06,0.37,4.01,0.82,,
+Hyderabad,2015-03-31,47.03,,9.71,16.94,26.65,,0.81,13.2,25.13,0.44,4.31,1.01,120.0,Moderate
+Hyderabad,2015-04-01,40.62,,8.41,13.18,21.59,,0.81,7.89,34.19,0.55,3.57,0.88,112.0,Moderate
+Hyderabad,2015-04-02,,,8.73,14.34,23.06,,0.85,7.94,31.97,0.57,3.61,0.87,,
+Hyderabad,2015-04-03,,,26.88,22.86,48.77,,1.07,10.31,36.15,0.27,1.83,0.25,,
+Hyderabad,2015-04-04,,,18.49,19.62,38.11,,0.96,11.02,37.02,0.36,2.93,0.5,,
+Hyderabad,2015-04-05,50.87,,15.01,20.91,35.91,,0.99,13.35,38.52,0.35,3.95,0.59,,
+Hyderabad,2015-04-06,83.0,,9.72,12.91,22.63,,0.89,8.89,33.67,0.2,2.02,0.31,141.0,Moderate
+Hyderabad,2015-04-07,112.21,,13.85,17.06,31.52,,1.05,11.21,30.68,0.2,1.8,0.32,197.0,Moderate
+Hyderabad,2015-04-08,38.67,,8.38,9.28,17.66,,0.73,7.58,23.53,0.22,2.2,0.4,177.0,Moderate
+Hyderabad,2015-04-09,33.88,,18.44,13.18,31.61,,0.8,8.28,21.58,,,,104.0,Moderate
+Hyderabad,2015-04-10,30.88,,22.5,12.34,34.32,,0.76,8.46,22.8,,,,106.0,Moderate
+Hyderabad,2015-04-11,42.88,,14.84,17.22,32.06,,0.87,8.13,32.93,,,,105.0,Moderate
+Hyderabad,2015-04-12,26.38,,4.77,8.78,13.55,,1.41,2.93,32.86,,,,128.0,Moderate
+Hyderabad,2015-04-13,56.39,,14.17,13.36,27.53,,1.13,13.04,40.11,,,,133.0,Moderate
+Hyderabad,2015-04-14,158.32,,8.99,20.35,29.34,,0.95,8.23,40.52,,,,312.0,Very Poor
+Hyderabad,2015-04-15,44.79,,8.33,15.29,23.62,,0.8,7.6,30.83,,,,179.0,Moderate
+Hyderabad,2015-04-16,30.21,,8.02,12.22,20.24,,0.76,8.08,33.59,,,,112.0,Moderate
+Hyderabad,2015-04-17,39.04,,11.03,15.82,26.86,,0.84,9.56,39.94,,,,106.0,Moderate
+Hyderabad,2015-04-18,76.0,,34.35,33.56,67.91,,1.3,11.04,35.28,,,,147.0,Moderate
+Hyderabad,2015-04-19,54.25,,10.01,21.04,31.05,,1.0,8.83,41.52,,,,139.0,Moderate
+Hyderabad,2015-04-20,41.38,,8.44,15.76,24.21,,0.86,8.48,32.44,,,,118.0,Moderate
+Hyderabad,2015-04-21,75.08,,12.7,15.17,27.87,,0.81,9.56,29.91,,,,123.0,Moderate
+Hyderabad,2015-04-22,39.71,,18.41,18.78,36.38,,1.02,8.24,23.51,,,,157.0,Moderate
+Hyderabad,2015-04-23,87.54,,11.03,17.45,28.48,,1.14,5.43,37.94,,,,149.0,Moderate
+Hyderabad,2015-04-24,39.38,,8.53,12.68,21.07,,0.76,9.61,42.52,,,,165.0,Moderate
+Hyderabad,2015-04-25,35.61,,29.06,7.42,35.3,,0.81,3.43,51.44,,,,119.0,Moderate
+Hyderabad,2015-04-26,,,,,,,,,,,,,98.0,Satisfactory
+Hyderabad,2015-04-27,40.78,,4.46,28.32,32.78,,0.89,15.72,39.31,,,,86.0,Satisfactory
+Hyderabad,2015-04-28,46.62,,6.67,18.93,25.34,,0.83,9.63,39.74,,,,124.0,Moderate
+Hyderabad,2015-04-29,94.29,,5.66,18.65,24.05,,0.72,10.58,38.94,,,,148.0,Moderate
+Hyderabad,2015-04-30,53.79,,17.07,19.14,35.02,,1.01,12.34,52.57,,,,176.0,Moderate
+Hyderabad,2015-05-01,89.62,,40.11,29.62,69.42,,1.41,13.38,38.94,,,,206.0,Poor
+Hyderabad,2015-05-02,49.38,,5.25,14.38,19.37,,0.75,8.54,48.14,,,,134.0,Moderate
+Hyderabad,2015-05-03,38.96,,6.68,13.74,20.07,,0.69,8.33,46.87,,,,115.0,Moderate
+Hyderabad,2015-05-04,45.0,,7.24,17.31,24.32,,0.74,9.03,42.93,,,,113.0,Moderate
+Hyderabad,2015-05-05,42.62,,5.37,15.34,20.37,,0.76,9.62,50.1,,,,116.0,Moderate
+Hyderabad,2015-05-06,43.29,,7.75,18.21,24.92,,1.52,13.7,51.13,,,,150.0,Moderate
+Hyderabad,2015-05-07,40.12,,6.43,18.06,23.92,,1.83,9.0,32.89,,,,157.0,Moderate
+Hyderabad,2015-05-08,56.88,,13.42,26.23,39.41,,0.88,10.17,39.26,,,,121.0,Moderate
+Hyderabad,2015-05-09,62.38,,7.27,22.78,29.61,,0.89,8.96,43.05,,,,149.0,Moderate
+Hyderabad,2015-05-10,54.08,,6.33,16.65,22.64,,0.73,9.57,42.66,,,,125.0,Moderate
+Hyderabad,2015-05-11,67.08,,14.36,21.67,34.34,,0.89,9.43,28.16,,,,140.0,Moderate
+Hyderabad,2015-05-12,40.88,,7.77,13.54,19.29,,0.65,8.13,33.0,,,,130.0,Moderate
+Hyderabad,2015-05-13,83.21,,33.82,21.74,54.46,,0.76,8.06,19.97,,,,125.0,Moderate
+Hyderabad,2015-05-14,40.58,,8.49,8.42,16.64,,0.85,7.7,22.67,,,,177.0,Moderate
+Hyderabad,2015-05-15,36.5,,12.72,8.52,20.92,,0.86,8.17,16.09,,,,123.0,Moderate
+Hyderabad,2015-05-16,41.67,,8.68,11.99,20.26,,0.99,8.54,20.62,,,,120.0,Moderate
+Hyderabad,2015-05-17,32.75,,8.17,9.74,17.56,,0.73,8.38,33.49,,,,114.0,Moderate
+Hyderabad,2015-05-18,42.96,,11.17,13.2,24.13,,1.01,10.08,40.72,,,,116.0,Moderate
+Hyderabad,2015-05-19,60.79,,18.64,18.36,40.48,,1.33,10.98,39.48,,,,143.0,Moderate
+Hyderabad,2015-05-20,53.67,,21.58,16.05,37.38,,1.23,10.65,36.86,,,,145.0,Moderate
+Hyderabad,2015-05-21,68.96,,22.12,20.16,41.97,,1.73,12.39,45.08,,,,158.0,Moderate
+Hyderabad,2015-05-22,66.38,,21.99,18.99,40.71,,1.4,11.44,36.66,,,,171.0,Moderate
+Hyderabad,2015-05-23,43.29,,9.57,13.27,22.64,,0.67,10.57,39.2,,,,117.0,Moderate
+Hyderabad,2015-05-24,44.79,,14.81,13.64,28.05,,0.72,11.55,29.71,,,,117.0,Moderate
+Hyderabad,2015-05-25,41.21,,11.26,11.5,22.46,,0.9,9.15,29.88,,,,132.0,Moderate
+Hyderabad,2015-05-26,54.12,,21.26,15.75,36.63,,0.88,11.79,32.89,,,,113.0,Moderate
+Hyderabad,2015-05-27,60.5,,15.2,12.31,27.23,,1.21,11.62,39.2,,,,160.0,Moderate
+Hyderabad,2015-05-28,45.38,,11.73,10.4,21.64,,0.23,7.26,44.57,,,,83.0,Satisfactory
+Hyderabad,2015-05-29,49.54,,8.88,15.76,24.3,,0.79,9.52,44.58,,,,120.0,Moderate
+Hyderabad,2015-05-30,48.12,,9.4,11.3,20.51,,0.79,9.16,46.28,,,,120.0,Moderate
+Hyderabad,2015-05-31,53.42,,7.92,13.81,21.33,,0.8,9.25,50.6,,,,125.0,Moderate
+Hyderabad,2015-06-01,237.79,,7.75,9.84,17.42,,0.78,8.05,48.34,,,,165.0,Moderate
+Hyderabad,2015-06-02,539.13,,7.99,8.57,16.2,,0.73,9.1,37.95,,,,661.0,Severe
+Hyderabad,2015-06-03,49.54,,8.47,14.49,22.35,,0.88,9.06,42.6,,,,294.0,Poor
+Hyderabad,2015-06-04,50.58,,8.19,11.94,19.82,,0.81,8.57,49.06,,,,125.0,Moderate
+Hyderabad,2015-06-05,43.62,,8.43,14.44,22.2,,0.82,8.09,43.08,,,,117.0,Moderate
+Hyderabad,2015-06-06,83.88,,10.29,15.72,25.63,,0.85,8.31,41.62,,,,127.0,Moderate
+Hyderabad,2015-06-07,43.12,,15.05,20.71,35.47,,1.14,7.65,22.47,,,,179.0,Moderate
+Hyderabad,2015-06-08,30.71,,11.46,11.84,23.0,,0.75,7.8,23.72,,,,118.0,Moderate
+Hyderabad,2015-06-09,25.79,,10.77,12.17,22.6,,0.72,8.76,18.8,,,,98.0,Satisfactory
+Hyderabad,2015-06-10,25.58,,11.53,14.21,25.51,,0.76,8.8,24.68,,,,100.0,Satisfactory
+Hyderabad,2015-06-11,26.0,,11.03,13.23,24.11,,0.69,8.78,24.27,,,,102.0,Moderate
+Hyderabad,2015-06-12,24.88,,10.23,11.33,21.41,,0.75,8.43,20.85,,,,95.0,Satisfactory
+Hyderabad,2015-06-13,29.33,,14.83,12.49,27.11,,0.94,8.22,16.93,,,,106.0,Moderate
+Hyderabad,2015-06-14,87.21,,11.17,9.67,20.39,,1.14,4.05,9.61,,,,142.0,Moderate
+Hyderabad,2015-06-15,25.07,,8.25,6.58,14.69,,0.64,7.58,15.04,,,,163.0,Moderate
+Hyderabad,2015-06-16,31.0,,8.5,8.18,16.59,,0.67,8.3,15.78,,,,98.0,Satisfactory
+Hyderabad,2015-06-17,26.38,,8.43,8.22,16.5,,0.68,8.08,15.3,,,,98.0,Satisfactory
+Hyderabad,2015-06-18,23.83,,8.33,6.55,14.77,,0.62,8.19,15.7,,,,94.0,Satisfactory
+Hyderabad,2015-06-19,26.92,,12.15,8.71,20.75,,0.63,8.71,17.3,,,,93.0,Satisfactory
+Hyderabad,2015-06-20,26.82,,9.08,8.36,17.37,,0.64,9.14,15.62,,,,96.0,Satisfactory
+Hyderabad,2015-06-21,23.67,,9.53,7.91,17.35,,0.73,7.84,9.46,,,,94.0,Satisfactory
+Hyderabad,2015-06-22,66.78,,8.55,5.87,14.35,,0.67,7.71,15.55,,,,105.0,Moderate
+Hyderabad,2015-06-23,14.75,,8.61,4.18,12.69,,0.62,7.75,15.72,,,,132.0,Moderate
+Hyderabad,2015-06-24,467.67,,8.56,4.07,12.59,,0.62,7.04,16.44,,,,348.0,Very Poor
+Hyderabad,2015-06-25,22.75,,8.7,4.24,12.93,,0.61,7.86,16.51,,,,342.0,Very Poor
+Hyderabad,2015-06-26,33.29,,9.28,7.34,16.56,,0.63,8.38,15.3,,,,96.0,Satisfactory
+Hyderabad,2015-06-27,39.62,,10.62,9.26,19.82,,0.66,8.32,15.64,,,,104.0,Moderate
+Hyderabad,2015-06-28,35.88,,15.1,10.35,25.45,,0.89,8.49,21.59,,,,114.0,Moderate
+Hyderabad,2015-06-29,45.88,,31.38,18.72,50.1,,1.3,8.53,12.32,,,,141.0,Moderate
+Hyderabad,2015-06-30,35.54,,11.77,12.07,23.84,,0.79,8.21,16.23,,,,119.0,Moderate
+Hyderabad,2015-07-01,26.29,,8.69,5.89,14.52,,0.62,8.61,21.08,,,,99.0,Satisfactory
+Hyderabad,2015-07-02,29.67,,20.72,10.41,31.13,,0.76,9.31,15.48,,,,97.0,Satisfactory
+Hyderabad,2015-07-03,37.0,,9.8,9.01,18.81,,0.72,7.3,23.39,,,,108.0,Moderate
+Hyderabad,2015-07-04,34.92,,8.97,8.77,17.72,,0.65,9.5,24.33,,,,103.0,Moderate
+Hyderabad,2015-07-05,29.54,,8.17,5.22,13.33,,0.58,8.88,22.7,,,,102.0,Moderate
+Hyderabad,2015-07-06,27.42,,17.37,5.97,23.26,,0.58,2.66,20.65,,,,97.0,Satisfactory
+Hyderabad,2015-07-07,31.38,,10.2,6.78,16.83,,0.58,6.79,14.79,,,,99.0,Satisfactory
+Hyderabad,2015-07-08,26.5,,9.66,5.32,14.73,,0.6,6.63,14.69,,,,98.0,Satisfactory
+Hyderabad,2015-07-09,24.42,,8.69,4.88,13.43,,0.59,6.99,16.3,,,,91.0,Satisfactory
+Hyderabad,2015-07-10,24.97,,8.81,4.45,13.12,,0.58,9.0,17.02,,,,94.0,Satisfactory
+Hyderabad,2015-07-11,24.71,,9.54,5.87,15.31,,0.64,8.24,16.06,,,,91.0,Satisfactory
+Hyderabad,2015-07-12,32.54,,13.21,7.14,20.23,,0.79,9.07,17.01,,,,98.0,Satisfactory
+Hyderabad,2015-07-13,32.46,,10.07,6.24,16.24,,0.64,8.3,20.17,,,,117.0,Moderate
+Hyderabad,2015-07-14,36.08,,9.0,8.45,17.29,,0.73,8.44,17.43,,,,102.0,Moderate
+Hyderabad,2015-07-15,30.78,,8.19,7.49,15.55,,0.87,7.24,13.39,,,,113.0,Moderate
+Hyderabad,2015-07-16,31.94,,10.25,8.43,18.6,,2.23,2.65,14.15,,,,184.0,Moderate
+Hyderabad,2015-07-17,23.75,,5.06,6.3,11.36,,0.25,2.65,11.07,,,,58.0,Satisfactory
+Hyderabad,2015-07-18,23.04,,4.75,5.28,10.03,,0.24,2.89,10.84,,,,38.0,Good
+Hyderabad,2015-07-19,24.17,,4.64,5.33,9.95,,0.22,3.23,9.41,,,,40.0,Good
+Hyderabad,2015-07-20,25.12,,5.6,5.65,11.25,,0.24,3.52,11.09,,,,41.0,Good
+Hyderabad,2015-07-21,25.77,,5.79,7.09,12.88,,0.26,2.81,9.13,,,,43.0,Good
+Hyderabad,2015-07-22,24.78,,5.75,7.0,12.75,,0.27,3.08,9.71,,,,40.0,Good
+Hyderabad,2015-07-23,22.92,,10.55,7.27,17.82,,0.32,3.19,13.11,,,,41.0,Good
+Hyderabad,2015-07-24,20.52,,4.71,5.95,10.66,,0.29,3.58,14.19,,,,49.0,Good
+Hyderabad,2015-07-25,20.58,,4.68,5.33,9.99,,0.24,3.49,15.79,,,,33.0,Good
+Hyderabad,2015-07-26,24.08,,5.26,5.95,11.15,,0.26,3.88,12.82,,,,39.0,Good
+Hyderabad,2015-07-27,22.61,,11.21,5.5,16.69,,0.61,7.92,16.21,,,,91.0,Satisfactory
+Hyderabad,2015-07-28,24.46,,5.38,5.82,11.15,,0.22,4.0,13.88,0.53,0.73,17.23,38.0,Good
+Hyderabad,2015-07-29,28.17,,6.04,7.71,13.65,,0.22,5.13,12.75,0.64,0.86,0.05,47.0,Good
+Hyderabad,2015-07-30,19.83,,7.36,8.28,15.58,,0.21,9.01,13.68,0.69,0.85,0.07,38.0,Good
+Hyderabad,2015-07-31,19.33,,9.69,8.52,18.09,,0.77,8.17,16.41,0.78,0.77,0.08,104.0,Moderate
+Hyderabad,2015-08-01,21.46,,9.63,8.91,18.4,,0.68,8.75,19.35,0.91,1.61,0.04,89.0,Satisfactory
+Hyderabad,2015-08-02,28.96,,9.09,9.68,18.53,,0.65,9.04,23.61,0.88,4.25,0.02,100.0,Satisfactory
+Hyderabad,2015-08-03,23.04,,8.22,8.62,16.7,,0.64,8.65,19.85,0.79,3.71,0.01,92.0,Satisfactory
+Hyderabad,2015-08-04,26.33,,9.12,9.38,18.38,,0.65,8.85,16.03,0.75,3.56,0.01,92.0,Satisfactory
+Hyderabad,2015-08-05,21.56,,7.62,8.86,16.41,,0.66,7.15,17.39,0.57,2.65,0.0,92.0,Satisfactory
+Hyderabad,2015-08-06,24.75,,6.81,10.77,17.39,,0.68,6.62,10.13,0.7,2.99,0.01,91.0,Satisfactory
+Hyderabad,2015-08-07,24.82,,6.65,10.82,17.24,,0.67,6.46,14.44,0.66,3.4,0.01,93.0,Satisfactory
+Hyderabad,2015-08-08,25.79,,6.16,10.57,16.56,,0.67,6.9,13.17,0.65,3.22,0.01,95.0,Satisfactory
+Hyderabad,2015-08-09,25.79,,6.16,10.61,16.59,,0.68,7.15,11.26,0.79,3.24,0.01,92.0,Satisfactory
+Hyderabad,2015-08-10,24.96,,5.95,10.62,16.41,,0.69,7.44,13.77,0.78,3.31,0.02,96.0,Satisfactory
+Hyderabad,2015-08-11,22.0,,5.73,10.29,15.83,,0.7,6.6,11.77,0.92,3.72,0.02,90.0,Satisfactory
+Hyderabad,2015-08-12,17.79,,5.41,8.7,14.0,,0.65,6.52,11.51,0.94,3.88,0.04,87.0,Satisfactory
+Hyderabad,2015-08-13,26.18,,5.79,9.68,15.26,,0.66,6.44,12.1,0.76,3.3,0.02,89.0,Satisfactory
+Hyderabad,2015-08-14,28.33,,6.59,12.02,18.37,,0.69,7.02,12.29,0.58,3.01,0.01,96.0,Satisfactory
+Hyderabad,2015-08-15,29.96,,9.26,11.94,20.94,,0.81,7.2,13.63,0.85,4.38,0.02,106.0,Moderate
+Hyderabad,2015-08-16,30.67,,11.01,13.33,24.11,,0.91,7.04,9.85,0.83,4.33,0.01,104.0,Moderate
+Hyderabad,2015-08-17,30.79,,3.31,13.48,16.78,,0.83,6.91,13.55,1.07,4.41,0.03,112.0,Moderate
+Hyderabad,2015-08-18,34.23,,7.41,15.1,22.28,,0.88,6.49,16.88,1.06,4.98,0.04,102.0,Moderate
+Hyderabad,2015-08-19,75.88,,6.88,15.6,22.19,,0.84,6.27,18.66,1.21,5.98,0.04,122.0,Moderate
+Hyderabad,2015-08-20,107.98,,6.5,12.71,18.75,,0.75,6.7,21.14,0.94,4.87,0.02,214.0,Poor
+Hyderabad,2015-08-21,299.25,,7.96,12.06,19.81,,0.73,6.81,15.34,0.8,3.84,0.01,316.0,Very Poor
+Hyderabad,2015-08-22,108.69,,14.8,16.27,30.82,,0.46,7.24,14.94,0.84,5.1,0.03,390.0,Very Poor
+Hyderabad,2015-08-23,51.0,,13.59,16.72,29.91,,0.74,6.99,15.04,0.87,4.08,0.04,221.0,Poor
+Hyderabad,2015-08-24,65.69,,11.11,16.69,27.12,,0.34,8.08,14.93,0.99,5.17,0.05,88.0,Satisfactory
+Hyderabad,2015-08-25,67.85,,15.45,18.4,32.98,,0.71,8.03,18.63,0.82,5.32,0.03,173.0,Moderate
+Hyderabad,2015-08-26,32.6,,11.46,16.37,25.9,,0.68,7.59,19.52,0.78,4.85,0.02,114.0,Moderate
+Hyderabad,2015-08-27,96.77,,12.99,21.29,33.46,,0.77,7.59,15.83,0.78,4.37,0.02,128.0,Moderate
+Hyderabad,2015-08-28,102.47,,12.32,21.15,32.51,,0.72,7.24,15.27,0.84,3.54,0.03,253.0,Poor
+Hyderabad,2015-08-29,31.12,,11.25,16.07,24.29,,0.66,7.42,16.65,0.59,3.03,0.01,186.0,Moderate
+Hyderabad,2015-08-30,30.12,,10.44,17.82,26.91,,0.71,7.07,14.33,0.61,2.91,0.01,101.0,Moderate
+Hyderabad,2015-08-31,38.9,,9.89,12.8,21.35,,0.7,7.29,13.46,0.57,2.89,0.01,97.0,Satisfactory
+Hyderabad,2015-09-01,53.65,,6.41,11.61,17.64,,0.71,6.5,16.57,0.76,3.8,0.01,124.0,Moderate
+Hyderabad,2015-09-02,90.29,93.0,10.37,11.4,18.28,,0.67,6.94,22.47,0.77,4.59,0.02,136.0,Moderate
+Hyderabad,2015-09-03,96.48,,6.53,13.47,19.72,,0.78,6.37,26.75,1.02,6.04,0.03,263.0,Poor
+Hyderabad,2015-09-04,161.72,,6.38,14.42,20.5,,0.85,7.42,27.06,0.96,6.55,0.02,237.0,Poor
+Hyderabad,2015-09-05,114.41,,6.51,16.11,22.3,,0.84,6.61,24.37,1.01,6.39,0.02,305.0,Very Poor
+Hyderabad,2015-09-06,59.42,64.55,4.38,22.56,20.73,,0.93,5.71,26.32,1.62,8.57,0.93,237.0,Poor
+Hyderabad,2015-09-07,48.83,30.79,5.85,22.54,19.41,,0.86,8.22,29.29,2.02,4.9,0.6,114.0,Moderate
+Hyderabad,2015-09-08,91.82,32.94,5.41,28.93,23.37,24.94,0.48,7.98,27.04,1.01,5.74,0.68,179.0,Moderate
+Hyderabad,2015-09-09,35.56,40.81,4.02,31.15,24.31,24.81,0.57,4.93,22.48,1.41,7.61,0.89,162.0,Moderate
+Hyderabad,2015-09-10,45.64,44.89,7.06,28.96,25.58,24.8,0.73,5.29,24.69,1.25,7.84,0.85,76.0,Satisfactory
+Hyderabad,2015-09-11,60.88,51.27,5.15,30.64,24.22,25.86,0.53,5.16,24.11,1.09,5.42,0.48,140.0,Moderate
+Hyderabad,2015-09-12,65.61,41.31,3.4,26.03,20.37,24.78,0.57,5.44,25.47,0.83,4.39,0.22,128.0,Moderate
+Hyderabad,2015-09-13,60.02,36.67,2.35,19.82,14.51,21.68,0.49,4.02,37.7,0.79,4.07,0.3,164.0,Moderate
+Hyderabad,2015-09-14,73.21,35.28,2.82,19.94,15.4,21.4,0.57,5.96,34.11,0.52,2.44,0.09,169.0,Moderate
+Hyderabad,2015-09-15,83.87,30.48,3.1,20.0,16.31,22.34,0.59,5.99,25.88,0.63,2.66,0.08,189.0,Moderate
+Hyderabad,2015-09-16,56.53,37.06,2.39,18.53,13.81,20.69,0.39,4.97,31.05,0.51,2.39,0.07,142.0,Moderate
+Hyderabad,2015-09-17,33.03,29.64,1.37,12.01,10.82,20.92,0.41,2.37,24.33,0.5,2.39,0.06,112.0,Moderate
+Hyderabad,2015-09-18,37.08,,1.86,12.15,13.86,,0.42,1.67,18.64,0.61,3.41,0.04,60.0,Satisfactory
+Hyderabad,2015-09-19,95.29,,6.89,14.22,20.96,,0.45,0.71,11.03,0.75,4.27,0.05,114.0,Moderate
+Hyderabad,2015-09-20,105.12,,23.8,17.08,40.83,,0.54,0.96,12.98,0.77,4.13,0.05,271.0,Poor
+Hyderabad,2015-09-21,86.36,,3.16,12.23,14.97,,0.37,1.13,16.22,0.86,3.98,0.06,217.0,Poor
+Hyderabad,2015-09-22,88.0,,3.11,14.96,17.98,,0.48,1.79,18.37,0.53,3.28,0.02,160.0,Moderate
+Hyderabad,2015-09-23,110.77,,3.01,16.17,19.02,,0.45,1.38,18.29,0.62,4.27,0.06,270.0,Poor
+Hyderabad,2015-09-24,44.79,,2.02,13.31,15.17,,0.44,1.72,22.66,0.66,4.22,0.02,136.0,Moderate
+Hyderabad,2015-09-25,63.99,,1.55,12.99,14.32,,0.5,1.2,21.64,0.87,5.21,0.07,81.0,Satisfactory
+Hyderabad,2015-09-26,107.7,,2.73,13.3,15.78,,0.46,2.01,16.89,1.0,6.92,0.08,179.0,Moderate
+Hyderabad,2015-09-27,64.93,,2.27,9.84,11.76,,0.33,2.61,24.23,0.95,7.14,0.09,221.0,Poor
+Hyderabad,2015-09-28,78.9,,10.6,15.42,24.58,,0.44,5.03,26.14,1.05,7.3,0.08,138.0,Moderate
+Hyderabad,2015-09-29,69.88,,7.01,11.01,17.93,,0.37,2.81,20.63,0.86,6.87,0.04,139.0,Moderate
+Hyderabad,2015-09-30,158.15,,1.85,8.66,10.29,,0.41,1.39,20.48,0.93,6.44,0.04,240.0,Poor
+Hyderabad,2015-10-01,120.75,92.29,1.92,21.65,15.87,27.65,0.64,2.67,15.85,1.21,5.95,1.22,340.0,Very Poor
+Hyderabad,2015-10-02,29.66,76.0,2.0,25.94,16.02,20.45,0.6,3.81,17.4,1.2,5.62,1.05,125.0,Moderate
+Hyderabad,2015-10-03,36.56,63.06,3.06,20.11,15.07,18.05,0.64,7.58,19.16,1.2,6.4,0.44,75.0,Satisfactory
+Hyderabad,2015-10-04,42.69,59.29,3.02,17.81,13.74,14.41,1.22,5.41,21.98,1.35,6.71,1.21,85.0,Satisfactory
+Hyderabad,2015-10-05,75.04,81.99,2.27,16.05,12.57,15.02,0.93,6.88,33.52,1.36,7.22,1.04,113.0,Moderate
+Hyderabad,2015-10-06,136.45,108.82,6.29,11.76,16.37,8.62,0.66,7.34,32.21,1.66,12.17,2.69,231.0,Poor
+Hyderabad,2015-10-07,150.93,110.33,6.76,6.52,12.53,7.44,0.8,11.05,35.73,1.61,12.13,1.91,246.0,Poor
+Hyderabad,2015-10-08,116.24,110.09,7.72,7.43,14.66,11.73,0.71,10.16,35.25,1.4,9.4,0.56,244.0,Poor
+Hyderabad,2015-10-09,137.28,93.47,7.99,7.93,15.71,7.42,1.03,8.39,36.15,1.63,8.02,0.22,316.0,Very Poor
+Hyderabad,2015-10-10,69.24,81.48,1.28,2.3,3.01,7.43,1.09,6.55,33.97,1.01,6.45,0.23,219.0,Poor
+Hyderabad,2015-10-11,45.98,62.98,1.6,2.28,3.32,7.42,0.97,5.24,37.06,1.22,6.06,0.47,117.0,Moderate
+Hyderabad,2015-10-12,106.66,94.07,3.2,2.56,5.18,7.44,1.43,7.46,32.81,1.93,12.58,2.92,182.0,Moderate
+Hyderabad,2015-10-13,58.05,109.03,3.31,3.46,5.84,7.43,1.35,10.15,31.12,1.98,14.94,1.89,125.0,Moderate
+Hyderabad,2015-10-14,124.14,105.62,10.95,6.46,16.28,7.44,1.06,6.89,33.14,2.8,17.14,1.31,189.0,Moderate
+Hyderabad,2015-10-15,192.41,104.9,4.89,3.91,8.09,7.41,1.31,9.92,40.38,2.16,14.66,2.29,272.0,Poor
+Hyderabad,2015-10-16,118.66,116.1,1.44,1.87,2.75,7.46,0.87,7.59,35.3,1.41,8.12,0.69,266.0,Poor
+Hyderabad,2015-10-17,155.84,112.22,1.31,1.17,1.92,7.42,0.78,5.37,33.41,1.12,6.56,1.03,230.0,Poor
+Hyderabad,2015-10-18,59.6,107.16,1.22,0.95,1.58,7.44,0.61,5.61,33.85,1.31,7.3,1.04,210.0,Poor
+Hyderabad,2015-10-19,65.35,102.27,2.2,1.05,2.33,9.27,0.95,6.73,32.63,1.26,9.54,2.24,118.0,Moderate
+Hyderabad,2015-10-20,116.35,116.14,3.57,2.84,5.27,11.14,1.05,7.99,29.83,1.78,14.17,1.32,179.0,Moderate
+Hyderabad,2015-10-21,84.18,113.0,3.68,3.3,5.79,11.18,1.25,7.79,30.27,1.75,11.76,2.28,212.0,Poor
+Hyderabad,2015-10-22,86.98,116.0,2.72,1.94,4.51,11.18,0.62,3.9,35.23,1.66,8.04,0.31,156.0,Moderate
+Hyderabad,2015-10-23,73.34,107.94,2.65,1.33,3.4,11.18,0.41,4.64,34.78,1.21,7.08,2.1,191.0,Moderate
+Hyderabad,2015-10-24,133.6,104.98,2.98,0.85,2.7,11.17,1.05,6.64,44.17,1.26,6.9,0.62,185.0,Moderate
+Hyderabad,2015-10-25,103.01,102.9,3.03,0.74,2.58,11.17,0.86,5.43,51.97,1.15,5.33,0.58,235.0,Poor
+Hyderabad,2015-10-26,95.22,101.17,3.0,0.74,2.57,11.18,0.84,7.46,48.38,1.01,5.72,1.97,210.0,Poor
+Hyderabad,2015-10-27,122.14,114.7,3.02,0.73,2.57,11.15,1.34,5.66,49.97,1.15,7.58,2.22,226.0,Poor
+Hyderabad,2015-10-28,81.18,97.96,2.98,0.67,2.5,11.17,1.28,5.4,44.62,1.14,5.91,0.52,227.0,Poor
+Hyderabad,2015-10-29,252.47,64.38,3.09,0.64,2.54,11.16,1.08,6.0,31.4,1.08,4.53,0.49,216.0,Poor
+Hyderabad,2015-10-30,516.2,82.97,3.03,0.62,2.72,10.78,1.09,4.77,38.74,1.05,5.82,0.47,487.0,Severe
+Hyderabad,2015-10-31,270.21,104.38,3.12,0.65,2.57,11.2,0.94,8.98,43.41,1.07,6.22,1.58,502.0,Severe
+Hyderabad,2015-11-01,31.56,94.33,2.95,0.71,1.98,12.02,1.02,6.96,37.57,1.32,7.15,1.35,188.0,Moderate
+Hyderabad,2015-11-02,54.91,93.72,2.89,0.71,1.96,11.97,1.15,7.07,38.74,1.31,7.52,0.66,106.0,Moderate
+Hyderabad,2015-11-03,56.93,97.74,3.6,1.18,2.04,11.93,0.96,10.7,29.23,1.35,7.32,1.0,120.0,Moderate
+Hyderabad,2015-11-04,40.67,90.56,5.24,1.72,2.45,11.75,0.99,13.4,32.02,1.2,6.72,0.63,130.0,Moderate
+Hyderabad,2015-11-05,50.03,90.53,3.44,4.47,6.21,12.04,0.96,8.04,36.49,1.16,6.74,1.52,103.0,Moderate
+Hyderabad,2015-11-06,89.59,107.82,7.89,14.73,20.85,12.06,1.53,10.99,36.11,1.44,8.75,1.72,179.0,Moderate
+Hyderabad,2015-11-07,86.87,105.81,8.71,14.84,21.55,11.96,0.93,11.36,32.53,1.47,11.41,0.75,206.0,Poor
+Hyderabad,2015-11-08,51.21,101.07,5.46,10.48,15.16,12.03,1.24,8.8,47.35,1.11,5.54,0.4,145.0,Moderate
+Hyderabad,2015-11-09,53.87,118.33,7.18,15.98,21.66,11.98,0.59,8.37,40.12,1.08,6.41,1.1,114.0,Moderate
+Hyderabad,2015-11-10,67.45,114.47,9.39,18.54,26.53,11.93,0.55,11.9,32.42,1.33,8.0,1.44,129.0,Moderate
+Hyderabad,2015-11-11,85.48,115.5,11.75,17.0,24.91,11.96,0.78,13.68,38.48,0.75,5.2,0.1,135.0,Moderate
+Hyderabad,2015-11-12,88.14,106.33,11.57,19.56,29.93,11.91,0.61,12.92,34.67,1.31,6.17,0.66,275.0,Poor
+Hyderabad,2015-11-13,72.77,111.94,8.77,15.59,22.61,11.7,0.61,13.17,29.49,1.88,10.04,1.22,157.0,Moderate
+Hyderabad,2015-11-14,61.82,99.33,11.49,15.61,24.35,9.85,1.19,13.89,33.99,1.82,13.68,2.3,131.0,Moderate
+Hyderabad,2015-11-15,70.51,100.62,17.12,16.18,28.61,2.5,1.2,11.67,33.14,1.96,12.9,1.02,144.0,Moderate
+Hyderabad,2015-11-16,69.02,98.3,7.66,10.53,14.07,3.52,1.06,12.49,32.91,1.36,6.87,0.7,130.0,Moderate
+Hyderabad,2015-11-17,44.27,107.15,9.28,6.38,12.52,6.01,0.81,9.57,31.61,0.89,5.89,1.15,128.0,Moderate
+Hyderabad,2015-11-18,46.31,92.72,8.21,6.58,11.61,5.94,0.84,9.58,30.33,0.97,5.09,1.1,102.0,Moderate
+Hyderabad,2015-11-19,37.76,102.3,7.23,5.1,9.17,5.96,0.89,9.16,38.1,0.88,3.83,0.39,110.0,Moderate
+Hyderabad,2015-11-20,30.44,74.28,7.51,6.96,11.27,5.97,0.94,8.51,21.91,0.99,5.15,1.88,86.0,Satisfactory
+Hyderabad,2015-11-21,38.88,106.93,6.34,9.18,13.07,6.83,0.93,8.8,33.12,1.04,5.01,2.12,92.0,Satisfactory
+Hyderabad,2015-11-22,70.96,104.88,7.28,7.21,12.71,10.08,1.25,9.36,43.03,1.42,5.74,1.04,121.0,Moderate
+Hyderabad,2015-11-23,46.04,98.22,3.95,7.92,9.81,9.44,0.76,6.44,40.99,1.24,4.41,0.7,97.0,Satisfactory
+Hyderabad,2015-11-24,40.59,94.94,4.84,10.51,13.63,8.95,0.92,9.44,36.46,1.2,5.98,2.65,102.0,Moderate
+Hyderabad,2015-11-25,69.37,112.36,8.69,15.65,22.64,8.87,1.1,8.3,26.89,1.51,7.33,0.75,119.0,Moderate
+Hyderabad,2015-11-26,91.06,108.82,15.49,21.0,34.72,8.95,1.4,11.16,25.38,1.86,8.97,1.03,199.0,Moderate
+Hyderabad,2015-11-27,83.12,115.67,7.2,16.36,21.79,8.93,1.1,9.12,33.04,1.58,6.92,0.78,172.0,Moderate
+Hyderabad,2015-11-28,81.22,110.9,4.52,11.75,14.87,8.6,1.01,9.53,39.42,1.26,6.04,0.46,172.0,Moderate
+Hyderabad,2015-11-29,67.13,109.51,4.52,9.39,12.25,8.95,0.97,8.22,46.11,1.28,4.77,0.7,164.0,Moderate
+Hyderabad,2015-11-30,45.49,106.29,4.86,8.74,11.95,8.93,0.92,8.03,31.7,1.15,5.14,2.61,119.0,Moderate
+Hyderabad,2015-12-01,38.24,102.51,5.31,10.07,13.74,8.94,0.93,9.1,28.27,1.1,5.45,2.51,101.0,Moderate
+Hyderabad,2015-12-02,29.53,80.84,5.28,10.13,13.79,9.32,0.87,7.72,21.04,1.26,4.59,0.62,95.0,Satisfactory
+Hyderabad,2015-12-03,45.97,98.69,6.86,17.38,23.23,10.45,0.85,7.09,28.81,0.91,4.24,0.32,99.0,Satisfactory
+Hyderabad,2015-12-04,57.22,103.72,5.61,19.75,24.69,9.3,1.28,9.04,31.38,1.14,8.69,1.45,120.0,Moderate
+Hyderabad,2015-12-05,61.11,109.53,7.38,16.02,21.96,10.39,1.04,9.25,24.0,1.37,6.67,1.26,127.0,Moderate
+Hyderabad,2015-12-06,61.38,,6.91,24.24,30.73,,1.11,7.86,29.85,0.72,4.08,0.2,133.0,Moderate
+Hyderabad,2015-12-07,79.25,105.66,8.72,22.09,29.96,10.53,1.17,8.71,24.41,1.22,7.57,1.47,160.0,Moderate
+Hyderabad,2015-12-08,72.74,104.94,8.25,17.02,23.62,10.43,1.14,10.42,28.54,1.67,9.31,1.01,147.0,Moderate
+Hyderabad,2015-12-09,60.2,104.11,7.51,16.7,22.55,10.35,1.12,7.05,29.88,1.57,7.05,1.07,137.0,Moderate
+Hyderabad,2015-12-10,49.53,117.53,6.44,16.6,21.53,10.5,1.11,7.85,29.88,1.46,6.76,0.92,120.0,Moderate
+Hyderabad,2015-12-11,24.85,64.47,8.58,12.14,19.29,10.5,0.91,8.54,20.59,0.84,5.26,0.34,101.0,Moderate
+Hyderabad,2015-12-12,42.92,87.86,10.1,13.9,22.57,10.48,1.18,7.02,24.96,1.47,7.26,0.99,111.0,Moderate
+Hyderabad,2015-12-13,57.34,93.23,5.24,9.76,13.55,10.46,0.86,8.74,31.37,1.35,7.01,0.85,124.0,Moderate
+Hyderabad,2015-12-14,30.53,95.47,5.52,10.89,14.9,10.43,0.81,8.78,31.66,1.06,5.46,0.6,102.0,Moderate
+Hyderabad,2015-12-15,30.54,98.14,5.82,14.83,19.18,10.53,0.89,8.37,32.98,1.22,6.36,0.76,100.0,Satisfactory
+Hyderabad,2015-12-16,33.68,85.59,6.62,12.81,18.01,10.54,0.85,7.29,30.43,1.26,5.91,0.76,101.0,Moderate
+Hyderabad,2015-12-17,33.48,81.25,6.92,12.47,17.9,10.55,0.8,9.02,28.24,1.22,5.43,0.73,92.0,Satisfactory
+Hyderabad,2015-12-18,36.17,75.84,6.98,12.44,17.93,10.46,0.94,8.45,27.24,1.15,6.11,1.47,98.0,Satisfactory
+Hyderabad,2015-12-19,38.31,103.29,7.85,13.32,19.67,10.41,1.03,7.17,22.6,1.31,9.67,1.78,101.0,Moderate
+Hyderabad,2015-12-20,45.87,98.28,5.3,8.87,12.6,10.49,0.88,7.81,27.92,1.33,7.7,1.0,104.0,Moderate
+Hyderabad,2015-12-21,30.24,82.51,3.8,11.64,14.11,10.49,0.6,9.7,28.87,0.82,5.77,0.42,93.0,Satisfactory
+Hyderabad,2015-12-22,59.23,84.19,6.68,13.39,18.49,10.38,0.92,7.79,31.1,1.13,6.38,0.56,102.0,Moderate
+Hyderabad,2015-12-23,38.41,83.4,6.6,12.88,18.03,10.42,0.8,6.71,30.15,1.1,5.35,0.64,115.0,Moderate
+Hyderabad,2015-12-24,60.86,108.11,6.06,11.42,15.98,10.42,0.99,8.48,52.28,1.27,7.24,0.49,113.0,Moderate
+Hyderabad,2015-12-25,74.08,94.0,4.72,8.91,12.19,10.42,0.91,11.36,72.53,1.26,5.22,0.8,142.0,Moderate
+Hyderabad,2015-12-26,79.9,99.88,4.84,12.23,15.52,10.35,1.26,14.13,83.35,1.6,7.69,2.41,174.0,Moderate
+Hyderabad,2015-12-27,79.52,97.83,5.14,14.89,18.53,10.38,1.26,17.09,61.51,1.78,7.98,1.53,176.0,Moderate
+Hyderabad,2015-12-28,65.91,99.88,7.62,21.23,27.43,10.43,1.57,9.83,30.85,1.83,9.55,1.53,148.0,Moderate
+Hyderabad,2015-12-29,68.43,98.43,24.6,27.59,50.51,10.35,1.52,12.64,23.09,2.65,16.45,2.34,147.0,Moderate
+Hyderabad,2015-12-30,83.76,102.69,38.06,29.6,52.78,10.51,1.71,13.79,22.94,2.57,16.0,2.11,171.0,Moderate
+Hyderabad,2015-12-31,177.62,98.01,28.46,25.5,52.22,10.46,1.73,14.74,25.9,2.33,13.33,2.05,213.0,Poor
+Hyderabad,2016-01-01,232.83,108.2,11.17,17.35,26.85,10.58,1.45,8.56,27.64,1.79,9.91,2.41,387.0,Very Poor
+Hyderabad,2016-01-02,71.44,111.72,8.97,16.6,23.98,10.46,1.15,8.39,38.01,1.48,8.14,0.95,211.0,Poor
+Hyderabad,2016-01-03,66.92,105.15,10.65,15.35,24.45,10.35,1.23,7.77,35.08,1.86,9.56,1.54,145.0,Moderate
+Hyderabad,2016-01-04,134.61,109.29,9.99,15.94,24.34,10.52,1.27,9.82,34.33,1.86,9.33,2.09,177.0,Moderate
+Hyderabad,2016-01-05,80.83,113.23,9.04,16.65,24.06,10.55,1.21,8.87,34.37,1.57,9.39,0.97,218.0,Poor
+Hyderabad,2016-01-06,109.82,105.67,15.06,19.71,33.18,10.53,1.33,8.84,35.03,1.56,8.24,1.48,205.0,Poor
+Hyderabad,2016-01-07,66.19,102.61,5.71,13.35,17.48,10.52,0.93,7.82,42.99,1.16,7.22,0.86,195.0,Moderate
+Hyderabad,2016-01-08,69.27,100.47,9.06,18.17,25.57,10.43,1.14,7.82,47.4,1.35,6.72,1.23,145.0,Moderate
+Hyderabad,2016-01-09,97.2,108.77,21.79,20.69,40.86,10.47,1.26,8.82,46.2,1.47,7.94,1.22,228.0,Poor
+Hyderabad,2016-01-10,72.09,101.26,17.44,19.99,35.77,10.44,1.17,8.85,62.68,1.48,8.37,1.13,200.0,Moderate
+Hyderabad,2016-01-11,71.44,107.05,13.04,19.87,31.26,10.47,1.21,8.01,51.86,1.42,7.31,0.9,159.0,Moderate
+Hyderabad,2016-01-12,129.67,103.49,18.62,22.42,39.3,10.33,1.39,7.62,49.16,1.79,10.55,2.19,219.0,Poor
+Hyderabad,2016-01-13,103.44,99.88,21.74,21.93,42.02,10.43,1.22,10.39,53.34,1.48,10.55,1.65,257.0,Poor
+Hyderabad,2016-01-14,60.76,98.54,6.32,13.38,17.95,10.44,0.91,7.1,69.54,1.11,5.88,0.67,216.0,Poor
+Hyderabad,2016-01-15,56.01,104.73,5.12,7.15,10.77,10.4,0.73,7.28,68.31,0.55,2.62,0.22,155.0,Moderate
+Hyderabad,2016-01-16,58.57,93.52,5.16,9.91,13.47,10.42,0.93,7.02,74.69,0.37,2.46,0.13,148.0,Moderate
+Hyderabad,2016-01-17,54.12,99.69,5.16,8.61,12.3,10.39,1.05,8.47,74.38,0.48,3.07,0.14,161.0,Moderate
+Hyderabad,2016-01-18,43.05,82.25,5.78,9.64,13.97,10.41,0.78,6.51,74.51,0.41,2.66,0.12,171.0,Moderate
+Hyderabad,2016-01-19,50.38,79.94,5.56,9.39,13.46,10.42,0.74,7.33,39.71,0.53,3.07,0.16,152.0,Moderate
+Hyderabad,2016-01-20,75.11,102.17,6.03,12.5,17.01,10.51,1.02,8.71,19.6,1.1,5.52,0.42,128.0,Moderate
+Hyderabad,2016-01-21,62.65,114.92,5.01,10.2,13.7,10.39,0.78,10.16,37.85,0.35,3.56,0.07,147.0,Moderate
+Hyderabad,2016-01-22,51.14,103.09,5.2,10.0,13.76,10.42,0.92,13.55,50.35,0.4,3.69,0.07,117.0,Moderate
+Hyderabad,2016-01-23,66.16,97.42,5.23,13.23,17.06,10.5,0.99,8.42,48.7,0.48,3.42,0.09,118.0,Moderate
+Hyderabad,2016-01-24,73.91,105.01,5.09,10.36,14.06,10.59,0.89,7.65,44.51,0.55,3.64,0.13,149.0,Moderate
+Hyderabad,2016-01-25,69.02,103.83,7.99,6.65,12.84,10.58,1.25,9.03,42.29,0.56,3.21,0.12,148.0,Moderate
+Hyderabad,2016-01-26,,101.29,5.41,2.7,5.36,10.42,0.98,10.08,50.63,,,,120.0,Moderate
+Hyderabad,2016-01-27,58.2,94.48,5.07,2.75,5.12,10.44,0.81,9.41,28.75,,,,133.0,Moderate
+Hyderabad,2016-01-28,66.76,103.98,5.41,2.59,5.3,10.45,1.24,12.97,0.1,,,,117.0,Moderate
+Hyderabad,2016-01-29,60.79,101.32,5.46,3.01,5.53,10.4,1.76,13.37,21.78,,,,112.0,Moderate
+Hyderabad,2016-01-30,61.3,95.96,5.33,2.88,5.37,10.4,1.94,12.42,20.34,,,,110.0,Moderate
+Hyderabad,2016-01-31,77.8,99.57,5.07,2.87,5.18,10.42,1.32,12.31,0.1,,,,139.0,Moderate
+Hyderabad,2016-02-01,67.17,104.62,5.32,2.76,5.31,10.5,1.43,11.66,0.1,,,,136.0,Moderate
+Hyderabad,2016-02-02,58.73,96.69,5.13,2.9,5.24,10.52,0.86,11.32,0.1,,,,120.0,Moderate
+Hyderabad,2016-02-03,57.81,100.26,5.35,3.04,5.47,10.51,1.73,12.69,0.1,,,,112.0,Moderate
+Hyderabad,2016-02-04,103.27,95.5,4.76,8.26,10.52,10.57,1.25,12.0,5.79,0.52,4.65,0.26,108.0,Moderate
+Hyderabad,2016-02-05,68.56,107.67,6.71,13.49,18.84,10.61,0.98,9.9,35.46,0.53,4.01,0.24,174.0,Moderate
+Hyderabad,2016-02-06,61.7,102.86,5.41,10.58,14.63,10.57,1.12,6.51,45.37,0.44,3.13,0.16,137.0,Moderate
+Hyderabad,2016-02-07,61.74,101.15,5.38,8.97,12.97,10.28,0.92,3.82,45.44,0.44,2.67,0.15,121.0,Moderate
+Hyderabad,2016-02-08,69.72,108.26,5.46,10.01,14.1,10.42,0.86,3.99,37.8,0.44,2.87,0.15,134.0,Moderate
+Hyderabad,2016-02-09,72.39,106.72,5.41,11.19,15.2,10.38,1.02,4.32,40.99,0.43,3.15,0.15,149.0,Moderate
+Hyderabad,2016-02-10,62.0,99.08,5.91,12.15,16.68,10.28,0.92,4.73,46.72,0.45,6.47,0.16,137.0,Moderate
+Hyderabad,2016-02-11,66.95,109.31,5.29,10.13,14.05,10.45,0.92,6.21,51.08,0.44,6.43,0.16,124.0,Moderate
+Hyderabad,2016-02-12,61.41,96.56,5.45,10.43,14.54,10.28,0.68,4.48,49.34,0.37,4.66,0.13,122.0,Moderate
+Hyderabad,2016-02-13,62.77,102.95,4.93,10.25,13.87,10.39,0.89,4.77,50.96,0.54,4.25,0.4,120.0,Moderate
+Hyderabad,2016-02-14,58.29,100.33,5.07,7.93,11.66,10.3,0.94,5.61,38.25,1.12,5.71,1.44,120.0,Moderate
+Hyderabad,2016-02-15,56.27,98.59,5.52,9.52,13.7,10.28,0.67,5.45,33.34,0.9,3.95,0.87,116.0,Moderate
+Hyderabad,2016-02-16,37.03,72.15,7.35,9.96,16.16,9.8,1.1,5.59,24.56,0.46,2.92,0.39,123.0,Moderate
+Hyderabad,2016-02-17,47.56,121.88,5.96,12.95,17.52,10.49,0.93,5.36,35.93,0.2,1.82,0.11,95.0,Satisfactory
+Hyderabad,2016-02-18,45.02,107.06,5.77,11.18,15.59,10.47,0.99,5.38,28.3,0.19,2.17,0.1,102.0,Moderate
+Hyderabad,2016-02-19,44.95,91.3,8.82,12.82,20.32,10.57,1.06,4.95,25.76,0.92,5.59,1.02,100.0,Satisfactory
+Hyderabad,2016-02-20,173.37,113.67,10.62,17.14,26.33,10.49,1.22,6.56,31.91,1.46,8.86,1.97,134.0,Moderate
+Hyderabad,2016-02-21,525.09,94.0,16.96,19.14,34.7,10.53,1.57,8.75,37.36,2.16,13.13,2.85,442.0,Severe
+Hyderabad,2016-02-22,353.58,95.54,8.53,16.83,23.94,10.47,1.17,9.43,38.86,1.4,9.8,2.38,510.0,Severe
+Hyderabad,2016-02-23,65.95,107.3,3.32,10.53,12.46,10.46,0.82,7.15,43.44,1.08,5.04,1.14,235.0,Poor
+Hyderabad,2016-02-24,50.22,95.03,5.37,9.25,13.29,10.42,0.79,7.02,41.45,0.75,4.14,0.61,115.0,Moderate
+Hyderabad,2016-02-25,53.47,101.93,5.49,10.41,14.59,10.48,0.9,5.88,43.55,0.82,4.75,0.79,113.0,Moderate
+Hyderabad,2016-02-26,48.65,96.82,5.28,7.94,11.87,10.4,0.89,6.79,26.1,0.84,9.74,0.82,109.0,Moderate
+Hyderabad,2016-02-27,29.42,80.62,5.32,8.1,12.09,10.31,0.87,6.07,24.43,0.75,3.83,0.93,100.0,Satisfactory
+Hyderabad,2016-02-28,36.27,91.18,5.66,9.6,13.87,10.32,0.79,5.97,22.35,0.9,4.51,1.28,99.0,Satisfactory
+Hyderabad,2016-02-29,33.01,93.99,5.84,9.41,13.91,10.39,0.92,5.34,27.62,0.79,4.42,0.89,98.0,Satisfactory
+Hyderabad,2016-03-01,38.91,86.74,5.26,8.86,12.81,10.29,0.88,5.35,33.92,0.81,3.43,0.9,102.0,Moderate
+Hyderabad,2016-03-02,48.34,98.72,5.38,10.22,14.24,10.26,1.08,5.22,39.26,0.98,5.35,1.07,106.0,Moderate
+Hyderabad,2016-03-03,50.06,88.76,5.58,12.11,16.27,10.21,1.0,7.78,45.55,0.95,5.37,1.11,110.0,Moderate
+Hyderabad,2016-03-04,63.29,99.76,5.44,12.41,16.46,10.27,1.08,5.8,44.08,1.02,5.7,2.22,117.0,Moderate
+Hyderabad,2016-03-05,65.76,105.71,5.35,12.36,16.33,10.37,1.1,6.89,47.03,0.93,5.53,2.3,129.0,Moderate
+Hyderabad,2016-03-06,43.36,96.52,5.14,10.03,13.7,10.16,0.87,5.59,40.23,0.81,3.71,0.92,118.0,Moderate
+Hyderabad,2016-03-07,38.93,85.11,5.41,8.1,12.18,10.3,0.77,5.48,40.82,0.74,3.34,0.75,100.0,Satisfactory
+Hyderabad,2016-03-08,41.44,75.47,5.62,9.64,13.89,10.33,0.75,5.85,38.46,0.71,3.85,2.11,98.0,Satisfactory
+Hyderabad,2016-03-09,50.81,86.52,7.07,13.18,18.89,10.29,1.33,9.26,41.84,0.92,4.24,1.47,118.0,Moderate
+Hyderabad,2016-03-10,60.66,98.21,8.12,15.99,22.67,10.27,1.14,5.09,32.62,1.3,6.92,2.93,121.0,Moderate
+Hyderabad,2016-03-11,63.93,96.69,8.2,16.48,23.29,10.31,1.11,6.07,36.32,1.17,7.49,1.65,117.0,Moderate
+Hyderabad,2016-03-12,63.41,109.62,6.11,13.84,18.54,10.33,0.96,6.19,38.78,1.19,5.73,1.42,135.0,Moderate
+Hyderabad,2016-03-13,57.96,98.74,5.5,8.84,12.98,10.27,0.82,6.35,47.36,0.67,3.83,0.8,121.0,Moderate
+Hyderabad,2016-03-14,63.41,96.78,5.24,8.98,12.78,10.26,0.86,6.13,46.51,0.8,4.04,1.44,126.0,Moderate
+Hyderabad,2016-03-15,48.22,87.46,5.67,8.51,12.81,10.29,0.85,4.96,25.95,0.73,3.83,1.86,109.0,Moderate
+Hyderabad,2016-03-16,49.29,83.28,5.47,13.73,18.23,10.11,0.83,5.05,30.63,0.64,3.29,0.76,106.0,Moderate
+Hyderabad,2016-03-17,45.8,77.21,11.98,13.46,25.45,,1.05,5.53,28.15,0.62,3.32,0.56,111.0,Moderate
+Hyderabad,2016-03-18,54.89,98.88,,,,,0.83,5.46,55.67,1.2,6.32,1.37,98.0,Satisfactory
+Hyderabad,2016-03-19,52.53,91.79,4.46,2.57,4.54,9.14,1.01,4.48,45.44,1.19,5.25,1.36,95.0,Satisfactory
+Hyderabad,2016-03-20,65.12,98.55,5.36,2.69,5.31,10.32,1.37,6.6,36.69,2.36,12.1,3.37,111.0,Moderate
+Hyderabad,2016-03-21,56.19,105.42,5.62,3.0,5.66,10.22,1.66,9.28,28.03,2.99,15.19,5.6,112.0,Moderate
+Hyderabad,2016-03-22,56.72,103.22,5.51,3.09,5.83,10.4,1.53,12.25,45.66,3.02,21.34,5.59,121.0,Moderate
+Hyderabad,2016-03-23,77.4,101.33,10.15,14.08,22.41,10.39,1.68,10.62,42.17,2.3,12.17,4.36,123.0,Moderate
+Hyderabad,2016-03-24,73.6,105.96,5.26,10.41,14.27,10.31,0.85,5.67,53.31,0.93,5.12,1.42,160.0,Moderate
+Hyderabad,2016-03-25,73.9,104.01,5.61,11.53,15.68,10.34,1.01,6.29,52.35,0.9,5.75,1.04,151.0,Moderate
+Hyderabad,2016-03-26,61.09,106.24,5.46,11.4,15.49,10.35,0.91,4.08,49.85,0.93,4.36,1.21,134.0,Moderate
+Hyderabad,2016-03-27,69.37,108.55,5.36,9.86,13.88,10.29,1.0,3.7,62.11,0.87,3.77,0.88,141.0,Moderate
+Hyderabad,2016-03-28,64.25,111.27,5.24,9.19,13.03,10.31,1.18,4.33,55.42,0.72,3.6,0.88,138.0,Moderate
+Hyderabad,2016-03-29,58.28,101.14,5.44,11.1,15.26,10.12,1.12,3.25,50.93,0.86,3.61,0.84,123.0,Moderate
+Hyderabad,2016-03-30,55.96,95.45,5.7,11.15,15.47,10.16,1.13,3.89,46.22,0.89,4.24,0.75,125.0,Moderate
+Hyderabad,2016-03-31,43.84,89.56,3.5,10.39,12.31,10.31,0.66,4.58,42.02,0.69,3.52,0.72,92.0,Satisfactory
+Hyderabad,2016-04-01,57.97,99.89,4.06,11.52,13.91,10.47,0.9,6.58,47.76,1.08,7.15,4.19,103.0,Moderate
+Hyderabad,2016-04-02,56.44,100.69,,,,,1.03,5.81,50.64,1.45,5.94,2.0,102.0,Moderate
+Hyderabad,2016-04-03,70.8,100.96,1.31,24.28,27.17,,0.84,4.33,54.71,1.23,5.12,1.36,103.0,Moderate
+Hyderabad,2016-04-04,53.75,104.14,8.83,24.81,28.55,28.56,1.21,4.43,50.46,0.84,3.62,0.74,146.0,Moderate
+Hyderabad,2016-04-05,52.91,116.28,4.51,34.56,23.81,26.16,0.86,5.58,47.1,0.99,5.3,1.09,103.0,Moderate
+Hyderabad,2016-04-06,50.6,114.32,9.27,33.59,30.45,22.29,1.5,4.5,43.43,0.73,4.34,1.18,117.0,Moderate
+Hyderabad,2016-04-07,42.22,96.54,3.83,31.94,23.71,22.34,0.96,5.25,45.28,0.76,4.1,0.96,120.0,Moderate
+Hyderabad,2016-04-08,31.46,84.57,5.28,35.11,23.23,20.01,0.8,4.88,47.55,0.91,4.38,3.28,88.0,Satisfactory
+Hyderabad,2016-04-09,31.88,70.0,7.2,32.42,21.16,19.59,0.87,4.28,35.94,0.89,3.84,1.31,77.0,Satisfactory
+Hyderabad,2016-04-10,28.04,75.69,6.76,34.6,21.91,17.59,0.82,6.37,40.03,0.88,5.14,1.29,79.0,Satisfactory
+Hyderabad,2016-04-11,46.8,100.44,7.67,34.5,28.29,18.48,1.24,3.38,44.25,0.83,4.09,1.29,99.0,Satisfactory
+Hyderabad,2016-04-12,48.99,87.94,12.85,34.56,37.07,19.29,1.61,10.06,41.0,0.69,4.45,0.75,117.0,Moderate
+Hyderabad,2016-04-13,55.96,98.92,12.5,31.16,32.34,22.54,1.24,6.89,40.31,0.84,5.48,1.02,116.0,Moderate
+Hyderabad,2016-04-14,66.47,109.42,11.84,37.0,35.18,25.98,1.2,10.04,42.49,1.35,5.99,1.89,131.0,Moderate
+Hyderabad,2016-04-15,54.58,102.11,4.9,23.02,19.15,23.21,0.83,4.06,50.46,0.92,3.77,1.22,121.0,Moderate
+Hyderabad,2016-04-16,70.92,96.84,4.74,21.28,18.48,21.43,1.05,3.85,48.14,0.57,2.94,0.46,125.0,Moderate
+Hyderabad,2016-04-17,63.68,95.59,4.81,20.25,17.83,21.25,0.97,5.27,40.9,0.64,3.28,0.72,151.0,Moderate
+Hyderabad,2016-04-18,51.86,108.24,4.68,28.92,23.65,22.27,1.2,4.67,27.96,0.99,4.38,1.22,139.0,Moderate
+Hyderabad,2016-04-19,37.66,78.68,7.38,27.73,24.53,20.13,1.1,7.1,26.39,0.64,4.01,0.86,107.0,Moderate
+Hyderabad,2016-04-20,45.0,93.9,8.98,33.13,29.96,22.38,1.02,7.21,29.12,0.68,3.69,0.98,105.0,Moderate
+Hyderabad,2016-04-21,48.65,87.02,4.58,33.5,24.68,23.69,1.3,5.98,36.99,0.9,4.98,1.36,120.0,Moderate
+Hyderabad,2016-04-22,41.99,103.25,11.78,41.0,28.75,22.04,1.06,6.03,40.99,1.16,6.37,1.79,100.0,Satisfactory
+Hyderabad,2016-04-23,26.0,93.08,4.34,21.79,13.84,18.78,0.6,8.13,58.17,0.6,3.36,0.39,101.0,Moderate
+Hyderabad,2016-04-24,,,,,,,,,,,,,91.0,Satisfactory
+Hyderabad,2016-04-25,37.42,89.62,14.75,59.18,33.62,21.5,0.09,30.2,57.29,1.65,8.94,3.63,,
+Hyderabad,2016-04-26,56.86,109.0,8.33,44.83,30.9,34.24,0.17,9.29,39.46,0.77,3.64,1.18,102.0,Moderate
+Hyderabad,2016-04-27,52.96,108.3,10.35,34.44,30.89,38.48,0.9,7.58,24.33,0.53,3.21,0.69,129.0,Moderate
+Hyderabad,2016-04-28,44.3,89.26,11.41,34.53,32.21,31.97,0.51,8.18,34.32,0.44,2.87,0.43,110.0,Moderate
+Hyderabad,2016-04-29,40.1,85.11,8.83,32.79,28.28,33.59,0.48,6.71,31.34,0.44,3.01,0.37,99.0,Satisfactory
+Hyderabad,2016-04-30,33.33,76.71,8.73,31.35,28.66,33.19,0.47,7.87,47.78,0.36,2.41,0.33,100.0,Satisfactory
+Hyderabad,2016-05-01,46.08,107.77,9.55,31.1,28.46,29.73,0.49,6.57,40.05,0.55,3.61,0.65,108.0,Moderate
+Hyderabad,2016-05-02,37.28,84.02,4.85,26.57,21.07,23.99,0.43,6.13,52.45,0.25,1.39,0.19,104.0,Moderate
+Hyderabad,2016-05-03,40.37,87.52,5.33,35.95,27.93,30.58,0.71,3.05,34.06,0.46,3.22,0.43,116.0,Moderate
+Hyderabad,2016-05-04,30.1,56.02,6.46,20.72,18.45,44.38,0.38,5.1,49.45,0.25,1.88,0.27,92.0,Satisfactory
+Hyderabad,2016-05-05,29.22,60.54,10.85,29.21,27.98,28.44,0.39,10.13,41.7,0.38,2.1,0.28,67.0,Satisfactory
+Hyderabad,2016-05-06,60.88,66.45,9.09,44.45,33.89,48.05,0.7,1.15,26.27,0.38,1.19,0.18,72.0,Satisfactory
+Hyderabad,2016-05-07,89.48,94.11,18.33,59.85,47.12,59.64,1.08,2.75,34.35,0.5,0.55,0.12,90.0,Satisfactory
+Hyderabad,2016-05-08,40.12,50.94,24.62,35.16,51.79,78.57,1.65,6.65,43.27,0.19,0.98,0.17,156.0,Moderate
+Hyderabad,2016-05-09,50.76,82.05,7.79,33.2,33.14,35.16,1.27,5.84,41.24,0.32,1.79,0.37,167.0,Moderate
+Hyderabad,2016-05-10,30.45,56.0,8.8,44.42,25.36,34.26,1.27,8.4,35.04,0.47,4.37,1.43,105.0,Moderate
+Hyderabad,2016-05-11,60.7,81.89,20.76,51.24,50.0,31.42,1.42,7.73,24.56,0.91,7.68,1.75,105.0,Moderate
+Hyderabad,2016-05-12,51.09,96.09,18.48,46.69,46.61,30.83,1.66,15.51,38.0,0.44,3.58,0.45,135.0,Moderate
+Hyderabad,2016-05-13,45.67,82.71,6.1,38.21,29.19,29.29,0.94,5.84,44.28,0.36,2.87,0.36,110.0,Moderate
+Hyderabad,2016-05-14,46.24,90.98,5.03,35.88,26.3,30.57,0.9,5.23,51.78,0.31,1.96,0.31,110.0,Moderate
+Hyderabad,2016-05-15,31.02,65.19,6.5,25.0,20.89,28.73,0.82,5.39,29.69,0.34,1.9,0.33,95.0,Satisfactory
+Hyderabad,2016-05-16,28.39,73.3,8.82,29.68,25.85,27.59,0.79,4.71,31.52,0.32,2.11,0.38,92.0,Satisfactory
+Hyderabad,2016-05-17,23.03,66.3,7.53,28.72,23.51,31.26,0.69,9.34,22.35,0.29,1.88,0.43,83.0,Satisfactory
+Hyderabad,2016-05-18,29.65,72.39,9.35,28.29,25.18,29.08,0.84,7.27,23.33,0.3,1.97,0.29,84.0,Satisfactory
+Hyderabad,2016-05-19,34.57,68.51,6.07,26.2,22.43,26.92,0.65,6.7,22.0,0.22,1.58,0.19,86.0,Satisfactory
+Hyderabad,2016-05-20,29.56,53.7,8.71,19.21,19.22,39.66,0.6,3.26,32.38,0.18,0.69,0.12,92.0,Satisfactory
+Hyderabad,2016-05-21,32.82,71.8,5.54,16.81,17.74,34.21,0.48,5.56,16.96,0.08,0.5,0.08,105.0,Moderate
+Hyderabad,2016-05-22,34.45,87.0,8.08,22.97,22.12,22.35,0.67,5.71,18.1,0.33,2.46,0.42,93.0,Satisfactory
+Hyderabad,2016-05-23,30.51,66.12,5.61,22.26,19.54,20.06,0.58,5.2,18.19,0.11,0.83,0.1,95.0,Satisfactory
+Hyderabad,2016-05-24,31.95,72.51,9.64,24.79,25.28,20.42,0.63,5.62,20.13,0.15,1.27,0.13,87.0,Satisfactory
+Hyderabad,2016-05-25,48.62,67.89,13.77,23.86,28.59,20.86,0.59,5.85,19.21,0.18,1.96,0.2,104.0,Moderate
+Hyderabad,2016-05-26,42.25,44.45,9.96,22.65,24.95,21.38,0.52,4.88,22.3,0.12,1.08,0.1,147.0,Moderate
+Hyderabad,2016-05-27,26.64,57.84,6.44,19.09,18.62,18.67,0.51,5.22,28.01,0.09,0.68,0.08,85.0,Satisfactory
+Hyderabad,2016-05-28,25.43,63.82,5.24,20.32,17.85,19.2,0.53,6.0,29.17,0.12,0.78,0.09,80.0,Satisfactory
+Hyderabad,2016-05-29,26.04,76.71,5.44,21.04,18.29,18.94,0.57,5.33,27.41,0.28,1.54,0.05,85.0,Satisfactory
+Hyderabad,2016-05-30,29.5,,6.06,13.95,20.01,,2.59,6.24,22.62,0.12,0.74,0.07,189.0,Moderate
+Hyderabad,2016-05-31,31.88,,8.49,18.0,26.49,,0.93,6.49,20.77,0.17,1.39,0.13,100.0,Satisfactory
+Hyderabad,2016-06-01,39.88,,12.31,22.05,34.36,,0.94,6.65,21.89,0.23,1.54,0.23,111.0,Moderate
+Hyderabad,2016-06-02,35.64,,8.78,17.85,26.63,,0.48,1.6,21.19,0.26,0.93,0.14,88.0,Satisfactory
+Hyderabad,2016-06-03,39.59,,8.94,22.33,31.26,,0.89,6.54,25.0,0.18,1.15,0.15,112.0,Moderate
+Hyderabad,2016-06-04,29.21,,4.8,12.83,17.63,,0.73,6.47,35.81,0.11,0.79,0.1,112.0,Moderate
+Hyderabad,2016-06-05,36.13,,5.02,13.02,18.04,,0.79,6.06,35.42,0.13,0.82,0.08,101.0,Moderate
+Hyderabad,2016-06-06,37.4,,5.24,14.63,19.86,,0.8,5.99,38.04,0.16,0.94,0.1,107.0,Moderate
+Hyderabad,2016-06-07,40.65,,14.21,25.02,39.23,,1.5,6.62,24.97,0.21,1.52,0.19,131.0,Moderate
+Hyderabad,2016-06-08,35.65,,5.29,15.98,21.26,,1.23,6.29,26.72,0.21,1.49,0.18,150.0,Moderate
+Hyderabad,2016-06-09,34.02,,5.79,13.95,19.74,,0.79,1.54,27.2,0.12,1.1,0.11,106.0,Moderate
+Hyderabad,2016-06-10,31.34,,5.08,10.86,15.95,,0.71,5.73,31.8,0.13,0.92,0.08,108.0,Moderate
+Hyderabad,2016-06-11,29.75,,2.57,11.1,13.67,,1.29,1.97,15.25,0.19,1.32,0.09,117.0,Moderate
+Hyderabad,2016-06-12,27.26,,6.94,12.64,19.58,,0.69,7.39,15.37,0.17,1.22,0.08,100.0,Satisfactory
+Hyderabad,2016-06-13,63.07,,7.79,10.21,18.0,,0.65,8.16,16.0,0.16,1.07,0.08,109.0,Moderate
+Hyderabad,2016-06-14,27.86,,5.82,9.75,15.57,,0.67,7.66,17.5,0.1,0.65,0.06,125.0,Moderate
+Hyderabad,2016-06-15,363.14,,7.73,10.54,18.28,,0.68,7.39,13.11,0.1,0.63,0.06,199.0,Moderate
+Hyderabad,2016-06-16,571.02,,6.14,10.7,16.83,,1.07,6.68,16.81,0.11,0.67,0.07,737.0,Severe
+Hyderabad,2016-06-17,41.17,,9.13,8.3,17.43,,0.59,8.95,28.2,0.13,0.92,0.09,295.0,Poor
+Hyderabad,2016-06-18,34.72,,3.19,15.23,18.42,,0.4,1.08,21.42,0.2,1.34,0.13,67.0,Satisfactory
+Hyderabad,2016-06-19,34.07,,5.87,12.21,18.08,,0.77,6.3,13.51,0.21,1.39,0.14,115.0,Moderate
+Hyderabad,2016-06-20,29.26,,6.35,10.64,16.99,,1.16,6.14,13.6,0.22,1.3,0.16,131.0,Moderate
+Hyderabad,2016-06-21,33.96,,8.94,15.16,24.1,,0.99,6.66,16.7,0.24,1.69,0.18,105.0,Moderate
+Hyderabad,2016-06-22,24.56,,7.98,11.26,19.25,,1.18,6.34,18.23,0.3,1.89,0.24,146.0,Moderate
+Hyderabad,2016-06-23,22.38,,6.92,10.11,17.03,,0.7,6.21,20.15,0.16,1.05,0.13,90.0,Satisfactory
+Hyderabad,2016-06-24,18.01,,5.78,10.22,16.0,,0.66,6.61,18.51,0.12,0.93,0.1,88.0,Satisfactory
+Hyderabad,2016-06-25,21.54,,6.36,9.74,16.09,,0.64,6.78,14.55,0.14,0.96,0.13,88.0,Satisfactory
+Hyderabad,2016-06-26,24.5,,5.86,9.42,15.28,,0.68,6.0,15.04,0.14,0.99,0.15,90.0,Satisfactory
+Hyderabad,2016-06-27,20.94,,5.89,9.17,15.06,,1.02,6.47,13.17,0.12,0.8,0.12,123.0,Moderate
+Hyderabad,2016-06-28,66.04,,9.42,10.91,20.33,,0.7,6.19,6.28,0.14,0.86,0.15,106.0,Moderate
+Hyderabad,2016-06-29,20.5,,6.77,11.42,18.19,,0.66,6.17,9.19,0.14,0.92,0.15,126.0,Moderate
+Hyderabad,2016-06-30,19.67,,6.3,8.87,15.16,,0.63,6.61,13.09,0.11,0.74,0.11,88.0,Satisfactory
+Hyderabad,2016-07-01,22.42,,8.42,11.55,19.97,,0.7,7.04,8.59,0.1,0.67,0.12,88.0,Satisfactory
+Hyderabad,2016-07-02,34.0,,6.3,8.84,15.13,,0.66,6.99,11.61,0.1,0.66,0.13,97.0,Satisfactory
+Hyderabad,2016-07-03,34.0,,6.42,8.37,14.79,,0.72,6.21,10.13,0.11,0.67,0.14,104.0,Moderate
+Hyderabad,2016-07-04,121.18,,2.71,7.2,9.91,,1.03,9.05,9.39,0.11,0.75,0.13,163.0,Moderate
+Hyderabad,2016-07-05,21.64,,6.62,7.53,14.15,,1.05,7.03,8.83,0.11,0.62,0.11,252.0,Poor
+Hyderabad,2016-07-06,163.16,,11.35,10.55,21.89,,0.32,13.13,10.08,0.15,0.87,0.15,37.0,Good
+Hyderabad,2016-07-07,30.92,,6.72,9.64,16.36,,0.66,8.62,9.4,0.09,0.61,0.1,205.0,Poor
+Hyderabad,2016-07-08,26.24,,6.2,8.32,14.52,,0.63,9.08,10.69,0.08,0.55,0.09,99.0,Satisfactory
+Hyderabad,2016-07-09,22.79,,6.96,8.77,15.73,,0.66,6.66,7.52,0.08,0.53,0.08,91.0,Satisfactory
+Hyderabad,2016-07-10,62.03,,6.78,8.55,15.33,,0.66,6.71,8.54,0.09,0.58,0.1,107.0,Moderate
+Hyderabad,2016-07-11,357.85,,6.28,6.94,13.22,,1.03,7.03,10.16,0.09,0.67,0.1,307.0,Very Poor
+Hyderabad,2016-07-12,206.93,,6.75,7.81,14.56,,1.06,6.27,11.6,0.1,0.68,0.09,495.0,Severe
+Hyderabad,2016-07-13,9.92,,6.54,8.48,15.03,,1.07,5.9,12.97,0.09,0.64,0.09,194.0,Moderate
+Hyderabad,2016-07-14,16.89,,9.0,10.87,19.87,,0.7,6.29,12.3,0.1,0.76,0.1,88.0,Satisfactory
+Hyderabad,2016-07-15,20.57,,9.02,12.83,21.84,,0.71,6.95,14.77,0.14,0.99,0.12,94.0,Satisfactory
+Hyderabad,2016-07-16,19.97,,6.9,14.16,21.05,,1.12,5.93,13.64,0.16,1.25,0.12,120.0,Moderate
+Hyderabad,2016-07-17,22.85,,8.21,18.06,26.27,,0.87,6.43,11.52,0.16,1.2,0.16,98.0,Satisfactory
+Hyderabad,2016-07-18,14.22,,10.44,17.92,28.36,,0.64,10.13,15.53,0.22,1.25,0.17,92.0,Satisfactory
+Hyderabad,2016-07-19,8.95,,7.01,14.39,21.4,,0.43,2.12,6.92,0.19,1.17,0.19,36.0,Good
+Hyderabad,2016-07-20,10.6,,5.83,8.3,14.13,,1.02,5.83,10.45,0.1,0.73,0.08,155.0,Moderate
+Hyderabad,2016-07-21,13.04,,2.54,8.78,11.32,,1.1,1.74,8.07,0.1,0.73,0.08,120.0,Moderate
+Hyderabad,2016-07-22,49.97,,5.82,9.3,14.69,,1.09,6.03,10.21,0.16,1.48,0.1,138.0,Moderate
+Hyderabad,2016-07-23,11.62,,10.22,7.29,17.51,,1.2,8.89,11.86,0.13,1.22,0.09,127.0,Moderate
+Hyderabad,2016-07-24,14.36,,5.8,7.94,13.74,,1.32,8.28,15.34,0.14,0.94,0.1,204.0,Poor
+Hyderabad,2016-07-25,13.15,,6.13,10.61,16.74,,1.32,6.76,12.4,0.16,0.96,0.13,131.0,Moderate
+Hyderabad,2016-07-26,15.94,,7.62,11.71,19.33,,1.46,5.95,8.19,0.23,2.06,0.18,135.0,Moderate
+Hyderabad,2016-07-27,52.59,,6.78,15.72,22.5,,0.7,1.15,11.21,0.32,2.93,0.29,66.0,Satisfactory
+Hyderabad,2016-07-28,20.6,,15.03,15.87,30.9,,8.83,6.15,9.17,0.36,2.77,0.37,248.0,Poor
+Hyderabad,2016-07-29,16.93,,7.2,12.04,19.24,,8.34,5.98,8.35,0.21,1.84,0.19,247.0,Poor
+Hyderabad,2016-07-30,21.67,,7.51,10.55,18.06,,7.72,6.37,7.72,0.25,1.61,0.18,265.0,Poor
+Hyderabad,2016-07-31,10.64,,7.4,8.5,15.9,,6.46,6.25,6.46,0.12,0.81,0.11,240.0,Poor
+Hyderabad,2016-08-01,10.24,,7.58,8.01,15.59,,6.08,6.15,6.08,0.1,0.68,0.09,232.0,Poor
+Hyderabad,2016-08-02,6.01,,7.4,7.35,14.74,,7.25,6.7,7.25,0.08,0.56,0.06,242.0,Poor
+Hyderabad,2016-08-03,4.83,,3.84,7.3,11.14,,5.32,5.05,7.0,0.08,0.57,0.08,234.0,Poor
+Hyderabad,2016-08-04,6.41,,7.59,7.9,15.49,,1.07,5.87,6.9,0.08,0.49,0.07,121.0,Moderate
+Hyderabad,2016-08-05,5.81,,12.49,7.43,19.92,,1.19,8.76,8.76,0.09,0.6,0.07,117.0,Moderate
+Hyderabad,2016-08-06,7.29,,8.99,8.52,17.51,,0.75,7.02,9.19,0.08,0.5,0.06,22.0,Good
+Hyderabad,2016-08-07,6.38,,6.49,7.69,14.18,,0.66,6.04,9.5,0.08,0.52,0.07,82.0,Satisfactory
+Hyderabad,2016-08-08,9.67,,6.82,9.49,16.31,,1.09,5.95,9.91,0.09,0.58,0.07,119.0,Moderate
+Hyderabad,2016-08-09,8.86,41.75,6.5,8.99,15.02,12.11,0.68,6.51,10.1,0.1,0.56,0.07,86.0,Satisfactory
+Hyderabad,2016-08-10,9.41,38.77,4.83,8.64,11.86,12.28,0.45,6.92,9.76,0.07,0.46,0.04,84.0,Satisfactory
+Hyderabad,2016-08-11,7.81,26.51,5.34,9.11,10.68,11.83,0.44,6.2,9.13,0.09,0.55,0.05,63.0,Satisfactory
+Hyderabad,2016-08-12,9.77,,11.88,8.03,8.71,,0.5,10.37,9.19,0.09,0.59,0.05,120.0,Moderate
+Hyderabad,2016-08-13,,,,,0.0,,0.0,,,,,,,
+Hyderabad,2016-08-14,,,,,0.0,,0.0,,,,,,,
+Hyderabad,2016-08-15,,,,,0.0,,0.0,,,,,,,
+Hyderabad,2016-08-16,,,,,0.0,,0.0,,,,,,,
+Hyderabad,2016-08-17,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Hyderabad,2016-08-18,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Hyderabad,2016-08-19,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Hyderabad,2016-08-20,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Hyderabad,2016-08-21,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Hyderabad,2016-08-22,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Hyderabad,2016-08-23,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Hyderabad,2016-08-24,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Hyderabad,2016-08-25,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Hyderabad,2016-08-26,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Hyderabad,2016-08-27,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Hyderabad,2016-08-28,,,,,,,,,,,,,,
+Hyderabad,2016-08-29,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Hyderabad,2016-08-30,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Hyderabad,2016-08-31,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Hyderabad,2016-09-01,10.46,46.57,20.22,76.06,7.6,53.08,0.11,6.94,15.01,0.02,0.11,0.36,,
+Hyderabad,2016-09-02,6.31,28.63,10.71,44.71,13.01,31.07,0.39,7.71,13.53,0.06,0.85,0.11,87.0,Satisfactory
+Hyderabad,2016-09-03,10.4,30.27,13.23,57.09,17.23,15.31,0.45,10.59,14.46,0.06,0.49,1.06,78.0,Satisfactory
+Hyderabad,2016-09-04,23.0,62.17,6.93,46.21,3.46,44.05,0.07,3.71,14.74,0.01,0.04,0.06,49.0,Good
+Hyderabad,2016-09-05,15.46,65.0,9.88,52.18,9.57,53.1,0.22,4.28,14.68,0.03,0.19,0.32,,
+Hyderabad,2016-09-06,28.28,87.32,14.82,74.51,18.74,36.24,0.27,16.38,14.26,0.08,1.3,2.24,85.0,Satisfactory
+Hyderabad,2016-09-07,37.15,99.05,17.64,84.52,27.1,32.48,0.39,8.3,13.15,0.26,4.77,3.96,97.0,Satisfactory
+Hyderabad,2016-09-08,25.0,82.86,16.61,78.74,16.86,27.66,0.2,12.95,15.26,0.09,1.79,2.61,93.0,Satisfactory
+Hyderabad,2016-09-09,35.34,103.41,11.29,74.42,13.02,27.06,0.21,5.89,14.06,0.09,1.66,2.84,,
+Hyderabad,2016-09-10,37.09,82.11,12.5,78.98,26.06,22.62,0.37,13.91,15.02,0.1,1.9,5.73,92.0,Satisfactory
+Hyderabad,2016-09-11,24.59,59.97,13.43,70.69,22.2,26.24,0.32,4.45,16.52,0.1,0.74,3.38,66.0,Satisfactory
+Hyderabad,2016-09-12,30.49,69.68,11.8,59.25,20.74,16.75,0.28,12.54,15.39,0.08,1.34,5.74,65.0,Satisfactory
+Hyderabad,2016-09-13,23.2,43.26,10.21,42.07,14.05,19.98,0.31,9.58,22.48,0.08,0.78,5.44,66.0,Satisfactory
+Hyderabad,2016-09-14,23.25,46.02,10.27,42.44,14.15,12.34,0.13,12.68,21.14,0.06,0.95,7.3,55.0,Satisfactory
+Hyderabad,2016-09-15,15.79,36.7,12.37,46.68,15.99,15.62,0.15,11.29,18.76,0.1,1.52,3.93,70.0,Satisfactory
+Hyderabad,2016-09-16,10.75,22.54,9.73,35.0,7.61,38.51,0.27,2.6,8.26,0.03,0.21,0.54,59.0,Satisfactory
+Hyderabad,2016-09-17,9.5,21.44,9.93,38.39,4.35,49.99,0.06,2.52,10.39,0.02,0.06,0.1,,
+Hyderabad,2016-09-18,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Hyderabad,2016-09-19,7.12,24.83,8.27,30.4,5.68,9.57,0.09,2.41,27.43,0.03,0.17,0.49,,
+Hyderabad,2016-09-20,9.93,21.82,8.85,31.44,11.36,6.56,0.25,1.98,24.77,0.05,0.22,0.96,62.0,Satisfactory
+Hyderabad,2016-09-21,17.82,31.93,10.85,38.08,19.18,16.51,0.11,2.83,21.43,0.1,0.72,3.17,52.0,Satisfactory
+Hyderabad,2016-09-22,13.08,34.21,10.23,37.98,11.32,9.41,0.1,4.39,26.59,0.04,0.7,2.76,52.0,Satisfactory
+Hyderabad,2016-09-23,7.0,11.0,9.66,43.87,3.57,28.86,0.09,15.62,17.76,0.02,0.11,0.11,34.0,Good
+Hyderabad,2016-09-24,11.61,21.72,9.25,32.33,5.66,6.4,0.25,7.6,25.15,0.02,0.35,2.18,,
+Hyderabad,2016-09-25,21.28,37.15,10.08,43.64,10.2,31.24,0.17,4.1,21.7,0.05,0.3,1.73,66.0,Satisfactory
+Hyderabad,2016-09-26,31.01,71.78,14.44,49.62,15.21,32.74,0.24,16.22,21.89,0.1,3.15,4.49,82.0,Satisfactory
+Hyderabad,2016-09-27,33.84,76.67,11.69,51.19,16.1,18.67,0.3,7.71,23.63,0.11,3.73,6.82,78.0,Satisfactory
+Hyderabad,2016-09-28,42.99,91.44,12.46,57.36,17.01,12.5,0.11,9.43,25.64,0.11,3.79,6.19,86.0,Satisfactory
+Hyderabad,2016-09-29,39.5,103.83,8.76,53.2,15.5,16.89,0.17,7.08,27.93,0.08,1.92,5.0,100.0,Satisfactory
+Hyderabad,2016-09-30,37.67,101.49,8.09,45.98,13.6,11.83,0.01,6.55,35.03,0.06,1.71,6.22,103.0,Moderate
+Hyderabad,2016-10-01,16.68,31.02,9.57,42.12,20.85,25.01,0.24,8.03,29.57,0.08,1.2,2.13,70.0,Satisfactory
+Hyderabad,2016-10-02,13.57,24.85,9.42,41.65,12.52,19.43,0.11,2.73,30.28,0.05,0.29,0.11,55.0,Satisfactory
+Hyderabad,2016-10-03,12.72,33.72,7.59,26.93,7.84,17.95,0.19,9.91,25.02,0.02,0.11,0.13,72.0,Satisfactory
+Hyderabad,2016-10-04,11.98,35.51,9.57,42.12,13.8,9.0,0.03,6.74,22.95,0.03,0.11,0.09,47.0,Good
+Hyderabad,2016-10-05,9.83,32.3,10.92,35.58,12.75,12.28,0.07,5.53,23.2,0.02,0.09,0.22,73.0,Satisfactory
+Hyderabad,2016-10-06,15.29,52.36,13.83,47.47,16.72,14.01,0.1,6.85,20.62,0.02,0.2,0.76,56.0,Satisfactory
+Hyderabad,2016-10-07,15.45,57.53,10.46,40.95,13.83,10.52,0.2,6.22,23.05,0.01,0.17,0.7,63.0,Satisfactory
+Hyderabad,2016-10-08,16.38,37.54,10.7,39.15,12.18,11.07,0.08,3.2,22.36,0.01,0.21,0.22,55.0,Satisfactory
+Hyderabad,2016-10-09,12.88,45.38,11.5,45.99,3.87,11.22,0.05,1.55,30.7,0.0,0.06,0.06,65.0,Satisfactory
+Hyderabad,2016-10-10,42.0,94.08,7.85,32.55,5.41,14.1,0.25,4.28,39.61,0.01,0.09,0.09,,
+Hyderabad,2016-10-11,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Hyderabad,2016-10-12,48.55,108.27,10.24,45.48,9.94,15.37,0.43,19.26,27.61,0.23,3.94,4.6,106.0,Moderate
+Hyderabad,2016-10-13,50.52,99.86,12.08,63.89,20.04,21.18,0.65,15.29,26.79,0.48,10.12,4.94,104.0,Moderate
+Hyderabad,2016-10-14,44.48,94.36,10.91,73.13,21.83,31.36,0.62,22.54,33.44,0.53,6.69,1.11,97.0,Satisfactory
+Hyderabad,2016-10-15,45.06,101.0,8.9,61.79,15.27,27.21,0.59,15.96,38.65,0.22,4.61,0.46,97.0,Satisfactory
+Hyderabad,2016-10-16,56.83,104.28,15.01,75.39,23.92,31.41,0.79,21.55,33.68,0.33,8.32,2.28,108.0,Moderate
+Hyderabad,2016-10-17,54.95,94.42,26.16,87.44,31.02,28.7,0.53,23.06,26.69,0.47,9.19,3.78,100.0,Satisfactory
+Hyderabad,2016-10-18,60.17,94.51,21.31,92.33,29.15,26.25,0.59,27.92,25.99,0.17,3.61,4.51,97.0,Satisfactory
+Hyderabad,2016-10-19,58.85,101.67,12.43,75.82,22.89,29.97,0.97,29.86,35.87,0.07,1.53,0.66,103.0,Moderate
+Hyderabad,2016-10-20,61.53,106.2,11.99,77.75,23.4,29.1,0.81,34.73,35.26,0.09,1.88,0.82,104.0,Moderate
+Hyderabad,2016-10-21,59.04,100.29,12.44,71.09,21.95,39.49,0.51,35.22,35.03,0.13,3.11,0.48,102.0,Moderate
+Hyderabad,2016-10-22,54.48,108.28,13.08,79.11,24.12,53.38,0.39,29.12,34.31,0.08,1.5,1.12,104.0,Moderate
+Hyderabad,2016-10-23,,106.91,11.06,86.29,25.14,54.55,0.55,37.97,40.26,0.1,3.39,0.62,111.0,Moderate
+Hyderabad,2016-10-24,58.23,108.26,10.82,66.72,20.79,34.59,0.3,30.29,29.52,0.08,2.06,0.31,107.0,Moderate
+Hyderabad,2016-10-25,64.18,103.01,11.65,68.11,20.88,30.24,0.38,18.9,27.18,0.06,1.27,1.74,114.0,Moderate
+Hyderabad,2016-10-26,61.11,105.64,11.8,60.83,19.19,47.92,0.33,32.05,38.81,0.11,1.83,0.73,107.0,Moderate
+Hyderabad,2016-10-27,64.35,101.48,11.68,50.97,16.75,45.17,0.33,44.21,56.45,0.09,2.43,0.95,117.0,Moderate
+Hyderabad,2016-10-28,62.16,99.01,9.59,41.2,13.55,39.85,0.38,47.38,70.1,0.07,1.48,0.81,116.0,Moderate
+Hyderabad,2016-10-29,73.11,104.96,10.85,49.76,16.1,42.24,0.5,46.17,56.15,0.07,1.78,1.1,130.0,Moderate
+Hyderabad,2016-10-30,63.6,97.16,7.96,25.39,9.13,27.36,0.33,19.58,55.87,0.09,1.61,0.62,129.0,Moderate
+Hyderabad,2016-10-31,58.15,84.2,8.84,24.36,11.15,26.1,0.54,23.55,46.88,0.07,1.37,0.09,106.0,Moderate
+Hyderabad,2016-11-01,73.45,106.62,9.75,35.18,17.47,24.59,0.57,47.02,58.59,0.17,4.44,1.96,118.0,Moderate
+Hyderabad,2016-11-02,64.93,100.92,9.23,22.8,8.34,21.5,0.35,45.54,68.19,0.2,2.78,1.8,134.0,Moderate
+Hyderabad,2016-11-03,61.75,97.54,9.6,23.49,9.26,20.77,0.35,35.06,58.34,0.08,1.68,2.07,104.0,Moderate
+Hyderabad,2016-11-04,65.1,101.16,9.43,13.74,5.38,9.27,0.36,31.95,58.26,0.05,1.63,2.03,113.0,Moderate
+Hyderabad,2016-11-05,67.23,100.75,10.41,31.41,11.5,12.51,0.26,31.89,66.88,0.08,1.35,2.46,151.0,Moderate
+Hyderabad,2016-11-06,65.76,104.57,9.87,25.01,9.76,13.96,0.36,31.29,66.89,0.08,1.73,0.98,119.0,Moderate
+Hyderabad,2016-11-07,66.65,112.8,8.73,18.35,7.51,22.83,0.35,40.78,72.73,0.16,1.99,0.28,124.0,Moderate
+Hyderabad,2016-11-08,60.51,107.1,8.57,36.85,12.13,25.37,0.47,38.63,66.96,0.13,2.09,0.35,112.0,Moderate
+Hyderabad,2016-11-09,65.33,103.8,8.22,42.02,13.74,24.24,0.45,35.56,74.13,0.12,1.21,0.13,147.0,Moderate
+Hyderabad,2016-11-10,71.55,106.32,9.65,56.07,17.15,36.33,0.45,46.68,79.48,0.11,1.66,0.29,144.0,Moderate
+Hyderabad,2016-11-11,62.24,97.74,8.99,52.96,25.65,33.77,0.92,46.54,79.89,0.13,2.3,0.45,129.0,Moderate
+Hyderabad,2016-11-12,61.83,104.38,9.26,53.12,16.3,39.06,0.61,35.55,92.1,0.08,1.54,0.33,152.0,Moderate
+Hyderabad,2016-11-13,60.96,98.46,8.93,48.17,14.97,30.06,0.64,28.22,91.75,0.05,0.86,0.5,163.0,Moderate
+Hyderabad,2016-11-14,61.46,99.72,10.06,45.51,14.73,31.45,0.74,16.38,59.28,0.05,0.76,0.13,122.0,Moderate
+Hyderabad,2016-11-15,67.56,102.5,9.75,35.21,12.11,27.89,0.54,25.31,55.35,0.06,1.11,0.16,125.0,Moderate
+Hyderabad,2016-11-16,59.73,101.38,8.44,36.72,11.96,31.12,0.59,51.36,78.43,0.07,1.02,0.04,140.0,Moderate
+Hyderabad,2016-11-17,63.35,103.32,8.28,38.09,12.26,33.57,0.49,42.96,75.33,0.05,0.85,0.06,104.0,Moderate
+Hyderabad,2016-11-18,61.71,95.29,8.64,41.53,13.22,29.05,0.45,37.9,76.18,0.08,0.83,0.34,133.0,Moderate
+Hyderabad,2016-11-19,61.8,98.96,10.96,58.71,18.26,36.62,0.52,44.93,67.7,0.07,0.82,0.33,141.0,Moderate
+Hyderabad,2016-11-20,61.0,96.5,11.02,63.32,19.38,33.56,0.57,30.3,64.43,0.02,0.57,0.08,122.0,Moderate
+Hyderabad,2016-11-21,55.76,85.33,11.63,59.47,18.69,38.92,0.51,36.43,53.54,0.03,0.57,0.06,105.0,Moderate
+Hyderabad,2016-11-22,60.32,89.17,11.87,65.82,15.22,38.16,0.5,31.34,42.62,0.02,0.49,0.1,98.0,Satisfactory
+Hyderabad,2016-11-23,62.65,91.64,10.05,51.12,14.74,37.16,0.52,34.96,63.49,0.05,0.85,0.18,124.0,Moderate
+Hyderabad,2016-11-24,64.38,95.85,12.59,60.39,19.27,30.2,0.64,31.07,67.2,0.04,0.65,0.31,162.0,Moderate
+Hyderabad,2016-11-25,63.41,102.09,10.63,37.87,13.16,23.54,0.59,41.97,50.88,0.02,0.61,0.33,136.0,Moderate
+Hyderabad,2016-11-26,52.96,90.29,7.65,8.25,4.6,5.08,0.55,38.34,32.64,0.03,0.44,0.33,109.0,Moderate
+Hyderabad,2016-11-27,59.95,98.75,7.69,5.3,4.13,3.64,0.5,48.96,51.89,0.03,0.67,0.4,106.0,Moderate
+Hyderabad,2016-11-28,63.92,103.2,7.48,5.31,3.59,4.08,0.49,42.29,57.06,0.02,0.46,0.05,105.0,Moderate
+Hyderabad,2016-11-29,55.4,95.5,7.97,27.3,6.7,16.48,0.3,41.03,49.06,0.02,0.36,0.11,113.0,Moderate
+Hyderabad,2016-11-30,58.98,95.61,12.12,72.0,14.58,41.11,0.43,37.54,44.92,0.02,0.34,0.19,100.0,Satisfactory
+Hyderabad,2016-12-01,58.86,97.97,10.58,54.03,10.45,31.73,0.38,23.1,49.67,0.02,0.15,0.12,103.0,Moderate
+Hyderabad,2016-12-02,61.32,101.59,11.19,54.28,5.18,35.72,0.17,35.08,38.95,0.01,0.08,0.03,96.0,Satisfactory
+Hyderabad,2016-12-03,57.06,89.69,9.88,38.29,9.69,23.13,0.28,8.7,33.69,0.03,0.04,0.04,112.0,Moderate
+Hyderabad,2016-12-04,59.44,94.88,12.66,40.89,14.51,21.32,0.41,20.04,32.84,0.04,0.12,0.05,94.0,Satisfactory
+Hyderabad,2016-12-05,66.0,104.04,12.87,46.01,15.87,28.38,0.49,38.17,39.49,0.02,0.35,0.06,112.0,Moderate
+Hyderabad,2016-12-06,65.98,100.21,9.11,43.82,11.8,27.81,0.46,39.34,62.06,0.02,0.22,0.05,115.0,Moderate
+Hyderabad,2016-12-07,58.07,91.26,10.79,58.31,9.62,28.78,0.32,44.6,47.96,0.01,0.13,0.08,109.0,Moderate
+Hyderabad,2016-12-08,60.69,102.1,11.49,64.12,11.6,31.26,0.36,36.91,53.68,0.01,0.18,0.15,110.0,Moderate
+Hyderabad,2016-12-09,63.73,106.83,9.61,60.81,12.1,17.46,0.29,30.48,62.7,0.02,0.08,0.22,126.0,Moderate
+Hyderabad,2016-12-10,61.83,103.12,11.02,60.63,12.58,24.41,0.38,34.5,54.68,0.02,0.42,0.66,117.0,Moderate
+Hyderabad,2016-12-11,61.79,97.38,10.11,68.61,13.47,34.77,0.37,45.32,50.84,0.03,1.08,0.86,104.0,Moderate
+Hyderabad,2016-12-12,48.86,104.26,11.21,58.18,11.72,26.45,0.45,46.34,45.44,0.02,0.49,0.13,103.0,Moderate
+Hyderabad,2016-12-13,60.56,103.88,10.75,55.27,8.25,30.9,0.26,41.86,37.38,0.01,0.46,0.06,105.0,Moderate
+Hyderabad,2016-12-14,44.66,62.82,9.33,27.18,5.73,19.33,0.28,7.84,36.95,0.01,0.05,0.03,82.0,Satisfactory
+Hyderabad,2016-12-15,57.33,93.83,22.06,49.45,7.32,26.91,0.25,13.93,27.81,0.02,0.31,0.21,96.0,Satisfactory
+Hyderabad,2016-12-16,64.61,96.25,13.66,48.99,7.57,27.7,0.28,33.63,44.11,0.02,0.33,0.02,133.0,Moderate
+Hyderabad,2016-12-17,56.65,95.79,18.38,60.92,14.28,31.24,0.47,34.23,40.88,0.05,1.14,0.57,117.0,Moderate
+Hyderabad,2016-12-18,54.74,94.68,11.85,62.77,12.93,36.11,0.33,38.49,40.87,0.07,1.32,0.46,96.0,Satisfactory
+Hyderabad,2016-12-19,61.36,96.74,10.63,65.8,13.12,31.03,0.32,43.85,46.78,0.03,0.97,0.31,102.0,Moderate
+Hyderabad,2016-12-20,60.03,94.81,10.0,67.81,13.49,34.35,0.34,49.63,56.91,0.03,1.02,0.6,117.0,Moderate
+Hyderabad,2016-12-21,54.24,95.55,11.18,73.32,14.68,29.32,0.42,45.43,49.4,0.04,1.08,0.9,106.0,Moderate
+Hyderabad,2016-12-22,58.12,96.04,8.65,67.71,13.14,42.78,0.36,44.42,49.82,0.07,1.16,1.32,102.0,Moderate
+Hyderabad,2016-12-23,60.2,95.54,11.1,67.78,13.76,26.75,0.33,37.44,42.22,0.04,1.07,1.73,101.0,Moderate
+Hyderabad,2016-12-24,60.28,103.11,9.82,70.51,16.86,31.14,0.43,31.91,55.7,0.05,1.25,0.65,104.0,Moderate
+Hyderabad,2016-12-25,61.28,103.5,8.23,58.82,17.39,19.36,0.51,11.31,63.02,0.03,0.64,0.12,106.0,Moderate
+Hyderabad,2016-12-26,53.5,99.82,9.6,55.26,19.56,36.57,0.73,19.3,51.25,0.09,1.31,0.25,106.0,Moderate
+Hyderabad,2016-12-27,54.32,92.67,9.02,69.63,25.52,34.58,0.74,42.58,49.14,0.2,3.11,1.5,95.0,Satisfactory
+Hyderabad,2016-12-28,62.67,101.25,10.89,73.53,16.43,35.44,0.45,39.57,74.29,0.07,1.55,0.52,160.0,Moderate
+Hyderabad,2016-12-29,60.05,98.82,9.38,58.31,14.69,24.76,0.48,10.11,57.89,0.04,0.69,0.92,124.0,Moderate
+Hyderabad,2016-12-30,61.49,104.8,9.17,49.74,10.35,25.35,0.37,15.23,80.55,0.03,0.48,0.36,160.0,Moderate
+Hyderabad,2016-12-31,61.98,110.38,7.84,40.04,8.45,18.5,0.28,6.27,83.19,0.03,0.23,0.04,173.0,Moderate
+Hyderabad,2017-01-01,61.25,100.46,7.54,39.37,8.27,15.38,0.25,6.08,69.11,0.02,0.2,0.03,110.0,Moderate
+Hyderabad,2017-01-02,47.21,80.12,9.69,52.0,10.85,24.87,0.33,20.73,47.61,0.02,0.77,0.18,103.0,Moderate
+Hyderabad,2017-01-03,65.45,132.09,11.01,58.68,13.66,18.06,0.31,22.99,50.37,0.03,0.75,0.45,103.0,Moderate
+Hyderabad,2017-01-04,116.03,197.89,12.2,58.2,12.48,26.16,0.15,37.31,56.42,0.04,0.99,0.65,215.0,Poor
+Hyderabad,2017-01-05,96.21,162.27,10.97,57.6,13.18,36.67,0.0,25.88,45.66,0.06,1.2,0.53,276.0,Poor
+Hyderabad,2017-01-06,75.89,147.99,12.09,69.76,15.64,23.85,0.0,34.18,36.8,0.04,0.78,0.29,158.0,Moderate
+Hyderabad,2017-01-07,63.83,104.25,10.37,37.49,9.45,16.18,0.0,7.83,58.44,0.03,0.45,0.11,137.0,Moderate
+Hyderabad,2017-01-08,62.34,100.56,10.32,34.38,8.88,15.23,0.0,3.21,52.76,0.02,0.2,0.05,102.0,Moderate
+Hyderabad,2017-01-09,51.67,80.46,10.08,30.24,11.37,13.47,0.0,3.56,60.3,0.02,0.17,0.09,96.0,Satisfactory
+Hyderabad,2017-01-10,61.42,112.53,7.05,36.21,8.33,11.94,0.0,6.6,53.49,0.03,0.29,0.5,98.0,Satisfactory
+Hyderabad,2017-01-11,82.34,168.93,11.85,49.71,14.9,19.45,0.0,29.68,49.64,0.09,1.78,2.41,163.0,Moderate
+Hyderabad,2017-01-12,115.47,212.64,11.78,55.94,13.1,30.92,0.0,55.61,51.68,0.08,1.87,1.46,236.0,Poor
+Hyderabad,2017-01-13,108.41,166.25,10.43,49.01,11.51,26.15,0.0,16.8,43.54,0.06,0.94,0.08,281.0,Poor
+Hyderabad,2017-01-14,73.75,114.17,10.06,38.15,9.48,20.75,0.0,7.78,47.92,0.04,0.35,0.05,183.0,Moderate
+Hyderabad,2017-01-15,81.72,120.38,9.88,39.02,9.59,17.64,0.0,3.77,42.95,0.05,0.27,0.05,164.0,Moderate
+Hyderabad,2017-01-16,83.39,140.24,14.4,52.77,12.14,19.03,0.0,21.93,30.43,0.06,0.85,0.07,184.0,Moderate
+Hyderabad,2017-01-17,64.14,116.31,10.96,49.49,11.74,17.53,0.0,5.32,32.75,0.04,0.54,0.06,133.0,Moderate
+Hyderabad,2017-01-18,54.56,81.16,10.06,34.26,8.81,14.66,0.0,4.16,58.14,0.04,0.24,0.05,126.0,Moderate
+Hyderabad,2017-01-19,67.09,109.2,10.09,38.78,9.6,14.4,0.0,3.76,66.33,0.02,0.16,0.03,104.0,Moderate
+Hyderabad,2017-01-20,76.51,135.24,10.68,49.29,11.62,15.32,0.0,9.0,55.29,0.02,0.33,0.04,150.0,Moderate
+Hyderabad,2017-01-21,69.51,137.83,19.01,63.8,16.45,18.0,0.0,7.19,48.08,0.02,0.33,0.07,156.0,Moderate
+Hyderabad,2017-01-22,60.61,111.85,10.06,49.44,16.53,15.71,0.0,6.68,53.25,0.02,0.46,0.3,113.0,Moderate
+Hyderabad,2017-01-23,83.79,150.97,10.65,52.58,19.39,20.72,0.0,13.58,53.54,0.06,1.01,0.07,156.0,Moderate
+Hyderabad,2017-01-24,71.49,148.62,10.19,50.58,11.72,19.98,0.0,12.35,53.29,0.03,0.38,0.03,151.0,Moderate
+Hyderabad,2017-01-25,76.94,144.81,10.14,47.79,11.21,18.46,0.0,9.19,58.67,0.01,0.25,0.03,149.0,Moderate
+Hyderabad,2017-01-26,64.21,108.56,9.54,32.92,8.41,14.62,0.0,4.04,75.82,0.0,0.1,0.03,132.0,Moderate
+Hyderabad,2017-01-27,56.14,100.4,9.47,41.9,10.18,15.15,0.0,7.88,51.86,0.0,0.1,0.03,100.0,Satisfactory
+Hyderabad,2017-01-28,68.79,131.75,8.46,43.74,7.53,18.29,0.0,12.09,43.59,0.0,0.1,0.03,115.0,Moderate
+Hyderabad,2017-01-29,85.73,157.28,10.5,53.72,12.36,28.21,0.0,34.99,49.54,0.08,1.15,0.07,199.0,Moderate
+Hyderabad,2017-01-30,62.96,124.01,19.88,60.35,16.06,25.86,0.0,19.96,56.94,0.06,0.75,0.08,129.0,Moderate
+Hyderabad,2017-01-31,54.98,115.66,10.14,46.64,16.51,17.73,0.0,12.33,53.74,0.07,1.1,0.13,110.0,Moderate
+Hyderabad,2017-02-01,44.56,87.45,10.32,35.7,9.92,16.81,0.0,5.74,74.98,0.03,0.37,0.17,151.0,Moderate
+Hyderabad,2017-02-02,52.36,96.1,10.06,37.44,9.36,16.25,0.0,3.48,68.59,0.01,0.14,0.03,102.0,Moderate
+Hyderabad,2017-02-03,58.81,109.98,9.92,42.23,10.17,16.49,0.0,8.29,76.03,0.01,0.2,0.04,113.0,Moderate
+Hyderabad,2017-02-04,68.29,141.85,10.64,52.03,12.26,17.59,0.0,13.7,82.95,0.04,0.51,0.47,149.0,Moderate
+Hyderabad,2017-02-05,56.73,117.29,9.79,45.95,10.79,18.65,0.0,11.04,98.75,0.02,0.32,0.04,164.0,Moderate
+Hyderabad,2017-02-06,64.14,136.36,17.54,52.4,8.17,17.5,0.0,18.17,61.34,0.0,0.03,0.0,118.0,Moderate
+Hyderabad,2017-02-07,93.54,188.21,8.44,60.66,11.41,26.73,0.0,25.9,42.44,0.0,0.0,0.0,185.0,Moderate
+Hyderabad,2017-02-08,83.13,163.13,7.1,51.31,8.72,22.71,0.0,17.22,45.33,0.01,0.18,0.01,180.0,Moderate
+Hyderabad,2017-02-09,70.3,134.14,8.62,45.89,10.47,19.35,0.0,7.48,50.11,0.02,0.31,0.04,161.0,Moderate
+Hyderabad,2017-02-10,64.97,108.1,8.71,35.98,7.61,15.93,0.0,5.02,67.42,0.0,0.1,0.01,121.0,Moderate
+Hyderabad,2017-02-11,41.77,,6.28,27.85,3.04,13.23,0.0,1.8,64.54,0.0,0.03,0.0,115.0,Moderate
+Hyderabad,2017-02-12,39.67,,9.79,32.34,4.54,12.49,0.0,3.08,47.55,0.0,0.05,0.0,78.0,Satisfactory
+Hyderabad,2017-02-13,42.59,99.1,10.9,24.07,3.31,16.5,0.0,23.86,79.28,0.01,0.06,0.01,,
+Hyderabad,2017-02-14,62.32,115.04,10.84,35.19,9.17,18.65,0.0,10.09,57.4,0.03,0.37,0.06,137.0,Moderate
+Hyderabad,2017-02-15,66.1,129.76,13.81,40.94,12.43,17.52,0.08,10.89,38.79,0.05,0.75,0.14,123.0,Moderate
+Hyderabad,2017-02-16,85.12,173.28,12.04,46.28,14.03,22.99,0.11,23.38,40.55,0.11,1.51,0.23,158.0,Moderate
+Hyderabad,2017-02-17,82.76,203.34,13.26,46.37,15.73,26.52,0.28,29.72,37.61,0.25,2.46,0.85,193.0,Moderate
+Hyderabad,2017-02-18,75.46,197.99,15.75,46.97,15.11,27.44,0.24,33.86,39.71,0.24,2.35,0.73,179.0,Moderate
+Hyderabad,2017-02-19,63.58,163.83,10.87,40.25,9.18,31.66,0.23,27.84,50.72,0.22,2.36,0.53,141.0,Moderate
+Hyderabad,2017-02-20,57.61,157.84,8.41,35.93,8.46,39.69,0.25,22.31,39.94,0.2,2.08,0.38,160.0,Moderate
+Hyderabad,2017-02-21,53.34,144.79,11.52,44.31,13.02,22.19,0.24,25.23,39.26,0.17,2.14,0.48,128.0,Moderate
+Hyderabad,2017-02-22,65.52,167.51,12.37,46.93,13.69,30.84,0.27,20.72,49.52,0.16,1.92,0.57,161.0,Moderate
+Hyderabad,2017-02-23,72.0,184.43,13.74,48.13,14.06,29.77,0.28,24.77,52.2,0.22,3.77,1.91,164.0,Moderate
+Hyderabad,2017-02-24,68.68,178.16,14.91,44.73,14.36,41.8,0.21,30.71,56.79,0.27,5.19,1.92,183.0,Moderate
+Hyderabad,2017-02-25,80.73,198.07,9.99,46.49,13.6,47.49,0.21,40.3,51.85,0.36,5.39,1.32,165.0,Moderate
+Hyderabad,2017-02-26,64.09,163.99,10.4,44.5,12.84,29.14,0.22,26.83,57.97,0.25,3.35,2.7,165.0,Moderate
+Hyderabad,2017-02-27,55.13,148.99,12.48,39.79,11.67,29.39,0.28,17.65,64.27,0.18,2.08,0.46,179.0,Moderate
+Hyderabad,2017-02-28,69.06,177.21,13.34,45.33,13.98,40.73,0.23,27.21,64.43,0.31,2.94,0.94,197.0,Moderate
+Hyderabad,2017-03-01,63.3,161.94,7.64,38.86,9.94,25.67,0.24,15.45,38.61,0.14,1.65,0.41,166.0,Moderate
+Hyderabad,2017-03-02,57.86,130.83,7.72,29.63,8.8,18.51,0.19,10.31,42.14,0.08,0.98,0.31,147.0,Moderate
+Hyderabad,2017-03-03,28.95,87.02,7.66,25.79,7.97,17.57,0.14,7.43,51.83,0.08,0.97,0.28,142.0,Moderate
+Hyderabad,2017-03-04,32.73,90.8,7.83,25.01,7.66,18.84,0.16,10.15,68.85,0.06,0.92,0.22,116.0,Moderate
+Hyderabad,2017-03-05,31.06,69.14,7.81,19.79,6.75,15.43,0.14,14.85,55.32,0.05,0.92,0.17,102.0,Moderate
+Hyderabad,2017-03-06,42.16,106.15,8.94,28.0,8.86,17.68,0.17,9.61,50.93,0.09,1.39,0.36,106.0,Moderate
+Hyderabad,2017-03-07,35.62,80.09,7.05,17.76,6.07,14.61,0.14,12.29,55.68,0.05,0.74,0.18,109.0,Moderate
+Hyderabad,2017-03-08,45.6,118.95,8.68,28.85,8.91,16.96,0.13,13.64,57.87,0.09,1.85,0.48,124.0,Moderate
+Hyderabad,2017-03-09,77.14,189.5,13.65,45.09,14.68,24.9,0.2,19.6,47.16,0.17,3.35,1.02,181.0,Moderate
+Hyderabad,2017-03-10,30.97,89.71,8.47,24.09,8.42,13.14,0.12,9.13,42.43,0.05,1.05,0.31,113.0,Moderate
+Hyderabad,2017-03-11,30.33,111.84,9.63,33.13,10.18,8.95,0.11,12.9,43.3,0.06,1.02,0.57,108.0,Moderate
+Hyderabad,2017-03-12,43.8,146.18,11.64,41.87,12.69,15.42,0.16,22.58,44.15,0.16,1.75,0.53,117.0,Moderate
+Hyderabad,2017-03-13,63.7,181.89,11.59,42.87,12.28,32.61,0.21,25.87,52.81,0.21,2.59,0.42,143.0,Moderate
+Hyderabad,2017-03-14,50.64,132.94,9.56,37.51,11.09,26.41,0.16,17.73,50.11,0.22,2.27,0.26,161.0,Moderate
+Hyderabad,2017-03-15,21.27,57.52,8.25,18.26,6.57,13.73,0.11,7.85,41.95,0.04,0.66,0.12,95.0,Satisfactory
+Hyderabad,2017-03-16,27.44,44.62,9.18,24.38,8.05,12.84,0.11,7.14,42.8,0.04,0.91,0.17,76.0,Satisfactory
+Hyderabad,2017-03-17,54.73,118.8,12.86,45.98,14.49,21.57,0.16,17.35,39.39,0.19,2.51,1.2,97.0,Satisfactory
+Hyderabad,2017-03-18,67.57,186.0,20.68,52.24,17.22,33.02,0.2,21.64,34.77,0.33,4.68,3.14,146.0,Moderate
+Hyderabad,2017-03-19,63.1,216.97,17.42,54.07,17.35,40.79,0.19,24.11,29.02,0.22,3.34,1.32,167.0,Moderate
+Hyderabad,2017-03-20,52.04,186.28,15.13,43.35,12.52,41.5,0.19,24.0,25.22,0.2,2.61,0.43,144.0,Moderate
+Hyderabad,2017-03-21,61.33,191.22,13.78,50.59,14.69,33.24,0.17,29.93,41.21,0.24,3.57,0.54,145.0,Moderate
+Hyderabad,2017-03-22,60.92,175.69,12.57,52.0,14.03,26.07,0.17,21.17,68.16,0.16,2.49,0.75,171.0,Moderate
+Hyderabad,2017-03-23,60.33,158.98,12.2,48.25,13.65,21.52,0.23,10.61,64.54,0.1,1.34,0.35,175.0,Moderate
+Hyderabad,2017-03-24,54.59,135.47,10.5,42.79,11.92,19.77,0.17,11.49,64.9,0.11,1.25,0.32,148.0,Moderate
+Hyderabad,2017-03-25,60.55,148.34,9.42,41.27,11.22,24.64,0.19,14.86,63.64,0.1,1.74,0.25,137.0,Moderate
+Hyderabad,2017-03-26,62.45,152.69,9.35,38.24,10.57,19.94,0.17,12.7,65.94,0.09,1.29,0.25,140.0,Moderate
+Hyderabad,2017-03-27,57.61,144.64,9.53,39.4,10.9,17.01,0.16,13.08,66.96,0.09,0.97,0.22,164.0,Moderate
+Hyderabad,2017-03-28,51.42,128.17,9.57,38.28,10.72,16.62,0.16,10.89,57.96,0.09,1.07,0.21,154.0,Moderate
+Hyderabad,2017-03-29,49.28,117.75,9.55,33.72,10.29,15.1,0.16,6.55,57.0,0.09,0.89,0.2,127.0,Moderate
+Hyderabad,2017-03-30,47.02,122.96,9.2,35.07,10.75,15.91,0.17,8.66,54.3,0.1,1.26,0.2,114.0,Moderate
+Hyderabad,2017-03-31,45.77,119.32,9.23,35.7,10.05,16.73,0.15,8.68,62.1,0.09,0.94,0.2,150.0,Moderate
+Hyderabad,2017-04-01,44.15,117.72,9.09,30.98,8.99,14.2,0.14,6.09,59.95,0.08,0.86,0.4,136.0,Moderate
+Hyderabad,2017-04-02,51.9,144.41,10.08,41.35,11.47,15.37,0.16,8.48,49.08,0.09,1.51,0.37,123.0,Moderate
+Hyderabad,2017-04-03,50.37,125.87,9.17,34.02,9.63,14.48,0.15,7.24,53.76,0.09,1.12,0.26,132.0,Moderate
+Hyderabad,2017-04-04,43.52,105.3,9.33,30.44,8.9,15.11,0.14,10.83,55.87,0.08,0.92,0.18,123.0,Moderate
+Hyderabad,2017-04-05,47.15,98.46,9.49,29.71,8.89,12.67,0.15,7.18,43.12,0.07,0.71,0.19,103.0,Moderate
+Hyderabad,2017-04-06,44.33,118.21,6.25,36.95,9.88,20.89,0.16,9.13,39.14,0.1,0.98,0.37,92.0,Satisfactory
+Hyderabad,2017-04-07,48.68,119.71,9.41,32.91,10.06,14.76,0.14,9.66,48.79,0.05,0.77,0.24,136.0,Moderate
+Hyderabad,2017-04-08,68.34,186.2,11.67,38.38,11.62,19.05,0.2,16.14,41.4,0.56,1.45,0.28,128.0,Moderate
+Hyderabad,2017-04-09,77.56,193.33,16.76,49.22,23.27,17.48,0.29,14.15,36.76,0.24,1.7,0.62,175.0,Moderate
+Hyderabad,2017-04-10,67.48,184.29,4.95,39.61,11.11,22.74,0.21,17.04,46.58,0.16,1.21,0.31,164.0,Moderate
+Hyderabad,2017-04-11,77.94,235.99,13.35,52.07,16.81,33.95,0.23,30.86,41.49,0.48,2.44,0.33,192.0,Moderate
+Hyderabad,2017-04-12,158.04,485.88,38.01,70.52,16.42,51.93,0.3,70.39,10.79,0.28,2.07,0.65,199.0,Moderate
+Hyderabad,2017-04-13,59.32,161.14,9.86,37.36,11.15,26.62,0.15,18.52,64.29,0.13,1.15,0.26,173.0,Moderate
+Hyderabad,2017-04-14,60.92,155.57,8.26,32.52,10.17,23.64,0.17,16.51,53.34,0.13,1.05,0.25,165.0,Moderate
+Hyderabad,2017-04-15,57.68,161.11,6.46,29.2,9.42,16.22,0.16,15.79,46.79,0.2,0.98,0.3,152.0,Moderate
+Hyderabad,2017-04-16,56.31,172.7,8.75,28.75,8.96,16.17,0.15,14.29,41.88,0.17,1.12,0.29,148.0,Moderate
+Hyderabad,2017-04-17,68.97,221.35,11.91,41.41,12.46,28.4,0.23,23.3,41.35,0.18,1.69,0.6,173.0,Moderate
+Hyderabad,2017-04-18,70.99,219.74,10.84,45.1,13.09,23.76,0.25,22.43,56.8,0.26,1.54,0.57,191.0,Moderate
+Hyderabad,2017-04-19,57.04,157.84,8.37,27.79,8.08,30.84,0.14,9.25,50.43,0.22,1.59,0.24,166.0,Moderate
+Hyderabad,2017-04-20,49.73,155.18,8.94,35.29,10.53,41.98,0.12,15.24,48.24,0.16,1.49,0.24,131.0,Moderate
+Hyderabad,2017-04-21,45.5,146.01,9.86,37.88,11.26,26.61,0.13,15.64,48.44,0.09,1.09,0.26,136.0,Moderate
+Hyderabad,2017-04-22,53.51,173.04,12.27,42.5,13.91,36.91,0.19,19.01,42.89,0.17,1.46,0.43,143.0,Moderate
+Hyderabad,2017-04-23,58.3,187.29,14.55,42.34,13.23,45.33,0.16,23.97,36.37,0.2,1.88,0.44,156.0,Moderate
+Hyderabad,2017-04-24,57.26,195.54,12.62,40.89,12.81,32.1,0.17,19.79,33.12,0.32,2.92,0.47,162.0,Moderate
+Hyderabad,2017-04-25,55.63,186.41,13.26,42.61,16.03,26.05,0.18,27.37,35.6,0.22,1.94,0.67,156.0,Moderate
+Hyderabad,2017-04-26,61.48,178.52,7.13,51.82,10.74,30.94,0.06,19.33,26.72,0.1,0.95,0.64,151.0,Moderate
+Hyderabad,2017-04-27,63.36,195.29,12.52,45.42,15.74,36.73,0.19,22.7,48.36,0.2,2.02,0.67,171.0,Moderate
+Hyderabad,2017-04-28,37.64,90.98,8.81,23.58,8.78,33.13,0.09,5.2,70.21,0.04,0.61,0.12,142.0,Moderate
+Hyderabad,2017-04-29,27.39,97.09,6.2,29.07,8.18,38.26,0.09,10.98,59.6,0.08,0.94,0.23,127.0,Moderate
+Hyderabad,2017-04-30,24.73,71.82,6.14,25.71,8.76,25.94,0.1,11.4,55.85,0.06,0.94,0.11,99.0,Satisfactory
+Hyderabad,2017-05-01,24.54,68.79,6.44,26.4,8.54,26.54,0.09,11.13,45.05,0.09,1.48,0.12,99.0,Satisfactory
+Hyderabad,2017-05-02,29.34,70.91,5.92,21.73,7.49,25.34,0.1,5.69,64.01,0.04,0.67,0.12,110.0,Moderate
+Hyderabad,2017-05-03,37.31,85.68,6.09,25.09,8.5,34.75,0.11,4.14,54.45,0.04,0.63,0.17,118.0,Moderate
+Hyderabad,2017-05-04,43.24,111.88,6.23,26.06,9.73,22.03,0.15,8.28,52.6,0.05,0.75,0.23,130.0,Moderate
+Hyderabad,2017-05-05,40.48,113.26,6.06,24.97,10.1,16.38,0.15,8.41,65.03,0.12,0.82,0.17,138.0,Moderate
+Hyderabad,2017-05-06,38.11,89.14,5.12,25.56,7.62,24.02,0.11,11.54,50.37,0.03,0.64,0.17,122.0,Moderate
+Hyderabad,2017-05-07,29.4,80.54,5.47,12.86,2.82,,0.09,6.91,67.42,0.02,0.49,0.07,98.0,Satisfactory
+Hyderabad,2017-05-08,27.81,82.02,3.79,18.72,4.24,14.29,0.06,10.16,62.99,0.02,0.5,0.08,131.0,Moderate
+Hyderabad,2017-05-09,32.95,91.33,5.63,41.36,9.72,38.95,0.06,10.25,53.25,0.06,0.76,0.13,109.0,Moderate
+Hyderabad,2017-05-10,31.54,71.48,5.72,56.78,17.44,54.45,0.16,5.59,93.07,0.03,0.54,0.12,165.0,Moderate
+Hyderabad,2017-05-11,30.22,66.24,8.1,72.96,22.12,50.53,0.14,3.96,57.35,0.02,0.61,0.16,123.0,Moderate
+Hyderabad,2017-05-12,34.8,77.97,5.0,36.6,11.62,23.81,0.15,4.51,53.61,0.03,0.61,0.19,86.0,Satisfactory
+Hyderabad,2017-05-13,36.41,94.82,5.08,38.77,11.38,25.46,0.14,5.92,45.63,0.04,0.71,0.15,84.0,Satisfactory
+Hyderabad,2017-05-14,40.68,101.34,5.06,42.42,10.51,23.54,0.15,4.93,44.74,0.05,0.83,0.23,107.0,Moderate
+Hyderabad,2017-05-15,35.14,80.34,4.56,30.94,9.21,21.58,0.11,6.38,49.94,0.05,0.55,0.14,85.0,Satisfactory
+Hyderabad,2017-05-16,37.13,108.52,4.59,41.07,12.57,18.27,0.11,9.81,37.77,0.03,0.72,0.2,98.0,Satisfactory
+Hyderabad,2017-05-17,37.23,102.58,4.41,38.74,11.94,18.51,0.11,8.88,38.04,0.03,0.73,0.29,102.0,Moderate
+Hyderabad,2017-05-18,48.21,159.97,5.62,50.64,14.58,33.13,0.13,11.25,32.17,0.08,1.15,0.55,118.0,Moderate
+Hyderabad,2017-05-19,45.73,153.81,6.3,49.46,12.42,21.18,0.11,12.25,32.93,0.06,0.73,0.4,148.0,Moderate
+Hyderabad,2017-05-20,41.91,143.04,4.73,48.49,12.84,22.07,0.11,10.89,36.62,0.09,0.91,0.49,126.0,Moderate
+Hyderabad,2017-05-21,35.78,119.47,2.2,47.98,15.64,44.56,0.16,10.0,39.06,0.27,1.66,0.42,131.0,Moderate
+Hyderabad,2017-05-22,38.13,117.36,4.44,51.56,15.38,25.27,0.13,8.43,44.56,0.08,1.24,0.38,115.0,Moderate
+Hyderabad,2017-05-23,49.56,173.1,4.69,66.04,18.88,43.01,0.15,12.73,29.12,0.21,1.56,0.47,130.0,Moderate
+Hyderabad,2017-05-24,57.16,177.19,5.39,70.75,17.53,39.41,0.17,9.6,30.25,0.23,1.5,0.38,156.0,Moderate
+Hyderabad,2017-05-25,39.09,115.26,4.42,45.01,10.87,25.52,0.09,4.46,47.08,0.05,0.59,0.16,127.0,Moderate
+Hyderabad,2017-05-26,43.73,135.42,4.5,47.81,11.47,23.05,0.1,7.28,45.06,0.03,0.54,0.35,119.0,Moderate
+Hyderabad,2017-05-27,26.99,79.38,4.45,30.37,7.75,18.74,0.07,4.17,43.41,0.01,0.27,0.08,103.0,Moderate
+Hyderabad,2017-05-28,26.35,79.05,4.26,35.91,8.8,27.27,0.09,6.47,53.11,0.04,0.51,0.11,93.0,Satisfactory
+Hyderabad,2017-05-29,19.02,78.46,4.92,42.99,10.09,28.57,0.06,5.75,41.03,0.06,0.44,0.08,76.0,Satisfactory
+Hyderabad,2017-05-30,17.31,78.58,14.07,46.38,14.55,15.98,0.06,10.87,36.63,0.02,0.43,0.06,82.0,Satisfactory
+Hyderabad,2017-05-31,11.35,45.33,7.79,22.84,7.79,11.42,0.05,2.78,45.72,0.0,0.21,0.01,80.0,Satisfactory
+Hyderabad,2017-06-01,10.04,35.01,8.94,25.83,9.14,9.9,0.06,1.66,48.75,0.0,0.19,0.01,79.0,Satisfactory
+Hyderabad,2017-06-02,13.75,45.45,8.57,22.7,7.61,9.17,0.07,3.03,57.96,0.01,0.26,0.03,109.0,Moderate
+Hyderabad,2017-06-03,13.78,42.98,8.4,19.42,6.83,14.37,0.07,2.33,53.33,0.01,0.33,0.04,103.0,Moderate
+Hyderabad,2017-06-04,14.36,40.42,9.13,24.08,8.73,20.08,0.08,4.09,46.26,0.01,0.5,0.11,84.0,Satisfactory
+Hyderabad,2017-06-05,16.11,54.35,8.38,19.2,6.73,21.42,0.07,6.0,54.74,0.02,0.44,0.16,106.0,Moderate
+Hyderabad,2017-06-06,17.77,57.12,7.71,21.89,6.76,17.36,0.09,4.06,54.65,0.02,0.46,0.22,97.0,Satisfactory
+Hyderabad,2017-06-07,12.3,31.28,6.91,11.7,4.45,11.75,0.07,3.66,48.45,0.01,0.34,0.12,74.0,Satisfactory
+Hyderabad,2017-06-08,11.78,27.93,8.21,19.22,8.56,17.27,0.08,2.68,36.3,0.01,0.27,0.07,67.0,Satisfactory
+Hyderabad,2017-06-09,17.05,39.07,4.9,20.03,7.59,20.71,0.08,5.5,33.48,0.31,1.4,0.45,69.0,Satisfactory
+Hyderabad,2017-06-10,7.84,21.21,8.48,15.62,8.61,25.87,0.1,3.68,36.93,0.39,4.21,0.68,68.0,Satisfactory
+Hyderabad,2017-06-11,7.85,18.39,8.52,15.56,7.49,14.78,0.09,2.04,27.75,0.0,0.73,0.04,61.0,Satisfactory
+Hyderabad,2017-06-12,5.56,11.67,8.02,8.47,5.4,11.35,0.07,3.57,27.08,0.0,0.84,0.13,50.0,Good
+Hyderabad,2017-06-13,6.92,16.59,6.55,17.19,11.45,8.59,0.13,4.03,42.25,0.07,1.15,0.62,63.0,Satisfactory
+Hyderabad,2017-06-14,19.65,42.88,7.29,16.5,8.82,8.01,0.25,3.87,54.73,0.07,0.76,0.51,84.0,Satisfactory
+Hyderabad,2017-06-15,13.54,30.33,7.07,18.12,8.71,6.99,0.21,3.98,48.18,0.08,1.18,0.23,75.0,Satisfactory
+Hyderabad,2017-06-16,9.71,21.19,7.47,14.66,7.72,8.52,0.19,3.1,50.2,0.03,0.95,0.15,72.0,Satisfactory
+Hyderabad,2017-06-17,13.07,35.43,7.13,16.86,8.45,5.11,0.23,4.67,52.04,0.05,0.68,0.23,94.0,Satisfactory
+Hyderabad,2017-06-18,12.88,33.71,7.04,15.24,6.91,4.9,0.17,4.33,54.45,0.06,0.9,0.52,86.0,Satisfactory
+Hyderabad,2017-06-19,7.61,18.66,7.27,11.6,5.97,9.89,0.17,3.95,40.17,0.02,0.58,0.26,82.0,Satisfactory
+Hyderabad,2017-06-20,7.38,23.73,7.42,12.26,6.26,5.71,0.14,3.67,39.37,0.0,0.3,0.05,83.0,Satisfactory
+Hyderabad,2017-06-21,8.66,29.59,7.47,14.39,6.86,4.72,0.14,11.12,37.42,0.0,0.27,0.1,70.0,Satisfactory
+Hyderabad,2017-06-22,11.4,39.16,11.21,18.0,9.3,4.94,0.16,4.17,27.54,0.12,1.53,0.48,59.0,Satisfactory
+Hyderabad,2017-06-23,11.48,37.59,8.5,15.64,8.41,5.32,0.18,5.22,29.81,0.08,1.11,0.31,67.0,Satisfactory
+Hyderabad,2017-06-24,10.85,39.43,9.06,11.31,6.69,4.9,0.16,5.26,34.33,0.0,0.37,0.16,63.0,Satisfactory
+Hyderabad,2017-06-25,11.81,37.65,7.56,13.1,6.56,4.48,0.15,5.17,35.59,0.07,0.54,0.03,60.0,Satisfactory
+Hyderabad,2017-06-26,11.79,38.79,7.45,10.8,5.9,4.3,0.14,5.22,33.43,0.0,0.18,0.0,63.0,Satisfactory
+Hyderabad,2017-06-27,11.82,36.34,7.7,11.63,5.34,3.92,0.09,5.31,31.88,0.0,0.22,0.01,53.0,Satisfactory
+Hyderabad,2017-06-28,8.84,29.13,6.69,14.13,5.9,3.78,0.09,13.04,31.16,0.0,0.27,0.01,60.0,Satisfactory
+Hyderabad,2017-06-29,10.38,39.46,7.44,12.42,6.26,3.53,0.18,5.66,32.42,0.02,0.24,0.02,62.0,Satisfactory
+Hyderabad,2017-06-30,13.08,53.54,7.23,11.15,5.9,3.45,0.14,5.22,33.21,0.14,0.58,0.38,61.0,Satisfactory
+Hyderabad,2017-07-01,10.98,42.56,8.77,12.28,6.83,3.54,0.14,3.86,32.5,0.06,0.35,0.1,63.0,Satisfactory
+Hyderabad,2017-07-02,9.75,37.86,7.21,11.87,6.08,3.36,0.13,6.13,31.55,0.03,0.34,0.01,66.0,Satisfactory
+Hyderabad,2017-07-03,11.8,46.69,12.34,13.33,9.32,3.46,0.17,6.91,32.11,0.1,0.52,0.55,66.0,Satisfactory
+Hyderabad,2017-07-04,15.53,48.65,7.46,13.28,6.56,3.57,0.15,13.54,29.3,0.07,0.45,0.18,57.0,Satisfactory
+Hyderabad,2017-07-05,10.4,37.0,7.39,12.88,6.43,3.23,0.16,13.72,30.35,0.1,0.69,0.23,58.0,Satisfactory
+Hyderabad,2017-07-06,14.66,45.03,7.62,14.12,6.91,3.63,0.18,7.07,29.56,0.24,1.26,5.74,57.0,Satisfactory
+Hyderabad,2017-07-07,14.77,43.48,8.25,16.09,7.86,4.21,0.17,5.99,30.48,0.25,1.33,2.26,63.0,Satisfactory
+Hyderabad,2017-07-08,18.19,55.27,7.48,15.37,7.12,5.0,0.15,6.05,34.11,0.18,1.26,1.05,66.0,Satisfactory
+Hyderabad,2017-07-09,18.1,47.47,7.34,14.82,6.92,4.05,0.16,6.71,32.87,0.12,1.01,0.67,61.0,Satisfactory
+Hyderabad,2017-07-10,15.0,39.94,7.91,17.03,7.62,8.73,0.19,7.42,29.39,0.38,1.83,1.27,60.0,Satisfactory
+Hyderabad,2017-07-11,19.31,59.13,8.31,16.31,7.71,4.66,0.16,6.56,26.9,0.44,2.66,2.42,60.0,Satisfactory
+Hyderabad,2017-07-12,14.29,47.25,7.8,15.3,7.23,5.08,0.15,5.86,29.41,0.27,2.28,0.54,66.0,Satisfactory
+Hyderabad,2017-07-13,14.49,42.92,7.93,12.53,6.55,4.91,0.17,5.98,28.55,0.17,1.95,0.42,58.0,Satisfactory
+Hyderabad,2017-07-14,13.9,35.06,8.34,13.56,6.99,4.76,0.14,5.01,27.6,0.09,1.21,0.57,53.0,Satisfactory
+Hyderabad,2017-07-15,16.53,63.46,7.95,11.48,6.15,6.42,0.14,6.85,29.24,0.01,0.46,0.24,74.0,Satisfactory
+Hyderabad,2017-07-16,10.24,34.05,6.76,8.45,4.41,25.84,0.17,6.48,34.63,0.01,0.76,0.06,86.0,Satisfactory
+Hyderabad,2017-07-17,10.78,27.38,6.78,12.06,5.95,18.71,0.16,4.3,31.84,0.24,4.0,0.66,93.0,Satisfactory
+Hyderabad,2017-07-18,8.48,18.17,5.28,10.62,4.97,5.02,0.15,2.97,26.27,0.04,0.47,0.19,47.0,Good
+Hyderabad,2017-07-19,5.72,14.48,5.47,12.4,5.52,4.38,0.15,3.27,25.0,0.05,0.46,0.15,46.0,Good
+Hyderabad,2017-07-20,6.54,16.81,5.06,9.5,4.58,4.54,0.14,3.09,26.17,0.03,0.58,0.07,48.0,Good
+Hyderabad,2017-07-21,10.83,34.66,5.01,9.71,4.57,4.26,0.15,4.23,28.25,0.03,1.0,0.14,50.0,Good
+Hyderabad,2017-07-22,13.37,53.26,3.28,10.08,4.21,4.02,0.15,5.05,29.49,0.01,0.49,0.06,55.0,Satisfactory
+Hyderabad,2017-07-23,15.97,66.76,4.89,11.72,5.1,3.86,0.15,2.96,31.42,0.01,0.37,0.04,71.0,Satisfactory
+Hyderabad,2017-07-24,15.62,52.3,5.29,12.84,5.46,6.52,0.15,4.5,29.9,0.04,0.69,0.09,65.0,Satisfactory
+Hyderabad,2017-07-25,14.04,56.61,5.28,10.9,5.85,10.26,0.17,4.66,25.83,0.02,0.87,0.29,55.0,Satisfactory
+Hyderabad,2017-07-26,16.55,61.4,4.27,12.98,5.39,8.11,0.18,4.65,28.42,0.05,0.95,1.6,62.0,Satisfactory
+Hyderabad,2017-07-27,14.43,49.0,5.51,13.97,5.99,4.87,0.16,6.12,28.62,0.04,0.88,0.59,60.0,Satisfactory
+Hyderabad,2017-07-28,12.62,41.75,9.44,14.04,7.7,5.12,0.17,3.6,26.67,0.1,0.96,0.71,56.0,Satisfactory
+Hyderabad,2017-07-29,15.28,47.66,7.99,14.93,8.08,4.83,0.17,4.23,29.08,0.26,1.63,1.11,55.0,Satisfactory
+Hyderabad,2017-07-30,17.5,60.16,8.1,16.64,9.26,5.66,0.2,5.83,27.97,0.42,3.43,1.34,63.0,Satisfactory
+Hyderabad,2017-07-31,17.42,57.47,7.22,18.87,10.08,5.48,0.21,5.04,28.83,0.97,5.05,2.84,69.0,Satisfactory
+Hyderabad,2017-08-01,16.85,49.6,6.08,17.0,8.77,5.26,0.21,5.57,27.81,0.34,4.08,2.65,60.0,Satisfactory
+Hyderabad,2017-08-02,16.78,54.83,5.31,13.74,5.93,5.69,0.2,10.67,26.03,0.28,2.23,0.88,61.0,Satisfactory
+Hyderabad,2017-08-03,11.79,34.3,5.24,10.34,4.8,8.63,0.17,5.77,22.38,0.09,1.32,0.18,51.0,Satisfactory
+Hyderabad,2017-08-04,13.35,44.95,8.9,18.12,8.43,7.5,0.17,5.55,24.55,0.38,1.86,0.43,49.0,Good
+Hyderabad,2017-08-05,20.34,64.87,8.67,20.12,8.91,7.81,0.18,6.57,27.34,0.4,3.04,1.11,67.0,Satisfactory
+Hyderabad,2017-08-06,23.03,80.57,8.85,22.47,9.57,8.34,0.17,14.85,28.27,0.38,2.36,0.49,75.0,Satisfactory
+Hyderabad,2017-08-07,26.22,81.09,9.46,21.64,9.62,8.4,0.23,4.69,25.05,1.45,6.23,1.63,90.0,Satisfactory
+Hyderabad,2017-08-08,24.87,68.32,9.91,19.65,8.13,11.54,0.22,6.76,24.75,2.01,8.55,2.74,83.0,Satisfactory
+Hyderabad,2017-08-09,20.47,43.45,8.32,16.75,6.94,8.63,0.27,3.85,25.82,1.43,7.29,0.88,80.0,Satisfactory
+Hyderabad,2017-08-10,14.91,32.93,7.46,11.51,5.8,7.58,0.19,5.41,23.33,0.4,2.62,0.38,71.0,Satisfactory
+Hyderabad,2017-08-11,17.76,44.97,11.98,15.61,9.04,6.9,0.24,6.22,32.72,0.63,3.36,0.87,65.0,Satisfactory
+Hyderabad,2017-08-12,15.1,36.13,9.48,14.19,8.64,6.12,0.25,5.1,32.06,0.28,1.92,0.71,67.0,Satisfactory
+Hyderabad,2017-08-13,17.08,37.86,9.71,15.64,9.5,6.28,0.22,4.33,26.67,0.54,2.16,0.41,55.0,Satisfactory
+Hyderabad,2017-08-14,20.36,40.24,8.48,14.29,7.96,6.99,0.23,5.62,29.5,0.79,4.63,1.13,60.0,Satisfactory
+Hyderabad,2017-08-15,16.4,44.14,8.25,13.37,8.5,4.82,0.22,5.23,28.81,0.64,4.55,0.74,58.0,Satisfactory
+Hyderabad,2017-08-16,20.12,56.17,7.78,12.73,6.88,4.92,0.18,4.97,32.41,0.41,2.13,0.84,63.0,Satisfactory
+Hyderabad,2017-08-17,21.77,76.01,7.96,15.13,7.23,6.0,0.17,5.32,32.76,0.37,2.16,0.99,70.0,Satisfactory
+Hyderabad,2017-08-18,26.6,80.23,8.15,16.09,7.37,5.61,0.17,4.95,29.62,0.37,2.31,1.15,85.0,Satisfactory
+Hyderabad,2017-08-19,17.35,36.53,7.61,11.78,5.8,5.09,0.12,4.84,32.33,0.05,0.82,0.34,65.0,Satisfactory
+Hyderabad,2017-08-20,7.42,10.54,6.9,8.85,5.15,4.45,0.15,4.18,37.5,0.0,0.4,0.09,59.0,Satisfactory
+Hyderabad,2017-08-21,10.89,26.2,5.41,11.31,5.21,4.27,0.16,4.88,38.36,0.09,0.91,0.2,62.0,Satisfactory
+Hyderabad,2017-08-22,12.56,37.28,10.15,15.13,8.15,4.52,0.19,6.04,31.68,0.31,1.7,0.48,60.0,Satisfactory
+Hyderabad,2017-08-23,15.41,54.16,9.06,16.07,7.95,4.72,0.16,5.01,31.8,0.42,2.09,1.58,62.0,Satisfactory
+Hyderabad,2017-08-24,23.63,60.91,6.7,17.43,7.09,5.14,0.21,4.59,31.39,0.55,2.48,1.74,72.0,Satisfactory
+Hyderabad,2017-08-25,13.53,32.41,7.91,11.42,6.48,8.07,0.18,3.8,33.12,0.23,2.48,0.51,72.0,Satisfactory
+Hyderabad,2017-08-26,11.58,21.88,7.99,9.53,6.55,9.01,0.12,3.99,31.66,0.14,1.79,0.82,55.0,Satisfactory
+Hyderabad,2017-08-27,13.1,22.77,7.64,10.5,5.99,6.07,0.17,4.87,30.92,0.27,2.44,0.58,52.0,Satisfactory
+Hyderabad,2017-08-28,8.26,12.31,7.31,9.12,5.48,6.84,0.17,4.25,31.84,0.11,1.02,0.3,56.0,Satisfactory
+Hyderabad,2017-08-29,6.57,11.4,7.4,9.26,5.74,6.45,0.12,4.4,35.24,0.05,1.07,0.18,56.0,Satisfactory
+Hyderabad,2017-08-30,12.26,33.08,7.27,10.14,5.8,5.73,0.17,4.36,32.5,0.09,1.15,0.16,56.0,Satisfactory
+Hyderabad,2017-08-31,14.63,49.77,8.41,13.14,7.37,6.68,0.21,12.8,30.67,0.25,1.99,0.7,60.0,Satisfactory
+Hyderabad,2017-09-01,19.92,63.66,9.38,14.34,7.62,5.56,0.23,5.16,35.74,0.62,5.07,1.69,71.0,Satisfactory
+Hyderabad,2017-09-02,24.42,75.72,12.83,16.47,9.59,6.44,0.22,13.58,32.11,1.7,9.87,2.33,87.0,Satisfactory
+Hyderabad,2017-09-03,12.96,37.21,7.66,12.0,6.23,8.13,0.17,6.44,33.41,0.13,1.32,0.4,64.0,Satisfactory
+Hyderabad,2017-09-04,17.26,49.36,8.5,16.95,7.97,4.95,0.21,4.92,33.5,0.39,2.52,0.91,59.0,Satisfactory
+Hyderabad,2017-09-05,19.86,62.12,8.01,14.47,6.99,5.61,0.18,5.04,41.28,0.26,2.56,2.2,79.0,Satisfactory
+Hyderabad,2017-09-06,29.32,70.96,10.13,19.22,8.58,5.72,0.19,4.97,24.76,0.62,3.19,1.88,86.0,Satisfactory
+Hyderabad,2017-09-07,40.82,80.64,13.1,19.8,10.17,7.5,0.21,5.23,32.88,0.78,5.76,1.4,82.0,Satisfactory
+Hyderabad,2017-09-08,32.63,58.94,9.14,19.17,8.14,6.64,0.18,4.57,39.66,0.4,3.6,0.59,74.0,Satisfactory
+Hyderabad,2017-09-09,32.88,57.8,7.56,15.23,6.52,5.53,0.19,5.02,41.62,0.22,1.89,0.21,72.0,Satisfactory
+Hyderabad,2017-09-10,18.58,41.91,7.95,15.66,6.21,5.51,0.09,3.32,31.82,0.07,1.52,0.26,60.0,Satisfactory
+Hyderabad,2017-09-11,12.34,30.25,8.08,15.36,8.43,5.37,0.21,4.19,32.15,0.22,1.56,0.25,51.0,Satisfactory
+Hyderabad,2017-09-12,10.33,27.36,7.92,15.27,7.46,4.47,0.11,4.17,33.02,0.25,1.72,0.23,55.0,Satisfactory
+Hyderabad,2017-09-13,17.29,36.34,8.63,17.06,7.56,6.1,0.07,5.03,30.88,0.49,3.46,0.72,55.0,Satisfactory
+Hyderabad,2017-09-14,10.44,17.55,8.51,15.62,7.61,4.67,0.05,5.09,34.13,0.36,2.49,0.83,60.0,Satisfactory
+Hyderabad,2017-09-15,12.64,27.69,7.97,15.22,7.29,4.0,0.06,4.68,38.0,0.28,1.79,1.44,56.0,Satisfactory
+Hyderabad,2017-09-16,10.27,19.92,7.38,13.77,6.37,3.71,0.06,13.08,34.23,0.19,1.7,0.84,56.0,Satisfactory
+Hyderabad,2017-09-17,15.67,27.18,10.04,12.72,4.23,3.75,0.04,3.3,31.75,0.04,0.63,0.25,39.0,Good
+Hyderabad,2017-09-18,9.17,16.29,6.94,10.48,5.36,3.25,0.04,4.37,34.2,0.02,0.55,0.21,53.0,Satisfactory
+Hyderabad,2017-09-19,10.28,19.23,7.19,10.5,5.22,3.21,0.05,4.24,38.84,0.03,0.56,0.06,54.0,Satisfactory
+Hyderabad,2017-09-20,9.76,24.64,6.79,10.86,5.52,3.22,0.05,5.12,41.74,0.07,0.57,0.05,57.0,Satisfactory
+Hyderabad,2017-09-21,14.88,28.99,6.92,11.41,5.8,3.37,0.05,4.06,37.47,0.0,0.48,0.06,59.0,Satisfactory
+Hyderabad,2017-09-22,20.5,35.75,7.3,15.36,8.05,4.29,0.03,4.59,36.6,0.01,0.73,0.32,58.0,Satisfactory
+Hyderabad,2017-09-23,29.61,63.17,8.27,17.97,12.7,6.2,0.0,5.13,30.97,0.18,3.63,0.79,54.0,Satisfactory
+Hyderabad,2017-09-24,42.0,108.57,11.42,19.98,16.16,7.18,0.0,5.99,29.73,0.34,5.19,2.74,95.0,Satisfactory
+Hyderabad,2017-09-25,39.68,87.46,9.51,20.38,12.1,6.51,0.0,5.73,29.35,0.2,2.39,0.93,99.0,Satisfactory
+Hyderabad,2017-09-26,45.69,98.84,9.31,20.98,10.8,11.57,0.0,7.2,29.15,0.18,3.48,1.29,80.0,Satisfactory
+Hyderabad,2017-09-27,50.36,108.16,9.68,23.27,11.18,12.83,0.0,6.41,28.45,0.17,3.04,3.95,107.0,Moderate
+Hyderabad,2017-09-28,45.9,74.16,9.79,20.69,12.51,9.45,0.0,5.29,28.01,0.12,2.2,1.36,98.0,Satisfactory
+Hyderabad,2017-09-29,41.57,58.36,8.34,18.5,10.13,8.29,0.0,4.87,31.95,0.1,2.26,0.43,74.0,Satisfactory
+Hyderabad,2017-09-30,41.26,61.2,8.11,17.45,8.92,9.81,0.0,5.4,34.25,0.12,2.07,0.34,70.0,Satisfactory
+Hyderabad,2017-10-01,31.08,50.52,1.24,11.81,2.95,10.65,0.26,5.12,29.4,0.8,4.06,0.48,110.0,Moderate
+Hyderabad,2017-10-02,24.6,31.41,10.81,11.9,4.8,9.43,0.16,3.37,32.57,0.31,2.16,0.28,,
+Hyderabad,2017-10-03,24.16,36.84,11.69,18.96,9.81,9.53,0.34,6.88,34.69,1.0,7.43,0.65,53.0,Satisfactory
+Hyderabad,2017-10-04,49.75,77.06,16.68,22.44,11.72,11.28,0.66,10.46,39.92,2.59,12.69,2.06,102.0,Moderate
+Hyderabad,2017-10-05,55.88,89.52,16.52,22.79,11.45,12.98,0.33,8.94,43.05,3.33,17.97,5.94,164.0,Moderate
+Hyderabad,2017-10-06,28.48,54.04,11.38,19.44,8.09,10.26,0.21,5.7,32.82,1.69,8.81,1.49,102.0,Moderate
+Hyderabad,2017-10-07,22.6,46.38,18.91,24.12,12.33,12.27,0.57,7.36,43.87,2.21,10.84,2.64,94.0,Satisfactory
+Hyderabad,2017-10-08,32.08,42.02,10.47,24.14,10.59,8.02,0.29,19.21,36.8,1.19,6.82,0.96,100.0,Satisfactory
+Hyderabad,2017-10-09,25.79,41.72,7.6,17.7,6.49,9.24,0.36,4.24,41.5,1.12,5.21,0.9,111.0,Moderate
+Hyderabad,2017-10-10,28.04,46.53,26.06,24.18,6.08,8.55,0.1,8.63,70.62,0.66,3.27,0.25,103.0,Moderate
+Hyderabad,2017-10-11,27.38,51.78,6.99,25.01,4.63,9.16,0.19,4.3,43.76,0.78,4.89,0.52,113.0,Moderate
+Hyderabad,2017-10-12,41.74,69.1,13.72,26.83,5.04,9.37,0.11,4.2,54.35,1.22,6.71,0.92,102.0,Moderate
+Hyderabad,2017-10-13,20.48,39.46,8.45,19.29,3.15,8.93,0.08,2.36,79.99,0.19,1.1,0.03,147.0,Moderate
+Hyderabad,2017-10-14,33.32,60.37,10.84,25.1,3.74,12.38,0.1,2.46,63.15,0.17,1.48,0.0,123.0,Moderate
+Hyderabad,2017-10-15,35.59,61.1,18.84,22.1,3.41,11.88,0.06,4.4,57.62,0.09,1.2,0.0,97.0,Satisfactory
+Hyderabad,2017-10-16,81.29,154.52,8.32,45.32,3.45,9.97,0.1,18.9,72.46,0.22,0.96,0.43,,
+Hyderabad,2017-10-17,72.18,133.53,9.92,36.5,4.69,18.24,0.15,11.19,67.21,0.34,2.38,0.07,154.0,Moderate
+Hyderabad,2017-10-18,69.53,137.82,14.42,34.49,5.58,12.5,0.12,4.82,56.47,1.87,11.62,0.98,150.0,Moderate
+Hyderabad,2017-10-19,75.46,144.81,8.76,30.6,10.71,11.56,0.31,5.43,57.92,3.49,11.82,2.01,151.0,Moderate
+Hyderabad,2017-10-20,78.69,112.82,7.65,20.04,3.38,11.43,0.06,2.02,84.66,0.2,0.87,0.07,247.0,Poor
+Hyderabad,2017-10-21,67.18,105.44,7.91,18.74,5.46,10.7,0.1,10.49,81.47,0.24,0.97,0.06,141.0,Moderate
+Hyderabad,2017-10-22,65.39,98.82,7.56,17.27,2.55,10.52,0.07,3.29,68.38,0.02,0.19,0.0,121.0,Moderate
+Hyderabad,2017-10-23,53.78,83.34,7.98,21.46,5.48,12.09,0.19,5.28,53.28,0.98,4.33,1.08,113.0,Moderate
+Hyderabad,2017-10-24,63.35,97.66,8.24,24.35,2.17,14.58,0.06,5.02,40.66,0.16,0.89,0.16,111.0,Moderate
+Hyderabad,2017-10-25,74.57,159.54,7.74,48.16,1.55,13.04,0.03,9.07,107.68,0.05,0.18,0.0,,
+Hyderabad,2017-10-26,66.55,139.05,7.17,34.37,1.84,10.82,0.04,6.6,71.63,0.11,0.34,0.01,,
+Hyderabad,2017-10-27,64.05,146.09,16.51,24.22,2.33,11.84,0.08,13.15,18.11,0.12,1.05,0.21,,
+Hyderabad,2017-10-28,71.27,163.27,8.06,40.69,2.4,14.51,0.08,11.15,80.8,1.99,9.04,2.02,,
+Hyderabad,2017-10-29,70.46,147.82,14.32,25.47,4.19,14.16,0.12,7.7,58.83,0.29,1.29,0.02,145.0,Moderate
+Hyderabad,2017-10-30,,,,,0.0,13.55,0.0,,,0.0,0.0,0.0,130.0,Moderate
+Hyderabad,2017-10-31,63.38,141.15,12.1,43.37,32.64,14.57,0.79,16.79,53.67,5.98,38.06,5.25,128.0,Moderate
+Hyderabad,2017-11-01,68.21,149.12,14.71,46.37,36.6,14.02,1.19,14.94,58.62,7.47,45.03,6.16,150.0,Moderate
+Hyderabad,2017-11-02,69.73,141.02,9.19,37.68,27.41,15.88,1.06,17.59,63.67,5.29,30.22,4.5,156.0,Moderate
+Hyderabad,2017-11-03,66.51,126.96,10.34,37.44,27.54,16.61,1.04,20.33,55.23,4.87,30.0,5.14,158.0,Moderate
+Hyderabad,2017-11-04,49.62,97.93,9.76,35.86,23.05,16.9,0.58,13.5,51.23,5.08,24.64,3.75,114.0,Moderate
+Hyderabad,2017-11-05,32.45,68.47,9.03,31.18,19.93,13.16,0.52,13.78,47.67,4.15,26.92,2.52,91.0,Satisfactory
+Hyderabad,2017-11-06,29.33,67.08,11.54,39.1,25.12,11.21,0.58,15.11,43.64,4.74,26.73,3.17,80.0,Satisfactory
+Hyderabad,2017-11-07,34.96,81.64,15.51,43.63,29.83,13.12,0.68,11.95,43.46,6.09,31.07,8.32,94.0,Satisfactory
+Hyderabad,2017-11-08,38.84,82.74,9.92,40.59,24.69,14.87,0.57,17.4,54.87,6.23,33.9,6.02,105.0,Moderate
+Hyderabad,2017-11-09,39.57,84.55,10.16,39.12,25.68,12.97,0.59,16.53,50.7,5.89,35.04,5.94,95.0,Satisfactory
+Hyderabad,2017-11-10,44.44,83.57,10.18,35.39,27.05,14.36,0.59,22.05,55.83,4.61,29.47,3.52,100.0,Satisfactory
+Hyderabad,2017-11-11,61.84,115.98,8.87,42.21,29.64,16.04,0.63,27.55,71.54,4.6,26.91,2.78,123.0,Moderate
+Hyderabad,2017-11-12,57.58,109.26,8.88,42.84,29.99,15.71,0.74,21.15,53.74,6.36,33.38,4.07,123.0,Moderate
+Hyderabad,2017-11-13,55.36,107.88,9.34,37.83,27.59,16.47,0.74,17.25,59.62,6.36,31.59,5.29,111.0,Moderate
+Hyderabad,2017-11-14,58.41,118.47,10.25,39.01,28.97,19.2,0.83,20.01,44.16,6.18,30.87,6.43,111.0,Moderate
+Hyderabad,2017-11-15,51.08,100.21,8.07,36.07,25.3,22.73,0.68,16.76,48.8,4.42,21.49,2.76,104.0,Moderate
+Hyderabad,2017-11-16,41.31,82.13,11.53,34.29,27.1,22.81,0.58,13.31,43.11,4.41,22.69,1.81,92.0,Satisfactory
+Hyderabad,2017-11-17,37.72,80.34,9.97,33.87,25.49,15.71,0.61,14.81,37.36,4.75,25.05,3.03,82.0,Satisfactory
+Hyderabad,2017-11-18,66.82,71.59,10.05,32.58,24.83,13.28,0.65,11.42,37.79,2.98,18.83,2.92,106.0,Moderate
+Hyderabad,2017-11-19,36.53,77.41,9.41,34.18,25.29,15.87,0.72,10.46,39.81,4.31,25.26,4.05,112.0,Moderate
+Hyderabad,2017-11-20,43.64,89.51,7.6,36.84,25.21,14.27,0.82,10.05,42.8,8.06,33.32,9.33,86.0,Satisfactory
+Hyderabad,2017-11-21,44.65,87.99,10.73,39.07,28.86,15.12,0.81,8.34,40.93,5.34,21.33,6.5,106.0,Moderate
+Hyderabad,2017-11-22,40.48,75.97,6.79,32.25,22.12,13.03,0.7,14.21,51.0,2.88,12.43,3.1,102.0,Moderate
+Hyderabad,2017-11-23,96.83,88.36,11.04,37.91,28.39,14.6,0.76,18.61,39.92,2.33,15.71,3.03,133.0,Moderate
+Hyderabad,2017-11-24,69.5,125.61,6.26,35.4,23.41,18.59,0.76,12.78,60.26,2.82,15.13,2.49,149.0,Moderate
+Hyderabad,2017-11-25,70.91,133.01,5.34,37.5,24.28,16.11,0.71,13.35,68.38,2.3,17.66,1.8,140.0,Moderate
+Hyderabad,2017-11-26,84.08,137.59,8.98,50.36,31.34,20.0,0.9,10.47,52.91,3.03,13.06,1.91,147.0,Moderate
+Hyderabad,2017-11-27,73.25,145.39,9.81,52.99,33.05,16.73,0.86,15.16,55.76,2.84,20.01,5.78,166.0,Moderate
+Hyderabad,2017-11-28,91.39,144.06,10.31,54.18,36.36,14.78,0.9,16.7,56.56,4.23,31.14,8.15,171.0,Moderate
+Hyderabad,2017-11-29,66.49,122.5,7.04,45.7,29.33,13.66,0.81,15.0,67.32,3.01,16.61,4.56,164.0,Moderate
+Hyderabad,2017-11-30,64.72,121.51,9.05,45.03,30.5,13.13,0.82,14.09,60.26,2.95,12.16,3.69,140.0,Moderate
+Hyderabad,2017-12-01,70.03,128.64,8.67,37.15,26.11,16.99,0.8,14.25,59.62,2.98,13.32,3.83,139.0,Moderate
+Hyderabad,2017-12-02,69.44,123.66,7.02,35.14,23.91,16.25,0.76,10.97,65.3,4.65,15.59,3.93,135.0,Moderate
+Hyderabad,2017-12-03,70.83,125.86,7.22,38.05,25.61,13.39,0.8,9.54,63.84,3.29,11.38,2.99,140.0,Moderate
+Hyderabad,2017-12-04,70.47,119.15,6.46,37.31,24.68,14.3,0.78,12.21,67.63,2.94,9.43,2.43,144.0,Moderate
+Hyderabad,2017-12-05,58.07,96.64,6.29,29.67,20.52,13.51,0.7,13.2,60.14,2.66,7.83,2.1,128.0,Moderate
+Hyderabad,2017-12-06,51.81,85.9,6.0,30.32,20.6,13.05,0.72,13.15,48.64,2.62,8.81,2.52,100.0,Satisfactory
+Hyderabad,2017-12-07,69.33,127.59,7.77,40.86,27.61,14.4,0.91,16.11,48.33,4.5,20.98,3.9,122.0,Moderate
+Hyderabad,2017-12-08,74.79,153.15,2.82,39.18,22.87,15.55,0.8,24.61,61.72,4.19,18.64,3.66,145.0,Moderate
+Hyderabad,2017-12-09,67.7,149.05,3.04,38.26,22.57,14.5,0.77,19.03,59.43,5.13,21.25,4.67,142.0,Moderate
+Hyderabad,2017-12-10,48.99,108.63,4.44,37.26,23.47,11.86,0.69,22.76,39.78,3.38,24.04,2.35,120.0,Moderate
+Hyderabad,2017-12-11,55.7,117.26,8.39,48.48,32.65,12.57,1.05,22.48,44.73,5.06,25.71,4.75,117.0,Moderate
+Hyderabad,2017-12-12,66.78,140.38,12.01,62.23,42.71,16.12,1.19,12.94,54.6,6.26,35.81,6.17,144.0,Moderate
+Hyderabad,2017-12-13,69.33,136.56,7.91,50.13,33.14,20.13,1.0,8.51,48.7,4.08,22.77,4.66,143.0,Moderate
+Hyderabad,2017-12-14,66.12,120.92,2.4,39.48,22.84,18.6,0.92,7.88,48.56,3.19,12.58,3.88,132.0,Moderate
+Hyderabad,2017-12-15,68.48,119.88,3.5,38.85,23.42,18.09,0.77,7.52,42.62,3.11,12.0,3.83,126.0,Moderate
+Hyderabad,2017-12-16,68.87,131.11,7.78,48.12,31.68,15.3,0.88,8.56,42.31,3.79,16.57,5.63,133.0,Moderate
+Hyderabad,2017-12-17,71.38,142.76,8.44,47.26,31.63,15.98,0.8,12.3,46.91,4.68,24.39,5.32,136.0,Moderate
+Hyderabad,2017-12-18,73.33,143.78,3.67,37.36,23.1,16.89,0.59,22.04,56.42,3.5,20.96,2.12,140.0,Moderate
+Hyderabad,2017-12-19,59.35,130.67,8.22,49.48,32.53,14.23,0.7,24.06,45.37,3.38,19.14,3.48,138.0,Moderate
+Hyderabad,2017-12-20,88.14,152.17,16.01,67.71,48.21,17.75,1.33,21.88,43.0,6.11,34.41,9.3,151.0,Moderate
+Hyderabad,2017-12-21,74.94,148.17,18.07,68.63,50.51,20.76,1.4,16.67,51.64,5.42,32.45,6.21,164.0,Moderate
+Hyderabad,2017-12-22,130.23,162.0,21.37,73.32,55.73,24.14,1.4,16.21,50.01,6.94,38.49,7.58,195.0,Moderate
+Hyderabad,2017-12-23,82.05,170.76,10.07,65.66,42.69,24.8,1.26,15.01,57.5,4.37,25.14,5.62,180.0,Moderate
+Hyderabad,2017-12-24,79.19,156.46,9.99,63.74,41.56,25.5,1.14,10.11,47.69,3.89,22.93,4.49,169.0,Moderate
+Hyderabad,2017-12-25,76.47,144.94,8.37,56.9,36.68,24.11,1.13,8.51,38.5,3.98,21.63,4.73,163.0,Moderate
+Hyderabad,2017-12-26,76.08,151.9,8.2,53.18,34.06,24.77,0.87,18.35,53.45,4.75,30.55,4.36,164.0,Moderate
+Hyderabad,2017-12-27,63.18,129.4,6.1,55.68,34.05,17.06,0.85,16.26,47.38,3.96,22.49,4.42,136.0,Moderate
+Hyderabad,2017-12-28,68.65,139.18,10.23,60.71,39.96,16.52,0.93,14.18,47.22,3.62,21.6,5.69,132.0,Moderate
+Hyderabad,2017-12-29,112.35,152.12,12.65,67.12,45.17,18.82,1.09,10.66,49.58,3.97,21.46,5.15,184.0,Moderate
+Hyderabad,2017-12-30,65.09,132.99,15.07,67.32,47.61,17.46,1.1,9.62,41.64,3.61,23.28,4.63,156.0,Moderate
+Hyderabad,2017-12-31,68.45,126.76,13.13,62.26,43.33,18.74,1.02,8.17,39.55,4.47,23.6,5.0,138.0,Moderate
+Hyderabad,2018-01-01,57.7,119.64,10.55,54.46,36.98,25.09,0.99,11.25,38.93,4.26,21.07,3.74,122.0,Moderate
+Hyderabad,2018-01-02,68.55,135.87,5.81,51.51,31.23,22.84,0.92,9.44,51.26,3.16,16.68,3.19,126.0,Moderate
+Hyderabad,2018-01-03,77.77,149.51,5.35,46.8,28.9,23.34,0.83,10.52,56.84,3.32,16.7,5.07,163.0,Moderate
+Hyderabad,2018-01-04,79.18,164.76,10.82,60.89,40.67,25.77,1.0,17.34,58.03,4.01,26.54,7.64,174.0,Moderate
+Hyderabad,2018-01-05,76.33,160.28,12.4,63.88,41.36,23.67,1.05,15.67,52.74,3.5,20.49,6.1,164.0,Moderate
+Hyderabad,2018-01-06,73.15,150.95,9.24,63.11,40.73,23.17,1.1,12.81,47.04,4.6,25.95,8.02,158.0,Moderate
+Hyderabad,2018-01-07,72.41,144.54,8.91,55.39,36.43,22.16,1.03,11.62,50.17,3.28,21.34,4.23,146.0,Moderate
+Hyderabad,2018-01-08,72.66,141.46,7.08,51.85,33.01,19.8,0.98,9.28,52.61,2.43,12.46,2.89,146.0,Moderate
+Hyderabad,2018-01-09,77.65,160.44,6.41,53.96,33.53,22.57,0.95,10.51,57.35,2.65,11.99,2.85,160.0,Moderate
+Hyderabad,2018-01-10,74.08,158.74,7.01,53.36,33.57,22.15,1.03,12.71,56.34,2.98,13.68,2.89,165.0,Moderate
+Hyderabad,2018-01-11,76.19,162.88,7.06,59.3,36.87,24.42,1.04,17.13,55.98,4.21,22.96,6.5,160.0,Moderate
+Hyderabad,2018-01-12,74.76,159.96,10.88,64.97,43.0,25.98,1.09,17.29,52.03,4.04,27.68,6.66,155.0,Moderate
+Hyderabad,2018-01-13,70.48,157.0,12.85,59.98,41.95,22.44,1.19,20.89,49.6,4.4,28.97,4.92,150.0,Moderate
+Hyderabad,2018-01-14,72.38,141.02,14.16,54.79,40.04,23.14,1.16,13.76,48.64,3.82,24.52,5.41,140.0,Moderate
+Hyderabad,2018-01-15,70.98,115.26,3.98,37.89,23.11,23.39,0.83,7.43,50.02,2.18,9.33,2.17,143.0,Moderate
+Hyderabad,2018-01-16,65.1,126.51,5.75,39.7,25.41,24.56,0.92,9.12,43.58,3.74,26.83,11.61,132.0,Moderate
+Hyderabad,2018-01-17,64.2,128.06,6.13,45.06,28.58,22.08,0.87,10.5,45.85,2.99,18.36,4.24,125.0,Moderate
+Hyderabad,2018-01-18,65.86,141.85,11.21,55.84,38.39,25.42,0.99,13.02,37.53,3.98,30.44,8.02,129.0,Moderate
+Hyderabad,2018-01-19,61.1,139.54,10.99,56.03,38.21,22.32,0.9,17.29,38.71,3.88,33.75,6.24,129.0,Moderate
+Hyderabad,2018-01-20,64.18,143.85,12.5,60.93,42.06,27.24,1.0,23.32,45.46,6.07,37.82,10.57,131.0,Moderate
+Hyderabad,2018-01-21,68.52,140.77,9.93,56.67,37.92,25.79,0.95,13.76,44.16,3.53,27.78,5.37,133.0,Moderate
+Hyderabad,2018-01-22,72.01,142.1,5.81,50.74,31.43,25.72,0.89,9.28,52.29,2.84,16.9,4.31,142.0,Moderate
+Hyderabad,2018-01-23,60.4,117.57,4.36,46.04,27.83,19.96,0.71,6.93,47.74,2.48,12.28,4.47,125.0,Moderate
+Hyderabad,2018-01-24,67.07,131.41,4.69,42.71,26.3,24.15,0.71,9.52,45.11,2.46,12.56,4.5,121.0,Moderate
+Hyderabad,2018-01-25,68.8,155.17,12.11,54.52,38.56,23.83,0.89,16.47,45.4,4.31,32.98,6.98,139.0,Moderate
+Hyderabad,2018-01-26,66.84,155.11,9.3,56.49,37.18,24.19,0.91,19.6,52.7,5.18,33.63,8.14,146.0,Moderate
+Hyderabad,2018-01-27,69.43,156.79,7.53,55.38,34.93,26.28,1.45,13.62,52.9,4.7,27.88,7.51,167.0,Moderate
+Hyderabad,2018-01-28,68.84,145.17,6.26,49.3,30.72,25.13,0.85,9.02,48.76,3.22,18.63,5.89,138.0,Moderate
+Hyderabad,2018-01-29,67.69,149.79,5.49,46.08,28.63,23.34,0.84,8.69,50.19,2.79,17.05,3.9,140.0,Moderate
+Hyderabad,2018-01-30,59.46,152.71,7.61,51.91,33.46,20.35,0.68,16.9,51.92,4.12,29.14,5.56,137.0,Moderate
+Hyderabad,2018-01-31,53.45,141.76,14.36,59.99,44.33,20.39,1.0,20.33,40.67,5.96,41.6,10.09,130.0,Moderate
+Hyderabad,2018-02-01,50.88,129.95,33.83,67.8,63.29,24.5,1.1,22.37,36.26,4.76,37.74,6.12,129.0,Moderate
+Hyderabad,2018-02-02,47.46,120.39,21.51,68.01,53.44,21.65,0.99,16.85,36.32,5.81,41.64,9.58,125.0,Moderate
+Hyderabad,2018-02-03,43.48,115.8,6.47,53.31,33.42,20.36,0.8,9.51,50.3,4.06,32.65,8.68,114.0,Moderate
+Hyderabad,2018-02-04,39.14,105.44,4.91,41.49,25.66,22.91,0.73,9.46,54.21,2.54,19.19,4.52,104.0,Moderate
+Hyderabad,2018-02-05,41.79,112.02,6.03,43.96,29.17,25.26,0.73,8.16,56.47,1.46,5.67,1.65,111.0,Moderate
+Hyderabad,2018-02-06,48.86,124.69,13.91,58.09,40.94,23.0,0.86,9.68,36.51,4.55,43.34,4.35,111.0,Moderate
+Hyderabad,2018-02-07,56.76,135.34,22.03,72.8,56.56,24.6,0.99,13.6,39.53,6.4,35.02,7.84,125.0,Moderate
+Hyderabad,2018-02-08,46.18,105.04,14.55,59.37,42.94,28.79,0.84,13.52,34.55,2.62,16.53,3.39,114.0,Moderate
+Hyderabad,2018-02-09,50.05,116.97,14.25,55.81,38.89,35.08,0.87,13.92,35.92,2.56,17.15,3.35,108.0,Moderate
+Hyderabad,2018-02-10,52.28,119.66,7.15,53.5,32.19,37.24,0.82,13.07,29.39,2.59,16.88,3.04,113.0,Moderate
+Hyderabad,2018-02-11,50.55,88.76,3.74,28.9,17.89,27.82,0.6,8.55,34.88,1.07,4.53,1.49,100.0,Satisfactory
+Hyderabad,2018-02-12,54.34,87.6,3.15,20.55,12.99,27.37,0.61,6.61,38.74,0.76,3.46,0.86,102.0,Moderate
+Hyderabad,2018-02-13,46.38,85.63,2.89,31.98,16.16,54.44,0.61,6.53,44.34,0.98,4.74,1.1,94.0,Satisfactory
+Hyderabad,2018-02-14,50.52,100.95,4.19,44.77,22.99,35.31,0.76,8.3,46.28,1.98,9.6,2.19,100.0,Satisfactory
+Hyderabad,2018-02-15,52.88,118.54,6.74,48.93,29.9,23.72,0.84,12.88,46.88,2.27,13.04,2.42,113.0,Moderate
+Hyderabad,2018-02-16,51.84,116.94,8.45,51.24,33.77,20.48,0.81,17.02,41.68,2.14,16.62,2.48,110.0,Moderate
+Hyderabad,2018-02-17,49.86,121.32,10.09,60.23,39.91,20.36,0.92,20.36,39.46,3.07,22.59,2.83,108.0,Moderate
+Hyderabad,2018-02-18,55.87,126.08,10.42,58.63,39.49,21.29,1.02,10.27,47.42,2.55,18.56,4.02,116.0,Moderate
+Hyderabad,2018-02-19,46.22,112.55,4.17,44.16,26.69,20.45,0.77,7.39,53.02,1.28,6.61,1.72,111.0,Moderate
+Hyderabad,2018-02-20,47.64,101.62,4.48,41.75,25.68,20.08,0.74,6.36,50.85,1.18,10.52,1.86,103.0,Moderate
+Hyderabad,2018-02-21,54.76,118.2,5.07,46.91,28.9,20.29,0.85,7.37,47.88,1.75,14.68,2.73,107.0,Moderate
+Hyderabad,2018-02-22,57.85,131.06,4.83,49.21,29.91,18.86,0.88,8.69,46.5,1.9,9.21,2.14,114.0,Moderate
+Hyderabad,2018-02-23,56.99,125.93,5.72,48.0,30.0,18.56,0.85,8.18,48.94,1.94,10.21,2.22,123.0,Moderate
+Hyderabad,2018-02-24,43.57,112.47,4.92,43.62,27.02,17.34,0.7,8.22,45.22,1.25,5.75,1.41,106.0,Moderate
+Hyderabad,2018-02-25,43.37,105.66,8.22,51.65,33.9,18.26,0.76,7.54,33.06,1.63,7.65,2.2,104.0,Moderate
+Hyderabad,2018-02-26,56.87,119.73,22.13,65.82,52.86,19.58,1.09,9.89,40.48,2.74,16.8,3.72,118.0,Moderate
+Hyderabad,2018-02-27,57.66,123.59,20.92,67.65,52.81,19.27,1.16,14.95,40.86,3.05,18.83,3.91,134.0,Moderate
+Hyderabad,2018-02-28,62.25,139.53,20.73,70.43,54.05,22.7,1.3,12.91,41.99,4.03,21.23,3.94,129.0,Moderate
+Hyderabad,2018-03-01,54.84,127.04,14.31,65.26,46.13,21.27,1.12,11.14,37.91,2.69,19.29,3.4,124.0,Moderate
+Hyderabad,2018-03-02,52.72,120.49,10.11,56.01,37.83,21.27,1.06,10.18,43.91,2.04,13.08,2.57,118.0,Moderate
+Hyderabad,2018-03-03,51.59,122.0,4.25,45.04,27.24,23.4,0.88,9.79,53.05,1.62,7.39,1.75,119.0,Moderate
+Hyderabad,2018-03-04,54.72,116.74,7.81,49.19,32.28,20.81,0.94,9.17,50.33,1.64,9.31,1.92,122.0,Moderate
+Hyderabad,2018-03-05,47.44,111.76,4.59,45.37,27.82,20.49,0.89,8.88,48.64,1.61,6.32,1.85,114.0,Moderate
+Hyderabad,2018-03-06,47.97,104.93,3.86,38.91,23.52,19.42,0.74,9.83,56.45,1.33,7.29,1.34,106.0,Moderate
+Hyderabad,2018-03-07,50.78,101.89,5.37,43.04,26.99,21.37,0.79,7.58,53.66,1.32,6.6,1.67,108.0,Moderate
+Hyderabad,2018-03-08,53.81,114.59,6.73,49.93,31.44,22.9,0.92,7.22,45.08,1.72,8.25,1.75,107.0,Moderate
+Hyderabad,2018-03-09,57.28,120.43,4.89,52.67,31.79,21.26,0.96,6.03,45.57,1.61,5.98,1.94,118.0,Moderate
+Hyderabad,2018-03-10,66.37,133.3,4.83,49.74,30.19,23.5,1.02,7.24,50.9,1.88,7.61,1.72,122.0,Moderate
+Hyderabad,2018-03-11,53.02,108.18,2.68,35.56,20.92,19.08,0.79,6.94,57.23,1.05,4.32,1.13,124.0,Moderate
+Hyderabad,2018-03-12,38.87,96.19,3.74,40.44,24.38,17.31,0.67,5.14,44.39,1.13,4.61,1.38,95.0,Satisfactory
+Hyderabad,2018-03-13,39.69,87.82,4.44,41.84,25.69,18.14,0.71,5.62,42.72,1.24,5.96,1.41,88.0,Satisfactory
+Hyderabad,2018-03-14,47.34,101.24,5.1,45.05,27.97,19.71,0.85,7.43,49.57,1.72,8.45,2.25,103.0,Moderate
+Hyderabad,2018-03-15,47.88,103.11,3.96,37.4,22.92,19.38,0.77,8.79,48.41,1.04,4.36,1.21,96.0,Satisfactory
+Hyderabad,2018-03-16,60.25,134.44,3.98,39.37,23.98,23.84,0.86,14.59,43.99,1.8,11.45,1.92,115.0,Moderate
+Hyderabad,2018-03-17,51.0,78.33,3.01,33.36,20.02,22.04,0.76,5.86,47.12,1.06,4.57,1.92,105.0,Moderate
+Hyderabad,2018-03-18,41.38,71.63,4.13,32.85,20.64,19.52,0.7,4.84,37.7,0.81,3.11,0.93,80.0,Satisfactory
+Hyderabad,2018-03-19,48.07,92.55,4.21,41.03,25.09,17.35,0.83,5.87,48.04,2.48,4.69,1.37,93.0,Satisfactory
+Hyderabad,2018-03-20,54.74,102.17,5.57,47.03,29.2,22.3,0.87,7.01,47.14,1.17,5.22,1.57,103.0,Moderate
+Hyderabad,2018-03-21,57.87,118.46,3.95,45.49,27.17,20.87,0.89,11.32,45.92,1.53,8.23,1.98,108.0,Moderate
+Hyderabad,2018-03-22,57.07,139.34,8.9,52.52,34.8,22.99,0.86,13.35,32.33,2.13,12.21,3.12,126.0,Moderate
+Hyderabad,2018-03-23,56.64,146.7,13.11,58.35,41.43,23.52,1.01,16.25,36.12,3.31,18.45,4.81,128.0,Moderate
+Hyderabad,2018-03-24,59.91,149.81,12.22,63.27,43.32,25.07,1.05,16.63,39.62,2.93,17.29,4.59,131.0,Moderate
+Hyderabad,2018-03-25,71.4,150.7,5.3,49.1,30.11,25.92,0.98,10.47,43.09,2.03,10.45,3.08,135.0,Moderate
+Hyderabad,2018-03-26,61.47,126.86,3.49,39.51,23.68,20.6,0.84,7.69,44.76,1.76,6.16,1.94,126.0,Moderate
+Hyderabad,2018-03-27,59.53,124.78,3.6,44.63,26.49,18.75,0.79,9.57,50.92,1.63,9.03,1.71,123.0,Moderate
+Hyderabad,2018-03-28,53.11,113.07,3.09,40.84,24.05,17.08,0.75,9.65,51.24,1.38,6.57,1.85,116.0,Moderate
+Hyderabad,2018-03-29,62.27,135.91,4.41,48.19,28.94,20.47,0.91,9.33,48.28,2.01,10.48,3.44,122.0,Moderate
+Hyderabad,2018-03-30,54.62,114.81,2.56,40.32,23.3,20.25,0.81,7.54,45.56,1.5,7.9,2.26,120.0,Moderate
+Hyderabad,2018-03-31,50.15,112.36,3.36,41.99,24.83,16.41,0.83,7.47,49.61,1.43,6.17,1.5,110.0,Moderate
+Hyderabad,2018-04-01,43.05,89.8,3.18,31.47,19.08,17.57,0.63,5.79,48.2,0.94,4.01,1.15,103.0,Moderate
+Hyderabad,2018-04-02,37.91,75.96,6.94,38.98,26.19,14.88,0.72,5.28,44.0,1.25,4.38,2.85,84.0,Satisfactory
+Hyderabad,2018-04-03,51.35,97.31,4.2,40.96,24.93,16.65,0.78,5.64,41.0,1.65,6.65,5.55,99.0,Satisfactory
+Hyderabad,2018-04-04,44.94,91.88,4.18,39.39,24.13,15.22,0.72,5.82,50.85,1.04,3.64,1.55,101.0,Moderate
+Hyderabad,2018-04-05,41.51,86.82,4.05,36.55,22.52,14.68,0.67,4.72,43.49,1.33,4.0,1.59,92.0,Satisfactory
+Hyderabad,2018-04-06,46.87,103.01,4.94,42.39,26.36,14.83,0.74,5.68,46.02,1.57,6.0,1.82,98.0,Satisfactory
+Hyderabad,2018-04-07,35.9,79.03,7.78,50.76,32.78,22.05,0.76,9.13,49.0,1.28,5.57,3.99,93.0,Satisfactory
+Hyderabad,2018-04-08,30.27,61.55,4.55,35.94,22.43,21.88,0.67,5.05,44.24,0.85,3.51,2.84,85.0,Satisfactory
+Hyderabad,2018-04-09,40.26,91.86,9.17,41.16,28.67,22.13,0.71,6.94,47.22,1.24,4.05,1.46,95.0,Satisfactory
+Hyderabad,2018-04-10,35.54,97.46,6.05,38.69,25.31,17.63,0.79,6.42,37.75,1.6,6.17,2.1,98.0,Satisfactory
+Hyderabad,2018-04-11,27.63,72.09,5.0,31.01,20.42,16.36,0.68,6.12,31.17,1.19,5.38,1.18,88.0,Satisfactory
+Hyderabad,2018-04-12,31.58,79.04,5.41,42.54,26.69,18.9,0.67,7.29,38.29,1.33,6.43,1.53,83.0,Satisfactory
+Hyderabad,2018-04-13,25.24,66.21,4.14,33.9,21.17,14.74,0.56,5.19,38.8,1.08,4.83,1.26,83.0,Satisfactory
+Hyderabad,2018-04-14,23.05,58.22,3.65,30.02,18.73,14.1,0.69,4.9,40.13,0.6,2.59,0.51,79.0,Satisfactory
+Hyderabad,2018-04-15,29.71,63.54,4.63,31.86,20.46,14.46,0.83,5.47,27.82,0.86,4.73,0.89,73.0,Satisfactory
+Hyderabad,2018-04-16,45.86,103.38,8.95,45.36,31.05,17.51,0.9,8.34,36.09,2.22,11.57,2.22,100.0,Satisfactory
+Hyderabad,2018-04-17,34.29,90.45,4.8,38.79,23.94,13.38,0.72,5.64,41.82,1.18,5.52,1.31,99.0,Satisfactory
+Hyderabad,2018-04-18,37.19,92.25,5.22,35.18,22.78,17.25,0.61,9.98,45.82,1.12,6.12,2.46,93.0,Satisfactory
+Hyderabad,2018-04-19,43.52,118.3,11.25,44.05,32.35,14.75,0.77,10.51,39.18,1.57,7.6,2.38,108.0,Moderate
+Hyderabad,2018-04-20,42.38,120.61,14.73,44.88,35.01,14.67,0.86,9.2,37.27,1.71,9.53,4.15,117.0,Moderate
+Hyderabad,2018-04-21,49.14,139.55,14.17,51.13,38.23,19.44,0.9,10.1,31.15,2.21,15.4,4.97,122.0,Moderate
+Hyderabad,2018-04-22,42.97,110.65,4.45,39.3,24.29,16.81,0.75,7.55,43.31,1.31,6.62,1.5,117.0,Moderate
+Hyderabad,2018-04-23,33.12,80.06,2.99,28.02,17.0,15.06,0.56,6.52,49.31,0.62,2.71,0.45,90.0,Satisfactory
+Hyderabad,2018-04-24,33.09,95.19,3.63,35.48,21.62,13.69,0.54,6.92,51.74,0.87,5.04,1.36,90.0,Satisfactory
+Hyderabad,2018-04-25,35.61,86.24,2.81,29.59,17.69,15.82,0.6,6.07,53.56,0.72,2.68,0.71,104.0,Moderate
+Hyderabad,2018-04-26,38.11,92.67,3.23,35.66,21.42,13.51,0.62,6.99,52.61,0.96,4.83,0.94,94.0,Satisfactory
+Hyderabad,2018-04-27,39.78,99.47,3.35,35.85,21.56,13.68,0.68,7.12,52.49,1.35,7.38,1.44,101.0,Moderate
+Hyderabad,2018-04-28,39.85,86.22,2.74,30.66,18.35,11.79,0.52,6.84,46.38,0.65,2.33,0.51,94.0,Satisfactory
+Hyderabad,2018-04-29,43.44,95.6,3.02,30.99,18.74,12.35,0.59,7.72,49.28,0.89,7.07,0.76,102.0,Moderate
+Hyderabad,2018-04-30,44.84,106.84,7.3,39.52,26.63,17.29,0.7,9.74,44.31,1.2,7.43,1.59,103.0,Moderate
+Hyderabad,2018-05-01,43.83,133.09,2.21,32.08,20.1,15.39,0.57,7.94,45.47,1.47,7.29,1.32,116.0,Moderate
+Hyderabad,2018-05-02,36.08,95.82,5.67,31.21,18.75,15.34,0.7,5.92,48.88,0.88,3.81,0.78,101.0,Moderate
+Hyderabad,2018-05-03,31.39,86.12,3.83,27.73,16.39,14.98,0.56,5.45,48.87,0.79,3.8,0.51,98.0,Satisfactory
+Hyderabad,2018-05-04,19.59,48.18,4.72,31.67,20.45,12.8,0.62,6.1,50.95,0.73,4.95,0.58,81.0,Satisfactory
+Hyderabad,2018-05-05,28.81,68.37,2.77,30.11,18.07,11.83,0.6,5.94,51.31,0.6,4.04,0.37,74.0,Satisfactory
+Hyderabad,2018-05-06,31.91,81.65,2.73,28.95,17.4,11.68,0.58,6.47,47.6,0.44,2.19,0.25,83.0,Satisfactory
+Hyderabad,2018-05-07,33.68,93.43,2.68,28.72,17.24,12.24,0.58,6.91,51.78,0.68,3.61,0.66,93.0,Satisfactory
+Hyderabad,2018-05-08,43.05,110.15,4.18,43.5,27.32,17.7,0.97,7.8,46.9,1.47,8.91,1.99,111.0,Moderate
+Hyderabad,2018-05-09,44.32,101.87,3.44,37.73,22.67,15.48,0.67,6.11,43.87,1.09,6.34,0.93,112.0,Moderate
+Hyderabad,2018-05-10,33.83,74.91,3.68,31.53,19.53,15.07,0.63,5.28,45.59,0.97,5.2,0.95,101.0,Moderate
+Hyderabad,2018-05-11,32.76,80.97,2.6,31.48,18.67,13.05,0.66,6.44,50.78,1.14,5.51,1.18,95.0,Satisfactory
+Hyderabad,2018-05-12,33.05,81.54,2.75,31.04,18.58,12.1,0.64,5.79,50.32,0.61,3.26,0.95,96.0,Satisfactory
+Hyderabad,2018-05-13,31.85,76.51,2.78,32.48,19.38,11.93,0.74,6.11,61.46,0.65,3.29,0.55,101.0,Moderate
+Hyderabad,2018-05-14,29.86,67.84,2.42,26.02,15.62,12.81,0.64,5.38,56.79,0.5,2.44,0.47,100.0,Satisfactory
+Hyderabad,2018-05-15,24.49,46.54,2.67,24.04,14.76,12.94,0.68,4.84,51.51,0.53,2.9,0.49,87.0,Satisfactory
+Hyderabad,2018-05-16,41.89,90.88,1.84,33.42,21.61,12.94,0.78,8.26,48.44,0.86,3.35,0.76,85.0,Satisfactory
+Hyderabad,2018-05-17,43.47,103.29,5.47,41.31,26.17,16.08,0.9,9.18,39.03,1.0,5.56,0.82,106.0,Moderate
+Hyderabad,2018-05-18,37.31,88.67,4.13,35.51,21.97,17.26,0.62,6.93,45.12,0.76,5.38,0.88,89.0,Satisfactory
+Hyderabad,2018-05-19,47.42,136.63,4.4,37.25,23.1,19.61,0.69,8.04,46.38,1.16,6.38,1.58,103.0,Moderate
+Hyderabad,2018-05-20,38.59,106.87,2.41,29.22,17.35,12.49,0.62,6.25,62.1,0.83,3.35,0.62,117.0,Moderate
+Hyderabad,2018-05-21,48.33,137.04,1.95,32.24,18.72,14.11,0.91,6.97,59.66,1.05,3.85,0.63,132.0,Moderate
+Hyderabad,2018-05-22,42.68,108.84,1.61,27.06,15.7,13.64,0.69,7.04,56.37,0.87,4.3,0.44,120.0,Moderate
+Hyderabad,2018-05-23,47.5,122.16,2.07,33.71,19.55,14.03,0.83,6.22,52.86,1.31,6.64,1.57,110.0,Moderate
+Hyderabad,2018-05-24,36.41,93.09,4.43,32.39,20.82,13.99,0.78,6.42,47.17,1.01,4.99,1.7,104.0,Moderate
+Hyderabad,2018-05-25,42.17,108.46,2.82,31.54,18.88,13.05,0.76,6.99,55.12,1.22,6.48,2.17,119.0,Moderate
+Hyderabad,2018-05-26,23.65,67.93,4.09,25.79,16.85,11.4,0.69,4.39,36.5,0.68,3.84,0.53,91.0,Satisfactory
+Hyderabad,2018-05-27,26.11,69.28,3.38,26.65,16.54,12.52,0.78,6.26,49.07,1.04,8.83,0.69,83.0,Satisfactory
+Hyderabad,2018-05-28,31.17,76.56,2.96,25.45,15.75,10.77,0.72,5.77,45.6,1.11,5.24,0.72,87.0,Satisfactory
+Hyderabad,2018-05-29,34.68,91.62,3.27,28.48,17.59,12.87,0.64,6.41,46.07,1.06,7.43,1.54,84.0,Satisfactory
+Hyderabad,2018-05-30,31.7,80.59,2.56,26.77,16.12,15.8,0.58,6.53,44.57,0.66,4.34,0.66,89.0,Satisfactory
+Hyderabad,2018-05-31,32.57,83.68,2.85,25.25,15.51,13.47,0.83,5.81,45.54,0.66,3.49,0.58,93.0,Satisfactory
+Hyderabad,2018-06-01,37.26,77.09,2.92,31.53,18.61,18.36,0.64,6.76,52.89,1.24,6.75,2.16,110.0,Moderate
+Hyderabad,2018-06-02,36.7,63.45,3.79,35.45,21.68,21.33,0.77,6.87,35.35,1.26,8.55,1.79,82.0,Satisfactory
+Hyderabad,2018-06-03,34.85,73.89,3.42,29.14,18.05,20.54,0.62,7.11,44.34,0.62,4.88,0.5,83.0,Satisfactory
+Hyderabad,2018-06-04,30.95,64.8,5.15,26.22,19.01,17.29,0.56,7.1,57.7,0.74,4.88,1.23,89.0,Satisfactory
+Hyderabad,2018-06-05,31.51,67.42,3.15,30.16,18.39,14.27,0.62,7.18,48.4,0.86,5.9,1.45,83.0,Satisfactory
+Hyderabad,2018-06-06,31.33,62.83,2.43,29.59,17.68,18.13,0.64,7.06,47.76,1.04,6.2,1.45,84.0,Satisfactory
+Hyderabad,2018-06-07,19.68,25.82,2.91,22.53,14.03,15.54,0.61,5.17,47.94,0.42,2.39,0.71,69.0,Satisfactory
+Hyderabad,2018-06-08,19.43,33.87,2.41,22.16,13.55,13.75,0.71,6.1,40.15,0.44,2.7,1.78,68.0,Satisfactory
+Hyderabad,2018-06-09,20.03,42.57,2.78,22.16,13.67,15.62,0.68,6.84,33.8,0.38,2.65,1.62,64.0,Satisfactory
+Hyderabad,2018-06-10,16.49,32.8,3.39,20.62,13.49,15.21,0.64,7.35,22.52,0.27,2.27,0.6,52.0,Satisfactory
+Hyderabad,2018-06-11,22.31,55.94,4.49,23.24,15.72,17.96,0.66,8.45,18.82,0.78,4.08,0.7,53.0,Satisfactory
+Hyderabad,2018-06-12,29.92,88.06,6.62,23.7,17.8,16.42,0.66,10.11,17.16,0.9,6.5,1.45,70.0,Satisfactory
+Hyderabad,2018-06-13,30.85,89.47,2.88,21.31,13.57,18.8,0.6,7.58,19.6,0.46,3.3,0.73,84.0,Satisfactory
+Hyderabad,2018-06-14,34.44,92.58,3.06,23.31,14.67,18.51,0.54,8.26,17.53,0.38,3.75,0.5,86.0,Satisfactory
+Hyderabad,2018-06-15,27.83,86.25,2.8,20.05,12.92,22.11,0.57,9.66,20.79,0.37,3.67,0.48,86.0,Satisfactory
+Hyderabad,2018-06-16,22.9,63.65,2.23,20.48,13.35,12.77,0.6,8.96,22.0,0.26,2.73,0.37,67.0,Satisfactory
+Hyderabad,2018-06-17,21.99,66.18,2.72,20.32,12.88,15.69,0.57,9.83,19.71,0.24,2.64,0.31,67.0,Satisfactory
+Hyderabad,2018-06-18,17.2,48.97,2.58,20.17,12.01,13.71,0.58,8.6,19.88,0.26,1.95,0.39,59.0,Satisfactory
+Hyderabad,2018-06-19,14.61,29.85,1.97,18.2,10.99,8.52,0.53,6.94,23.9,0.2,1.92,0.21,50.0,Good
+Hyderabad,2018-06-20,15.27,26.79,2.55,21.39,13.31,8.28,0.44,6.5,27.49,0.25,2.69,0.22,58.0,Satisfactory
+Hyderabad,2018-06-21,10.31,33.35,1.76,22.02,12.97,9.33,0.46,6.21,27.79,0.38,3.91,0.39,52.0,Satisfactory
+Hyderabad,2018-06-22,21.26,45.55,2.2,28.03,16.4,13.37,0.49,6.19,25.78,0.94,7.48,1.22,56.0,Satisfactory
+Hyderabad,2018-06-23,20.07,34.46,2.75,23.78,14.39,13.84,0.36,6.35,23.59,0.66,5.46,1.61,56.0,Satisfactory
+Hyderabad,2018-06-24,16.99,37.87,3.05,20.56,13.25,13.2,0.23,6.42,19.13,0.26,2.86,0.26,41.0,Good
+Hyderabad,2018-06-25,16.31,41.38,2.77,20.7,13.14,10.75,0.27,6.36,17.31,0.23,1.84,0.21,41.0,Good
+Hyderabad,2018-06-26,16.23,41.54,3.95,23.21,15.22,12.73,0.26,5.93,17.5,0.24,1.79,0.19,41.0,Good
+Hyderabad,2018-06-27,17.64,46.04,4.42,28.07,18.17,15.93,0.26,4.6,15.07,0.28,2.36,0.28,44.0,Good
+Hyderabad,2018-06-28,18.93,50.36,4.19,24.39,16.02,12.61,0.28,5.05,17.65,0.32,3.21,0.31,46.0,Good
+Hyderabad,2018-06-29,18.18,57.2,3.48,22.68,14.57,9.63,0.3,5.38,23.37,0.34,3.21,0.29,65.0,Satisfactory
+Hyderabad,2018-06-30,20.85,57.03,6.27,26.4,18.78,14.04,0.33,6.64,22.0,0.48,5.26,0.43,62.0,Satisfactory
+Hyderabad,2018-07-01,16.91,39.49,3.41,27.03,16.84,14.34,0.3,7.1,25.21,0.38,4.16,0.32,60.0,Satisfactory
+Hyderabad,2018-07-02,16.48,42.25,3.82,24.21,15.61,9.17,0.24,5.74,23.96,0.43,3.89,0.29,53.0,Satisfactory
+Hyderabad,2018-07-03,16.28,41.16,3.42,23.43,14.97,12.43,0.26,5.56,22.53,0.66,2.87,0.68,59.0,Satisfactory
+Hyderabad,2018-07-04,15.97,58.87,3.7,22.07,14.46,10.13,0.35,5.95,21.98,1.11,3.12,1.26,71.0,Satisfactory
+Hyderabad,2018-07-05,13.22,40.07,4.16,22.74,15.17,10.6,0.25,6.07,20.08,0.37,3.72,0.31,68.0,Satisfactory
+Hyderabad,2018-07-06,20.05,48.6,4.7,26.0,17.26,11.89,0.3,5.06,18.73,1.08,8.65,8.65,49.0,Good
+Hyderabad,2018-07-07,22.74,51.43,4.4,27.25,17.7,22.28,0.34,5.19,18.53,1.04,10.22,9.5,59.0,Satisfactory
+Hyderabad,2018-07-08,19.92,45.9,4.05,25.11,16.11,27.07,0.28,5.61,20.17,0.78,4.73,2.41,62.0,Satisfactory
+Hyderabad,2018-07-09,16.63,36.37,4.05,23.21,15.32,21.08,0.22,5.45,18.43,0.5,2.8,1.61,44.0,Good
+Hyderabad,2018-07-10,19.7,44.03,4.15,21.7,14.62,13.74,0.25,5.47,16.26,0.37,3.24,0.35,48.0,Good
+Hyderabad,2018-07-11,19.05,45.74,4.55,23.04,15.63,11.45,0.3,4.83,19.91,0.42,4.72,5.29,54.0,Satisfactory
+Hyderabad,2018-07-12,11.93,16.09,4.73,22.14,15.24,19.37,0.25,4.96,20.46,0.36,4.2,0.6,49.0,Good
+Hyderabad,2018-07-13,13.21,26.26,4.5,20.22,14.07,10.32,0.27,6.21,15.7,0.39,4.02,0.25,37.0,Good
+Hyderabad,2018-07-14,17.97,40.97,5.45,26.02,17.84,11.15,0.28,6.88,15.88,0.68,4.67,0.69,42.0,Good
+Hyderabad,2018-07-15,16.12,39.28,5.46,25.58,17.67,11.51,0.31,6.66,21.52,0.54,4.5,0.38,58.0,Satisfactory
+Hyderabad,2018-07-16,11.04,20.0,5.27,21.19,15.02,17.01,0.37,8.75,16.13,0.52,3.67,0.34,72.0,Satisfactory
+Hyderabad,2018-07-17,12.14,26.59,4.39,20.54,14.0,9.09,0.26,6.46,14.86,0.42,2.55,0.27,38.0,Good
+Hyderabad,2018-07-18,14.13,36.01,4.36,22.64,15.15,13.41,0.27,6.95,13.58,0.8,4.43,4.49,33.0,Good
+Hyderabad,2018-07-19,14.39,38.34,4.55,21.97,15.57,9.65,0.26,7.32,14.75,0.59,2.8,2.47,45.0,Good
+Hyderabad,2018-07-20,12.58,32.59,4.27,22.18,14.61,17.89,0.31,9.52,13.12,0.88,3.02,0.34,37.0,Good
+Hyderabad,2018-07-21,19.61,51.45,2.81,23.18,14.44,13.67,0.3,9.11,15.35,0.69,5.28,3.97,41.0,Good
+Hyderabad,2018-07-22,19.54,54.49,3.74,22.42,14.56,27.32,0.28,9.22,14.36,0.55,2.92,0.55,55.0,Satisfactory
+Hyderabad,2018-07-23,17.69,53.6,4.08,21.69,14.24,14.25,0.26,7.41,15.37,0.48,3.01,0.28,49.0,Good
+Hyderabad,2018-07-24,15.64,44.78,4.72,21.03,14.68,12.57,0.32,5.87,15.58,0.44,4.52,0.54,54.0,Satisfactory
+Hyderabad,2018-07-25,17.88,53.74,5.11,20.4,14.67,13.38,0.26,6.55,16.66,0.41,4.14,0.29,52.0,Satisfactory
+Hyderabad,2018-07-26,14.41,42.62,9.34,20.64,18.69,13.72,0.29,7.06,16.19,0.43,4.26,0.26,54.0,Satisfactory
+Hyderabad,2018-07-27,14.52,43.56,7.62,24.38,18.52,13.04,0.27,6.46,17.72,0.46,3.91,0.39,54.0,Satisfactory
+Hyderabad,2018-07-28,18.23,55.98,8.1,22.38,18.1,16.11,0.28,6.09,18.44,0.51,4.03,0.41,53.0,Satisfactory
+Hyderabad,2018-07-29,26.09,74.2,5.93,28.86,19.71,20.93,0.38,7.2,16.26,0.53,5.19,0.53,72.0,Satisfactory
+Hyderabad,2018-07-30,26.02,84.97,5.11,25.61,17.39,25.84,0.32,6.79,17.7,0.73,3.83,0.53,87.0,Satisfactory
+Hyderabad,2018-07-31,19.21,66.84,5.24,25.13,17.24,22.86,0.27,6.8,17.22,0.59,3.96,0.72,73.0,Satisfactory
+Hyderabad,2018-08-01,21.88,75.6,4.48,25.54,16.46,13.51,0.28,6.2,16.38,0.71,6.64,3.86,72.0,Satisfactory
+Hyderabad,2018-08-02,25.77,76.03,6.01,27.27,18.33,14.81,0.36,6.61,13.63,1.23,8.76,2.86,72.0,Satisfactory
+Hyderabad,2018-08-03,30.8,101.48,6.15,28.85,19.13,16.33,0.31,7.02,15.42,1.59,10.31,9.83,92.0,Satisfactory
+Hyderabad,2018-08-04,23.43,76.16,5.63,25.39,17.64,18.24,0.28,6.63,16.46,0.8,6.36,2.39,90.0,Satisfactory
+Hyderabad,2018-08-05,20.2,55.76,5.68,27.06,18.56,13.47,0.31,6.37,16.05,0.78,5.48,1.0,66.0,Satisfactory
+Hyderabad,2018-08-06,26.91,71.45,5.0,23.75,16.3,18.49,0.29,7.05,16.55,0.71,3.87,0.44,72.0,Satisfactory
+Hyderabad,2018-08-07,18.92,55.72,4.71,24.24,16.08,16.94,0.3,8.15,13.97,0.54,3.37,0.64,54.0,Satisfactory
+Hyderabad,2018-08-08,16.17,46.48,4.84,24.82,16.46,23.83,0.28,7.42,13.81,0.55,3.96,0.73,53.0,Satisfactory
+Hyderabad,2018-08-09,18.07,37.67,8.38,27.7,21.0,14.77,0.36,5.9,12.64,1.04,13.0,2.69,49.0,Good
+Hyderabad,2018-08-10,17.09,41.09,6.04,24.89,17.3,17.35,0.31,6.07,14.98,0.76,10.03,4.27,48.0,Good
+Hyderabad,2018-08-11,16.39,29.84,7.35,24.46,18.46,16.95,0.28,6.09,11.86,0.65,5.23,0.98,43.0,Good
+Hyderabad,2018-08-12,11.98,28.35,6.15,18.71,14.38,22.8,0.31,6.15,14.52,0.68,3.91,0.37,47.0,Good
+Hyderabad,2018-08-13,11.66,24.68,5.61,17.79,13.61,15.41,0.32,6.65,13.69,0.43,2.71,0.28,42.0,Good
+Hyderabad,2018-08-14,16.97,46.65,8.16,27.16,20.02,13.27,0.31,7.29,10.2,0.84,7.87,4.19,41.0,Good
+Hyderabad,2018-08-15,22.11,68.81,4.1,17.62,12.18,23.04,0.35,10.13,11.99,0.65,3.64,0.54,65.0,Satisfactory
+Hyderabad,2018-08-16,7.78,10.87,3.77,19.87,13.35,11.71,0.3,5.69,15.01,0.49,1.88,0.15,40.0,Good
+Hyderabad,2018-08-17,18.56,46.57,4.25,20.71,14.14,11.21,0.3,7.17,18.05,0.39,2.55,0.22,35.0,Good
+Hyderabad,2018-08-18,15.3,41.14,4.16,17.73,12.67,13.6,0.29,8.0,18.6,0.36,2.64,0.21,44.0,Good
+Hyderabad,2018-08-19,15.28,34.82,11.75,24.8,21.07,15.8,0.32,6.84,15.02,0.76,4.1,1.33,48.0,Good
+Hyderabad,2018-08-20,13.19,31.47,5.97,21.95,15.99,17.78,0.27,5.98,14.53,0.5,2.58,0.16,47.0,Good
+Hyderabad,2018-08-21,10.08,23.02,5.47,19.61,14.4,14.88,0.25,6.73,14.24,0.44,1.95,0.1,34.0,Good
+Hyderabad,2018-08-22,10.33,29.62,6.19,22.71,16.5,12.65,0.29,8.08,13.14,0.35,2.27,0.18,39.0,Good
+Hyderabad,2018-08-23,12.51,38.94,6.62,23.7,17.2,16.78,0.29,8.73,11.2,0.62,2.32,0.22,40.0,Good
+Hyderabad,2018-08-24,14.36,56.52,5.88,24.14,16.98,18.06,0.31,8.55,12.62,0.76,3.43,1.41,48.0,Good
+Hyderabad,2018-08-25,15.34,55.37,7.06,25.68,18.74,16.07,0.29,7.55,12.26,0.74,5.4,3.26,52.0,Satisfactory
+Hyderabad,2018-08-26,14.61,45.18,5.98,24.79,17.43,18.28,0.27,7.85,11.18,0.53,3.42,1.4,50.0,Good
+Hyderabad,2018-08-27,15.31,40.27,9.65,27.1,21.01,13.22,0.3,7.61,9.29,0.81,3.76,0.73,48.0,Good
+Hyderabad,2018-08-28,16.51,45.72,6.63,27.6,19.35,10.85,0.28,6.97,12.08,3.66,9.47,4.2,48.0,Good
+Hyderabad,2018-08-29,20.98,64.42,6.11,26.87,18.67,12.12,0.29,8.39,15.33,0.87,6.02,1.87,53.0,Satisfactory
+Hyderabad,2018-08-30,24.66,82.96,7.02,26.52,19.13,11.46,0.29,8.85,18.68,1.15,11.2,10.26,68.0,Satisfactory
+Hyderabad,2018-08-31,22.43,75.11,6.2,27.25,18.9,10.92,0.3,7.13,15.88,1.46,18.24,19.1,77.0,Satisfactory
+Hyderabad,2018-09-01,23.16,71.26,6.01,26.37,18.32,10.23,0.31,8.74,15.43,1.49,14.86,10.98,70.0,Satisfactory
+Hyderabad,2018-09-02,18.51,47.92,7.14,25.86,19.12,13.55,0.34,6.4,14.04,1.16,11.12,1.95,50.0,Good
+Hyderabad,2018-09-03,15.84,39.37,7.38,23.73,18.24,21.2,0.34,7.13,13.7,0.83,5.4,1.42,48.0,Good
+Hyderabad,2018-09-04,20.36,66.88,7.58,25.6,19.27,14.84,0.31,7.74,13.86,1.35,11.11,9.86,50.0,Good
+Hyderabad,2018-09-05,27.05,87.39,5.13,26.36,17.59,11.1,0.38,8.05,14.3,1.77,14.34,19.46,72.0,Satisfactory
+Hyderabad,2018-09-06,25.36,83.21,4.74,26.76,17.54,12.31,0.31,7.84,14.29,1.66,17.85,21.59,76.0,Satisfactory
+Hyderabad,2018-09-07,25.42,79.97,5.01,22.74,15.82,14.25,0.32,7.79,17.95,1.21,10.1,7.09,82.0,Satisfactory
+Hyderabad,2018-09-08,21.61,55.67,4.94,18.35,13.78,16.15,0.33,9.3,19.94,0.5,4.43,0.39,62.0,Satisfactory
+Hyderabad,2018-09-09,34.85,91.9,9.53,24.19,20.62,13.82,0.42,8.8,23.55,1.1,9.66,0.58,79.0,Satisfactory
+Hyderabad,2018-09-10,38.35,94.94,6.64,32.15,22.32,13.3,0.46,7.75,27.14,2.14,19.72,6.36,86.0,Satisfactory
+Hyderabad,2018-09-11,33.85,66.55,7.83,38.45,26.5,13.33,0.57,6.42,25.02,2.2,19.46,2.91,79.0,Satisfactory
+Hyderabad,2018-09-12,35.06,53.38,10.31,35.45,26.63,15.82,0.59,5.67,20.9,1.91,14.05,8.14,71.0,Satisfactory
+Hyderabad,2018-09-13,41.83,77.55,11.55,36.44,28.14,13.71,0.6,6.0,21.97,3.3,34.71,8.36,78.0,Satisfactory
+Hyderabad,2018-09-14,42.24,85.86,5.8,36.56,23.67,13.25,0.53,7.04,30.31,2.82,32.63,7.44,85.0,Satisfactory
+Hyderabad,2018-09-15,43.69,89.53,6.25,36.45,24.05,14.45,0.51,6.77,27.22,2.99,37.23,5.4,92.0,Satisfactory
+Hyderabad,2018-09-16,48.98,89.05,8.74,33.93,24.38,21.78,0.5,7.78,22.86,3.04,28.66,7.68,101.0,Moderate
+Hyderabad,2018-09-17,35.58,61.65,4.05,22.67,14.98,18.61,0.41,8.41,24.49,1.45,9.79,1.23,85.0,Satisfactory
+Hyderabad,2018-09-18,39.68,63.97,5.07,25.48,17.48,14.17,0.45,6.81,21.89,1.45,19.66,4.07,68.0,Satisfactory
+Hyderabad,2018-09-19,38.6,84.63,6.3,31.56,20.98,16.06,0.45,6.9,21.57,2.1,24.43,7.6,79.0,Satisfactory
+Hyderabad,2018-09-20,40.88,97.71,3.8,30.3,18.92,13.54,0.42,7.14,23.53,1.48,17.65,12.12,81.0,Satisfactory
+Hyderabad,2018-09-21,37.91,78.9,5.26,27.55,17.69,22.26,0.38,8.39,21.72,1.37,6.3,1.25,91.0,Satisfactory
+Hyderabad,2018-09-22,27.29,58.1,3.66,23.11,14.88,15.98,0.34,6.23,27.07,0.69,3.53,0.59,62.0,Satisfactory
+Hyderabad,2018-09-23,32.25,62.49,3.76,27.46,17.34,14.76,0.44,6.13,28.19,1.06,7.74,0.78,65.0,Satisfactory
+Hyderabad,2018-09-24,34.94,68.68,7.01,36.88,25.03,12.23,0.62,5.85,21.51,1.73,9.9,1.5,62.0,Satisfactory
+Hyderabad,2018-09-25,41.46,86.95,10.7,38.18,28.61,14.0,0.66,6.42,20.19,2.47,23.18,3.13,84.0,Satisfactory
+Hyderabad,2018-09-26,53.68,107.41,19.37,44.83,39.13,17.8,0.8,8.2,16.94,4.16,37.37,9.91,108.0,Moderate
+Hyderabad,2018-09-27,43.09,78.57,7.32,36.52,24.46,15.36,0.54,6.93,24.45,2.37,20.49,2.19,95.0,Satisfactory
+Hyderabad,2018-09-28,45.92,99.06,12.36,38.03,29.38,16.4,0.58,7.03,15.53,3.95,35.75,14.97,92.0,Satisfactory
+Hyderabad,2018-09-29,55.39,107.62,18.14,38.38,33.21,18.0,0.64,7.08,17.26,4.27,41.79,24.06,100.0,Satisfactory
+Hyderabad,2018-09-30,67.69,129.23,17.39,37.28,32.15,22.86,0.62,9.16,24.96,5.97,47.79,15.5,118.0,Moderate
+Hyderabad,2018-10-01,63.16,122.8,6.21,38.16,24.9,17.1,0.5,7.78,23.41,2.92,29.8,2.79,128.0,Moderate
+Hyderabad,2018-10-02,37.8,80.37,8.25,33.16,23.67,14.39,0.49,5.89,22.58,2.42,20.15,5.23,94.0,Satisfactory
+Hyderabad,2018-10-03,36.5,79.0,5.25,32.41,21.14,13.47,0.45,5.74,23.91,1.66,15.38,1.19,72.0,Satisfactory
+Hyderabad,2018-10-04,39.63,85.85,6.61,33.83,22.06,14.36,0.45,5.14,24.63,2.19,17.12,1.33,79.0,Satisfactory
+Hyderabad,2018-10-05,39.8,103.38,5.91,34.47,22.39,13.88,0.43,6.26,29.57,2.91,19.13,1.37,84.0,Satisfactory
+Hyderabad,2018-10-06,56.36,136.25,7.79,42.33,27.18,15.35,0.56,8.43,29.21,4.05,31.53,5.93,109.0,Moderate
+Hyderabad,2018-10-07,65.91,139.95,5.65,39.75,25.24,16.63,0.5,6.99,29.27,3.02,29.46,6.31,124.0,Moderate
+Hyderabad,2018-10-08,64.44,144.33,6.46,40.33,25.58,15.8,0.56,9.45,28.65,3.34,35.14,3.19,130.0,Moderate
+Hyderabad,2018-10-09,60.07,146.71,8.4,46.53,31.0,18.89,0.54,17.26,23.73,5.46,56.11,18.56,124.0,Moderate
+Hyderabad,2018-10-10,56.5,150.65,7.83,48.32,31.61,15.44,0.48,13.82,21.94,4.33,39.8,28.24,128.0,Moderate
+Hyderabad,2018-10-11,52.63,148.36,5.23,43.03,26.79,22.61,0.46,14.89,25.52,3.68,29.56,24.01,120.0,Moderate
+Hyderabad,2018-10-12,54.39,132.24,6.33,42.79,26.64,18.36,0.53,13.5,27.9,3.35,36.12,19.53,121.0,Moderate
+Hyderabad,2018-10-13,58.56,130.27,13.85,46.54,34.65,15.35,0.64,10.8,21.39,4.92,45.43,14.77,118.0,Moderate
+Hyderabad,2018-10-14,54.35,111.45,6.53,36.76,24.31,14.78,0.47,9.08,27.41,4.0,40.2,14.87,108.0,Moderate
+Hyderabad,2018-10-15,58.24,107.55,4.47,35.21,25.04,14.13,0.53,9.14,28.29,3.18,33.54,2.0,100.0,Satisfactory
+Hyderabad,2018-10-16,53.26,90.41,6.11,32.39,20.97,13.5,0.46,4.76,26.04,2.71,25.89,2.12,105.0,Moderate
+Hyderabad,2018-10-17,41.03,53.89,6.99,34.67,23.8,12.6,0.58,4.21,19.11,1.99,15.05,1.68,83.0,Satisfactory
+Hyderabad,2018-10-18,40.35,57.72,6.18,31.81,21.6,11.42,0.55,3.64,21.12,1.76,15.32,1.17,73.0,Satisfactory
+Hyderabad,2018-10-19,43.99,80.57,9.66,37.92,26.85,9.8,0.52,3.92,24.15,2.14,15.35,2.31,74.0,Satisfactory
+Hyderabad,2018-10-20,58.44,128.56,8.23,47.2,31.47,12.06,0.68,6.19,26.5,3.78,34.82,5.02,105.0,Moderate
+Hyderabad,2018-10-21,61.34,131.27,6.33,44.57,28.44,11.97,0.61,5.23,26.96,2.41,26.89,5.56,119.0,Moderate
+Hyderabad,2018-10-22,66.82,144.33,10.4,51.4,35.41,17.06,0.72,9.47,27.86,3.99,40.01,7.44,125.0,Moderate
+Hyderabad,2018-10-23,67.12,139.91,5.57,45.12,28.2,12.98,0.67,6.04,30.64,3.35,25.37,3.97,133.0,Moderate
+Hyderabad,2018-10-24,67.52,125.13,5.09,46.11,28.34,15.3,0.89,6.88,28.14,3.46,41.47,7.03,142.0,Moderate
+Hyderabad,2018-10-25,60.72,124.74,8.06,45.35,30.25,10.89,0.61,8.39,28.84,3.58,29.89,6.28,128.0,Moderate
+Hyderabad,2018-10-26,48.68,123.62,6.28,47.97,30.17,8.4,0.46,11.76,31.72,3.17,27.27,2.37,107.0,Moderate
+Hyderabad,2018-10-27,57.44,145.22,13.24,60.75,42.38,10.5,0.68,16.45,27.8,6.3,54.43,13.98,117.0,Moderate
+Hyderabad,2018-10-28,56.51,134.88,10.74,46.84,33.18,12.03,0.55,14.29,36.66,6.21,60.02,10.85,120.0,Moderate
+Hyderabad,2018-10-29,56.02,130.4,4.14,46.3,27.61,10.69,0.5,19.41,41.62,5.25,52.36,5.56,110.0,Moderate
+Hyderabad,2018-10-30,57.32,121.32,5.54,47.35,28.61,11.99,0.58,14.14,41.46,5.31,42.2,8.99,115.0,Moderate
+Hyderabad,2018-10-31,56.98,120.91,8.65,47.69,32.11,11.49,0.56,14.98,34.51,4.83,33.6,14.01,117.0,Moderate
+Hyderabad,2018-11-01,50.87,109.17,9.71,45.19,30.38,11.95,0.59,11.42,26.9,3.91,32.09,8.22,106.0,Moderate
+Hyderabad,2018-11-02,34.07,76.12,8.83,37.54,25.92,11.79,0.56,6.15,19.95,3.24,28.26,5.21,86.0,Satisfactory
+Hyderabad,2018-11-03,25.96,59.8,6.81,32.84,22.01,10.51,0.48,4.13,23.14,1.89,11.06,1.46,58.0,Satisfactory
+Hyderabad,2018-11-04,24.88,48.95,4.85,30.95,20.14,9.51,0.51,3.89,25.91,1.44,10.1,0.95,55.0,Satisfactory
+Hyderabad,2018-11-05,32.8,68.87,5.38,36.41,23.46,8.99,0.53,4.62,27.53,1.86,10.96,1.31,64.0,Satisfactory
+Hyderabad,2018-11-06,44.66,94.97,5.82,39.76,25.0,9.87,0.58,5.76,31.15,2.59,16.8,3.93,80.0,Satisfactory
+Hyderabad,2018-11-07,54.63,103.16,4.8,38.84,23.63,10.34,0.52,8.73,34.91,2.23,16.75,1.3,95.0,Satisfactory
+Hyderabad,2018-11-08,59.82,109.93,3.82,35.89,21.32,10.25,0.55,7.39,41.0,1.83,8.74,1.08,107.0,Moderate
+Hyderabad,2018-11-09,64.36,125.75,4.45,42.33,25.9,9.96,0.54,10.52,36.77,2.96,23.02,2.22,114.0,Moderate
+Hyderabad,2018-11-10,69.5,136.07,4.22,44.02,26.57,10.22,0.58,16.11,42.35,3.67,27.46,1.99,129.0,Moderate
+Hyderabad,2018-11-11,61.15,129.81,4.84,44.85,27.54,9.52,0.58,18.58,44.0,3.89,39.61,6.93,131.0,Moderate
+Hyderabad,2018-11-12,62.68,148.54,7.17,50.55,31.73,9.49,0.58,27.46,43.16,5.14,38.79,4.06,127.0,Moderate
+Hyderabad,2018-11-13,66.08,150.01,10.08,56.68,37.98,11.75,0.68,32.99,34.36,6.78,53.46,10.63,134.0,Moderate
+Hyderabad,2018-11-14,67.28,159.01,10.49,60.17,39.93,12.04,0.76,28.68,35.17,6.23,54.91,13.56,139.0,Moderate
+Hyderabad,2018-11-15,58.4,140.37,9.82,52.31,35.35,11.78,0.73,23.55,30.37,4.71,39.56,17.29,133.0,Moderate
+Hyderabad,2018-11-16,46.2,115.57,7.78,45.12,29.83,12.59,0.61,14.26,25.38,4.55,37.94,12.65,118.0,Moderate
+Hyderabad,2018-11-17,23.09,59.77,6.46,32.04,21.93,11.7,0.47,4.64,20.36,1.68,11.13,1.17,76.0,Satisfactory
+Hyderabad,2018-11-18,19.06,50.4,7.14,29.19,20.29,9.77,0.43,4.63,18.99,1.2,8.96,0.72,57.0,Satisfactory
+Hyderabad,2018-11-19,26.04,61.77,5.61,32.18,21.29,9.11,0.45,4.53,21.05,1.3,7.29,0.92,53.0,Satisfactory
+Hyderabad,2018-11-20,52.12,112.36,7.09,43.52,27.66,9.7,0.58,9.77,29.47,3.02,24.34,1.66,86.0,Satisfactory
+Hyderabad,2018-11-21,63.08,139.98,5.82,44.09,27.7,9.74,0.58,13.92,36.71,3.66,32.4,1.71,129.0,Moderate
+Hyderabad,2018-11-22,66.0,137.89,4.81,46.07,28.06,9.64,0.6,9.72,34.42,2.57,17.72,2.21,131.0,Moderate
+Hyderabad,2018-11-23,71.81,147.11,7.22,47.8,30.04,10.43,0.65,15.7,32.72,4.48,30.82,14.82,133.0,Moderate
+Hyderabad,2018-11-24,72.98,155.13,8.56,53.95,34.44,10.78,0.72,15.99,36.63,4.52,37.53,10.4,148.0,Moderate
+Hyderabad,2018-11-25,69.28,149.67,4.95,50.29,30.48,9.59,0.64,16.75,46.4,3.27,30.13,2.17,140.0,Moderate
+Hyderabad,2018-11-26,63.01,150.75,5.59,53.44,32.61,8.97,0.67,18.36,44.11,4.19,40.63,2.91,135.0,Moderate
+Hyderabad,2018-11-27,69.91,152.94,6.32,59.24,35.57,10.25,0.74,11.85,41.07,3.59,20.25,2.68,138.0,Moderate
+Hyderabad,2018-11-28,73.48,155.16,6.86,59.43,36.14,11.11,0.77,8.85,43.73,3.45,15.27,2.45,142.0,Moderate
+Hyderabad,2018-11-29,72.26,153.14,11.19,65.02,43.12,11.13,0.81,14.12,34.93,5.26,36.89,4.64,146.0,Moderate
+Hyderabad,2018-11-30,67.69,145.96,7.06,56.72,34.75,10.92,0.67,20.32,40.48,5.29,41.06,12.75,139.0,Moderate
+Hyderabad,2018-12-01,69.94,147.06,6.95,56.11,35.06,10.94,0.72,13.09,35.54,3.57,27.45,6.58,135.0,Moderate
+Hyderabad,2018-12-02,71.17,145.82,7.24,52.98,33.02,12.06,0.74,9.29,34.25,3.22,20.7,2.28,137.0,Moderate
+Hyderabad,2018-12-03,74.62,145.29,5.43,48.78,30.02,12.31,0.75,7.79,36.37,3.01,16.07,2.53,140.0,Moderate
+Hyderabad,2018-12-04,77.72,147.65,6.32,47.55,29.22,12.49,0.76,8.53,37.26,3.19,21.43,5.61,154.0,Moderate
+Hyderabad,2018-12-05,67.3,118.13,3.28,40.48,24.04,11.3,0.7,5.66,33.84,2.13,9.26,0.87,146.0,Moderate
+Hyderabad,2018-12-06,62.87,111.3,5.26,41.39,25.89,11.58,0.74,4.21,29.75,2.39,12.49,1.53,123.0,Moderate
+Hyderabad,2018-12-07,61.66,92.8,3.74,32.11,19.87,11.09,0.64,4.65,31.2,2.35,12.22,1.01,108.0,Moderate
+Hyderabad,2018-12-08,76.14,122.93,4.44,34.16,20.56,12.1,0.71,4.23,36.84,2.47,9.73,1.3,132.0,Moderate
+Hyderabad,2018-12-09,78.36,131.2,4.34,33.76,20.26,9.87,0.74,5.66,36.66,1.63,7.35,0.59,159.0,Moderate
+Hyderabad,2018-12-10,77.94,132.25,4.06,30.74,18.63,10.81,0.63,5.63,36.29,1.29,6.15,0.91,161.0,Moderate
+Hyderabad,2018-12-11,76.22,145.09,4.87,39.51,24.48,13.3,0.73,7.25,31.26,2.8,19.03,10.42,158.0,Moderate
+Hyderabad,2018-12-12,74.78,134.84,3.74,36.07,21.92,11.93,0.68,5.85,36.7,2.23,11.58,2.9,153.0,Moderate
+Hyderabad,2018-12-13,74.19,123.7,3.87,37.39,22.72,11.45,0.67,4.46,34.73,2.4,13.27,1.86,145.0,Moderate
+Hyderabad,2018-12-14,74.48,119.8,4.96,41.82,25.98,13.69,0.8,6.86,24.87,3.65,27.29,2.03,144.0,Moderate
+Hyderabad,2018-12-15,75.15,134.26,4.81,38.42,24.05,12.75,0.62,13.68,37.42,3.48,29.08,0.95,157.0,Moderate
+Hyderabad,2018-12-16,76.15,149.24,4.2,39.24,23.25,11.76,0.61,16.29,49.21,4.19,29.84,7.28,151.0,Moderate
+Hyderabad,2018-12-17,59.61,95.42,3.61,33.95,20.68,10.46,0.53,12.91,34.28,3.79,25.71,4.7,141.0,Moderate
+Hyderabad,2018-12-18,22.35,34.08,5.64,29.09,19.52,9.2,0.4,9.12,20.98,2.48,32.46,1.62,67.0,Satisfactory
+Hyderabad,2018-12-19,32.77,62.25,6.1,33.97,22.61,8.77,0.47,9.12,23.73,2.26,23.38,3.49,54.0,Satisfactory
+Hyderabad,2018-12-20,44.72,93.15,10.97,43.69,30.84,9.49,0.67,11.57,22.1,2.87,33.51,9.98,76.0,Satisfactory
+Hyderabad,2018-12-21,55.1,107.95,6.18,48.47,30.3,10.79,0.64,12.56,27.57,3.25,34.17,9.43,104.0,Moderate
+Hyderabad,2018-12-22,72.66,139.71,5.48,52.59,31.84,13.22,0.67,10.82,36.75,3.49,30.97,6.86,127.0,Moderate
+Hyderabad,2018-12-23,78.01,138.69,5.23,41.45,25.43,16.4,0.68,7.12,42.72,2.6,17.11,4.8,151.0,Moderate
+Hyderabad,2018-12-24,76.81,154.46,3.25,44.67,25.96,13.72,0.68,10.6,34.26,3.67,25.64,7.54,159.0,Moderate
+Hyderabad,2018-12-25,73.18,149.61,3.91,46.1,26.91,12.02,0.61,8.93,43.56,3.39,25.34,2.22,153.0,Moderate
+Hyderabad,2018-12-26,67.91,119.15,5.14,36.25,23.04,12.18,0.69,6.85,39.08,1.84,11.39,1.27,136.0,Moderate
+Hyderabad,2018-12-27,68.06,134.16,7.16,38.87,25.8,13.96,0.63,10.27,28.38,2.61,19.67,9.82,126.0,Moderate
+Hyderabad,2018-12-28,64.1,138.43,6.93,44.84,28.62,13.36,0.62,16.12,36.78,3.63,25.25,22.15,131.0,Moderate
+Hyderabad,2018-12-29,68.76,140.93,6.88,44.93,28.59,13.17,0.62,20.66,45.65,4.24,34.16,11.18,132.0,Moderate
+Hyderabad,2018-12-30,71.7,142.41,7.93,45.42,29.77,14.25,0.67,17.59,44.23,3.83,29.95,1.78,139.0,Moderate
+Hyderabad,2018-12-31,65.24,136.91,10.12,52.86,35.35,12.52,0.7,19.97,38.19,4.51,31.48,3.94,134.0,Moderate
+Hyderabad,2019-01-01,66.79,143.42,15.13,63.82,45.22,13.84,0.94,22.51,31.99,5.59,38.44,4.12,132.0,Moderate
+Hyderabad,2019-01-02,71.55,153.99,19.02,67.44,50.15,14.81,1.03,13.44,33.44,3.7,21.41,3.35,133.0,Moderate
+Hyderabad,2019-01-03,69.7,146.69,17.18,67.01,48.67,17.38,0.97,13.01,32.47,3.85,29.59,6.34,141.0,Moderate
+Hyderabad,2019-01-04,75.25,158.34,13.81,63.58,44.19,18.99,0.88,12.51,34.39,3.3,19.38,4.87,142.0,Moderate
+Hyderabad,2019-01-05,73.03,140.13,7.3,50.4,32.05,17.23,0.78,8.17,40.43,2.17,10.09,1.25,148.0,Moderate
+Hyderabad,2019-01-06,77.71,153.78,6.07,40.96,26.12,18.85,0.73,6.61,46.03,2.14,8.52,0.97,149.0,Moderate
+Hyderabad,2019-01-07,76.5,157.71,11.3,49.16,34.49,17.3,0.76,9.93,40.13,3.22,20.89,4.08,155.0,Moderate
+Hyderabad,2019-01-08,73.78,165.61,14.97,62.35,44.33,20.56,0.92,15.09,27.73,4.47,39.4,14.59,151.0,Moderate
+Hyderabad,2019-01-09,74.7,164.93,18.53,71.55,51.58,18.51,0.94,24.2,28.57,6.74,51.33,16.8,146.0,Moderate
+Hyderabad,2019-01-10,75.43,161.34,9.06,64.0,40.41,19.24,0.82,15.91,34.38,4.14,26.42,6.54,146.0,Moderate
+Hyderabad,2019-01-11,75.77,143.85,3.95,47.6,27.71,20.95,0.74,6.42,39.24,2.5,14.29,1.66,153.0,Moderate
+Hyderabad,2019-01-12,78.62,146.0,3.45,39.74,23.07,21.51,0.68,5.24,40.02,2.27,9.16,1.25,154.0,Moderate
+Hyderabad,2019-01-13,72.03,120.93,3.27,37.2,22.02,19.45,0.62,4.84,40.0,1.79,7.86,0.74,154.0,Moderate
+Hyderabad,2019-01-14,74.37,132.9,3.09,39.21,23.01,19.81,0.66,5.55,37.84,2.17,8.85,0.99,146.0,Moderate
+Hyderabad,2019-01-15,75.13,145.13,3.24,42.04,24.66,23.37,0.75,10.91,35.6,3.68,26.28,4.9,147.0,Moderate
+Hyderabad,2019-01-16,75.55,150.46,4.44,44.72,27.09,22.12,0.74,13.59,35.82,3.4,23.92,2.85,152.0,Moderate
+Hyderabad,2019-01-17,73.51,156.89,7.91,57.06,35.9,22.61,0.83,9.96,30.21,3.69,34.31,6.64,150.0,Moderate
+Hyderabad,2019-01-18,75.34,154.77,5.36,53.23,31.9,23.79,0.78,9.28,30.69,3.26,25.86,5.06,148.0,Moderate
+Hyderabad,2019-01-19,78.12,159.37,4.02,51.49,30.41,22.85,0.72,11.05,31.88,3.2,23.24,2.45,153.0,Moderate
+Hyderabad,2019-01-20,70.0,148.16,6.89,58.07,36.2,20.39,0.76,11.84,29.49,3.67,32.62,10.7,155.0,Moderate
+Hyderabad,2019-01-21,66.4,129.97,4.63,46.24,28.09,19.07,0.68,6.44,33.19,2.46,12.2,1.3,132.0,Moderate
+Hyderabad,2019-01-22,47.29,93.9,5.79,33.37,21.82,15.8,0.46,5.3,32.82,1.24,6.16,0.75,105.0,Moderate
+Hyderabad,2019-01-23,60.93,106.81,2.98,37.74,22.14,18.07,0.53,4.71,33.93,1.64,9.02,0.84,105.0,Moderate
+Hyderabad,2019-01-24,59.22,112.52,4.03,40.03,23.4,18.59,0.58,5.47,29.43,1.58,7.54,0.91,112.0,Moderate
+Hyderabad,2019-01-25,36.51,80.89,2.97,29.33,17.72,16.06,0.46,4.8,26.51,1.01,3.99,0.51,96.0,Satisfactory
+Hyderabad,2019-01-26,36.21,62.98,3.29,28.89,17.8,16.55,0.52,6.04,23.49,1.96,10.58,0.75,73.0,Satisfactory
+Hyderabad,2019-01-27,51.29,74.22,6.08,32.05,21.7,21.41,0.55,9.21,13.14,3.67,27.18,0.92,72.0,Satisfactory
+Hyderabad,2019-01-28,71.62,104.9,5.27,38.41,24.51,17.74,0.62,10.45,18.86,4.28,35.42,1.06,124.0,Moderate
+Hyderabad,2019-01-29,64.42,114.66,5.12,39.62,24.96,17.1,0.54,12.83,29.15,4.02,35.12,0.87,136.0,Moderate
+Hyderabad,2019-01-30,55.6,118.88,4.74,49.58,29.88,15.05,0.57,16.51,33.69,3.79,32.83,1.78,108.0,Moderate
+Hyderabad,2019-01-31,63.8,121.95,5.22,51.35,31.26,17.81,0.66,9.26,29.69,2.71,17.9,7.33,114.0,Moderate
+Hyderabad,2019-02-01,66.44,115.34,3.97,45.36,27.13,17.81,0.64,5.43,34.07,2.09,11.14,1.66,131.0,Moderate
+Hyderabad,2019-02-02,62.22,117.17,3.93,47.27,28.11,16.59,0.64,6.77,29.72,2.03,13.09,1.43,118.0,Moderate
+Hyderabad,2019-02-03,60.26,107.15,3.47,41.85,24.88,17.74,0.59,5.07,34.63,1.89,10.08,1.4,120.0,Moderate
+Hyderabad,2019-02-04,63.75,115.35,3.44,42.48,25.0,18.18,0.64,5.28,38.6,1.94,7.39,2.79,110.0,Moderate
+Hyderabad,2019-02-05,63.26,120.36,3.35,45.85,26.85,16.95,0.67,7.07,38.11,2.34,11.62,1.41,115.0,Moderate
+Hyderabad,2019-02-06,68.06,130.57,4.64,45.84,27.64,17.45,0.71,6.27,34.76,1.91,12.52,1.36,130.0,Moderate
+Hyderabad,2019-02-07,58.46,110.45,2.62,35.49,20.66,16.3,0.54,6.17,40.27,1.18,5.4,0.53,120.0,Moderate
+Hyderabad,2019-02-08,58.24,133.58,8.67,48.41,32.58,14.22,0.64,10.22,29.95,2.11,18.41,10.15,114.0,Moderate
+Hyderabad,2019-02-09,55.67,157.47,7.5,43.21,28.81,15.07,0.59,13.22,35.28,3.19,31.91,19.0,128.0,Moderate
+Hyderabad,2019-02-10,58.82,162.47,3.61,39.43,22.94,17.78,0.54,28.83,34.46,2.59,26.09,1.17,130.0,Moderate
+Hyderabad,2019-02-11,58.64,119.01,2.34,35.55,20.66,19.22,0.57,7.38,32.49,1.76,11.69,0.82,118.0,Moderate
+Hyderabad,2019-02-12,64.14,119.19,3.96,46.13,27.17,15.79,0.63,5.18,30.71,1.79,7.94,1.05,122.0,Moderate
+Hyderabad,2019-02-13,64.94,137.41,3.93,56.54,33.09,13.74,0.65,6.0,29.39,2.02,10.03,1.62,130.0,Moderate
+Hyderabad,2019-02-14,62.79,128.51,5.08,47.79,29.37,16.03,0.68,4.32,35.52,1.79,8.47,0.98,127.0,Moderate
+Hyderabad,2019-02-15,38.84,86.91,3.95,38.74,23.07,13.93,0.54,3.41,28.5,0.94,4.27,0.39,102.0,Moderate
+Hyderabad,2019-02-16,48.34,103.18,8.06,46.78,30.37,18.61,0.64,8.0,28.7,2.12,19.35,6.88,91.0,Satisfactory
+Hyderabad,2019-02-17,45.12,94.43,4.42,44.87,27.3,18.23,0.55,6.81,26.53,2.15,18.63,6.75,101.0,Moderate
+Hyderabad,2019-02-18,65.14,136.33,10.09,51.92,34.94,19.36,0.73,9.02,34.67,3.47,28.29,3.58,109.0,Moderate
+Hyderabad,2019-02-19,55.8,113.45,4.0,38.85,23.75,14.51,0.56,5.59,31.04,1.73,11.39,1.13,123.0,Moderate
+Hyderabad,2019-02-20,35.07,79.95,4.53,31.3,19.71,12.87,0.47,3.81,22.5,0.86,4.36,0.53,87.0,Satisfactory
+Hyderabad,2019-02-21,39.32,89.56,4.07,35.72,22.13,12.13,0.54,4.09,27.44,1.09,6.5,0.66,82.0,Satisfactory
+Hyderabad,2019-02-22,44.63,107.69,4.93,43.43,26.97,14.51,0.64,5.25,29.65,1.31,6.53,1.03,94.0,Satisfactory
+Hyderabad,2019-02-23,57.13,133.36,4.92,51.31,31.15,17.74,0.71,6.7,32.58,2.0,16.22,2.49,115.0,Moderate
+Hyderabad,2019-02-24,46.64,104.32,4.04,39.75,24.27,12.82,0.57,5.81,33.16,1.54,11.14,5.77,114.0,Moderate
+Hyderabad,2019-02-25,49.41,119.44,2.39,37.02,21.5,14.39,0.52,11.5,35.68,1.88,15.46,3.05,100.0,Satisfactory
+Hyderabad,2019-02-26,54.83,136.81,5.65,46.58,28.73,16.45,0.58,11.07,28.01,4.61,31.48,6.78,117.0,Moderate
+Hyderabad,2019-02-27,57.06,126.1,5.27,44.72,27.78,19.6,0.62,11.17,25.47,3.11,31.11,16.59,111.0,Moderate
+Hyderabad,2019-02-28,50.34,127.96,3.77,37.89,23.07,14.67,0.52,9.8,29.24,2.25,24.56,5.3,112.0,Moderate
+Hyderabad,2019-03-01,55.59,129.12,5.27,45.3,27.68,14.27,0.6,9.83,26.37,1.95,16.23,4.16,120.0,Moderate
+Hyderabad,2019-03-02,33.05,72.5,4.5,30.47,18.95,12.6,0.44,3.78,23.5,1.44,5.96,0.6,85.0,Satisfactory
+Hyderabad,2019-03-03,35.27,68.92,3.83,28.79,17.94,10.72,0.5,4.01,25.1,1.11,6.54,0.44,68.0,Satisfactory
+Hyderabad,2019-03-04,40.97,95.61,3.81,34.92,21.47,12.87,0.6,8.92,33.65,1.62,13.82,2.04,80.0,Satisfactory
+Hyderabad,2019-03-05,59.27,160.94,4.66,42.82,26.36,13.75,0.64,14.57,26.83,3.46,36.86,16.9,117.0,Moderate
+Hyderabad,2019-03-06,62.5,160.54,6.31,51.51,32.23,20.35,0.74,20.09,32.22,4.28,45.07,16.55,136.0,Moderate
+Hyderabad,2019-03-07,66.8,166.23,9.08,57.64,37.6,23.55,0.88,23.3,36.21,6.73,58.97,15.98,143.0,Moderate
+Hyderabad,2019-03-08,66.34,154.68,4.56,45.68,27.4,19.37,0.67,13.99,32.16,3.23,28.93,6.32,143.0,Moderate
+Hyderabad,2019-03-09,49.68,118.38,5.08,39.57,24.61,15.47,0.62,5.59,26.07,1.54,11.43,1.71,122.0,Moderate
+Hyderabad,2019-03-10,45.2,108.68,5.39,32.1,21.43,14.75,0.44,4.96,26.28,0.92,5.87,0.62,102.0,Moderate
+Hyderabad,2019-03-11,36.59,95.23,5.19,29.5,19.8,12.63,0.41,4.82,26.75,0.9,5.38,0.61,92.0,Satisfactory
+Hyderabad,2019-03-12,40.84,105.87,4.43,30.23,19.1,12.65,0.41,5.24,29.0,1.15,8.04,1.89,97.0,Satisfactory
+Hyderabad,2019-03-13,41.23,112.41,3.02,30.87,18.66,10.46,0.5,5.42,35.6,1.14,7.24,0.95,101.0,Moderate
+Hyderabad,2019-03-14,41.63,110.33,3.87,34.6,20.9,10.64,0.44,7.95,32.13,1.28,9.19,7.52,101.0,Moderate
+Hyderabad,2019-03-15,48.94,121.89,4.66,35.69,22.04,14.58,0.57,9.87,32.17,1.41,9.95,4.2,104.0,Moderate
+Hyderabad,2019-03-16,39.06,110.0,3.66,31.2,18.97,12.57,0.71,5.68,33.27,1.73,6.18,0.67,101.0,Moderate
+Hyderabad,2019-03-17,37.73,95.18,3.61,31.16,19.29,14.01,0.54,4.56,25.92,0.97,6.08,0.42,97.0,Satisfactory
+Hyderabad,2019-03-18,39.82,102.44,3.39,36.09,21.62,14.37,0.57,7.62,30.19,1.4,11.28,0.91,93.0,Satisfactory
+Hyderabad,2019-03-19,30.77,74.26,3.75,29.56,18.12,13.61,0.58,4.31,26.68,0.91,5.9,0.55,85.0,Satisfactory
+Hyderabad,2019-03-20,41.63,94.54,7.42,30.7,21.63,15.75,0.58,4.37,27.83,1.1,6.0,0.47,86.0,Satisfactory
+Hyderabad,2019-03-21,41.06,90.51,2.57,26.62,16.05,18.76,0.66,5.08,31.53,0.87,5.35,0.35,95.0,Satisfactory
+Hyderabad,2019-03-22,36.35,86.97,2.47,28.41,16.94,14.34,0.59,7.76,30.83,1.3,11.6,3.13,87.0,Satisfactory
+Hyderabad,2019-03-23,43.36,111.13,3.68,37.47,22.74,13.78,0.73,6.14,31.37,1.74,15.13,1.45,101.0,Moderate
+Hyderabad,2019-03-24,50.52,118.89,3.99,36.62,22.14,14.17,0.69,7.32,34.52,1.83,14.78,1.22,111.0,Moderate
+Hyderabad,2019-03-25,50.06,117.86,4.11,38.91,23.8,13.23,0.71,7.35,34.56,1.8,9.53,1.31,107.0,Moderate
+Hyderabad,2019-03-26,51.5,123.44,5.91,40.1,25.55,14.37,0.74,7.21,31.57,2.18,15.13,2.13,113.0,Moderate
+Hyderabad,2019-03-27,48.51,115.06,4.51,36.61,22.44,15.65,0.65,6.45,34.62,1.86,12.88,2.49,107.0,Moderate
+Hyderabad,2019-03-28,55.2,136.99,3.57,40.49,24.28,15.37,0.74,9.55,36.1,2.24,19.35,2.02,114.0,Moderate
+Hyderabad,2019-03-29,59.8,146.25,5.28,47.46,28.9,17.95,0.79,10.09,37.07,2.41,18.76,2.01,127.0,Moderate
+Hyderabad,2019-03-30,59.21,140.7,3.97,37.75,22.57,16.4,0.81,7.18,41.34,1.83,11.34,1.41,132.0,Moderate
+Hyderabad,2019-03-31,48.49,137.92,2.93,34.71,20.48,19.61,0.71,5.63,38.94,1.39,8.01,2.78,124.0,Moderate
+Hyderabad,2019-04-01,37.8,115.93,5.39,36.39,22.71,15.9,0.56,7.18,36.69,3.26,13.07,4.72,106.0,Moderate
+Hyderabad,2019-04-02,43.82,119.4,4.29,35.96,22.45,16.27,0.59,6.48,40.44,1.94,13.25,1.6,114.0,Moderate
+Hyderabad,2019-04-03,45.6,116.3,4.55,34.95,22.16,16.25,0.67,5.57,36.41,1.88,11.7,0.97,106.0,Moderate
+Hyderabad,2019-04-04,39.01,104.02,4.71,32.84,21.16,14.24,0.58,5.26,34.99,1.52,9.57,1.03,102.0,Moderate
+Hyderabad,2019-04-05,31.28,84.24,2.63,27.38,16.5,14.06,0.46,7.11,53.76,1.15,11.96,2.32,93.0,Satisfactory
+Hyderabad,2019-04-06,37.69,80.2,5.95,34.78,23.18,15.89,0.57,8.13,43.5,1.33,12.54,2.16,89.0,Satisfactory
+Hyderabad,2019-04-07,33.48,79.56,3.5,25.54,16.22,14.29,0.48,5.59,41.68,0.85,7.16,0.99,78.0,Satisfactory
+Hyderabad,2019-04-08,33.08,85.8,4.7,34.43,21.92,13.2,0.68,6.35,34.53,1.31,7.86,1.01,80.0,Satisfactory
+Hyderabad,2019-04-09,40.63,99.2,6.5,41.49,27.11,16.04,0.75,8.36,29.18,1.51,12.75,0.88,91.0,Satisfactory
+Hyderabad,2019-04-10,42.14,105.98,7.75,41.35,28.05,13.09,0.77,8.54,31.83,1.41,14.18,3.73,100.0,Satisfactory
+Hyderabad,2019-04-11,31.45,73.52,3.62,29.76,18.56,12.4,0.51,8.56,32.91,4.19,10.04,0.84,87.0,Satisfactory
+Hyderabad,2019-04-12,36.35,98.89,3.8,32.58,20.25,12.85,0.54,9.78,42.54,1.48,12.47,0.6,82.0,Satisfactory
+Hyderabad,2019-04-13,32.69,82.36,3.97,40.08,24.09,12.16,0.63,7.85,46.0,2.26,15.23,1.73,91.0,Satisfactory
+Hyderabad,2019-04-14,41.0,102.32,4.6,41.38,25.55,12.37,0.67,8.61,37.66,2.18,15.01,2.32,102.0,Moderate
+Hyderabad,2019-04-15,37.57,97.74,3.48,35.15,21.37,11.56,0.54,6.78,39.51,1.52,9.0,1.34,95.0,Satisfactory
+Hyderabad,2019-04-16,39.47,111.85,3.88,34.63,20.98,12.53,0.55,7.05,47.0,1.67,12.24,4.77,104.0,Moderate
+Hyderabad,2019-04-17,33.26,87.34,3.07,28.9,17.74,11.91,0.5,5.59,40.01,1.02,9.89,2.03,91.0,Satisfactory
+Hyderabad,2019-04-18,43.07,109.83,3.22,33.19,20.12,14.45,0.61,6.17,42.42,1.76,14.37,1.78,96.0,Satisfactory
+Hyderabad,2019-04-19,30.74,67.2,2.92,30.7,18.5,12.78,0.51,2.86,42.07,1.13,8.95,0.82,94.0,Satisfactory
+Hyderabad,2019-04-20,25.52,60.36,2.9,28.22,17.19,13.04,0.54,3.16,37.92,1.1,7.59,0.6,69.0,Satisfactory
+Hyderabad,2019-04-21,24.77,59.67,2.78,25.56,15.12,11.97,0.5,3.73,39.44,0.75,3.95,1.29,69.0,Satisfactory
+Hyderabad,2019-04-22,27.5,61.15,2.68,26.94,16.33,11.99,0.53,3.66,42.82,0.87,3.95,0.41,70.0,Satisfactory
+Hyderabad,2019-04-23,34.65,83.12,6.98,38.86,26.08,14.05,0.77,6.3,45.19,1.55,8.79,1.54,96.0,Satisfactory
+Hyderabad,2019-04-24,29.87,81.6,2.89,32.63,19.38,10.98,0.6,4.16,46.82,1.44,8.4,0.7,92.0,Satisfactory
+Hyderabad,2019-04-25,36.16,98.68,4.14,34.65,21.2,11.81,0.65,4.87,49.41,1.69,14.14,0.87,102.0,Moderate
+Hyderabad,2019-04-26,43.87,116.45,3.31,30.94,18.98,13.17,0.6,5.83,61.91,1.65,11.53,0.79,108.0,Moderate
+Hyderabad,2019-04-27,51.92,134.45,4.83,37.2,23.05,15.48,0.71,6.0,54.12,1.8,14.25,1.71,124.0,Moderate
+Hyderabad,2019-04-28,41.82,112.97,3.04,27.4,16.87,11.89,0.6,7.03,46.78,1.21,9.22,2.56,112.0,Moderate
+Hyderabad,2019-04-29,39.66,98.53,3.67,26.75,16.3,12.63,0.63,6.19,48.48,1.25,5.41,0.55,103.0,Moderate
+Hyderabad,2019-04-30,38.87,101.79,2.19,24.08,14.32,13.06,0.58,6.81,45.87,1.01,5.35,0.66,98.0,Satisfactory
+Hyderabad,2019-05-01,36.43,111.66,2.86,24.25,15.02,15.53,0.56,5.57,40.78,0.92,4.44,0.41,96.0,Satisfactory
+Hyderabad,2019-05-02,38.41,141.06,3.1,26.61,16.47,10.86,0.49,8.07,41.64,1.29,7.24,5.07,111.0,Moderate
+Hyderabad,2019-05-03,36.05,146.83,1.46,23.87,13.67,16.18,0.43,9.12,47.23,1.3,4.57,2.54,119.0,Moderate
+Hyderabad,2019-05-04,32.12,123.19,1.55,25.55,14.72,20.57,0.48,11.55,42.01,1.0,5.53,4.19,110.0,Moderate
+Hyderabad,2019-05-05,36.53,126.81,3.4,32.84,20.05,27.01,0.53,12.2,36.18,2.19,10.37,6.5,106.0,Moderate
+Hyderabad,2019-05-06,43.68,135.12,6.78,41.05,26.43,22.07,0.8,13.57,33.27,4.06,26.06,6.63,118.0,Moderate
+Hyderabad,2019-05-07,52.95,152.18,13.86,54.4,39.49,19.48,1.08,12.38,33.49,6.25,35.39,12.32,130.0,Moderate
+Hyderabad,2019-05-08,47.23,152.96,5.38,42.65,26.82,20.71,0.78,11.17,39.92,5.02,33.18,8.48,133.0,Moderate
+Hyderabad,2019-05-09,46.82,139.1,7.03,40.85,27.2,21.34,0.76,11.69,35.35,4.91,33.17,11.33,132.0,Moderate
+Hyderabad,2019-05-10,46.39,139.05,9.34,44.32,30.85,21.97,0.8,16.44,35.22,5.89,42.79,11.86,125.0,Moderate
+Hyderabad,2019-05-11,48.29,136.64,1.98,27.81,16.23,20.92,0.72,9.88,47.78,3.01,28.16,5.02,121.0,Moderate
+Hyderabad,2019-05-12,37.24,95.62,1.63,24.18,13.98,16.92,0.59,5.39,52.22,1.34,9.3,1.8,104.0,Moderate
+Hyderabad,2019-05-13,41.34,108.46,2.28,26.81,15.97,16.18,0.62,6.61,52.29,1.82,13.6,5.55,109.0,Moderate
+Hyderabad,2019-05-14,38.89,105.12,1.7,24.57,14.31,14.93,0.5,5.5,55.14,1.46,13.72,1.82,98.0,Satisfactory
+Hyderabad,2019-05-15,42.5,110.8,2.31,28.26,16.76,14.87,0.63,5.83,45.58,1.76,13.49,3.06,110.0,Moderate
+Hyderabad,2019-05-16,36.62,102.17,3.4,28.08,17.53,16.04,0.61,8.98,38.79,3.14,22.47,6.88,93.0,Satisfactory
+Hyderabad,2019-05-17,43.35,123.1,2.41,25.97,15.54,15.96,0.59,7.43,42.46,2.35,23.06,6.91,109.0,Moderate
+Hyderabad,2019-05-18,48.5,144.54,3.83,29.47,18.66,16.88,0.63,10.74,37.63,2.44,21.82,6.62,112.0,Moderate
+Hyderabad,2019-05-19,55.84,158.9,7.38,39.35,26.81,16.8,0.84,13.51,40.31,4.49,34.93,6.16,134.0,Moderate
+Hyderabad,2019-05-20,48.9,124.74,1.7,22.09,12.98,16.66,0.58,6.3,52.92,1.81,11.18,1.06,120.0,Moderate
+Hyderabad,2019-05-21,43.6,114.83,2.23,20.39,12.46,13.28,0.5,5.97,53.16,4.23,7.83,0.62,111.0,Moderate
+Hyderabad,2019-05-22,36.78,94.33,1.8,22.19,13.11,12.62,0.51,6.41,56.64,3.96,9.83,2.26,109.0,Moderate
+Hyderabad,2019-05-23,44.73,111.01,1.73,21.49,12.57,12.13,0.53,5.38,53.87,1.07,6.1,0.39,104.0,Moderate
+Hyderabad,2019-05-24,37.62,92.55,3.72,24.68,16.07,11.42,0.63,6.35,50.74,1.76,8.55,1.35,92.0,Satisfactory
+Hyderabad,2019-05-25,46.56,128.82,5.68,33.57,22.03,12.5,0.68,7.62,41.11,1.99,12.41,3.25,112.0,Moderate
+Hyderabad,2019-05-26,49.91,144.06,7.15,44.65,29.48,16.25,0.82,9.65,36.25,3.46,19.3,3.48,124.0,Moderate
+Hyderabad,2019-05-27,41.93,124.03,3.57,32.43,19.84,19.38,0.56,7.74,38.17,1.71,13.43,1.96,114.0,Moderate
+Hyderabad,2019-05-28,41.88,128.79,2.92,33.95,20.36,17.33,0.6,5.92,42.15,1.41,10.47,1.26,112.0,Moderate
+Hyderabad,2019-05-29,52.22,148.7,3.2,41.52,24.53,18.68,0.79,7.43,47.71,2.68,20.27,4.26,124.0,Moderate
+Hyderabad,2019-05-30,42.3,120.31,2.69,23.98,14.72,16.58,0.56,6.04,55.34,1.07,6.02,0.57,119.0,Moderate
+Hyderabad,2019-05-31,39.47,107.63,1.69,24.28,14.16,12.37,0.59,4.32,48.05,1.17,6.15,0.47,105.0,Moderate
+Hyderabad,2019-06-01,34.95,95.7,2.3,25.81,15.41,12.64,0.54,4.88,45.42,1.1,6.95,1.58,95.0,Satisfactory
+Hyderabad,2019-06-02,44.33,127.37,3.35,30.78,19.0,11.35,0.66,5.89,42.0,1.62,12.26,1.63,111.0,Moderate
+Hyderabad,2019-06-03,27.67,71.14,2.01,19.27,11.76,12.06,0.44,4.86,39.38,0.55,2.78,1.07,91.0,Satisfactory
+Hyderabad,2019-06-04,24.01,54.95,1.65,23.84,13.87,12.54,0.42,4.5,49.99,0.8,4.6,2.79,75.0,Satisfactory
+Hyderabad,2019-06-05,35.63,92.7,2.79,30.32,18.23,15.16,0.61,5.33,46.52,0.86,4.29,0.9,86.0,Satisfactory
+Hyderabad,2019-06-06,35.67,104.77,1.72,23.98,14.13,13.39,0.43,4.84,52.02,0.9,5.41,0.38,103.0,Moderate
+Hyderabad,2019-06-07,28.41,68.55,1.8,22.08,13.13,12.67,0.47,5.89,59.34,0.94,6.24,0.33,89.0,Satisfactory
+Hyderabad,2019-06-08,32.08,65.33,2.93,30.99,18.87,13.21,0.69,5.04,50.4,1.44,10.11,0.71,78.0,Satisfactory
+Hyderabad,2019-06-09,31.14,67.58,1.98,23.4,14.06,15.79,0.45,5.98,54.96,0.86,4.54,0.34,88.0,Satisfactory
+Hyderabad,2019-06-10,23.71,54.49,1.79,20.71,12.49,13.74,0.43,6.06,54.44,0.51,3.12,0.18,75.0,Satisfactory
+Hyderabad,2019-06-11,12.39,38.63,2.03,19.18,11.83,9.94,0.36,5.11,38.66,0.34,5.28,0.15,60.0,Satisfactory
+Hyderabad,2019-06-12,8.7,31.33,1.64,15.47,9.48,7.84,0.32,5.25,34.8,0.18,1.13,0.2,48.0,Good
+Hyderabad,2019-06-13,11.21,28.99,2.12,17.24,10.7,11.45,0.32,5.75,25.66,0.15,0.94,0.05,39.0,Good
+Hyderabad,2019-06-14,15.94,40.79,1.83,14.46,8.74,7.89,0.32,4.75,25.63,0.17,0.86,0.06,40.0,Good
+Hyderabad,2019-06-15,22.29,62.18,2.25,13.52,8.08,9.4,0.31,5.46,25.28,0.28,1.3,0.15,55.0,Satisfactory
+Hyderabad,2019-06-16,19.58,61.02,1.62,9.26,5.0,7.41,0.29,4.29,25.32,0.28,1.19,0.05,57.0,Satisfactory
+Hyderabad,2019-06-17,23.78,73.19,1.95,12.02,7.2,13.91,0.32,5.56,22.92,0.25,1.78,0.16,60.0,Satisfactory
+Hyderabad,2019-06-18,22.29,62.52,1.87,10.98,6.91,16.79,0.32,4.82,25.52,0.28,1.91,0.16,60.0,Satisfactory
+Hyderabad,2019-06-19,21.59,63.26,1.98,11.54,7.22,8.03,0.33,6.26,26.23,0.24,0.91,0.05,60.0,Satisfactory
+Hyderabad,2019-06-20,18.96,56.2,1.96,11.05,7.2,10.23,0.32,6.32,27.66,0.31,1.45,0.13,54.0,Satisfactory
+Hyderabad,2019-06-21,28.11,64.68,2.89,16.83,11.0,7.62,0.42,4.86,29.42,0.93,5.71,1.05,65.0,Satisfactory
+Hyderabad,2019-06-22,24.75,40.82,1.95,15.01,9.47,11.75,0.36,4.34,33.89,0.65,3.9,0.79,60.0,Satisfactory
+Hyderabad,2019-06-23,26.44,48.17,2.34,19.64,12.24,9.98,0.46,4.77,25.89,0.78,4.58,0.55,60.0,Satisfactory
+Hyderabad,2019-06-24,25.45,48.67,2.43,19.86,12.15,10.58,0.48,5.04,31.78,1.0,7.41,3.04,62.0,Satisfactory
+Hyderabad,2019-06-25,27.0,52.03,3.58,23.58,14.72,18.18,0.56,5.03,28.48,1.55,8.92,1.93,62.0,Satisfactory
+Hyderabad,2019-06-26,18.07,38.92,2.21,13.79,8.97,16.82,0.29,4.29,25.99,0.41,3.19,0.45,60.0,Satisfactory
+Hyderabad,2019-06-27,9.85,25.11,2.18,11.88,7.95,10.9,0.27,4.55,26.41,0.17,0.84,0.06,38.0,Good
+Hyderabad,2019-06-28,9.89,21.02,1.94,9.71,6.9,7.43,0.34,3.51,24.92,0.16,0.7,0.07,35.0,Good
+Hyderabad,2019-06-29,12.75,24.02,2.15,13.54,8.61,7.07,0.34,3.99,21.45,0.18,1.0,0.07,35.0,Good
+Hyderabad,2019-06-30,18.55,35.16,2.28,16.94,9.97,15.94,0.34,5.0,24.0,0.32,2.43,0.16,39.0,Good
+Hyderabad,2019-07-01,18.32,38.86,2.64,14.66,8.9,15.43,0.35,5.62,21.07,0.32,1.89,0.09,44.0,Good
+Hyderabad,2019-07-02,17.75,29.98,2.93,14.34,8.62,9.48,0.36,3.99,17.96,0.22,1.12,0.09,36.0,Good
+Hyderabad,2019-07-03,20.08,45.27,2.08,12.48,7.4,7.7,0.35,3.65,19.24,0.21,2.06,0.1,46.0,Good
+Hyderabad,2019-07-04,17.71,38.88,2.08,13.84,8.29,8.77,0.36,4.07,18.73,0.36,1.19,0.26,49.0,Good
+Hyderabad,2019-07-05,16.27,33.26,2.18,13.5,8.12,7.13,0.37,3.39,17.83,0.21,1.58,0.12,46.0,Good
+Hyderabad,2019-07-06,15.95,38.56,1.88,8.82,5.39,5.7,0.39,3.28,19.48,0.2,1.44,0.37,42.0,Good
+Hyderabad,2019-07-07,15.22,37.91,1.61,7.09,4.34,5.32,0.36,3.48,20.16,0.12,1.88,0.04,47.0,Good
+Hyderabad,2019-07-08,16.51,44.22,1.98,10.33,6.2,6.61,0.34,4.35,16.37,0.12,0.28,0.02,36.0,Good
+Hyderabad,2019-07-09,15.35,34.76,2.34,10.7,6.72,5.67,0.35,4.2,16.83,0.14,0.47,0.04,43.0,Good
+Hyderabad,2019-07-10,12.67,31.67,2.39,9.99,6.38,4.88,0.33,4.32,16.24,0.08,0.23,0.01,36.0,Good
+Hyderabad,2019-07-11,16.54,39.46,2.57,12.01,7.99,8.42,0.35,5.19,16.63,0.17,0.79,0.04,40.0,Good
+Hyderabad,2019-07-12,18.41,39.59,3.63,15.07,10.1,13.38,0.42,8.4,16.69,0.26,2.87,0.09,45.0,Good
+Hyderabad,2019-07-13,12.8,34.14,3.74,12.2,9.79,8.86,0.35,9.88,17.36,0.15,1.27,0.07,46.0,Good
+Hyderabad,2019-07-14,14.43,42.52,3.72,14.78,10.4,4.83,0.39,4.59,16.68,0.48,3.49,0.29,36.0,Good
+Hyderabad,2019-07-15,15.96,40.84,4.06,13.46,10.75,7.26,0.39,5.51,18.62,0.37,3.24,0.17,44.0,Good
+Hyderabad,2019-07-16,24.07,72.98,8.34,15.32,14.47,9.23,0.43,10.41,18.08,0.62,4.44,0.8,60.0,Satisfactory
+Hyderabad,2019-07-17,22.29,61.44,5.68,13.96,10.94,9.85,0.36,9.63,22.08,0.34,1.91,0.22,68.0,Satisfactory
+Hyderabad,2019-07-18,26.43,83.02,3.1,14.91,9.98,15.54,0.41,9.44,25.61,0.46,3.64,0.31,70.0,Satisfactory
+Hyderabad,2019-07-19,31.27,73.21,3.03,17.52,11.18,14.75,0.46,9.68,30.58,0.78,6.11,0.59,89.0,Satisfactory
+Hyderabad,2019-07-20,20.12,38.84,2.58,13.94,8.86,14.52,0.43,5.41,30.44,0.55,3.96,0.22,64.0,Satisfactory
+Hyderabad,2019-07-21,14.08,36.16,2.62,13.32,8.47,10.86,0.41,6.12,25.58,0.34,2.23,0.18,54.0,Satisfactory
+Hyderabad,2019-07-22,12.01,37.69,3.63,15.41,10.45,9.86,0.46,5.78,21.49,0.43,3.31,0.31,48.0,Good
+Hyderabad,2019-07-23,8.13,27.42,2.51,10.58,7.35,8.31,0.35,5.06,22.08,0.19,1.56,0.09,48.0,Good
+Hyderabad,2019-07-24,10.24,33.46,2.75,11.32,8.04,6.89,0.37,6.43,21.22,0.25,2.22,0.09,47.0,Good
+Hyderabad,2019-07-25,12.86,34.31,3.65,12.51,9.19,8.83,0.42,7.48,18.8,0.24,1.72,0.15,49.0,Good
+Hyderabad,2019-07-26,14.72,37.9,3.89,14.61,10.63,20.96,0.38,9.89,15.66,0.29,1.64,0.06,50.0,Good
+Hyderabad,2019-07-27,12.96,32.82,2.56,11.87,8.24,9.57,0.36,6.52,19.4,0.13,0.66,0.03,47.0,Good
+Hyderabad,2019-07-28,13.46,32.98,2.38,11.57,8.08,7.3,0.36,4.07,19.12,0.16,0.66,0.08,47.0,Good
+Hyderabad,2019-07-29,8.99,24.55,2.31,11.77,8.17,7.06,0.37,4.02,18.19,0.16,0.53,0.02,42.0,Good
+Hyderabad,2019-07-30,8.48,16.54,2.8,12.12,8.76,9.02,0.3,6.56,17.98,0.12,0.55,0.03,35.0,Good
+Hyderabad,2019-07-31,10.95,24.67,3.45,13.33,9.93,10.54,0.37,9.55,16.46,0.21,1.16,0.09,37.0,Good
+Hyderabad,2019-08-01,10.31,22.89,3.84,14.94,10.97,6.75,0.42,6.72,14.78,0.13,0.58,0.02,41.0,Good
+Hyderabad,2019-08-02,8.01,14.41,3.38,13.12,9.48,5.18,0.36,5.84,13.76,0.92,0.39,0.0,37.0,Good
+Hyderabad,2019-08-03,6.75,12.53,2.95,11.92,8.49,4.52,0.33,4.24,14.61,1.36,0.7,0.03,39.0,Good
+Hyderabad,2019-08-04,6.24,12.61,2.92,12.57,8.68,4.28,0.3,5.03,17.5,1.28,0.98,0.02,36.0,Good
+Hyderabad,2019-08-05,7.95,16.23,3.65,12.93,9.21,13.28,0.33,5.9,17.12,1.09,0.6,0.14,37.0,Good
+Hyderabad,2019-08-06,10.01,21.56,3.66,15.18,10.9,20.31,0.46,5.97,13.9,0.59,0.67,0.15,51.0,Satisfactory
+Hyderabad,2019-08-07,9.72,20.37,4.1,16.76,12.04,16.85,0.38,5.86,12.08,0.09,0.62,0.08,46.0,Good
+Hyderabad,2019-08-08,12.45,31.7,3.46,19.4,12.81,14.56,0.42,5.75,14.47,0.06,1.06,0.07,47.0,Good
+Hyderabad,2019-08-09,12.46,36.39,2.33,13.58,8.84,13.47,0.36,10.95,18.47,0.08,1.26,0.12,46.0,Good
+Hyderabad,2019-08-10,11.94,36.04,2.51,15.1,10.03,8.7,0.32,9.39,19.37,0.05,0.54,0.05,45.0,Good
+Hyderabad,2019-08-11,17.37,49.51,3.48,16.94,11.86,11.66,0.37,11.43,18.34,0.1,0.7,0.06,50.0,Good
+Hyderabad,2019-08-12,24.17,66.23,3.75,19.45,13.34,14.58,0.45,12.18,16.93,0.36,3.69,0.37,63.0,Satisfactory
+Hyderabad,2019-08-13,29.79,83.11,6.46,29.89,20.72,21.21,0.42,9.62,13.8,0.56,4.22,1.52,72.0,Satisfactory
+Hyderabad,2019-08-14,23.12,65.91,6.59,25.02,18.15,21.06,0.36,9.85,16.9,0.32,2.95,0.41,75.0,Satisfactory
+Hyderabad,2019-08-15,19.11,52.66,4.92,21.68,15.07,23.05,0.31,13.65,15.36,0.09,0.97,0.03,58.0,Satisfactory
+Hyderabad,2019-08-16,17.17,56.16,7.61,24.22,17.62,19.31,0.38,9.61,14.63,0.12,0.98,0.19,53.0,Satisfactory
+Hyderabad,2019-08-17,23.03,78.62,6.0,24.44,16.82,19.41,0.38,8.87,17.03,0.28,2.3,0.16,69.0,Satisfactory
+Hyderabad,2019-08-18,29.92,96.6,8.22,32.88,23.36,19.28,0.42,8.41,14.02,0.59,7.67,0.5,89.0,Satisfactory
+Hyderabad,2019-08-19,25.94,75.83,7.42,30.57,21.82,27.35,0.37,8.72,15.29,2.03,6.69,2.63,85.0,Satisfactory
+Hyderabad,2019-08-20,31.38,86.73,10.74,29.66,23.12,22.3,0.48,9.0,13.77,0.65,5.56,4.54,82.0,Satisfactory
+Hyderabad,2019-08-21,27.23,79.58,5.89,23.96,17.12,21.82,0.53,11.3,15.79,0.29,2.94,1.05,75.0,Satisfactory
+Hyderabad,2019-08-22,20.35,56.42,3.97,19.28,13.24,28.92,0.52,8.82,18.38,0.22,2.03,0.43,67.0,Satisfactory
+Hyderabad,2019-08-23,23.71,61.82,3.87,16.82,12.13,24.21,0.43,11.22,18.8,0.37,2.99,0.23,65.0,Satisfactory
+Hyderabad,2019-08-24,14.82,48.14,5.14,16.19,11.5,25.25,0.28,11.93,19.58,0.26,1.95,0.09,51.0,Satisfactory
+Hyderabad,2019-08-25,14.89,36.89,4.84,17.27,11.82,17.83,0.37,7.35,20.59,0.16,1.21,0.06,51.0,Satisfactory
+Hyderabad,2019-08-26,17.16,51.14,4.2,19.36,12.3,12.11,0.38,7.65,19.4,0.17,1.37,0.05,52.0,Satisfactory
+Hyderabad,2019-08-27,18.86,65.41,3.16,15.9,9.84,11.57,0.38,7.78,22.29,0.17,1.43,0.07,65.0,Satisfactory
+Hyderabad,2019-08-28,19.35,62.16,2.99,16.68,9.42,10.32,0.37,8.56,23.02,0.23,1.82,0.06,68.0,Satisfactory
+Hyderabad,2019-08-29,16.92,53.81,3.32,17.85,9.95,10.29,0.42,5.76,17.91,0.35,3.5,0.15,65.0,Satisfactory
+Hyderabad,2019-08-30,16.5,35.21,4.06,16.99,10.94,16.41,0.4,7.93,17.16,0.35,2.77,0.71,54.0,Satisfactory
+Hyderabad,2019-08-31,13.98,26.77,7.38,15.96,11.37,17.6,0.38,6.72,13.47,0.14,1.27,0.6,41.0,Good
+Hyderabad,2019-09-01,11.85,19.79,3.19,12.75,8.8,10.97,0.4,6.07,14.1,0.06,0.48,0.03,44.0,Good
+Hyderabad,2019-09-02,15.72,31.72,3.76,11.79,8.14,19.91,0.38,8.25,14.05,0.1,1.44,0.02,38.0,Good
+Hyderabad,2019-09-03,12.92,25.24,4.15,12.69,8.44,24.34,0.36,11.3,12.22,0.21,0.89,0.04,38.0,Good
+Hyderabad,2019-09-04,12.2,22.06,3.48,12.34,8.08,12.93,0.38,7.72,13.7,0.07,0.42,0.01,35.0,Good
+Hyderabad,2019-09-05,11.14,23.81,3.19,15.09,9.16,9.44,0.3,7.29,16.22,0.09,0.72,0.06,32.0,Good
+Hyderabad,2019-09-06,11.92,26.23,3.32,12.37,8.05,13.51,0.28,7.28,14.98,0.08,0.67,0.06,34.0,Good
+Hyderabad,2019-09-07,13.65,26.13,3.35,12.65,8.2,11.54,0.3,7.33,14.41,0.06,0.56,0.04,32.0,Good
+Hyderabad,2019-09-08,10.31,23.28,2.43,11.43,6.92,9.23,0.31,6.93,17.15,0.06,0.42,0.04,33.0,Good
+Hyderabad,2019-09-09,13.26,31.13,3.16,13.38,8.32,9.64,0.34,8.12,14.98,0.09,0.6,0.05,36.0,Good
+Hyderabad,2019-09-10,14.98,39.67,2.63,13.26,7.91,7.77,0.31,6.41,16.46,0.08,0.6,0.05,39.0,Good
+Hyderabad,2019-09-11,18.19,52.44,3.7,16.45,10.0,10.04,0.35,5.51,15.16,0.09,0.56,0.03,50.0,Good
+Hyderabad,2019-09-12,21.73,54.59,3.51,14.72,9.09,14.77,0.31,10.14,14.9,0.11,1.1,0.05,57.0,Satisfactory
+Hyderabad,2019-09-13,16.32,39.18,2.78,13.08,7.93,9.73,0.34,9.74,15.49,0.07,0.8,0.03,49.0,Good
+Hyderabad,2019-09-14,18.39,43.73,3.62,15.41,9.61,13.02,0.36,9.21,16.87,0.17,1.36,0.09,48.0,Good
+Hyderabad,2019-09-15,22.47,44.63,5.84,16.52,12.92,16.0,0.52,8.65,20.97,0.42,3.81,0.65,61.0,Satisfactory
+Hyderabad,2019-09-16,28.23,63.7,5.04,15.93,11.68,11.85,0.38,10.36,17.92,0.3,3.66,0.41,65.0,Satisfactory
+Hyderabad,2019-09-17,28.85,65.7,4.28,14.76,9.75,13.33,0.4,8.23,17.67,0.16,1.81,0.12,65.0,Satisfactory
+Hyderabad,2019-09-18,25.01,47.59,3.95,22.53,12.46,11.76,0.51,5.48,25.02,0.67,9.42,1.13,65.0,Satisfactory
+Hyderabad,2019-09-19,25.6,42.83,5.58,21.02,13.6,9.46,0.53,3.09,16.82,0.55,3.75,0.37,56.0,Satisfactory
+Hyderabad,2019-09-20,20.54,35.92,6.52,21.37,14.45,8.95,0.48,4.86,16.03,0.34,2.62,0.27,53.0,Satisfactory
+Hyderabad,2019-09-21,25.81,56.75,8.43,19.01,15.16,8.86,0.46,8.83,16.68,0.28,3.56,0.22,61.0,Satisfactory
+Hyderabad,2019-09-22,27.01,56.52,3.81,22.14,12.62,8.92,0.48,2.91,19.56,0.42,2.71,0.31,61.0,Satisfactory
+Hyderabad,2019-09-23,32.95,62.68,7.41,25.85,17.19,9.29,0.63,3.56,16.62,0.69,5.65,0.65,65.0,Satisfactory
+Hyderabad,2019-09-24,28.07,45.66,5.77,25.87,15.9,9.97,0.5,2.65,18.13,0.52,4.74,0.42,60.0,Satisfactory
+Hyderabad,2019-09-25,22.37,34.73,3.79,21.84,12.51,9.31,0.45,2.49,17.82,0.43,3.0,0.33,49.0,Good
+Hyderabad,2019-09-26,20.4,37.11,3.86,15.21,9.51,7.87,0.44,3.49,16.42,0.64,3.08,0.31,53.0,Satisfactory
+Hyderabad,2019-09-27,15.49,30.07,4.02,14.23,9.31,7.66,0.33,4.7,14.37,0.38,2.6,0.12,38.0,Good
+Hyderabad,2019-09-28,25.85,47.6,2.88,15.5,9.06,9.7,0.4,4.62,17.95,0.37,2.75,0.16,44.0,Good
+Hyderabad,2019-09-29,33.27,65.29,5.55,21.56,13.85,7.79,0.62,2.47,15.67,0.61,4.0,0.42,63.0,Satisfactory
+Hyderabad,2019-09-30,41.11,65.51,15.6,28.89,25.22,8.47,0.82,3.01,13.19,1.05,5.04,0.6,75.0,Satisfactory
+Hyderabad,2019-10-01,39.12,62.5,14.7,21.75,20.19,8.78,0.67,3.03,17.28,0.76,5.99,1.36,87.0,Satisfactory
+Hyderabad,2019-10-02,31.98,69.4,3.54,21.43,12.22,11.43,0.53,3.8,19.45,0.41,4.63,2.33,72.0,Satisfactory
+Hyderabad,2019-10-03,32.24,72.14,6.61,24.9,16.06,10.17,0.59,3.9,18.98,0.45,2.89,0.53,85.0,Satisfactory
+Hyderabad,2019-10-04,34.73,70.39,6.64,24.27,15.95,11.55,0.65,10.07,20.09,0.55,6.54,0.24,81.0,Satisfactory
+Hyderabad,2019-10-05,40.22,75.69,5.22,26.37,15.47,12.44,0.61,6.79,20.03,0.98,7.62,2.61,71.0,Satisfactory
+Hyderabad,2019-10-06,42.99,65.7,5.95,26.42,16.14,13.03,0.62,5.33,20.61,0.72,7.8,1.32,82.0,Satisfactory
+Hyderabad,2019-10-07,50.79,81.52,6.8,23.98,15.72,12.66,0.57,5.21,24.25,0.92,9.86,1.41,86.0,Satisfactory
+Hyderabad,2019-10-08,56.9,83.53,3.72,21.05,12.16,12.32,0.57,3.4,23.99,0.83,7.42,1.94,95.0,Satisfactory
+Hyderabad,2019-10-09,54.17,79.18,3.46,25.34,14.02,11.62,0.66,3.53,23.27,0.78,4.98,1.59,92.0,Satisfactory
+Hyderabad,2019-10-10,39.07,64.26,5.7,32.44,18.72,9.82,0.63,3.94,19.34,0.75,5.37,2.06,80.0,Satisfactory
+Hyderabad,2019-10-11,34.57,56.51,5.84,26.75,16.47,9.95,0.55,4.11,25.15,0.71,5.88,1.54,70.0,Satisfactory
+Hyderabad,2019-10-12,34.91,61.3,5.38,27.6,16.34,9.07,0.56,3.6,24.66,0.65,5.53,1.31,67.0,Satisfactory
+Hyderabad,2019-10-13,36.35,61.96,4.95,24.49,15.72,9.32,0.58,3.71,24.03,0.72,5.24,1.45,70.0,Satisfactory
+Hyderabad,2019-10-14,53.22,94.89,4.48,24.54,14.37,10.4,0.56,5.04,21.06,1.09,7.84,1.84,88.0,Satisfactory
+Hyderabad,2019-10-15,52.62,100.99,4.1,23.13,14.29,10.26,0.54,3.79,23.86,1.07,9.26,1.89,98.0,Satisfactory
+Hyderabad,2019-10-16,59.41,104.37,4.49,28.52,15.26,9.63,0.67,2.95,25.33,1.59,10.73,4.68,98.0,Satisfactory
+Hyderabad,2019-10-17,48.12,94.64,5.5,27.32,16.0,8.62,0.63,2.7,17.79,1.31,9.73,3.08,117.0,Moderate
+Hyderabad,2019-10-18,24.3,52.38,4.01,20.85,11.59,7.35,0.5,2.71,18.67,0.64,4.38,1.78,64.0,Satisfactory
+Hyderabad,2019-10-19,22.92,54.35,3.64,21.67,12.31,7.06,0.48,2.92,21.13,0.64,5.73,1.85,54.0,Satisfactory
+Hyderabad,2019-10-20,28.04,51.18,4.17,23.54,13.8,8.1,0.62,2.68,18.41,0.67,4.0,2.23,63.0,Satisfactory
+Hyderabad,2019-10-21,22.03,46.72,3.98,21.12,13.29,7.59,0.51,3.34,20.2,0.66,5.31,2.03,53.0,Satisfactory
+Hyderabad,2019-10-22,41.03,71.08,8.21,27.1,17.71,9.75,0.65,3.63,14.93,0.99,8.65,2.35,71.0,Satisfactory
+Hyderabad,2019-10-23,37.8,70.86,7.97,23.75,16.66,10.32,0.57,4.71,14.48,0.65,5.21,1.67,78.0,Satisfactory
+Hyderabad,2019-10-24,22.53,43.48,5.57,19.81,12.99,13.38,0.6,8.3,12.59,0.49,2.99,0.53,72.0,Satisfactory
+Hyderabad,2019-10-25,23.54,56.62,9.25,22.14,15.97,10.27,0.49,4.34,13.74,0.55,3.23,0.27,51.0,Satisfactory
+Hyderabad,2019-10-26,18.81,42.64,4.68,18.42,9.9,8.98,0.44,2.59,15.61,0.39,3.21,0.27,52.0,Satisfactory
+Hyderabad,2019-10-27,40.65,51.1,4.6,21.39,11.8,10.41,0.45,4.04,17.96,0.42,2.49,0.21,59.0,Satisfactory
+Hyderabad,2019-10-28,64.09,94.5,5.52,24.01,15.71,11.32,0.59,5.25,20.95,0.64,3.3,0.28,126.0,Moderate
+Hyderabad,2019-10-29,42.04,74.5,5.84,25.96,17.77,10.59,0.64,3.38,19.55,0.82,5.9,0.41,94.0,Satisfactory
+Hyderabad,2019-10-30,40.41,72.97,7.5,26.24,19.03,10.16,0.98,2.96,19.73,0.77,5.0,0.49,82.0,Satisfactory
+Hyderabad,2019-10-31,21.39,51.57,4.76,19.89,13.88,9.06,0.86,2.8,20.34,0.54,3.23,0.17,76.0,Satisfactory
+Hyderabad,2019-11-01,22.51,54.11,6.53,20.95,14.98,9.79,0.46,3.41,19.96,0.48,2.65,0.16,54.0,Satisfactory
+Hyderabad,2019-11-02,29.98,70.0,7.92,25.34,18.73,9.6,0.61,3.58,20.79,0.55,3.38,0.2,66.0,Satisfactory
+Hyderabad,2019-11-03,37.22,84.04,5.0,22.49,15.44,11.06,0.59,5.34,23.74,0.61,3.9,0.3,84.0,Satisfactory
+Hyderabad,2019-11-04,57.61,115.79,5.3,25.82,17.28,15.21,0.64,11.04,27.88,0.61,6.44,0.41,96.0,Satisfactory
+Hyderabad,2019-11-05,84.85,157.6,6.75,36.15,23.28,23.37,0.75,13.54,28.26,0.78,6.2,0.48,155.0,Moderate
+Hyderabad,2019-11-06,84.0,155.75,8.64,35.47,24.61,20.55,0.85,9.23,27.88,0.83,9.49,0.49,177.0,Moderate
+Hyderabad,2019-11-07,70.7,125.56,4.46,27.89,17.71,15.01,0.65,6.2,31.05,0.62,5.76,0.22,155.0,Moderate
+Hyderabad,2019-11-08,69.8,129.17,8.51,29.95,21.6,15.53,0.71,7.62,28.77,0.83,6.51,0.27,131.0,Moderate
+Hyderabad,2019-11-09,81.35,146.94,4.9,29.9,19.58,15.9,0.67,9.4,32.63,0.79,6.0,0.26,156.0,Moderate
+Hyderabad,2019-11-10,72.38,133.78,3.52,28.07,17.44,12.72,0.57,11.76,38.45,0.81,4.98,1.41,169.0,Moderate
+Hyderabad,2019-11-11,60.06,122.21,5.61,30.62,20.55,11.9,0.64,6.83,27.21,0.74,6.35,0.29,122.0,Moderate
+Hyderabad,2019-11-12,56.27,111.69,4.11,27.67,17.74,11.32,0.48,8.28,32.11,0.64,5.76,0.25,104.0,Moderate
+Hyderabad,2019-11-13,62.64,120.38,4.36,32.29,20.36,10.87,0.55,7.01,34.16,0.96,8.01,0.37,123.0,Moderate
+Hyderabad,2019-11-14,67.77,124.6,4.17,28.91,18.43,11.7,0.6,5.57,34.65,1.98,18.87,0.36,125.0,Moderate
+Hyderabad,2019-11-15,69.15,130.32,4.1,34.06,21.15,12.01,0.67,6.04,30.76,2.15,17.02,0.84,127.0,Moderate
+Hyderabad,2019-11-16,66.42,134.25,4.52,33.39,20.91,12.6,0.67,6.42,30.5,3.29,25.61,0.66,141.0,Moderate
+Hyderabad,2019-11-17,70.79,135.59,3.95,30.37,18.84,13.55,0.66,11.76,34.73,4.22,30.21,4.54,131.0,Moderate
+Hyderabad,2019-11-18,76.03,153.76,3.46,35.4,21.34,15.46,0.71,13.24,41.27,4.76,30.77,2.68,145.0,Moderate
+Hyderabad,2019-11-19,82.72,159.66,3.29,32.85,19.65,15.59,0.68,9.84,44.86,5.01,30.64,6.97,165.0,Moderate
+Hyderabad,2019-11-20,84.11,153.06,3.88,38.32,23.25,13.49,0.69,6.29,35.3,3.6,19.66,2.09,181.0,Moderate
+Hyderabad,2019-11-21,78.63,137.03,5.37,38.44,24.57,10.53,0.7,4.59,30.22,2.58,13.84,2.11,161.0,Moderate
+Hyderabad,2019-11-22,76.7,143.27,5.09,40.26,25.3,11.35,0.76,5.68,29.72,2.85,16.56,1.84,161.0,Moderate
+Hyderabad,2019-11-23,75.82,146.29,7.29,42.14,28.07,13.8,0.77,9.06,26.43,3.94,25.89,10.22,159.0,Moderate
+Hyderabad,2019-11-24,80.31,147.9,6.13,38.39,25.13,14.89,0.79,6.99,30.62,3.31,21.64,9.46,156.0,Moderate
+Hyderabad,2019-11-25,86.18,152.32,3.74,35.5,20.55,12.62,0.72,7.34,32.54,2.06,12.21,0.99,163.0,Moderate
+Hyderabad,2019-11-26,80.88,147.41,3.03,31.01,15.71,11.0,0.7,6.09,32.79,1.69,10.41,0.7,176.0,Moderate
+Hyderabad,2019-11-27,71.3,141.73,4.68,38.76,20.13,10.22,0.85,5.83,28.08,2.78,17.32,3.6,154.0,Moderate
+Hyderabad,2019-11-28,74.49,141.9,8.62,49.64,30.01,13.02,0.88,7.11,27.41,3.02,17.04,6.68,146.0,Moderate
+Hyderabad,2019-11-29,62.42,117.76,7.57,44.76,29.05,16.02,0.79,5.44,28.58,1.51,9.39,0.5,129.0,Moderate
+Hyderabad,2019-11-30,63.81,129.5,6.0,40.93,26.28,17.83,0.79,5.9,24.91,2.6,14.28,1.86,127.0,Moderate
+Hyderabad,2019-12-01,61.97,115.41,7.3,32.04,22.23,14.62,0.7,5.92,23.4,5.02,24.32,6.33,127.0,Moderate
+Hyderabad,2019-12-02,45.57,78.45,7.03,26.88,19.45,13.54,0.61,5.01,22.17,1.72,10.22,0.59,92.0,Satisfactory
+Hyderabad,2019-12-03,47.66,80.56,7.56,36.08,24.79,12.29,0.75,5.45,20.1,1.44,7.89,0.3,75.0,Satisfactory
+Hyderabad,2019-12-04,79.37,134.99,7.67,38.31,25.8,14.17,0.81,5.55,30.71,2.21,10.15,0.45,144.0,Moderate
+Hyderabad,2019-12-05,82.44,152.49,10.1,47.96,32.55,15.47,0.92,8.32,27.09,2.88,18.28,0.69,172.0,Moderate
+Hyderabad,2019-12-06,85.82,164.16,11.81,46.9,32.85,15.81,0.86,8.61,30.81,3.19,23.71,5.16,178.0,Moderate
+Hyderabad,2019-12-07,83.29,152.67,10.13,49.14,33.08,14.05,0.82,6.63,33.25,2.05,12.27,0.78,186.0,Moderate
+Hyderabad,2019-12-08,67.07,126.99,10.2,42.75,29.65,14.96,0.83,5.88,27.28,2.53,14.6,4.29,156.0,Moderate
+Hyderabad,2019-12-09,57.77,111.21,9.93,41.58,28.47,16.72,0.89,5.62,24.99,1.58,8.23,0.29,119.0,Moderate
+Hyderabad,2019-12-10,58.14,116.77,12.36,43.91,31.49,14.78,0.86,6.12,24.18,2.83,21.08,4.2,117.0,Moderate
+Hyderabad,2019-12-11,64.73,122.45,14.33,45.83,36.44,14.38,0.92,5.73,26.62,2.04,12.16,2.33,125.0,Moderate
+Hyderabad,2019-12-12,55.77,109.27,10.17,44.15,30.6,13.92,0.78,5.58,23.84,1.89,11.47,0.46,125.0,Moderate
+Hyderabad,2019-12-13,31.86,69.75,8.63,32.41,23.17,13.97,0.61,5.87,26.76,0.98,6.4,0.17,85.0,Satisfactory
+Hyderabad,2019-12-14,40.8,83.56,8.88,35.37,24.88,14.5,0.67,5.14,26.37,1.12,5.69,0.9,78.0,Satisfactory
+Hyderabad,2019-12-15,43.43,78.64,7.88,31.45,22.09,14.16,0.66,4.87,27.3,0.82,3.42,0.07,87.0,Satisfactory
+Hyderabad,2019-12-16,50.84,100.38,8.91,39.89,27.36,14.67,0.75,5.05,25.47,0.93,4.9,0.12,96.0,Satisfactory
+Hyderabad,2019-12-17,69.16,129.71,13.06,45.94,33.48,17.47,0.84,6.06,24.37,1.48,9.42,0.3,120.0,Moderate
+Hyderabad,2019-12-18,75.72,146.93,16.08,48.4,37.04,19.48,0.91,6.88,24.3,2.0,12.35,3.88,150.0,Moderate
+Hyderabad,2019-12-19,75.66,147.41,12.24,45.84,32.73,17.5,0.92,5.69,25.57,0.97,5.65,0.18,147.0,Moderate
+Hyderabad,2019-12-20,78.86,152.23,15.73,52.39,38.9,17.39,1.0,8.96,25.49,1.18,9.52,0.32,151.0,Moderate
+Hyderabad,2019-12-21,82.1,156.27,14.3,45.79,33.96,18.8,0.84,7.61,31.18,1.01,6.8,0.34,172.0,Moderate
+Hyderabad,2019-12-22,77.15,141.72,9.68,41.34,28.6,19.15,0.66,6.27,28.57,1.12,5.17,0.72,166.0,Moderate
+Hyderabad,2019-12-23,74.42,132.56,8.99,41.57,28.3,16.81,0.73,5.84,30.37,1.17,6.71,0.52,157.0,Moderate
+Hyderabad,2019-12-24,62.38,109.07,8.67,34.51,24.29,14.8,0.63,5.24,32.49,0.64,3.59,0.07,130.0,Moderate
+Hyderabad,2019-12-25,72.06,123.2,8.46,33.0,23.25,14.82,0.74,4.73,34.33,0.56,2.35,0.05,131.0,Moderate
+Hyderabad,2019-12-26,62.79,114.8,9.47,33.93,24.52,13.26,0.75,5.43,29.67,0.62,3.18,0.05,128.0,Moderate
+Hyderabad,2019-12-27,56.3,119.06,10.23,36.66,26.15,13.04,0.73,6.89,26.83,0.68,3.52,0.04,119.0,Moderate
+Hyderabad,2019-12-28,73.73,141.13,10.37,39.62,28.11,13.24,0.72,14.5,31.39,0.59,5.07,0.08,130.0,Moderate
+Hyderabad,2019-12-29,80.23,149.05,11.11,44.53,31.18,13.85,0.79,10.51,32.58,0.84,4.6,0.09,158.0,Moderate
+Hyderabad,2019-12-30,72.02,127.34,11.1,36.32,26.86,13.41,0.81,6.71,36.01,0.66,1.69,0.02,143.0,Moderate
+Hyderabad,2019-12-31,47.37,82.17,8.73,30.94,22.41,14.24,0.68,5.25,30.96,0.68,1.91,0.04,107.0,Moderate
+Hyderabad,2020-01-01,41.19,69.42,8.24,25.88,19.3,13.79,0.65,4.18,28.71,0.36,1.15,0.02,82.0,Satisfactory
+Hyderabad,2020-01-02,30.8,56.0,8.74,27.43,20.49,13.76,0.61,3.83,22.23,0.38,1.55,0.04,64.0,Satisfactory
+Hyderabad,2020-01-03,33.09,57.88,8.11,25.24,18.87,13.49,0.57,5.53,22.63,0.41,1.42,0.04,64.0,Satisfactory
+Hyderabad,2020-01-04,57.96,106.32,9.94,29.78,22.36,15.35,0.7,6.3,27.61,0.53,2.84,0.05,87.0,Satisfactory
+Hyderabad,2020-01-05,64.52,113.98,10.67,34.05,24.59,15.44,0.57,17.49,29.06,0.59,3.64,0.06,112.0,Moderate
+Hyderabad,2020-01-06,56.86,101.12,9.19,36.85,25.69,13.85,0.75,11.39,26.58,0.54,2.94,0.08,125.0,Moderate
+Hyderabad,2020-01-07,51.1,89.73,8.09,30.38,21.53,13.18,0.6,5.24,27.64,0.4,1.46,0.01,93.0,Satisfactory
+Hyderabad,2020-01-08,40.04,74.46,8.75,25.03,19.35,12.15,0.45,6.19,26.31,0.41,1.32,0.01,82.0,Satisfactory
+Hyderabad,2020-01-09,46.45,88.34,10.08,29.5,22.57,15.74,0.52,6.66,20.13,0.6,3.57,0.05,84.0,Satisfactory
+Hyderabad,2020-01-10,74.35,129.65,8.75,29.58,21.49,16.41,0.52,8.8,30.67,0.49,4.03,0.03,123.0,Moderate
+Hyderabad,2020-01-11,74.55,141.86,10.9,41.69,29.49,16.45,0.62,13.04,29.76,0.73,4.92,0.08,149.0,Moderate
+Hyderabad,2020-01-12,67.37,137.74,13.05,42.49,30.97,17.71,0.57,14.43,29.52,0.67,3.21,0.17,140.0,Moderate
+Hyderabad,2020-01-13,65.69,135.4,12.77,46.15,33.07,17.95,0.61,11.57,32.27,0.82,6.51,0.27,128.0,Moderate
+Hyderabad,2020-01-14,72.24,139.44,4.8,40.97,25.37,23.48,0.63,5.04,41.27,0.47,2.26,0.08,134.0,Moderate
+Hyderabad,2020-01-15,50.23,86.93,2.88,25.29,15.62,20.92,0.42,4.35,36.53,0.42,1.55,0.09,119.0,Moderate
+Hyderabad,2020-01-16,35.28,65.41,2.81,22.05,13.92,18.35,0.38,5.35,33.42,0.27,1.26,0.02,76.0,Satisfactory
+Hyderabad,2020-01-17,31.16,63.66,6.4,27.84,19.17,15.93,0.44,5.87,25.51,0.33,2.44,0.01,66.0,Satisfactory
+Hyderabad,2020-01-18,35.01,74.36,10.46,29.5,22.59,14.58,0.48,5.17,25.43,0.21,1.61,0.01,69.0,Satisfactory
+Hyderabad,2020-01-19,34.14,71.2,11.5,27.74,22.0,14.75,0.43,4.3,25.09,0.17,0.77,0.02,74.0,Satisfactory
+Hyderabad,2020-01-20,39.98,83.38,11.41,30.46,23.89,16.02,0.47,4.75,25.95,0.2,0.99,0.03,77.0,Satisfactory
+Hyderabad,2020-01-21,37.27,89.76,10.09,32.37,24.07,17.04,0.46,5.1,28.47,0.2,1.4,0.05,84.0,Satisfactory
+Hyderabad,2020-01-22,38.79,85.47,10.0,31.8,23.56,17.7,0.48,5.74,27.79,0.16,1.29,0.05,84.0,Satisfactory
+Hyderabad,2020-01-23,56.38,115.76,11.39,43.87,31.09,18.33,0.62,6.51,23.8,0.27,2.8,0.1,106.0,Moderate
+Hyderabad,2020-01-24,63.09,128.53,16.57,49.49,37.99,19.87,0.66,7.58,21.9,0.37,3.09,0.12,125.0,Moderate
+Hyderabad,2020-01-25,67.01,141.41,16.44,47.05,36.22,22.15,0.7,9.29,24.01,0.36,3.1,0.12,133.0,Moderate
+Hyderabad,2020-01-26,62.52,138.48,16.82,43.0,34.1,22.36,0.63,8.08,26.27,0.32,2.77,0.16,131.0,Moderate
+Hyderabad,2020-01-27,57.99,119.51,14.41,38.53,30.46,22.01,0.56,7.35,29.09,0.28,2.18,0.08,128.0,Moderate
+Hyderabad,2020-01-28,51.37,105.71,11.61,29.77,23.94,22.99,0.45,9.14,36.31,0.24,2.23,0.08,107.0,Moderate
+Hyderabad,2020-01-29,58.15,132.5,12.15,38.77,28.53,27.52,0.56,12.66,27.33,0.34,3.83,0.28,128.0,Moderate
+Hyderabad,2020-01-30,68.2,149.58,15.2,36.66,29.56,24.9,0.57,12.68,32.23,0.3,2.88,0.08,126.0,Moderate
+Hyderabad,2020-01-31,59.22,131.21,15.5,38.18,30.84,31.58,0.47,8.72,33.28,0.15,1.26,0.0,141.0,Moderate
+Hyderabad,2020-02-01,38.88,83.63,13.41,40.69,30.19,44.44,0.4,5.26,23.6,0.1,0.64,0.01,99.0,Satisfactory
+Hyderabad,2020-02-02,40.2,86.11,10.81,29.28,22.65,20.47,0.45,4.62,22.37,0.09,0.54,0.0,77.0,Satisfactory
+Hyderabad,2020-02-03,36.94,79.23,11.29,30.21,24.72,19.85,0.42,4.14,19.82,0.15,0.92,0.05,76.0,Satisfactory
+Hyderabad,2020-02-04,27.77,68.94,11.47,31.23,24.15,18.8,0.42,6.01,22.31,0.16,0.72,0.02,71.0,Satisfactory
+Hyderabad,2020-02-05,32.73,79.91,12.03,34.88,26.52,18.89,0.44,4.73,20.87,0.14,0.77,0.03,70.0,Satisfactory
+Hyderabad,2020-02-06,30.56,83.58,11.42,41.17,29.82,19.47,0.4,4.98,22.55,0.13,0.8,0.01,80.0,Satisfactory
+Hyderabad,2020-02-07,32.21,85.67,10.06,28.37,21.89,16.24,0.39,4.61,28.54,0.08,0.42,1.45,80.0,Satisfactory
+Hyderabad,2020-02-08,38.5,82.42,13.62,28.55,24.59,16.84,0.45,4.7,22.27,0.19,1.04,0.01,79.0,Satisfactory
+Hyderabad,2020-02-09,41.49,67.47,12.81,27.11,23.16,16.83,0.49,5.98,17.12,0.32,1.5,0.0,82.0,Satisfactory
+Hyderabad,2020-02-10,39.28,71.1,11.81,29.29,23.63,15.89,0.48,4.23,24.04,0.18,1.07,0.0,68.0,Satisfactory
+Hyderabad,2020-02-11,42.7,80.0,11.16,29.93,23.38,15.85,0.49,4.72,30.41,0.16,0.9,0.01,75.0,Satisfactory
+Hyderabad,2020-02-12,56.38,105.86,11.99,36.64,27.32,16.47,0.6,5.87,27.5,0.72,4.37,0.12,94.0,Satisfactory
+Hyderabad,2020-02-13,61.85,130.5,14.13,43.3,32.56,17.28,0.6,9.22,28.73,1.6,9.64,0.37,122.0,Moderate
+Hyderabad,2020-02-14,74.29,149.4,27.33,60.15,52.12,20.31,0.85,19.3,25.32,3.4,31.35,1.27,146.0,Moderate
+Hyderabad,2020-02-15,66.96,142.86,28.85,57.58,51.8,22.58,0.8,13.19,27.56,3.77,29.6,1.27,154.0,Moderate
+Hyderabad,2020-02-16,65.61,134.24,17.31,43.19,34.66,25.29,0.56,11.81,34.95,1.8,16.12,0.74,140.0,Moderate
+Hyderabad,2020-02-17,59.75,138.05,18.42,44.99,35.83,24.82,0.63,10.93,29.88,1.65,11.19,0.35,126.0,Moderate
+Hyderabad,2020-02-18,45.93,120.32,13.0,47.25,33.53,23.78,0.57,14.12,29.11,1.47,11.44,1.63,116.0,Moderate
+Hyderabad,2020-02-19,49.6,116.05,12.41,44.57,32.04,26.32,0.58,8.36,32.27,1.38,8.41,1.07,112.0,Moderate
+Hyderabad,2020-02-20,45.57,94.57,10.85,27.45,21.75,19.79,0.41,5.78,31.14,1.07,4.52,0.1,97.0,Satisfactory
+Hyderabad,2020-02-21,35.27,76.37,10.0,22.96,18.73,17.45,0.35,6.09,32.66,0.83,4.01,0.08,86.0,Satisfactory
+Hyderabad,2020-02-22,28.81,77.15,10.68,27.78,21.61,16.2,0.37,5.72,28.48,0.85,4.77,0.09,72.0,Satisfactory
+Hyderabad,2020-02-23,25.6,64.14,9.89,24.85,19.69,15.89,0.39,5.8,29.68,0.7,3.62,0.07,68.0,Satisfactory
+Hyderabad,2020-02-24,32.51,77.92,9.62,27.31,20.91,16.28,0.46,4.77,32.78,0.71,3.43,0.12,70.0,Satisfactory
+Hyderabad,2020-02-25,42.14,107.78,10.13,28.15,21.56,20.99,0.46,8.89,31.4,0.7,4.73,0.1,86.0,Satisfactory
+Hyderabad,2020-02-26,55.84,134.28,12.79,34.26,26.33,21.99,0.51,12.79,34.42,0.96,11.94,0.07,112.0,Moderate
+Hyderabad,2020-02-27,38.49,108.25,9.06,33.43,23.77,16.36,0.41,10.07,36.84,0.88,10.68,0.0,108.0,Moderate
+Hyderabad,2020-02-28,40.35,103.27,4.75,29.75,19.28,21.13,0.43,6.6,35.27,1.24,11.92,0.46,97.0,Satisfactory
+Hyderabad,2020-02-29,42.44,94.49,3.45,25.56,16.14,21.76,0.51,4.91,33.3,1.81,8.26,0.82,91.0,Satisfactory
+Hyderabad,2020-03-01,43.21,93.93,4.18,27.41,17.73,20.04,0.58,4.72,33.69,1.85,6.89,0.61,92.0,Satisfactory
+Hyderabad,2020-03-02,48.6,98.66,4.74,31.95,20.68,20.01,0.59,5.26,29.23,2.41,9.2,0.75,95.0,Satisfactory
+Hyderabad,2020-03-03,49.59,101.91,3.4,27.73,17.39,17.38,0.52,5.34,29.24,1.46,5.63,0.61,97.0,Satisfactory
+Hyderabad,2020-03-04,46.51,109.13,10.5,29.56,22.73,20.08,0.52,8.82,26.06,2.23,8.69,0.77,106.0,Moderate
+Hyderabad,2020-03-05,57.23,135.4,11.81,37.61,27.67,22.86,0.64,11.83,29.33,4.14,24.47,7.99,113.0,Moderate
+Hyderabad,2020-03-06,33.87,85.6,9.46,23.4,18.67,20.08,0.44,5.21,21.86,1.52,7.51,0.84,100.0,Satisfactory
+Hyderabad,2020-03-07,38.58,92.91,11.0,25.4,21.69,17.74,0.46,4.76,23.93,1.97,10.62,1.53,85.0,Satisfactory
+Hyderabad,2020-03-08,33.94,68.49,9.05,22.05,17.67,16.43,0.46,4.69,23.97,1.65,6.78,0.75,77.0,Satisfactory
+Hyderabad,2020-03-09,32.84,75.09,10.27,22.79,18.72,11.49,0.5,4.82,18.94,2.86,15.93,1.03,70.0,Satisfactory
+Hyderabad,2020-03-10,25.67,60.08,9.91,21.21,17.74,11.85,0.44,4.35,21.56,1.78,7.31,0.61,65.0,Satisfactory
+Hyderabad,2020-03-11,29.93,75.82,9.77,26.85,20.78,14.8,0.48,5.01,21.78,2.13,10.04,1.54,62.0,Satisfactory
+Hyderabad,2020-03-12,31.53,86.96,10.01,30.61,22.99,13.76,0.58,5.55,21.14,2.89,17.29,1.09,78.0,Satisfactory
+Hyderabad,2020-03-13,27.51,78.19,9.16,25.71,19.82,13.03,0.46,4.96,20.64,1.51,8.79,0.63,79.0,Satisfactory
+Hyderabad,2020-03-14,33.45,83.27,10.07,28.19,21.84,14.14,0.53,6.01,20.47,2.05,11.43,1.88,75.0,Satisfactory
+Hyderabad,2020-03-15,32.03,81.84,10.48,27.55,21.68,13.87,0.49,5.37,22.61,3.03,12.18,1.07,82.0,Satisfactory
+Hyderabad,2020-03-16,27.86,68.18,10.8,28.5,22.5,18.46,0.53,4.57,19.88,5.01,9.98,0.84,71.0,Satisfactory
+Hyderabad,2020-03-17,25.08,69.94,10.63,29.65,22.98,12.91,0.47,3.98,20.94,1.99,11.57,0.91,67.0,Satisfactory
+Hyderabad,2020-03-18,26.32,68.45,11.32,31.53,24.45,11.78,0.51,5.34,20.74,1.68,7.24,0.73,67.0,Satisfactory
+Hyderabad,2020-03-19,43.39,97.86,9.2,33.52,24.66,14.85,0.68,7.02,24.86,3.4,21.63,2.29,87.0,Satisfactory
+Hyderabad,2020-03-20,33.71,72.83,7.05,25.04,18.77,11.25,0.52,5.39,29.44,2.05,10.16,1.5,79.0,Satisfactory
+Hyderabad,2020-03-21,39.85,103.66,8.88,24.68,19.21,10.92,0.57,7.04,28.78,2.45,14.85,2.8,84.0,Satisfactory
+Hyderabad,2020-03-22,38.0,85.6,9.58,20.45,16.82,11.33,0.49,6.38,26.93,2.88,22.98,4.11,102.0,Moderate
+Hyderabad,2020-03-23,37.97,72.32,8.0,14.21,12.92,11.63,0.46,5.41,28.82,1.44,7.73,0.42,73.0,Satisfactory
+Hyderabad,2020-03-24,28.75,59.24,7.76,12.33,11.79,10.04,0.4,6.67,28.26,1.03,5.44,0.21,66.0,Satisfactory
+Hyderabad,2020-03-25,28.47,59.28,7.76,12.7,11.53,11.26,0.4,6.22,28.67,1.02,4.75,0.4,60.0,Satisfactory
+Hyderabad,2020-03-26,29.0,60.99,7.92,12.23,11.39,9.25,0.37,5.14,29.13,1.05,7.17,0.18,59.0,Satisfactory
+Hyderabad,2020-03-27,34.09,67.6,7.7,12.16,11.2,9.0,0.36,5.3,33.42,0.82,2.1,0.11,65.0,Satisfactory
+Hyderabad,2020-03-28,36.17,67.08,3.67,11.67,8.47,10.69,0.39,6.39,36.97,1.03,2.93,0.12,70.0,Satisfactory
+Hyderabad,2020-03-29,42.07,75.41,2.85,19.37,11.3,11.83,0.47,4.71,36.94,1.19,3.87,0.1,75.0,Satisfactory
+Hyderabad,2020-03-30,34.79,65.96,3.05,19.35,12.19,9.62,0.41,7.11,36.78,1.04,5.76,0.1,72.0,Satisfactory
+Hyderabad,2020-03-31,42.42,72.92,5.47,19.9,14.38,10.08,0.49,7.31,37.4,1.86,6.36,0.29,68.0,Satisfactory
+Hyderabad,2020-04-01,47.96,83.65,3.72,19.98,13.07,11.07,0.65,6.64,35.46,1.96,8.69,0.28,87.0,Satisfactory
+Hyderabad,2020-04-02,48.05,80.7,3.48,19.75,12.85,11.34,0.55,6.67,33.65,1.62,6.22,0.35,88.0,Satisfactory
+Hyderabad,2020-04-03,38.13,69.42,3.8,18.95,12.23,10.45,0.51,9.04,31.37,1.54,7.82,0.42,73.0,Satisfactory
+Hyderabad,2020-04-04,37.34,72.16,3.78,21.26,13.49,10.48,0.5,8.46,26.57,2.06,9.39,0.52,67.0,Satisfactory
+Hyderabad,2020-04-05,30.18,57.17,5.19,16.71,12.2,11.57,0.44,8.36,27.81,1.16,4.52,0.18,66.0,Satisfactory
+Hyderabad,2020-04-06,27.87,64.99,6.26,18.52,13.41,14.86,0.66,8.47,25.48,1.64,10.42,0.2,64.0,Satisfactory
+Hyderabad,2020-04-07,19.76,39.6,20.04,22.67,23.9,20.62,0.8,8.49,34.09,1.19,5.02,0.13,77.0,Satisfactory
+Hyderabad,2020-04-08,19.94,43.45,16.92,20.46,21.26,18.78,0.41,11.06,36.03,0.94,5.92,0.13,56.0,Satisfactory
+Hyderabad,2020-04-09,29.36,61.5,23.69,25.74,26.47,15.14,0.51,9.14,29.65,2.22,15.08,0.31,59.0,Satisfactory
+Hyderabad,2020-04-10,18.95,36.93,9.39,31.96,22.02,14.41,0.52,6.51,28.05,1.0,5.01,0.2,62.0,Satisfactory
+Hyderabad,2020-04-11,23.99,43.01,10.56,27.24,21.24,13.54,0.38,6.21,23.3,1.17,7.4,0.35,55.0,Satisfactory
+Hyderabad,2020-04-12,33.4,59.02,5.55,21.68,15.09,13.12,0.4,4.25,24.1,1.56,7.91,0.47,61.0,Satisfactory
+Hyderabad,2020-04-13,35.21,66.35,6.95,18.03,14.06,13.2,0.41,3.48,29.34,0.94,2.5,0.14,68.0,Satisfactory
+Hyderabad,2020-04-14,38.07,78.8,5.4,19.72,13.94,14.34,0.38,4.27,33.8,1.34,5.53,0.38,74.0,Satisfactory
+Hyderabad,2020-04-15,33.99,68.75,5.55,18.3,13.43,11.99,0.41,4.36,34.56,1.08,4.23,0.22,74.0,Satisfactory
+Hyderabad,2020-04-16,37.13,68.87,5.58,18.82,13.75,12.6,0.49,4.19,33.93,1.06,3.58,0.11,70.0,Satisfactory
+Hyderabad,2020-04-17,38.44,75.93,6.43,21.35,15.53,16.41,0.51,5.07,29.02,1.16,4.45,0.23,74.0,Satisfactory
+Hyderabad,2020-04-18,35.67,63.08,6.99,25.01,17.34,16.54,0.5,4.46,24.66,1.0,4.21,0.31,75.0,Satisfactory
+Hyderabad,2020-04-19,30.21,61.21,7.75,24.42,17.97,17.69,0.38,5.75,24.31,1.08,8.07,0.23,67.0,Satisfactory
+Hyderabad,2020-04-20,26.47,57.08,7.86,25.39,18.67,15.19,0.38,6.01,21.8,1.24,8.43,0.18,58.0,Satisfactory
+Hyderabad,2020-04-21,22.83,42.44,8.29,29.99,21.48,22.58,0.5,6.64,20.2,1.35,9.0,0.14,54.0,Satisfactory
+Hyderabad,2020-04-22,25.12,46.3,7.57,26.18,18.57,17.45,0.39,4.56,23.58,0.94,5.18,0.22,50.0,Good
+Hyderabad,2020-04-23,27.57,62.7,7.51,24.7,17.87,14.74,0.45,4.88,23.42,2.7,13.7,0.41,53.0,Satisfactory
+Hyderabad,2020-04-24,28.99,54.72,6.92,22.09,16.45,14.59,0.44,4.43,23.95,0.83,4.25,0.16,63.0,Satisfactory
+Hyderabad,2020-04-25,31.76,72.38,6.91,24.4,17.63,13.7,0.46,5.65,24.59,1.81,12.8,0.28,62.0,Satisfactory
+Hyderabad,2020-04-26,29.9,59.77,6.85,20.64,15.56,15.52,0.42,4.27,25.52,1.21,7.86,0.28,71.0,Satisfactory
+Hyderabad,2020-04-27,23.51,56.45,6.72,21.98,16.13,11.94,0.44,3.83,26.87,1.37,9.49,0.16,56.0,Satisfactory
+Hyderabad,2020-04-28,23.36,53.68,7.68,19.73,15.18,12.67,0.39,3.72,23.68,0.63,3.39,0.05,56.0,Satisfactory
+Hyderabad,2020-04-29,16.03,37.73,7.11,22.21,16.46,10.4,0.41,3.67,29.77,0.69,4.17,0.04,51.0,Satisfactory
+Hyderabad,2020-04-30,21.12,54.39,5.11,24.27,16.33,12.94,0.6,4.03,32.53,0.74,4.26,0.05,59.0,Satisfactory
+Hyderabad,2020-05-01,22.69,53.46,5.72,22.43,15.54,13.87,0.64,4.27,27.21,1.04,7.93,0.08,67.0,Satisfactory
+Hyderabad,2020-05-02,24.62,51.4,8.06,25.22,18.8,11.77,0.54,5.59,30.87,0.8,2.39,0.02,54.0,Satisfactory
+Hyderabad,2020-05-03,33.03,80.72,6.32,26.32,18.2,12.42,0.49,5.04,30.42,2.04,14.96,0.39,70.0,Satisfactory
+Hyderabad,2020-05-04,28.18,69.69,4.34,22.57,14.89,13.31,0.48,4.59,32.53,0.85,3.59,0.25,77.0,Satisfactory
+Hyderabad,2020-05-05,31.36,75.39,6.48,24.86,17.35,13.46,0.45,4.17,32.74,1.03,8.28,0.29,71.0,Satisfactory
+Hyderabad,2020-05-06,25.18,59.71,5.47,21.51,15.19,12.26,0.52,4.45,31.28,0.73,4.45,0.07,73.0,Satisfactory
+Hyderabad,2020-05-07,26.84,58.71,5.48,21.67,15.26,12.1,0.41,4.3,26.6,0.82,4.84,0.21,59.0,Satisfactory
+Hyderabad,2020-05-08,27.46,66.53,5.31,22.97,15.87,12.8,0.45,4.84,29.18,1.07,7.36,0.59,65.0,Satisfactory
+Hyderabad,2020-05-09,29.56,61.16,5.26,21.1,14.83,11.16,0.37,5.41,31.69,1.28,8.87,0.13,69.0,Satisfactory
+Hyderabad,2020-05-10,28.15,47.77,6.13,26.08,18.09,10.57,0.43,5.02,26.82,1.02,11.25,0.77,65.0,Satisfactory
+Hyderabad,2020-05-11,38.65,82.55,7.1,30.29,20.61,13.24,0.53,7.01,27.77,2.84,22.77,1.02,83.0,Satisfactory
+Hyderabad,2020-05-12,32.09,62.6,6.66,27.82,19.37,12.49,0.47,6.05,24.41,1.18,8.21,0.22,74.0,Satisfactory
+Hyderabad,2020-05-13,24.1,54.77,6.12,24.07,16.92,9.87,0.38,4.61,25.87,0.81,6.06,0.31,64.0,Satisfactory
+Hyderabad,2020-05-14,25.06,53.65,5.74,21.85,15.62,10.65,0.35,5.29,25.8,0.97,7.08,0.29,60.0,Satisfactory
+Hyderabad,2020-05-15,24.12,56.89,6.46,23.33,16.59,10.57,0.34,5.38,27.84,1.34,9.9,0.82,60.0,Satisfactory
+Hyderabad,2020-05-16,27.65,61.38,6.83,26.37,17.99,11.9,0.46,6.32,30.88,1.88,12.68,1.25,67.0,Satisfactory
+Hyderabad,2020-05-17,32.47,72.72,6.68,28.5,19.68,12.15,0.49,5.87,31.95,2.53,19.15,0.84,70.0,Satisfactory
+Hyderabad,2020-05-18,31.05,71.9,4.88,27.66,17.21,13.06,0.43,7.55,35.11,1.37,10.28,1.58,72.0,Satisfactory
+Hyderabad,2020-05-19,42.41,122.45,5.65,30.17,19.56,14.39,0.52,9.4,33.8,2.55,19.63,3.74,93.0,Satisfactory
+Hyderabad,2020-05-20,36.62,134.25,5.97,31.45,20.28,30.92,0.44,10.5,29.47,2.33,20.02,3.44,106.0,Moderate
+Hyderabad,2020-05-21,31.59,118.03,7.65,33.69,22.31,29.77,0.43,11.4,32.1,2.6,18.13,3.68,109.0,Moderate
+Hyderabad,2020-05-22,39.91,137.19,7.64,38.9,25.41,13.84,0.68,8.55,28.72,4.92,39.42,4.6,114.0,Moderate
+Hyderabad,2020-05-23,44.09,147.59,6.29,35.83,22.82,16.26,0.62,8.65,35.2,3.68,29.38,3.02,122.0,Moderate
+Hyderabad,2020-05-24,41.03,124.09,5.05,26.38,17.02,14.07,0.52,6.61,43.37,1.79,14.76,1.95,116.0,Moderate
+Hyderabad,2020-05-25,33.07,97.27,5.23,22.72,15.57,18.83,0.44,5.94,38.23,1.02,5.27,0.38,102.0,Moderate
+Hyderabad,2020-05-26,32.51,85.85,5.32,23.19,15.44,12.36,0.45,6.32,37.5,1.05,5.63,0.66,89.0,Satisfactory
+Hyderabad,2020-05-27,28.66,90.2,4.95,24.26,15.94,8.61,0.44,5.46,40.38,1.77,10.52,0.85,87.0,Satisfactory
+Hyderabad,2020-05-28,26.7,96.67,5.11,26.37,17.03,7.0,0.41,5.65,32.09,2.38,12.88,3.04,86.0,Satisfactory
+Hyderabad,2020-05-29,21.07,79.56,4.82,24.05,15.88,12.99,0.34,6.1,30.78,0.84,4.94,1.45,84.0,Satisfactory
+Hyderabad,2020-05-30,18.56,60.6,4.6,23.9,15.62,9.55,0.33,5.49,32.56,0.91,6.51,1.02,65.0,Satisfactory
+Hyderabad,2020-05-31,25.17,60.07,8.9,27.75,19.32,10.88,0.43,4.66,25.41,1.04,6.34,0.74,67.0,Satisfactory
+Hyderabad,2020-06-01,30.0,54.63,8.17,30.48,21.23,14.11,0.42,5.23,30.2,1.57,11.28,1.08,55.0,Satisfactory
+Hyderabad,2020-06-02,16.47,31.29,7.23,23.75,16.75,14.73,0.33,4.36,29.86,1.01,6.05,1.83,79.0,Satisfactory
+Hyderabad,2020-06-03,11.74,24.32,4.76,20.72,14.0,15.97,0.34,5.12,18.84,0.5,4.81,0.54,38.0,Good
+Hyderabad,2020-06-04,13.93,28.72,5.38,18.89,13.16,13.38,0.3,5.56,21.39,0.34,1.75,0.26,33.0,Good
+Hyderabad,2020-06-05,19.57,52.74,4.86,22.78,15.07,14.51,0.3,6.89,20.05,0.53,2.81,0.23,38.0,Good
+Hyderabad,2020-06-06,23.02,74.58,5.54,20.88,14.47,19.79,0.29,10.04,17.59,0.59,4.03,0.57,58.0,Satisfactory
+Hyderabad,2020-06-07,19.49,59.86,7.56,18.0,13.89,22.6,0.3,9.34,17.98,0.69,6.41,0.17,64.0,Satisfactory
+Hyderabad,2020-06-08,20.2,68.79,7.27,19.5,14.29,20.52,0.32,9.69,16.57,0.69,4.84,0.51,54.0,Satisfactory
+Hyderabad,2020-06-09,17.96,56.02,6.01,19.43,13.92,21.26,0.31,9.15,20.04,0.76,5.52,2.76,57.0,Satisfactory
+Hyderabad,2020-06-10,20.26,42.43,7.09,21.57,16.09,15.23,0.28,5.72,17.59,1.2,8.26,2.59,48.0,Good
+Hyderabad,2020-06-11,19.96,45.14,7.54,23.97,17.06,19.95,0.27,6.7,13.48,1.24,8.63,2.73,42.0,Good
+Hyderabad,2020-06-12,17.19,35.96,5.99,21.01,15.04,23.05,0.28,6.02,15.47,0.8,3.5,0.39,42.0,Good
+Hyderabad,2020-06-13,9.87,23.48,5.26,19.35,13.7,10.64,0.29,5.32,16.2,0.43,1.65,0.16,38.0,Good
+Hyderabad,2020-06-14,9.8,22.79,5.45,19.97,14.15,11.98,0.26,6.34,17.74,0.38,3.14,0.11,32.0,Good
+Hyderabad,2020-06-15,13.53,31.78,5.84,19.95,14.57,12.69,0.31,6.19,15.24,0.42,2.91,0.18,33.0,Good
+Hyderabad,2020-06-16,10.31,20.76,5.49,17.7,12.66,9.12,0.31,5.28,13.05,0.29,3.21,0.21,31.0,Good
+Hyderabad,2020-06-17,10.31,20.97,5.89,18.86,13.65,9.94,0.28,5.7,14.37,0.48,1.66,0.22,29.0,Good
+Hyderabad,2020-06-18,14.04,33.09,5.66,18.92,13.77,9.71,0.26,5.94,13.99,0.37,1.48,0.32,30.0,Good
+Hyderabad,2020-06-19,20.19,55.14,7.31,20.73,15.44,18.62,0.27,7.96,12.04,0.64,4.58,0.49,37.0,Good
+Hyderabad,2020-06-20,22.5,63.77,5.78,19.96,14.55,20.92,0.26,7.71,13.86,0.66,4.44,0.85,52.0,Satisfactory
+Hyderabad,2020-06-21,24.0,72.01,6.08,21.8,15.65,27.63,0.25,8.15,14.47,0.68,6.62,0.43,56.0,Satisfactory
+Hyderabad,2020-06-22,22.91,68.3,5.72,21.71,15.23,20.05,0.26,7.86,15.94,0.83,4.15,0.91,60.0,Satisfactory
+Hyderabad,2020-06-23,22.36,56.6,6.71,22.45,16.53,11.81,0.32,6.56,16.49,1.34,7.24,0.47,51.0,Satisfactory
+Hyderabad,2020-06-24,21.25,45.4,7.2,24.72,17.75,7.3,0.36,5.26,20.81,0.93,6.44,0.54,51.0,Satisfactory
+Hyderabad,2020-06-25,22.41,46.29,7.13,25.42,17.73,8.93,0.35,5.16,23.48,1.13,8.52,0.66,52.0,Satisfactory
+Hyderabad,2020-06-26,27.05,54.96,5.71,21.78,14.59,9.63,0.34,5.03,24.41,0.76,4.55,0.59,52.0,Satisfactory
+Hyderabad,2020-06-27,23.29,44.2,6.38,22.64,15.39,9.34,0.36,5.39,24.22,0.88,6.72,0.95,58.0,Satisfactory
+Hyderabad,2020-06-28,15.8,32.18,5.79,22.73,14.89,11.09,0.36,6.36,22.25,0.82,6.48,1.11,49.0,Good
+Hyderabad,2020-06-29,20.24,44.74,3.96,27.59,17.09,13.09,0.38,6.29,19.98,1.31,10.83,2.71,47.0,Good
+Hyderabad,2020-06-30,19.38,41.95,2.63,24.58,14.59,10.8,0.39,5.3,17.4,1.45,13.07,2.51,46.0,Good
+Hyderabad,2020-07-01,26.83,66.5,2.94,27.18,16.13,9.32,0.43,6.07,13.2,1.31,16.51,2.62,48.0,Good
+Jaipur,2017-06-14,,,,,,,,,,,,,,
+Jaipur,2017-06-15,,,,,,,,,,,,,,
+Jaipur,2017-06-16,,,,,,,,,,,,,,
+Jaipur,2017-06-17,,,,,,,,,,,,,,
+Jaipur,2017-06-18,,,,,,,,,,,,,,
+Jaipur,2017-06-19,64.78,99.43,24.97,10.69,,4.73,0.73,7.29,11.1,0.0,0.57,,,
+Jaipur,2017-06-20,70.1,75.55,10.55,6.16,,8.17,0.81,9.02,13.83,0.0,0.26,,149.0,Moderate
+Jaipur,2017-06-21,67.5,93.8,10.29,2.98,,5.1,0.71,9.26,38.19,0.0,0.33,,126.0,Moderate
+Jaipur,2017-06-22,24.8,31.95,10.17,3.11,,5.04,0.74,8.89,44.67,0.0,0.33,,85.0,Satisfactory
+Jaipur,2017-06-23,32.3,47.4,9.64,3.27,,3.8,0.68,8.39,39.16,0.0,0.17,,62.0,Satisfactory
+Jaipur,2017-06-24,55.36,73.69,32.81,1.68,,13.26,0.77,9.33,10.76,0.0,0.0,,77.0,Satisfactory
+Jaipur,2017-06-25,47.62,79.52,,0.01,,0.89,0.73,9.15,9.38,,,,86.0,Satisfactory
+Jaipur,2017-06-26,61.34,100.61,,0.07,,1.19,1.01,8.55,13.56,,,,90.0,Satisfactory
+Jaipur,2017-06-27,36.51,65.54,,,,0.63,0.82,9.33,4.17,,,,85.0,Satisfactory
+Jaipur,2017-06-28,19.66,23.81,4.32,6.36,,0.34,0.86,8.56,1.34,0.03,0.69,,59.0,Satisfactory
+Jaipur,2017-06-29,16.8,14.47,4.56,5.9,,,0.67,8.49,1.27,0.0,0.36,,50.0,Good
+Jaipur,2017-06-30,14.37,23.25,4.52,5.7,,,0.57,8.89,1.21,0.0,0.18,,43.0,Good
+Jaipur,2017-07-01,25.14,26.17,4.69,6.02,,1.12,0.89,9.53,1.35,0.04,0.46,,55.0,Satisfactory
+Jaipur,2017-07-02,28.74,33.12,4.67,5.99,,1.12,1.02,9.35,1.2,0.1,0.78,,80.0,Satisfactory
+Jaipur,2017-07-03,39.4,51.67,9.59,3.67,,28.45,0.86,10.11,1.17,0.0,0.34,,58.0,Satisfactory
+Jaipur,2017-07-04,52.82,76.36,6.0,6.86,,16.31,0.8,8.95,1.21,0.0,0.21,,78.0,Satisfactory
+Jaipur,2017-07-05,56.88,91.07,0.98,10.75,,6.45,0.74,9.28,1.27,0.0,0.19,,94.0,Satisfactory
+Jaipur,2017-07-06,68.1,101.47,0.99,10.53,,6.36,0.56,9.37,1.17,0.0,0.13,,107.0,Moderate
+Jaipur,2017-07-07,60.61,80.86,1.71,10.05,,6.59,0.64,9.14,1.22,0.0,0.1,,118.0,Moderate
+Jaipur,2017-07-08,54.57,1.02,2.1,9.68,,6.53,0.67,9.27,1.34,0.0,0.26,,96.0,Satisfactory
+Jaipur,2017-07-09,46.43,,1.48,10.14,,5.6,0.64,9.35,1.7,0.0,0.11,,85.0,Satisfactory
+Jaipur,2017-07-10,44.47,,1.36,10.29,,5.34,0.68,9.74,1.83,,,,75.0,Satisfactory
+Jaipur,2017-07-11,81.08,120.51,0.44,11.14,,4.73,1.8,9.74,2.18,,,,108.0,Moderate
+Jaipur,2017-07-12,41.86,0.42,,,,,1.46,9.54,1.54,,,,134.0,Moderate
+Jaipur,2017-07-13,33.25,34.01,6.66,10.95,,1.49,0.74,9.56,1.35,0.0,0.0,,61.0,Satisfactory
+Jaipur,2017-07-14,30.59,41.65,6.77,11.36,,1.01,0.72,8.52,1.23,,,,53.0,Satisfactory
+Jaipur,2017-07-15,45.02,64.8,9.85,15.55,,3.02,0.8,9.44,1.85,0.0,0.0,,67.0,Satisfactory
+Jaipur,2017-07-16,44.54,83.5,13.17,21.27,,5.03,0.79,8.79,1.93,,,,81.0,Satisfactory
+Jaipur,2017-07-17,33.83,76.56,13.4,21.08,,5.31,0.77,9.18,1.47,0.0,0.64,,83.0,Satisfactory
+Jaipur,2017-07-18,33.98,84.18,13.91,20.67,,5.62,0.7,6.02,1.2,4.84,5.2,,75.0,Satisfactory
+Jaipur,2017-07-19,15.55,52.25,13.21,21.12,,5.08,0.42,18.02,1.52,0.0,0.47,,,
+Jaipur,2017-07-20,30.57,89.06,13.15,15.02,,5.81,0.42,4.2,1.11,0.52,0.79,,82.0,Satisfactory
+Jaipur,2017-07-21,28.19,73.55,10.58,20.46,,25.69,0.41,5.53,27.07,2.09,2.55,,86.0,Satisfactory
+Jaipur,2017-07-22,18.78,55.4,6.13,23.7,,17.67,0.17,5.45,27.04,0.0,0.06,,66.0,Satisfactory
+Jaipur,2017-07-23,14.6,70.7,6.9,24.55,,18.76,0.1,7.36,29.35,0.0,0.44,,,
+Jaipur,2017-07-24,11.5,58.7,3.73,25.02,,17.37,0.1,7.57,29.0,0.0,0.0,,,
+Jaipur,2017-07-25,21.49,86.2,10.48,24.6,,20.4,0.39,6.8,24.2,0.0,0.92,,,
+Jaipur,2017-07-26,28.82,89.59,7.78,24.67,,19.2,0.22,4.77,27.41,0.0,0.28,,89.0,Satisfactory
+Jaipur,2017-07-27,26.78,80.29,9.45,24.5,,19.91,0.34,5.6,39.14,0.0,0.56,,86.0,Satisfactory
+Jaipur,2017-07-28,33.62,93.94,7.41,24.74,,18.94,0.17,5.61,37.46,0.0,0.17,,88.0,Satisfactory
+Jaipur,2017-07-29,,,,,,,,,,,,,95.0,Satisfactory
+Jaipur,2017-07-30,,,,,,,,,,,,,,
+Jaipur,2017-07-31,35.46,95.5,18.28,24.24,,23.69,0.47,4.33,11.31,0.0,0.74,,,
+Jaipur,2017-08-01,43.26,113.04,12.44,24.5,,21.13,0.13,4.06,11.12,0.0,0.18,,103.0,Moderate
+Jaipur,2017-08-02,44.16,123.14,13.76,24.26,,21.73,0.35,5.12,15.54,0.0,0.37,,,
+Jaipur,2017-08-03,31.91,95.79,10.94,21.16,,22.46,0.23,12.47,16.37,0.0,0.17,,106.0,Moderate
+Jaipur,2017-08-04,63.95,175.36,7.92,24.65,,17.15,0.69,9.57,24.42,0.87,0.84,,115.0,Moderate
+Jaipur,2017-08-05,68.29,190.23,7.4,24.79,,16.99,0.61,11.2,15.58,0.0,0.07,,157.0,Moderate
+Jaipur,2017-08-06,82.07,214.16,7.84,24.63,,17.14,0.62,6.66,17.93,0.0,0.03,,173.0,Moderate
+Jaipur,2017-08-07,72.83,162.79,7.5,24.76,,16.97,0.68,6.61,18.09,0.0,0.06,,161.0,Moderate
+Jaipur,2017-08-08,60.86,120.88,9.21,24.55,,17.76,0.81,5.52,17.38,0.0,0.35,,118.0,Moderate
+Jaipur,2017-08-09,50.6,116.45,6.38,28.04,,17.46,0.74,12.26,17.53,0.0,0.35,,116.0,Moderate
+Jaipur,2017-08-10,44.02,95.86,2.96,31.2,,16.89,0.68,6.76,18.32,0.0,0.16,,103.0,Moderate
+Jaipur,2017-08-11,35.78,91.05,2.83,30.79,,16.67,0.62,5.2,20.42,0.0,0.05,,96.0,Satisfactory
+Jaipur,2017-08-12,25.56,75.22,2.7,30.21,,16.47,0.57,5.6,22.36,0.0,0.04,,83.0,Satisfactory
+Jaipur,2017-08-13,28.29,84.76,2.51,29.39,,16.15,0.53,5.43,24.65,0.0,0.01,,78.0,Satisfactory
+Jaipur,2017-08-14,40.2,107.44,2.61,30.08,,16.33,0.77,6.46,22.28,0.0,0.0,,92.0,Satisfactory
+Jaipur,2017-08-15,39.21,122.7,2.55,30.34,,16.44,0.8,5.46,23.83,,,,116.0,Moderate
+Jaipur,2017-08-16,43.4,123.6,2.68,30.61,,16.53,0.57,5.54,24.37,,,,112.0,Moderate
+Jaipur,2017-08-17,,,,,,,0.0,,,0.0,0.0,,117.0,Moderate
+Jaipur,2017-08-18,,,,,,,0.0,,,0.0,0.0,,,
+Jaipur,2017-08-19,,,,,,,0.0,,,0.0,0.0,,,
+Jaipur,2017-08-20,,,,,,,0.0,,,0.0,0.0,,,
+Jaipur,2017-08-21,34.1,88.05,2.49,31.26,,16.61,0.39,11.16,26.18,0.12,0.3,,,
+Jaipur,2017-08-22,34.1,101.56,2.42,30.02,,16.23,0.62,9.28,25.1,0.0,0.16,,95.0,Satisfactory
+Jaipur,2017-08-23,34.1,71.91,2.7,30.72,,16.55,0.69,8.82,21.75,0.0,0.27,,88.0,Satisfactory
+Jaipur,2017-08-24,34.1,87.22,2.84,31.43,,16.81,0.72,8.46,20.05,0.0,0.42,,76.0,Satisfactory
+Jaipur,2017-08-25,34.1,78.76,2.75,31.04,,16.68,0.68,8.07,18.91,0.0,0.16,,88.0,Satisfactory
+Jaipur,2017-08-26,34.1,111.8,2.62,31.13,,16.64,0.65,8.04,21.13,0.0,0.4,,91.0,Satisfactory
+Jaipur,2017-08-27,34.1,105.38,2.58,30.39,,16.45,0.61,8.53,22.05,0.0,0.04,,107.0,Moderate
+Jaipur,2017-08-28,28.79,107.75,2.42,26.11,,15.14,0.86,9.26,20.16,0.0,0.09,,118.0,Moderate
+Jaipur,2017-08-29,28.29,82.67,4.54,27.59,,17.29,0.79,7.86,20.25,3.49,3.63,,,
+Jaipur,2017-08-30,25.35,73.02,4.4,26.68,,17.11,0.64,9.02,36.12,0.8,0.99,,115.0,Moderate
+Jaipur,2017-08-31,22.64,62.19,4.24,25.78,,16.8,0.55,9.18,172.28,0.0,0.07,,130.0,Moderate
+Jaipur,2017-09-01,22.13,129.39,4.34,26.03,,16.89,0.55,9.04,109.72,0.0,0.02,,184.0,Moderate
+Jaipur,2017-09-02,25.23,76.9,4.53,26.6,,16.96,0.45,8.44,112.46,0.0,0.0,,233.0,Poor
+Jaipur,2017-09-03,16.29,76.67,4.36,26.42,,17.03,0.13,8.33,18.08,,,,79.0,Satisfactory
+Jaipur,2017-09-04,21.38,105.84,4.73,27.74,,17.57,0.18,8.84,22.85,,,,92.0,Satisfactory
+Jaipur,2017-09-05,20.83,107.61,4.51,27.81,,17.44,0.19,8.67,22.04,,,,105.0,Moderate
+Jaipur,2017-09-06,26.72,119.22,4.96,28.13,,17.73,0.23,9.36,19.97,,,,110.0,Moderate
+Jaipur,2017-09-07,31.5,134.85,4.93,29.7,,18.13,0.26,8.51,17.19,,,,118.0,Moderate
+Jaipur,2017-09-08,27.4,127.1,4.85,29.02,,17.95,0.24,8.97,16.84,0.0,0.43,,119.0,Moderate
+Jaipur,2017-09-09,29.31,141.03,4.7,29.37,,17.99,0.24,8.75,,0.0,0.48,,127.0,Moderate
+Jaipur,2017-09-10,29.82,134.31,4.39,28.04,,17.44,0.2,9.65,,0.0,0.2,,127.0,Moderate
+Jaipur,2017-09-11,27.27,119.65,4.35,27.34,,17.24,0.18,9.76,42.69,0.0,0.08,,111.0,Moderate
+Jaipur,2017-09-12,24.81,100.32,4.3,27.2,,17.16,0.2,9.68,43.17,0.0,0.22,,111.0,Moderate
+Jaipur,2017-09-13,22.04,93.43,4.48,27.68,,17.38,0.24,9.75,40.11,0.0,0.49,,91.0,Satisfactory
+Jaipur,2017-09-14,32.23,129.25,5.1,29.45,,18.16,0.32,9.55,37.53,0.01,0.92,,102.0,Moderate
+Jaipur,2017-09-15,38.06,159.03,4.67,29.1,,17.77,0.2,8.75,37.34,0.02,0.96,,142.0,Moderate
+Jaipur,2017-09-16,42.42,166.8,4.5,29.0,,17.74,0.21,9.01,36.74,0.0,0.38,,135.0,Moderate
+Jaipur,2017-09-17,36.33,158.2,4.4,28.37,,17.5,0.22,9.91,37.68,0.0,0.13,,149.0,Moderate
+Jaipur,2017-09-18,38.83,166.38,4.89,31.45,,18.54,0.31,9.28,34.34,0.0,0.64,,138.0,Moderate
+Jaipur,2017-09-19,30.51,138.75,6.44,32.22,,18.73,0.94,13.22,23.59,0.01,0.7,,146.0,Moderate
+Jaipur,2017-09-20,37.34,147.92,7.94,41.96,,46.08,0.86,10.57,28.72,1.39,1.73,,164.0,Moderate
+Jaipur,2017-09-21,37.63,123.45,12.0,42.54,,64.55,0.7,7.96,,0.0,0.21,,125.0,Moderate
+Jaipur,2017-09-22,50.0,86.61,11.91,35.41,,55.21,0.21,7.46,15.87,0.0,0.08,,88.0,Satisfactory
+Jaipur,2017-09-23,54.45,99.61,12.12,41.12,,56.62,0.23,8.64,35.1,0.0,0.25,,84.0,Satisfactory
+Jaipur,2017-09-24,58.92,103.16,11.7,38.77,,52.22,0.21,7.01,38.96,0.0,0.1,,118.0,Moderate
+Jaipur,2017-09-25,45.26,91.97,11.56,37.89,,50.76,0.19,6.85,36.47,0.0,0.04,,96.0,Satisfactory
+Jaipur,2017-09-26,,,,,,,0.0,,,0.0,0.0,,,
+Jaipur,2017-09-27,66.73,121.45,14.64,48.71,,66.3,0.25,7.87,51.03,0.0,0.61,,128.0,Moderate
+Jaipur,2017-09-28,50.59,93.76,17.51,47.48,,64.77,0.16,6.44,1.59,0.0,0.34,,109.0,Moderate
+Jaipur,2017-09-29,78.87,135.61,19.56,54.73,,84.46,0.23,7.86,1.55,0.0,0.64,,139.0,Moderate
+Jaipur,2017-09-30,92.75,156.57,18.29,58.87,,86.2,0.3,7.31,1.55,0.0,1.01,,190.0,Moderate
+Jaipur,2017-10-01,80.91,132.15,20.64,57.12,,87.01,0.27,7.13,1.33,0.0,0.63,,202.0,Poor
+Jaipur,2017-10-02,60.15,103.81,14.39,49.69,,69.51,0.25,7.28,1.11,0.0,0.31,,114.0,Moderate
+Jaipur,2017-10-03,72.27,126.14,15.92,54.68,,76.06,0.23,7.12,1.68,0.0,0.49,,118.0,Moderate
+Jaipur,2017-10-04,91.49,168.86,17.84,60.61,51.05,87.28,0.25,7.76,2.42,0.0,0.92,,181.0,Moderate
+Jaipur,2017-10-05,67.43,49.68,12.37,46.53,35.78,64.25,0.17,6.82,2.07,0.0,0.24,,168.0,Moderate
+Jaipur,2017-10-06,71.82,127.56,13.94,52.72,40.28,72.01,0.28,8.08,0.98,0.0,0.45,,,
+Jaipur,2017-10-07,82.3,136.85,12.2,45.85,35.25,67.27,0.24,8.63,0.67,0.0,0.22,,159.0,Moderate
+Jaipur,2017-10-08,90.96,137.4,11.93,44.42,34.28,62.2,0.24,8.71,0.43,0.0,0.23,,195.0,Moderate
+Jaipur,2017-10-09,112.8,167.67,12.03,47.37,35.86,64.8,0.29,8.64,0.24,0.0,0.58,,235.0,Poor
+Jaipur,2017-10-10,89.21,137.5,12.21,50.37,37.68,67.66,0.31,8.54,0.87,0.0,0.76,,244.0,Poor
+Jaipur,2017-10-11,101.04,148.16,15.94,32.03,31.06,56.05,0.3,17.57,1.75,0.0,0.57,,206.0,Poor
+Jaipur,2017-10-12,99.52,163.82,14.68,18.55,27.22,38.2,0.31,8.68,2.18,0.0,0.65,,232.0,Poor
+Jaipur,2017-10-13,108.16,185.03,17.1,21.24,33.94,43.96,0.58,11.28,6.46,0.0,0.69,,254.0,Poor
+Jaipur,2017-10-14,105.56,203.48,18.42,22.34,40.95,42.12,0.8,9.12,24.99,0.04,0.84,,275.0,Poor
+Jaipur,2017-10-15,104.08,177.3,31.78,25.56,66.35,35.78,0.83,10.99,29.4,0.11,0.63,,238.0,Poor
+Jaipur,2017-10-16,79.51,183.07,29.19,15.79,90.36,24.51,0.91,7.49,30.87,0.16,1.4,,225.0,Poor
+Jaipur,2017-10-17,87.06,199.42,24.83,49.67,72.9,31.18,0.68,8.08,51.28,4.9,9.08,,249.0,Poor
+Jaipur,2017-10-18,98.97,209.76,8.81,35.33,37.33,32.79,0.6,9.22,66.34,3.15,8.58,,250.0,Poor
+Jaipur,2017-10-19,75.56,185.42,7.61,29.65,31.03,23.48,0.62,15.18,74.41,4.54,9.54,,213.0,Poor
+Jaipur,2017-10-20,133.05,242.1,17.01,22.99,34.68,27.17,0.78,14.82,37.96,3.63,7.01,,213.0,Poor
+Jaipur,2017-10-21,126.59,220.78,18.92,26.3,39.87,28.19,0.65,9.82,49.77,3.85,8.04,,276.0,Poor
+Jaipur,2017-10-22,71.63,164.83,15.55,30.26,46.75,26.41,0.52,6.54,31.04,3.27,9.57,,240.0,Poor
+Jaipur,2017-10-23,64.19,157.92,8.88,32.33,25.84,25.33,0.61,6.12,31.08,2.89,8.61,,197.0,Moderate
+Jaipur,2017-10-24,73.93,169.87,12.75,29.67,36.92,25.34,0.6,7.73,44.67,3.08,7.86,,142.0,Moderate
+Jaipur,2017-10-25,121.26,241.74,31.07,36.99,60.91,30.4,1.02,8.3,60.92,5.46,12.42,,246.0,Poor
+Jaipur,2017-10-26,124.18,233.76,15.9,26.0,38.37,23.22,0.9,8.39,113.08,5.51,13.81,,295.0,Poor
+Jaipur,2017-10-27,96.68,191.48,30.54,25.3,47.29,28.25,1.25,8.38,74.38,6.97,15.89,,226.0,Poor
+Jaipur,2017-10-28,88.72,179.77,32.02,33.57,66.65,36.73,0.94,9.91,42.78,6.28,18.15,,226.0,Poor
+Jaipur,2017-10-29,70.41,149.33,16.66,27.97,45.42,24.28,0.85,6.77,85.91,4.4,17.93,,180.0,Moderate
+Jaipur,2017-10-30,88.45,192.4,6.0,37.92,37.63,22.19,0.75,7.56,114.57,3.45,13.59,,195.0,Moderate
+Jaipur,2017-10-31,110.96,199.97,37.92,52.65,48.24,31.9,0.98,6.4,81.74,4.62,14.63,,233.0,Poor
+Jaipur,2017-11-01,109.77,191.69,100.51,60.14,90.2,53.7,1.16,5.88,43.61,7.0,18.51,,256.0,Poor
+Jaipur,2017-11-02,75.66,149.72,56.51,65.02,112.11,51.83,0.73,6.15,44.14,4.23,17.2,,210.0,Poor
+Jaipur,2017-11-03,77.68,179.69,15.68,55.5,66.96,33.91,0.64,6.02,67.79,3.22,12.63,,171.0,Moderate
+Jaipur,2017-11-04,107.35,208.45,7.6,34.61,28.03,26.11,0.64,5.85,118.39,2.73,14.16,,211.0,Poor
+Jaipur,2017-11-05,104.86,179.0,32.94,32.01,41.78,20.93,0.65,3.2,100.07,2.97,14.36,,252.0,Poor
+Jaipur,2017-11-06,102.63,184.37,51.23,64.42,90.88,30.81,0.89,3.97,89.91,4.35,17.96,,244.0,Poor
+Jaipur,2017-11-07,122.13,235.07,53.88,84.94,92.25,35.99,1.19,4.2,58.88,8.13,25.61,,275.0,Poor
+Jaipur,2017-11-08,97.73,206.93,45.38,62.27,80.23,31.34,1.35,4.19,59.78,8.12,25.26,,251.0,Poor
+Jaipur,2017-11-09,95.4,202.82,56.12,64.47,107.75,44.81,1.34,5.87,57.94,8.67,22.89,,208.0,Poor
+Jaipur,2017-11-10,124.91,245.62,32.53,81.3,93.27,52.68,1.0,5.28,83.0,6.84,20.08,,257.0,Poor
+Jaipur,2017-11-11,119.13,245.38,26.3,72.86,85.19,47.41,0.98,6.1,98.66,6.66,24.82,,275.0,Poor
+Jaipur,2017-11-12,173.72,221.93,37.51,64.07,94.28,48.5,1.15,4.92,83.03,6.54,24.29,,270.0,Poor
+Jaipur,2017-11-13,137.56,224.06,39.3,61.48,95.44,35.31,1.31,7.21,63.32,6.81,19.59,,333.0,Very Poor
+Jaipur,2017-11-14,84.21,152.03,8.64,22.51,28.69,12.62,0.68,5.15,100.59,3.85,6.38,,193.0,Moderate
+Jaipur,2017-11-15,90.76,159.11,3.33,25.04,23.64,11.45,0.54,7.96,89.14,2.0,5.29,,199.0,Moderate
+Jaipur,2017-11-16,102.37,176.02,2.44,22.1,21.08,15.28,0.48,6.3,81.71,1.95,4.45,,221.0,Poor
+Jaipur,2017-11-17,152.82,189.76,2.46,25.8,25.35,17.67,0.64,10.65,62.68,2.02,1.88,,276.0,Poor
+Jaipur,2017-11-18,90.89,143.58,2.39,25.34,25.1,17.21,0.55,10.75,54.05,2.16,1.4,,220.0,Poor
+Jaipur,2017-11-19,247.89,220.31,2.52,25.3,26.36,20.74,0.81,10.38,72.81,2.75,0.59,,295.0,Poor
+Jaipur,2017-11-20,70.12,124.92,2.88,27.79,23.93,19.01,0.53,7.17,55.8,1.74,2.3,,280.0,Poor
+Jaipur,2017-11-21,63.22,121.42,4.38,39.4,31.51,19.82,0.51,7.95,51.15,2.04,2.45,,157.0,Moderate
+Jaipur,2017-11-22,66.56,138.6,10.86,44.86,43.67,14.82,0.19,9.49,50.67,2.88,2.22,,185.0,Moderate
+Jaipur,2017-11-23,76.04,165.07,30.6,57.6,70.95,19.37,0.08,10.31,55.99,5.36,4.68,,153.0,Moderate
+Jaipur,2017-11-24,112.71,208.73,57.13,94.41,102.15,23.57,0.13,11.85,37.61,6.89,8.79,,230.0,Poor
+Jaipur,2017-11-25,120.58,224.97,38.44,117.03,101.31,35.65,0.31,10.92,35.21,8.43,14.11,,256.0,Poor
+Jaipur,2017-11-26,165.57,251.58,72.8,118.92,116.25,31.12,0.0,8.99,34.9,8.37,18.88,,305.0,Very Poor
+Jaipur,2017-11-27,109.53,200.67,65.54,100.76,99.29,35.43,0.0,8.53,28.37,5.76,11.34,,304.0,Very Poor
+Jaipur,2017-11-28,102.04,198.49,80.68,103.82,125.28,37.39,0.0,7.73,54.08,7.46,15.11,,203.0,Poor
+Jaipur,2017-11-29,116.2,226.64,57.83,108.17,107.63,34.77,0.0,8.99,51.65,8.95,21.26,,249.0,Poor
+Jaipur,2017-11-30,106.23,223.61,38.97,95.01,98.2,25.21,0.0,10.28,64.74,5.68,11.84,,249.0,Poor
+Jaipur,2017-12-01,98.1,176.81,27.9,85.5,76.07,22.96,0.0,8.25,119.81,2.4,8.57,,215.0,Poor
+Jaipur,2017-12-02,161.94,160.86,23.26,66.57,59.86,19.24,0.0,8.1,114.76,2.12,5.36,,336.0,Very Poor
+Jaipur,2017-12-03,101.06,171.25,30.36,70.26,68.91,21.93,0.0,7.7,87.04,3.34,5.59,,234.0,Poor
+Jaipur,2017-12-04,119.08,196.77,18.38,62.8,64.01,24.0,0.0,8.55,66.54,5.94,9.08,,253.0,Poor
+Jaipur,2017-12-05,136.16,170.11,18.1,42.43,44.14,34.5,0.0,9.56,90.16,2.23,2.51,,265.0,Poor
+Jaipur,2017-12-06,89.75,154.46,7.3,27.2,29.58,20.59,0.0,10.63,78.4,2.3,1.26,,218.0,Poor
+Jaipur,2017-12-07,82.61,153.87,15.21,29.33,27.11,18.73,0.0,10.06,65.1,3.42,5.2,,198.0,Moderate
+Jaipur,2017-12-08,84.81,178.79,16.03,26.92,17.66,14.8,0.0,10.8,69.44,5.1,6.71,,187.0,Moderate
+Jaipur,2017-12-09,89.74,195.03,24.49,26.37,23.45,16.35,0.0,6.13,52.89,8.93,7.89,,197.0,Moderate
+Jaipur,2017-12-10,72.32,142.66,10.58,21.7,11.05,14.88,0.0,6.87,76.32,3.2,8.9,,182.0,Moderate
+Jaipur,2017-12-11,52.64,104.96,5.95,19.59,6.04,22.44,0.0,7.74,83.65,2.19,0.9,,121.0,Moderate
+Jaipur,2017-12-12,58.96,103.7,9.45,21.16,8.84,28.54,0.0,4.33,32.27,3.66,1.05,,93.0,Satisfactory
+Jaipur,2017-12-13,52.76,103.23,8.86,20.25,7.96,21.95,0.0,3.32,28.16,3.53,1.09,,113.0,Moderate
+Jaipur,2017-12-14,43.67,81.34,6.87,15.56,6.9,18.2,0.0,13.63,50.24,1.61,0.77,,93.0,Satisfactory
+Jaipur,2017-12-15,54.27,95.76,8.16,18.51,6.8,16.75,0.0,16.03,49.86,1.96,0.82,,88.0,Satisfactory
+Jaipur,2017-12-16,43.25,84.63,7.24,14.84,7.71,13.65,0.0,13.97,54.35,2.25,0.83,,89.0,Satisfactory
+Jaipur,2017-12-17,69.9,162.87,11.36,12.72,12.71,17.79,0.0,10.11,48.42,8.17,0.97,,103.0,Moderate
+Jaipur,2017-12-18,50.09,122.76,7.31,11.7,9.39,15.82,0.0,12.86,53.42,5.03,0.79,,153.0,Moderate
+Jaipur,2017-12-19,85.99,233.77,15.53,4.9,20.4,18.55,0.0,13.65,29.52,13.64,,,140.0,Moderate
+Jaipur,2017-12-20,67.74,157.34,18.21,38.79,20.68,18.16,0.0,10.35,20.26,8.07,2.88,,174.0,Moderate
+Jaipur,2017-12-21,48.39,114.04,14.66,27.05,15.07,13.97,0.0,11.87,43.46,1.98,1.49,,130.0,Moderate
+Jaipur,2017-12-22,31.24,82.12,8.78,22.79,17.08,11.92,0.0,8.57,56.18,2.3,2.87,,96.0,Satisfactory
+Jaipur,2017-12-23,50.68,143.67,56.27,39.61,32.12,24.43,0.0,9.47,43.65,10.57,6.25,,103.0,Moderate
+Jaipur,2017-12-24,70.37,145.27,58.21,48.02,19.04,23.84,0.0,7.95,51.36,6.13,6.06,,147.0,Moderate
+Jaipur,2017-12-25,60.28,139.44,28.68,42.35,24.54,26.06,0.0,12.47,42.49,6.13,4.96,,154.0,Moderate
+Jaipur,2017-12-26,154.11,179.15,53.78,52.75,18.38,49.34,0.0,9.15,45.58,5.93,5.8,,242.0,Poor
+Jaipur,2017-12-27,75.44,194.31,51.83,26.19,15.77,61.28,0.0,11.31,42.85,8.78,8.26,,194.0,Moderate
+Jaipur,2017-12-28,102.64,173.48,25.97,37.42,31.67,7.12,0.0,7.65,38.57,7.7,11.64,,227.0,Poor
+Jaipur,2017-12-29,65.88,169.41,40.39,48.94,44.81,13.34,0.0,11.57,54.47,6.02,12.16,,148.0,Moderate
+Jaipur,2017-12-30,68.64,203.76,8.84,48.01,27.74,18.14,0.0,17.52,70.86,2.94,4.54,,174.0,Moderate
+Jaipur,2017-12-31,81.93,167.95,7.82,34.78,21.26,24.48,0.0,12.93,59.4,3.33,2.38,,153.0,Moderate
+Jaipur,2018-01-01,82.33,178.65,9.33,43.34,30.68,23.53,0.0,9.85,48.42,4.87,4.52,,221.0,Poor
+Jaipur,2018-01-02,89.98,206.62,16.88,43.11,30.26,27.08,0.0,12.7,48.92,3.84,5.3,,206.0,Poor
+Jaipur,2018-01-03,106.38,246.82,53.83,84.12,55.09,43.26,0.0,12.06,28.61,7.8,13.34,,232.0,Poor
+Jaipur,2018-01-04,80.07,184.38,32.78,70.61,45.46,34.61,0.0,12.22,34.35,5.61,7.31,,225.0,Poor
+Jaipur,2018-01-05,87.46,168.34,13.69,69.13,41.07,25.52,0.0,9.67,44.31,5.44,14.2,,177.0,Moderate
+Jaipur,2018-01-06,95.36,188.25,20.53,70.75,51.15,24.31,0.0,10.3,33.02,7.01,14.72,,234.0,Poor
+Jaipur,2018-01-07,70.3,148.31,8.61,58.29,36.34,19.83,0.0,16.11,32.07,4.06,6.89,,183.0,Moderate
+Jaipur,2018-01-08,78.86,186.29,37.04,76.84,56.41,31.07,0.0,15.68,39.68,8.06,18.63,,164.0,Moderate
+Jaipur,2018-01-09,89.46,193.76,32.47,69.36,51.81,27.98,0.0,11.92,60.8,6.47,11.0,,193.0,Moderate
+Jaipur,2018-01-10,94.76,201.64,41.21,85.95,73.06,34.2,0.0,14.62,42.16,6.07,15.98,,239.0,Poor
+Jaipur,2018-01-11,88.44,192.72,44.32,102.56,74.17,33.45,0.0,19.33,43.99,4.64,10.51,,211.0,Poor
+Jaipur,2018-01-12,96.1,204.94,59.36,73.96,54.8,48.84,0.0,23.61,43.56,3.82,10.34,,198.0,Moderate
+Jaipur,2018-01-13,105.77,225.04,79.4,81.74,95.22,59.68,0.0,15.6,30.72,4.92,19.86,,260.0,Poor
+Jaipur,2018-01-14,83.29,177.58,33.6,27.88,31.18,42.31,0.0,12.79,49.59,3.07,4.37,,171.0,Moderate
+Jaipur,2018-01-15,67.74,147.77,31.18,16.57,20.46,43.52,0.0,13.37,35.43,2.61,3.94,,173.0,Moderate
+Jaipur,2018-01-16,71.2,147.79,23.76,14.07,15.77,49.67,0.0,10.78,53.28,1.75,3.18,,141.0,Moderate
+Jaipur,2018-01-17,52.41,95.02,8.34,16.29,10.69,31.7,0.0,8.48,77.47,1.02,1.19,,116.0,Moderate
+Jaipur,2018-01-18,73.67,150.86,16.86,13.42,25.55,33.4,0.0,12.92,56.89,1.87,1.73,,124.0,Moderate
+Jaipur,2018-01-19,84.48,162.69,16.75,14.47,31.11,37.71,0.0,10.84,52.2,1.38,1.55,,190.0,Moderate
+Jaipur,2018-01-20,94.69,171.49,7.76,17.15,31.71,29.4,0.0,12.27,70.72,1.39,0.91,,223.0,Poor
+Jaipur,2018-01-21,84.69,159.86,17.52,18.37,46.95,38.1,0.01,10.02,51.67,1.73,2.1,,189.0,Moderate
+Jaipur,2018-01-22,67.67,151.15,6.84,17.24,28.63,24.09,0.22,12.44,80.44,0.98,0.63,,171.0,Moderate
+Jaipur,2018-01-23,67.38,139.83,13.71,22.56,32.81,19.99,0.21,8.79,63.97,1.13,2.27,,148.0,Moderate
+Jaipur,2018-01-24,84.31,150.18,19.13,40.92,48.47,28.49,0.31,10.4,68.73,0.89,6.63,,181.0,Moderate
+Jaipur,2018-01-25,86.57,136.44,40.34,43.76,61.77,38.27,0.42,9.51,46.15,2.07,3.42,,163.0,Moderate
+Jaipur,2018-01-26,95.31,165.34,43.3,47.69,57.18,38.66,0.5,10.99,43.38,2.2,4.1,,247.0,Poor
+Jaipur,2018-01-27,72.7,125.73,36.15,35.06,55.53,42.02,0.46,14.81,63.56,2.08,3.09,,171.0,Moderate
+Jaipur,2018-01-28,67.97,125.41,25.14,32.42,50.91,40.31,1.23,17.77,64.12,2.19,2.41,,167.0,Moderate
+Jaipur,2018-01-29,59.22,128.24,20.02,31.76,45.22,34.48,1.16,18.37,78.61,1.74,2.57,,154.0,Moderate
+Jaipur,2018-01-30,99.61,255.39,38.71,42.64,67.01,35.15,1.36,17.4,40.81,2.69,7.15,,219.0,Poor
+Jaipur,2018-01-31,69.6,194.82,29.36,34.65,50.6,23.28,1.18,13.34,50.29,1.66,1.99,,208.0,Poor
+Jaipur,2018-02-01,71.01,202.91,43.6,19.91,44.29,28.1,1.7,10.94,30.7,3.16,3.73,,177.0,Moderate
+Jaipur,2018-02-02,79.98,163.54,19.29,18.69,31.11,28.86,0.83,11.35,42.92,1.48,3.39,,168.0,Moderate
+Jaipur,2018-02-03,49.84,142.6,10.72,22.09,25.56,23.2,0.75,21.12,77.78,0.5,0.5,,140.0,Moderate
+Jaipur,2018-02-04,56.54,131.3,11.65,24.31,28.55,20.12,0.83,16.14,86.54,0.67,0.73,,132.0,Moderate
+Jaipur,2018-02-05,116.02,143.84,13.46,25.7,30.15,18.66,0.75,14.37,73.03,0.97,1.13,,153.0,Moderate
+Jaipur,2018-02-06,311.35,122.86,14.14,21.31,24.59,18.89,0.91,20.56,65.91,0.71,0.83,,305.0,Very Poor
+Jaipur,2018-02-07,130.52,125.18,15.71,21.3,26.28,19.11,1.1,17.89,54.31,1.08,2.57,,291.0,Poor
+Jaipur,2018-02-08,53.61,133.57,16.79,25.11,31.33,18.18,0.89,12.54,69.47,1.01,2.53,,208.0,Poor
+Jaipur,2018-02-09,61.1,142.45,16.18,21.12,26.43,17.2,1.23,12.96,60.7,1.07,2.9,,140.0,Moderate
+Jaipur,2018-02-10,68.06,130.41,10.99,17.46,19.86,13.4,0.54,11.43,94.86,1.49,2.19,,158.0,Moderate
+Jaipur,2018-02-11,77.44,153.69,10.81,14.99,17.21,12.94,0.48,11.92,102.21,0.6,1.37,,204.0,Poor
+Jaipur,2018-02-12,56.46,94.19,7.94,19.03,20.32,11.33,0.6,10.6,65.26,0.58,1.52,,140.0,Moderate
+Jaipur,2018-02-13,61.48,115.9,9.45,28.36,32.45,22.27,0.62,9.0,63.08,0.63,3.21,,146.0,Moderate
+Jaipur,2018-02-14,79.69,95.49,11.22,27.64,32.95,12.66,0.59,9.26,65.17,0.47,2.95,,114.0,Moderate
+Jaipur,2018-02-15,70.2,120.24,13.93,28.2,38.92,13.95,1.18,12.55,45.86,0.91,5.08,,156.0,Moderate
+Jaipur,2018-02-16,73.01,151.38,24.19,33.56,54.9,19.48,1.51,10.87,46.16,0.85,15.65,,174.0,Moderate
+Jaipur,2018-02-17,107.82,195.09,34.5,44.05,78.06,19.8,1.65,14.71,38.36,1.89,25.16,,221.0,Poor
+Jaipur,2018-02-18,103.08,206.35,16.87,39.2,55.76,22.7,0.71,9.36,60.49,0.68,21.63,,275.0,Poor
+Jaipur,2018-02-19,65.08,170.79,20.2,41.52,61.35,23.01,1.17,12.98,89.57,0.54,23.16,,198.0,Moderate
+Jaipur,2018-02-20,65.66,169.44,32.37,64.87,87.92,26.91,1.41,7.55,69.73,1.3,23.83,,167.0,Moderate
+Jaipur,2018-02-21,105.11,191.24,33.99,60.04,86.83,35.53,1.55,10.72,38.47,1.66,4.07,,223.0,Poor
+Jaipur,2018-02-22,116.61,218.51,36.02,48.54,77.43,44.82,1.43,10.53,39.8,2.06,5.17,,254.0,Poor
+Jaipur,2018-02-23,146.31,200.22,33.72,48.56,73.15,38.87,1.34,9.91,39.47,2.3,8.57,,311.0,Very Poor
+Jaipur,2018-02-24,74.56,173.37,26.21,49.15,65.37,36.05,0.98,17.05,40.12,2.28,8.63,,180.0,Moderate
+Jaipur,2018-02-25,49.48,132.12,13.33,37.71,41.26,26.34,0.83,8.32,63.51,0.68,2.62,,148.0,Moderate
+Jaipur,2018-02-26,42.24,111.95,13.97,43.16,47.11,26.92,0.81,10.13,53.56,0.61,2.47,,107.0,Moderate
+Jaipur,2018-02-27,56.23,140.03,15.35,39.9,42.66,26.69,0.89,11.47,51.77,0.67,2.0,,130.0,Moderate
+Jaipur,2018-02-28,55.39,135.15,13.49,39.98,43.46,26.86,0.99,8.37,81.28,1.03,3.01,,154.0,Moderate
+Jaipur,2018-03-01,64.1,125.46,11.57,34.24,36.96,24.35,0.75,12.0,81.47,1.22,4.17,,147.0,Moderate
+Jaipur,2018-03-02,55.62,96.5,10.77,38.45,40.16,25.44,0.76,8.08,56.37,0.75,4.72,,118.0,Moderate
+Jaipur,2018-03-03,51.15,106.4,10.81,50.57,54.25,28.59,0.67,6.62,56.2,0.61,4.41,,111.0,Moderate
+Jaipur,2018-03-04,56.89,112.89,11.9,45.56,49.83,33.53,0.71,8.31,58.18,0.57,3.76,,114.0,Moderate
+Jaipur,2018-03-05,31.08,65.63,9.04,39.92,40.93,27.62,0.65,8.22,68.26,0.38,2.61,,105.0,Moderate
+Jaipur,2018-03-06,33.67,76.99,12.09,47.97,51.47,26.16,0.65,10.76,61.55,0.54,2.85,,98.0,Satisfactory
+Jaipur,2018-03-07,44.18,87.4,15.66,51.18,58.14,27.31,0.79,9.78,45.88,0.79,3.13,,103.0,Moderate
+Jaipur,2018-03-08,30.45,74.35,13.12,43.17,48.29,23.28,0.62,9.88,60.92,0.79,3.18,,100.0,Satisfactory
+Jaipur,2018-03-09,32.75,93.2,8.88,39.37,45.3,23.9,0.68,10.32,66.18,0.82,4.06,,99.0,Satisfactory
+Jaipur,2018-03-10,45.01,101.44,7.93,38.12,42.08,20.44,0.77,12.32,91.2,0.92,2.08,,127.0,Moderate
+Jaipur,2018-03-11,34.41,93.48,13.06,42.62,48.85,23.44,0.61,9.72,74.52,0.7,3.31,,113.0,Moderate
+Jaipur,2018-03-12,42.66,114.52,14.24,47.37,56.16,25.5,1.07,7.8,62.44,0.83,4.02,,118.0,Moderate
+Jaipur,2018-03-13,55.22,134.5,15.03,47.85,61.12,23.49,1.2,9.81,45.99,1.27,2.68,,133.0,Moderate
+Jaipur,2018-03-14,47.13,149.6,11.63,41.97,51.65,20.16,0.67,10.37,24.9,0.57,2.35,,126.0,Moderate
+Jaipur,2018-03-15,43.63,145.77,12.56,42.68,54.24,23.55,0.82,8.84,34.09,0.81,2.7,,133.0,Moderate
+Jaipur,2018-03-16,50.2,145.28,9.71,36.64,45.46,21.3,0.69,10.57,60.08,1.04,2.25,,137.0,Moderate
+Jaipur,2018-03-17,41.0,110.91,7.91,37.36,43.71,17.9,0.71,11.16,74.39,0.51,1.26,,124.0,Moderate
+Jaipur,2018-03-18,33.6,95.43,6.73,34.5,39.58,15.99,0.76,11.81,84.96,0.71,1.27,,116.0,Moderate
+Jaipur,2018-03-19,44.62,117.03,7.62,29.87,34.41,15.79,0.78,11.13,81.08,0.85,1.33,,113.0,Moderate
+Jaipur,2018-03-20,41.72,102.34,9.1,39.72,44.5,19.97,0.78,9.02,50.35,0.44,1.53,,115.0,Moderate
+Jaipur,2018-03-21,56.15,170.32,10.23,34.22,40.25,16.37,0.67,8.62,48.83,0.3,1.15,,125.0,Moderate
+Jaipur,2018-03-22,52.94,137.88,8.89,29.2,33.77,20.57,0.73,9.33,71.21,0.35,0.88,,146.0,Moderate
+Jaipur,2018-03-23,40.63,99.92,7.92,29.49,33.29,19.85,0.79,7.61,69.35,0.39,0.88,,113.0,Moderate
+Jaipur,2018-03-24,48.33,99.02,8.93,38.26,43.21,17.58,0.73,8.77,53.65,0.47,1.33,,117.0,Moderate
+Jaipur,2018-03-25,56.76,120.57,9.43,40.11,46.6,18.28,0.69,10.05,62.13,0.64,1.95,,139.0,Moderate
+Jaipur,2018-03-26,56.16,122.38,20.9,48.03,65.21,23.62,1.17,10.06,42.88,1.41,5.43,,121.0,Moderate
+Jaipur,2018-03-27,76.01,193.53,37.87,53.0,86.52,30.64,1.67,10.24,31.33,2.08,11.47,,172.0,Moderate
+Jaipur,2018-03-28,49.92,145.62,10.75,34.58,40.83,19.53,0.86,11.31,43.54,0.71,1.7,,140.0,Moderate
+Jaipur,2018-03-29,46.52,123.85,15.38,34.81,45.81,20.63,0.91,10.16,76.41,0.69,1.25,,131.0,Moderate
+Jaipur,2018-03-30,60.9,165.81,11.89,35.24,42.69,19.86,0.72,11.24,66.68,0.59,1.38,,151.0,Moderate
+Jaipur,2018-03-31,43.4,128.46,5.7,28.65,33.35,15.82,0.56,11.76,87.17,0.71,2.53,,140.0,Moderate
+Jaipur,2018-04-01,54.63,150.31,5.06,26.69,31.74,21.56,0.72,9.94,100.86,1.17,2.95,,134.0,Moderate
+Jaipur,2018-04-02,60.99,147.7,19.34,29.31,45.68,24.15,0.84,10.63,98.23,1.09,2.08,,150.0,Moderate
+Jaipur,2018-04-03,62.79,164.25,9.79,33.62,39.32,19.23,0.83,9.35,91.4,0.81,2.05,,181.0,Moderate
+Jaipur,2018-04-04,55.95,159.23,18.11,37.81,55.55,21.97,1.18,13.25,44.35,1.09,3.92,,142.0,Moderate
+Jaipur,2018-04-05,62.98,168.6,10.44,35.89,43.27,21.16,0.74,11.46,70.08,0.83,3.07,,151.0,Moderate
+Jaipur,2018-04-06,56.87,165.54,7.97,24.82,28.76,19.91,0.77,9.65,97.55,0.41,1.95,,145.0,Moderate
+Jaipur,2018-04-07,45.6,130.82,8.9,34.27,39.97,27.39,1.03,8.96,93.05,0.77,3.24,,157.0,Moderate
+Jaipur,2018-04-08,49.85,131.99,7.89,22.81,26.74,35.65,1.06,7.76,104.05,0.87,2.57,,158.0,Moderate
+Jaipur,2018-04-09,39.81,114.73,7.39,25.52,28.75,28.36,0.8,7.84,98.39,0.49,2.36,,127.0,Moderate
+Jaipur,2018-04-10,48.96,132.35,7.64,28.91,29.88,30.81,0.53,7.77,80.06,0.45,2.37,,129.0,Moderate
+Jaipur,2018-04-11,42.24,107.11,6.42,30.38,34.97,25.95,0.66,6.34,70.35,0.75,4.23,,116.0,Moderate
+Jaipur,2018-04-12,26.2,57.9,6.25,25.04,26.56,32.85,0.52,4.2,59.07,0.42,5.96,,100.0,Satisfactory
+Jaipur,2018-04-13,27.64,67.81,9.52,39.4,38.41,21.54,0.68,7.09,43.98,0.29,3.42,,97.0,Satisfactory
+Jaipur,2018-04-14,33.56,96.36,7.93,36.24,35.13,21.58,0.64,8.4,65.62,0.4,6.97,,124.0,Moderate
+Jaipur,2018-04-15,37.67,114.8,8.38,35.9,35.45,23.19,0.6,7.43,60.73,0.35,8.62,,125.0,Moderate
+Jaipur,2018-04-16,57.56,188.52,8.44,40.43,43.58,27.59,0.63,5.59,37.98,0.41,11.71,,130.0,Moderate
+Jaipur,2018-04-17,51.78,162.73,8.54,35.93,38.92,23.86,0.61,7.5,40.94,0.35,12.08,,153.0,Moderate
+Jaipur,2018-04-18,54.55,155.48,8.65,37.14,37.22,23.45,0.58,7.97,59.38,0.31,9.4,,149.0,Moderate
+Jaipur,2018-04-19,64.1,167.26,11.68,45.78,48.99,28.08,0.78,7.73,45.28,0.45,10.29,,140.0,Moderate
+Jaipur,2018-04-20,79.58,283.19,11.43,38.54,42.25,25.2,0.85,9.92,45.52,0.3,10.92,,202.0,Poor
+Jaipur,2018-04-21,126.39,476.74,8.17,30.55,30.89,18.35,0.53,6.64,66.89,0.18,7.64,,434.0,Severe
+Jaipur,2018-04-22,36.29,123.99,8.24,34.2,34.26,21.84,0.5,8.73,70.82,0.15,0.0,,185.0,Moderate
+Jaipur,2018-04-23,96.02,109.14,4.74,33.55,34.61,22.12,0.7,6.96,71.61,0.32,3.79,,173.0,Moderate
+Jaipur,2018-04-24,98.88,132.15,15.07,48.53,56.57,19.74,1.15,9.55,49.49,0.7,9.57,,124.0,Moderate
+Jaipur,2018-04-25,56.46,141.44,20.38,60.46,71.45,25.05,1.19,9.46,42.43,0.75,13.24,,157.0,Moderate
+Jaipur,2018-04-26,55.72,167.8,11.2,49.13,50.99,22.9,0.84,10.84,46.37,0.36,7.57,,136.0,Moderate
+Jaipur,2018-04-27,76.08,203.97,7.31,53.92,50.85,27.11,0.71,10.29,42.32,0.46,4.74,,176.0,Moderate
+Jaipur,2018-04-28,58.94,182.58,12.69,44.65,51.62,21.43,0.66,7.69,39.32,0.49,13.42,,179.0,Moderate
+Jaipur,2018-04-29,56.72,181.87,8.52,32.45,40.97,11.99,0.5,5.78,68.36,0.61,21.78,,157.0,Moderate
+Jaipur,2018-04-30,53.42,182.6,6.75,34.49,35.74,24.11,0.46,5.95,52.55,0.32,13.4,,158.0,Moderate
+Jaipur,2018-05-01,56.81,210.23,7.73,40.11,41.2,38.78,0.7,7.74,51.24,0.48,9.62,,147.0,Moderate
+Jaipur,2018-05-02,65.79,224.58,9.47,29.32,32.24,25.56,0.6,5.51,56.0,0.85,4.96,,168.0,Moderate
+Jaipur,2018-05-03,47.86,155.74,8.07,26.94,30.48,16.3,0.49,7.75,85.36,0.77,17.94,,172.0,Moderate
+Jaipur,2018-05-04,51.16,132.15,9.04,25.09,30.24,18.38,0.73,7.2,101.61,0.68,19.83,,150.0,Moderate
+Jaipur,2018-05-05,60.11,148.22,12.38,34.71,40.5,18.5,0.77,8.75,111.96,0.92,22.12,,160.0,Moderate
+Jaipur,2018-05-06,67.36,168.37,10.71,25.6,31.37,11.54,0.67,8.65,94.99,0.45,15.21,,171.0,Moderate
+Jaipur,2018-05-07,53.19,145.71,13.16,26.45,34.22,17.04,0.86,10.8,84.84,0.42,20.61,,176.0,Moderate
+Jaipur,2018-05-08,96.38,295.96,12.76,29.69,39.54,20.09,0.96,7.31,90.6,0.66,10.51,,250.0,Poor
+Jaipur,2018-05-09,55.01,148.03,10.03,24.3,31.34,18.82,0.74,8.61,87.99,0.33,10.84,,181.0,Moderate
+Jaipur,2018-05-10,52.1,126.26,12.6,35.04,41.54,13.08,0.84,8.44,83.94,0.42,12.65,,153.0,Moderate
+Jaipur,2018-05-11,60.83,146.01,13.33,46.07,43.12,14.23,0.8,9.23,69.54,1.53,13.36,,137.0,Moderate
+Jaipur,2018-05-12,55.45,155.01,11.51,36.61,35.19,12.97,0.94,9.43,55.5,1.19,8.7,,157.0,Moderate
+Jaipur,2018-05-13,76.41,223.93,10.18,32.45,34.29,12.29,1.85,10.77,47.12,0.99,6.83,,152.0,Moderate
+Jaipur,2018-05-14,83.35,266.9,7.27,24.54,27.02,11.79,1.77,10.47,70.44,1.03,7.12,,255.0,Poor
+Jaipur,2018-05-15,78.39,202.16,8.56,27.49,30.82,9.0,2.1,10.55,56.62,0.89,5.64,,204.0,Poor
+Jaipur,2018-05-16,71.69,196.66,17.05,41.27,51.73,12.65,2.11,11.15,68.29,1.04,6.36,,194.0,Moderate
+Jaipur,2018-05-17,70.42,199.7,16.53,37.41,48.58,11.81,0.8,12.09,75.99,0.95,5.85,,181.0,Moderate
+Jaipur,2018-05-18,56.88,153.33,15.45,38.21,48.72,12.85,0.91,11.27,74.15,1.24,4.96,,156.0,Moderate
+Jaipur,2018-05-19,66.11,166.85,2.87,16.03,14.57,18.77,0.88,8.6,98.27,1.14,0.23,,161.0,Moderate
+Jaipur,2018-05-20,54.57,223.76,3.14,21.16,19.51,19.62,0.83,9.45,93.77,0.91,0.31,,172.0,Moderate
+Jaipur,2018-05-21,57.33,143.79,2.77,19.16,16.62,19.17,0.82,9.83,106.57,1.08,0.24,,193.0,Moderate
+Jaipur,2018-05-22,68.99,189.57,6.78,27.86,27.73,21.62,1.07,11.69,91.18,1.54,0.34,,160.0,Moderate
+Jaipur,2018-05-23,75.45,203.48,11.54,36.46,39.64,21.7,0.97,11.24,73.61,2.27,0.45,,199.0,Moderate
+Jaipur,2018-05-24,61.93,168.39,7.43,30.38,31.24,23.1,0.86,16.49,101.63,1.52,1.36,,171.0,Moderate
+Jaipur,2018-05-25,68.44,159.11,19.24,54.59,58.58,38.58,1.15,10.24,74.21,3.22,3.99,,169.0,Moderate
+Jaipur,2018-05-26,56.84,138.06,20.06,44.26,50.55,33.24,1.03,12.22,71.11,1.65,4.36,,174.0,Moderate
+Jaipur,2018-05-27,63.49,196.27,11.96,27.59,37.31,17.05,0.61,10.01,75.28,0.98,3.07,,153.0,Moderate
+Jaipur,2018-05-28,70.45,188.11,9.79,41.91,44.83,14.22,0.93,15.87,77.68,1.36,3.89,,169.0,Moderate
+Jaipur,2018-05-29,64.81,161.76,5.46,29.36,28.58,11.97,0.85,10.39,80.15,0.88,2.1,,170.0,Moderate
+Jaipur,2018-05-30,59.09,190.37,6.79,22.64,25.08,17.28,0.98,10.23,48.49,0.61,2.03,,146.0,Moderate
+Jaipur,2018-05-31,50.38,137.75,6.56,33.95,30.82,22.41,0.9,10.31,61.73,1.24,3.51,,138.0,Moderate
+Jaipur,2018-06-01,71.04,179.51,8.39,24.45,29.19,16.23,0.9,12.89,53.89,1.14,3.79,,150.0,Moderate
+Jaipur,2018-06-02,116.5,491.01,9.98,22.31,27.64,18.84,0.81,11.85,61.13,1.05,2.62,,379.0,Very Poor
+Jaipur,2018-06-03,69.06,219.89,8.63,19.95,23.85,12.8,0.61,10.85,52.37,0.36,1.36,,265.0,Poor
+Jaipur,2018-06-04,79.44,234.51,9.96,20.29,26.62,12.03,0.9,11.14,41.93,0.87,2.97,,190.0,Moderate
+Jaipur,2018-06-05,79.41,225.77,7.9,12.82,18.46,14.82,0.74,9.03,70.1,0.69,1.55,,210.0,Poor
+Jaipur,2018-06-06,59.58,191.06,7.62,15.35,19.44,13.97,0.82,8.07,94.49,0.54,0.84,,189.0,Moderate
+Jaipur,2018-06-07,69.5,197.39,7.76,17.07,20.01,14.55,0.82,8.76,77.34,0.73,1.07,,132.0,Moderate
+Jaipur,2018-06-08,83.02,256.32,8.39,19.03,23.36,16.57,0.81,8.28,35.54,0.93,2.36,,220.0,Poor
+Jaipur,2018-06-09,49.28,101.89,9.29,18.54,23.49,23.33,0.53,10.74,30.99,0.72,2.64,,160.0,Moderate
+Jaipur,2018-06-10,45.19,113.8,7.87,18.04,21.46,20.35,0.5,11.19,49.77,0.52,1.47,,100.0,Satisfactory
+Jaipur,2018-06-11,49.5,152.0,9.69,18.3,22.39,19.28,0.44,9.54,50.65,0.78,1.77,,118.0,Moderate
+Jaipur,2018-06-12,73.33,248.63,8.37,22.09,24.34,28.49,0.7,10.04,39.2,0.49,2.56,,169.0,Moderate
+Jaipur,2018-06-13,84.79,361.08,15.57,18.75,24.92,22.76,0.56,9.3,38.38,0.24,2.24,,285.0,Poor
+Jaipur,2018-06-14,92.4,324.0,10.17,15.67,22.25,20.29,0.4,6.74,47.67,0.29,2.04,,269.0,Poor
+Jaipur,2018-06-15,70.52,216.17,9.22,19.28,24.29,24.1,0.54,9.06,50.32,0.34,2.39,,264.0,Poor
+Jaipur,2018-06-16,62.62,158.06,8.87,23.54,22.7,19.88,0.55,9.4,47.06,0.26,2.24,,155.0,Moderate
+Jaipur,2018-06-17,54.54,130.08,9.16,24.46,23.99,20.21,0.48,9.07,42.86,0.26,2.34,,128.0,Moderate
+Jaipur,2018-06-18,79.91,239.87,8.83,21.54,21.73,18.18,0.48,9.68,53.41,0.39,2.42,,161.0,Moderate
+Jaipur,2018-06-19,58.91,125.66,9.93,20.24,24.72,14.42,0.47,8.23,62.32,0.45,3.93,,162.0,Moderate
+Jaipur,2018-06-20,51.15,99.87,12.89,22.97,32.68,18.94,0.54,13.27,61.32,0.44,3.47,,111.0,Moderate
+Jaipur,2018-06-21,83.77,198.31,8.07,25.52,31.67,19.51,0.83,13.19,65.73,0.66,3.69,,160.0,Moderate
+Jaipur,2018-06-22,71.26,145.43,9.58,30.02,39.6,24.08,0.77,10.2,60.59,0.73,3.68,,173.0,Moderate
+Jaipur,2018-06-23,69.38,143.46,7.66,19.31,26.97,32.96,0.56,10.28,61.66,0.43,2.76,,156.0,Moderate
+Jaipur,2018-06-24,60.2,116.5,7.91,19.87,27.78,40.99,0.66,9.77,62.2,0.39,2.38,,132.0,Moderate
+Jaipur,2018-06-25,52.05,93.53,8.35,18.64,26.99,30.81,0.64,8.21,58.03,0.46,3.35,,100.0,Satisfactory
+Jaipur,2018-06-26,46.38,80.01,8.16,21.35,28.71,27.42,0.75,9.73,51.49,0.59,2.97,,90.0,Satisfactory
+Jaipur,2018-06-27,53.68,70.62,11.58,23.61,35.14,25.29,0.8,9.54,23.74,0.81,3.7,,94.0,Satisfactory
+Jaipur,2018-06-28,54.1,45.71,11.04,12.34,23.33,21.52,0.64,10.02,41.04,0.53,2.66,,155.0,Moderate
+Jaipur,2018-06-29,77.05,50.54,9.06,15.56,24.24,17.72,0.52,8.04,30.16,1.75,2.29,,123.0,Moderate
+Jaipur,2018-06-30,73.53,66.1,9.31,14.69,23.79,11.11,0.55,9.04,34.25,0.48,1.62,,135.0,Moderate
+Jaipur,2018-07-01,92.72,127.94,10.68,22.37,33.05,14.91,0.3,10.73,28.59,0.63,1.29,,153.0,Moderate
+Jaipur,2018-07-02,42.08,92.06,11.21,20.43,31.64,14.54,0.55,10.97,29.6,0.74,2.37,,151.0,Moderate
+Jaipur,2018-07-03,42.91,64.43,11.13,18.48,29.59,12.28,0.54,11.7,31.25,0.77,3.78,,94.0,Satisfactory
+Jaipur,2018-07-04,45.51,75.61,11.12,16.82,27.94,11.13,0.48,11.0,34.1,0.69,3.95,,89.0,Satisfactory
+Jaipur,2018-07-05,79.95,132.67,10.92,15.53,26.45,10.0,0.59,9.44,32.81,0.89,5.05,,154.0,Moderate
+Jaipur,2018-07-06,51.39,164.14,9.99,16.71,26.7,9.21,0.75,10.3,49.06,0.87,4.83,,155.0,Moderate
+Jaipur,2018-07-07,62.56,171.89,8.19,17.3,25.49,8.63,0.89,10.34,56.81,0.66,3.77,,141.0,Moderate
+Jaipur,2018-07-08,61.82,174.4,9.04,18.38,27.42,9.48,0.78,10.72,57.03,0.74,3.92,,154.0,Moderate
+Jaipur,2018-07-09,61.97,169.73,9.41,16.79,26.19,9.9,0.77,9.83,59.01,0.99,5.77,,157.0,Moderate
+Jaipur,2018-07-10,53.08,125.02,10.13,15.06,23.27,13.56,0.72,8.84,56.39,0.83,4.72,,136.0,Moderate
+Jaipur,2018-07-11,51.71,82.22,10.65,18.88,28.65,16.77,0.68,8.4,37.09,1.28,7.01,,108.0,Moderate
+Jaipur,2018-07-12,66.31,82.09,10.16,17.37,27.5,14.28,0.73,9.51,32.42,1.18,6.78,,142.0,Moderate
+Jaipur,2018-07-13,27.49,55.56,10.53,18.46,28.96,11.97,0.63,10.32,29.86,0.99,6.64,,90.0,Satisfactory
+Jaipur,2018-07-14,26.18,59.32,10.44,18.85,29.28,11.89,0.62,8.47,32.24,0.51,2.26,,60.0,Satisfactory
+Jaipur,2018-07-15,25.63,41.93,11.06,23.25,34.29,11.22,0.79,8.56,31.86,0.73,3.04,,62.0,Satisfactory
+Jaipur,2018-07-16,39.39,52.99,10.17,21.92,32.03,14.39,0.65,9.6,33.6,1.16,5.34,,86.0,Satisfactory
+Jaipur,2018-07-17,20.77,49.09,9.13,20.3,29.42,20.57,0.58,9.32,33.19,0.67,3.18,,67.0,Satisfactory
+Jaipur,2018-07-18,70.35,62.93,8.69,18.46,27.05,27.07,0.57,10.16,32.39,0.56,2.15,,134.0,Moderate
+Jaipur,2018-07-19,25.27,50.27,9.51,19.14,28.64,21.18,0.74,9.16,29.67,1.06,4.4,,83.0,Satisfactory
+Jaipur,2018-07-20,35.41,73.79,10.96,17.72,28.59,15.18,0.63,8.33,29.51,1.16,4.57,,81.0,Satisfactory
+Jaipur,2018-07-21,61.42,58.65,8.93,14.77,23.66,9.6,0.68,7.23,23.64,0.74,2.47,,130.0,Moderate
+Jaipur,2018-07-22,22.64,51.94,9.29,16.73,25.95,10.57,0.6,6.87,20.56,0.38,1.71,,89.0,Satisfactory
+Jaipur,2018-07-23,25.16,58.85,9.78,14.22,23.83,10.48,0.63,8.89,22.8,0.69,2.48,,57.0,Satisfactory
+Jaipur,2018-07-24,35.17,56.67,9.85,13.68,23.47,9.7,0.58,12.59,23.79,0.67,2.87,,73.0,Satisfactory
+Jaipur,2018-07-25,31.45,74.65,10.18,12.75,22.8,9.25,0.71,10.01,20.22,0.55,2.63,,66.0,Satisfactory
+Jaipur,2018-07-26,55.96,154.02,10.35,16.85,27.03,7.75,0.58,8.96,18.44,0.54,2.39,,114.0,Moderate
+Jaipur,2018-07-27,52.41,137.81,9.62,16.53,26.15,7.49,0.49,9.81,25.3,0.51,1.81,,132.0,Moderate
+Jaipur,2018-07-28,48.42,115.76,9.58,17.69,27.27,7.43,0.52,8.71,19.37,0.43,1.47,,117.0,Moderate
+Jaipur,2018-07-29,50.68,122.45,8.99,15.94,24.94,7.11,0.42,9.76,18.87,0.34,1.11,,115.0,Moderate
+Jaipur,2018-07-30,44.09,107.31,7.8,17.26,25.07,9.96,0.45,10.03,19.16,0.41,1.35,,107.0,Moderate
+Jaipur,2018-07-31,53.4,139.8,8.72,31.33,32.48,15.13,0.48,9.76,28.43,0.44,1.57,,114.0,Moderate
+Jaipur,2018-08-01,63.97,178.41,14.02,30.99,33.17,18.31,0.51,8.75,47.11,0.35,1.25,,147.0,Moderate
+Jaipur,2018-08-02,68.84,191.11,10.95,20.59,26.64,11.37,0.53,8.6,52.35,0.32,1.3,,158.0,Moderate
+Jaipur,2018-08-03,68.51,187.2,12.4,27.2,34.91,10.0,0.69,9.41,41.62,0.31,1.28,,165.0,Moderate
+Jaipur,2018-08-04,61.58,173.12,15.01,23.91,32.28,10.65,0.69,10.74,36.23,0.26,1.07,,154.0,Moderate
+Jaipur,2018-08-05,60.62,164.36,11.85,24.05,29.14,7.11,0.69,9.3,34.4,0.28,1.4,,153.0,Moderate
+Jaipur,2018-08-06,50.47,133.34,13.32,22.21,29.95,8.67,0.73,10.37,31.14,0.41,1.76,,129.0,Moderate
+Jaipur,2018-08-07,54.87,113.08,8.78,26.42,30.51,9.47,0.91,8.0,32.71,0.71,2.74,,113.0,Moderate
+Jaipur,2018-08-08,51.27,92.53,12.92,21.8,31.27,12.7,0.83,7.59,31.31,0.74,2.95,,118.0,Moderate
+Jaipur,2018-08-09,28.7,54.06,16.12,19.36,29.37,15.3,0.75,9.74,36.08,0.62,2.39,,93.0,Satisfactory
+Jaipur,2018-08-10,34.8,75.27,12.13,24.58,29.78,17.23,0.75,11.08,27.59,0.68,2.46,,69.0,Satisfactory
+Jaipur,2018-08-11,37.53,82.0,10.89,23.6,29.95,11.67,0.66,7.66,24.11,0.41,6.35,,79.0,Satisfactory
+Jaipur,2018-08-12,26.76,76.2,9.92,20.85,26.97,9.43,0.59,7.26,25.35,0.3,9.19,,79.0,Satisfactory
+Jaipur,2018-08-13,35.63,98.64,8.9,20.43,25.81,9.12,0.65,7.17,33.16,0.4,12.26,,82.0,Satisfactory
+Jaipur,2018-08-14,51.3,106.87,8.62,21.97,26.69,11.66,0.77,9.28,30.22,0.66,14.94,,100.0,Satisfactory
+Jaipur,2018-08-15,73.24,174.59,9.58,20.69,26.49,12.89,0.64,11.23,25.3,0.5,15.11,,158.0,Moderate
+Jaipur,2018-08-16,38.92,63.99,8.99,19.6,25.37,14.62,0.74,10.39,26.32,0.74,17.07,,115.0,Moderate
+Jaipur,2018-08-17,32.28,50.48,6.91,14.35,18.06,13.96,0.61,8.93,33.85,0.53,13.99,,61.0,Satisfactory
+Jaipur,2018-08-18,33.39,59.66,8.43,17.54,21.44,13.72,0.72,10.47,37.38,0.55,11.7,,74.0,Satisfactory
+Jaipur,2018-08-19,25.88,54.67,16.21,19.22,31.7,12.38,0.82,10.13,22.25,0.67,16.31,,75.0,Satisfactory
+Jaipur,2018-08-20,28.61,63.08,20.09,18.9,34.44,16.35,0.9,9.34,15.29,0.99,11.0,,74.0,Satisfactory
+Jaipur,2018-08-21,29.54,74.71,12.06,20.9,28.59,16.55,0.82,10.09,20.84,0.93,12.88,,79.0,Satisfactory
+Jaipur,2018-08-22,39.29,72.22,13.49,22.76,32.0,14.75,0.73,10.06,20.31,0.72,11.26,,84.0,Satisfactory
+Jaipur,2018-08-23,28.67,54.46,14.49,21.23,31.76,12.91,0.67,10.24,15.52,0.43,8.18,,69.0,Satisfactory
+Jaipur,2018-08-24,29.88,66.95,13.38,20.67,30.28,11.54,0.6,8.77,19.43,0.88,11.69,,87.0,Satisfactory
+Jaipur,2018-08-25,29.4,66.07,14.17,21.68,31.42,11.29,0.59,9.0,18.62,0.91,12.97,,70.0,Satisfactory
+Jaipur,2018-08-26,34.97,89.44,10.4,21.09,27.19,10.76,0.54,8.74,23.44,0.87,15.6,,75.0,Satisfactory
+Jaipur,2018-08-27,42.25,121.42,15.81,23.04,33.68,11.73,0.75,9.08,22.87,1.1,13.54,,100.0,Satisfactory
+Jaipur,2018-08-28,44.1,184.45,10.68,23.31,28.96,12.09,0.74,10.98,29.72,1.38,12.67,,157.0,Moderate
+Jaipur,2018-08-29,28.57,81.65,10.62,19.4,26.06,12.2,0.75,11.17,25.5,1.06,15.81,,100.0,Satisfactory
+Jaipur,2018-08-30,44.67,142.72,10.82,19.92,26.83,12.24,0.65,9.56,20.82,0.5,9.97,,111.0,Moderate
+Jaipur,2018-08-31,38.23,108.97,9.76,18.28,24.75,12.9,0.57,11.33,22.11,0.41,7.62,,127.0,Moderate
+Jaipur,2018-09-01,31.62,82.3,12.87,19.36,28.09,11.93,0.62,11.67,21.7,0.44,7.17,,79.0,Satisfactory
+Jaipur,2018-09-02,28.93,58.8,13.13,20.51,29.64,12.89,0.64,11.05,17.52,0.43,8.47,,80.0,Satisfactory
+Jaipur,2018-09-03,30.21,52.13,13.19,24.24,33.47,14.5,0.66,10.92,15.95,0.53,9.48,,60.0,Satisfactory
+Jaipur,2018-09-04,34.05,75.55,14.66,24.24,34.79,18.11,0.71,11.25,18.1,0.6,9.18,,68.0,Satisfactory
+Jaipur,2018-09-05,45.64,125.37,13.25,22.44,32.17,16.1,0.75,11.59,18.88,0.59,6.94,,94.0,Satisfactory
+Jaipur,2018-09-06,45.95,111.45,13.32,23.44,31.5,12.55,0.71,11.5,20.8,0.58,7.06,,122.0,Moderate
+Jaipur,2018-09-07,36.89,84.08,14.52,26.35,35.47,13.89,0.72,11.4,26.56,0.62,7.12,,90.0,Satisfactory
+Jaipur,2018-09-08,29.7,66.71,11.65,18.53,27.38,14.45,0.73,10.5,25.61,0.6,5.1,,89.0,Satisfactory
+Jaipur,2018-09-09,20.31,36.25,10.08,12.5,20.6,8.84,0.78,7.8,22.55,0.53,2.59,,59.0,Satisfactory
+Jaipur,2018-09-10,32.94,69.66,13.01,15.6,26.34,9.7,0.78,8.4,13.27,0.72,3.76,,68.0,Satisfactory
+Jaipur,2018-09-11,33.66,81.34,15.68,17.24,30.06,10.19,0.92,9.8,12.3,0.92,3.71,,80.0,Satisfactory
+Jaipur,2018-09-12,36.18,86.86,13.38,18.96,28.13,11.99,0.69,10.89,18.57,0.59,3.83,,90.0,Satisfactory
+Jaipur,2018-09-13,45.9,86.72,9.76,17.96,24.16,10.78,0.77,10.91,24.72,0.58,12.16,,96.0,Satisfactory
+Jaipur,2018-09-14,47.34,93.5,9.96,21.39,26.98,11.76,0.71,11.19,24.79,0.64,9.17,,104.0,Moderate
+Jaipur,2018-09-15,47.33,96.66,11.74,23.88,30.7,12.66,0.7,9.41,27.95,0.65,9.23,,103.0,Moderate
+Jaipur,2018-09-16,43.96,95.56,8.63,22.94,28.2,11.46,0.71,8.59,34.71,0.55,15.77,,99.0,Satisfactory
+Jaipur,2018-09-17,44.71,105.2,8.48,24.33,27.23,13.46,0.68,9.07,34.58,0.68,9.42,,93.0,Satisfactory
+Jaipur,2018-09-18,48.12,108.36,12.96,25.65,32.32,17.29,0.84,9.87,28.52,0.68,4.18,,105.0,Moderate
+Jaipur,2018-09-19,49.52,125.88,13.52,27.89,35.53,20.44,0.92,15.17,36.04,0.68,1.88,,108.0,Moderate
+Jaipur,2018-09-20,48.99,131.03,8.51,29.68,32.55,27.4,0.95,11.49,41.56,0.7,2.13,,120.0,Moderate
+Jaipur,2018-09-21,47.7,152.06,6.15,17.58,19.86,29.4,0.81,10.81,58.88,0.82,3.16,,148.0,Moderate
+Jaipur,2018-09-22,17.46,42.51,7.65,14.55,21.02,24.27,0.72,11.13,27.01,0.76,3.21,,81.0,Satisfactory
+Jaipur,2018-09-23,15.78,29.29,5.87,12.4,18.27,23.77,0.62,12.14,29.18,0.66,3.29,,54.0,Satisfactory
+Jaipur,2018-09-24,22.0,49.27,14.5,18.08,29.72,21.8,0.89,10.45,18.05,0.92,3.24,,62.0,Satisfactory
+Jaipur,2018-09-25,39.67,119.84,22.33,24.13,41.05,22.73,1.15,10.11,21.18,1.16,3.14,,91.0,Satisfactory
+Jaipur,2018-09-26,52.7,148.79,22.32,24.82,40.12,25.21,1.21,8.09,20.58,1.2,3.14,,135.0,Moderate
+Jaipur,2018-09-27,53.34,137.69,30.58,29.87,51.29,20.66,1.06,9.04,20.41,1.16,3.15,,133.0,Moderate
+Jaipur,2018-09-28,57.85,133.41,42.62,28.89,56.9,23.72,1.34,11.1,25.73,1.2,3.15,,134.0,Moderate
+Jaipur,2018-09-29,55.11,204.24,42.3,32.84,58.5,26.59,1.34,9.96,23.3,1.24,5.13,,174.0,Moderate
+Jaipur,2018-09-30,50.9,169.67,18.51,30.4,41.26,24.82,1.14,10.08,24.86,1.51,12.23,,151.0,Moderate
+Jaipur,2018-10-01,47.8,120.65,25.54,30.31,47.15,21.91,1.16,11.04,23.78,1.54,10.23,,128.0,Moderate
+Jaipur,2018-10-02,52.83,130.6,40.85,27.83,56.61,27.81,1.28,14.15,27.09,1.54,14.22,,125.0,Moderate
+Jaipur,2018-10-03,41.04,117.24,18.0,37.48,46.19,24.45,1.13,12.57,34.67,1.52,10.96,,125.0,Moderate
+Jaipur,2018-10-04,42.35,86.8,11.02,35.71,38.02,22.74,0.98,9.8,51.58,1.17,9.99,,101.0,Moderate
+Jaipur,2018-10-05,46.05,103.51,13.33,37.16,40.68,20.32,1.06,10.32,41.69,1.38,9.47,,101.0,Moderate
+Jaipur,2018-10-06,46.46,118.1,22.36,32.3,44.18,21.12,0.95,10.31,45.55,1.11,10.71,,103.0,Moderate
+Jaipur,2018-10-07,44.93,112.71,14.2,34.63,39.73,19.4,0.91,9.94,59.91,1.21,11.37,,118.0,Moderate
+Jaipur,2018-10-08,44.43,104.33,17.76,41.0,47.78,19.02,1.1,10.18,53.06,1.37,10.58,,116.0,Moderate
+Jaipur,2018-10-09,49.14,118.42,33.36,37.55,59.12,22.65,1.12,11.77,28.8,1.34,9.02,,109.0,Moderate
+Jaipur,2018-10-10,69.46,149.94,17.1,36.41,45.2,27.93,1.01,16.05,35.97,1.35,10.06,,121.0,Moderate
+Jaipur,2018-10-11,71.12,164.77,9.91,27.52,31.45,21.64,0.9,9.12,62.94,1.24,11.21,,178.0,Moderate
+Jaipur,2018-10-12,61.36,135.2,13.2,28.83,34.58,17.21,0.92,8.56,63.73,1.2,11.76,,137.0,Moderate
+Jaipur,2018-10-13,59.86,129.21,11.34,35.09,37.28,15.96,0.8,11.57,61.39,1.19,10.59,,130.0,Moderate
+Jaipur,2018-10-14,65.77,175.48,11.34,36.45,38.31,14.96,0.9,11.12,55.39,1.22,13.96,,142.0,Moderate
+Jaipur,2018-10-15,66.0,143.41,34.26,40.58,64.0,15.86,1.38,14.45,53.49,1.69,12.61,,152.0,Moderate
+Jaipur,2018-10-16,85.38,156.8,46.41,42.5,83.77,24.55,1.43,13.89,27.12,2.08,14.93,,195.0,Moderate
+Jaipur,2018-10-17,58.16,128.48,52.28,45.45,77.86,25.93,1.6,11.8,26.39,1.76,13.98,,151.0,Moderate
+Jaipur,2018-10-18,67.49,147.49,43.71,59.26,87.19,27.25,1.36,13.06,28.91,1.98,15.65,,149.0,Moderate
+Jaipur,2018-10-19,78.42,147.93,20.04,53.89,57.64,25.15,1.26,9.78,52.77,1.69,16.46,,151.0,Moderate
+Jaipur,2018-10-20,72.99,136.15,19.95,47.86,54.99,24.57,1.54,9.25,61.5,1.73,13.36,,180.0,Moderate
+Jaipur,2018-10-21,74.69,181.3,7.04,38.28,34.6,20.42,0.96,10.36,77.81,1.33,13.33,,185.0,Moderate
+Jaipur,2018-10-22,60.43,113.03,27.39,47.36,59.74,22.14,1.28,9.52,53.21,1.59,10.82,,163.0,Moderate
+Jaipur,2018-10-23,51.98,108.54,19.57,37.34,48.23,23.69,1.27,8.39,57.11,1.32,15.52,,117.0,Moderate
+Jaipur,2018-10-24,59.1,121.51,29.87,42.32,58.23,24.74,1.3,9.23,47.41,1.37,14.16,,135.0,Moderate
+Jaipur,2018-10-25,55.75,123.68,23.33,41.0,53.35,24.69,1.2,9.29,43.91,1.73,12.12,,139.0,Moderate
+Jaipur,2018-10-26,62.72,131.48,11.61,35.17,39.16,24.39,1.02,9.15,61.83,1.36,8.79,,146.0,Moderate
+Jaipur,2018-10-27,69.35,137.79,15.15,45.64,52.5,28.22,1.09,10.26,58.93,1.32,2.17,,160.0,Moderate
+Jaipur,2018-10-28,80.31,151.56,13.14,44.02,49.04,27.6,1.07,12.13,70.93,1.33,2.29,,186.0,Moderate
+Jaipur,2018-10-29,92.86,172.78,19.73,56.12,63.9,28.68,1.63,11.43,59.07,1.84,1.68,,212.0,Poor
+Jaipur,2018-10-30,80.37,168.18,22.04,54.2,62.39,24.58,1.62,11.32,48.61,2.12,3.21,,219.0,Poor
+Jaipur,2018-10-31,60.99,192.07,17.36,50.16,59.68,22.85,1.43,9.62,102.73,2.03,3.04,,218.0,Poor
+Jaipur,2018-11-01,71.04,159.56,39.0,55.17,81.51,22.34,1.91,13.46,56.74,2.46,4.4,,195.0,Moderate
+Jaipur,2018-11-02,63.12,139.07,65.05,58.43,110.57,26.49,1.92,8.24,45.11,3.01,4.06,,194.0,Moderate
+Jaipur,2018-11-03,49.51,111.45,43.49,50.46,81.95,21.28,1.44,11.34,40.8,1.86,2.7,,142.0,Moderate
+Jaipur,2018-11-04,79.78,155.07,14.27,40.36,46.16,19.89,1.08,9.9,41.88,1.42,1.64,,169.0,Moderate
+Jaipur,2018-11-05,44.83,96.51,19.13,44.42,53.37,20.85,0.95,9.49,39.54,1.03,1.6,,120.0,Moderate
+Jaipur,2018-11-06,74.94,143.3,25.57,51.35,66.09,19.99,1.4,10.95,39.45,1.4,2.44,,145.0,Moderate
+Jaipur,2018-11-07,74.51,147.91,41.43,46.85,75.93,16.08,1.53,16.96,36.81,1.48,2.46,,141.0,Moderate
+Jaipur,2018-11-08,106.88,228.55,33.54,29.13,53.74,14.73,1.96,27.32,41.57,1.96,1.98,,250.0,Poor
+Jaipur,2018-11-09,108.86,256.31,62.22,34.38,87.8,21.6,2.74,14.94,41.49,2.89,2.16,,243.0,Poor
+Jaipur,2018-11-10,99.02,243.42,50.0,44.37,82.3,17.78,2.65,12.17,43.69,3.15,2.19,,258.0,Poor
+Jaipur,2018-11-11,60.18,171.85,25.95,55.83,80.06,20.19,2.42,10.39,41.03,1.88,0.61,,175.0,Moderate
+Jaipur,2018-11-12,70.21,171.55,55.58,56.75,96.78,19.89,2.39,15.29,32.75,2.04,3.31,,164.0,Moderate
+Jaipur,2018-11-13,73.57,193.07,83.87,64.22,118.02,19.49,2.46,11.52,21.63,3.14,6.63,,202.0,Poor
+Jaipur,2018-11-14,56.53,120.91,13.73,56.95,59.62,14.39,1.26,10.2,48.12,1.25,2.02,,139.0,Moderate
+Jaipur,2018-11-15,84.76,179.8,21.54,68.0,76.85,18.3,1.53,7.17,28.87,1.9,4.0,,158.0,Moderate
+Jaipur,2018-11-16,87.76,180.6,15.07,60.76,64.28,17.31,1.4,10.46,41.94,1.56,2.25,,210.0,Poor
+Jaipur,2018-11-17,77.87,171.56,46.15,47.14,77.97,21.08,1.96,9.88,33.16,2.45,5.4,,193.0,Moderate
+Jaipur,2018-11-18,67.8,132.79,15.19,41.75,44.87,15.08,1.21,12.13,58.23,1.31,8.42,,184.0,Moderate
+Jaipur,2018-11-19,59.2,123.11,15.81,46.42,46.87,13.44,1.24,11.45,61.44,1.46,7.19,,132.0,Moderate
+Jaipur,2018-11-20,68.34,145.57,30.79,51.87,68.81,21.02,1.29,11.07,31.97,1.51,7.22,,159.0,Moderate
+Jaipur,2018-11-21,87.81,160.78,25.94,47.29,61.09,16.6,1.74,13.14,52.16,2.18,8.2,,161.0,Moderate
+Jaipur,2018-11-22,72.61,144.07,8.89,41.72,39.46,11.04,0.99,12.48,73.92,1.35,7.87,,201.0,Poor
+Jaipur,2018-11-23,70.4,168.41,13.08,46.13,48.41,14.94,1.16,12.7,52.86,1.26,6.81,,175.0,Moderate
+Jaipur,2018-11-24,74.86,159.27,26.61,43.16,58.75,20.48,1.49,13.3,49.72,1.83,6.27,,157.0,Moderate
+Jaipur,2018-11-25,92.15,193.58,74.39,41.7,99.17,23.81,1.71,11.59,32.84,2.77,11.24,,220.0,Poor
+Jaipur,2018-11-26,63.6,139.42,27.15,47.57,61.76,17.38,1.24,10.68,42.32,1.64,7.93,,176.0,Moderate
+Jaipur,2018-11-27,67.29,132.45,7.75,39.88,37.17,13.18,1.13,13.03,77.62,1.12,7.18,,149.0,Moderate
+Jaipur,2018-11-28,82.51,150.3,7.44,36.11,34.09,12.35,1.14,10.07,76.29,1.04,5.91,,175.0,Moderate
+Jaipur,2018-11-29,73.02,159.61,23.35,43.46,52.5,10.9,1.39,9.53,48.1,1.76,7.72,,198.0,Moderate
+Jaipur,2018-11-30,69.45,171.07,72.64,37.52,92.54,15.13,1.85,13.0,30.05,3.02,11.27,,159.0,Moderate
+Jaipur,2018-12-01,73.56,177.14,72.67,45.95,100.82,20.92,1.87,13.79,27.97,2.52,8.76,,180.0,Moderate
+Jaipur,2018-12-02,71.73,159.49,34.49,47.58,67.09,20.88,1.51,12.63,38.64,1.79,10.27,,184.0,Moderate
+Jaipur,2018-12-03,71.78,154.57,38.83,49.84,73.89,22.92,1.74,11.81,31.94,2.07,10.89,,184.0,Moderate
+Jaipur,2018-12-04,59.35,135.66,29.9,46.31,61.42,20.89,1.53,17.2,41.29,1.81,10.67,,154.0,Moderate
+Jaipur,2018-12-05,62.76,147.49,41.53,47.89,73.62,21.22,1.53,17.2,37.25,2.47,10.23,,143.0,Moderate
+Jaipur,2018-12-06,74.1,148.21,38.9,47.68,70.96,26.67,1.63,15.92,38.44,2.19,11.0,,173.0,Moderate
+Jaipur,2018-12-07,55.16,128.71,26.41,41.09,54.14,22.4,1.37,20.16,42.89,1.43,9.27,,163.0,Moderate
+Jaipur,2018-12-08,62.2,131.45,28.55,42.12,57.28,23.52,1.44,19.89,45.1,1.52,10.05,,158.0,Moderate
+Jaipur,2018-12-09,74.88,142.75,36.81,44.12,66.72,25.28,1.71,19.87,39.29,2.01,10.89,,168.0,Moderate
+Jaipur,2018-12-10,74.13,145.21,37.62,44.22,66.35,23.16,1.57,17.52,40.62,1.79,9.67,,185.0,Moderate
+Jaipur,2018-12-11,63.82,132.43,15.57,36.56,37.78,20.59,1.0,16.02,66.08,1.0,6.62,,162.0,Moderate
+Jaipur,2018-12-12,55.57,95.9,7.38,34.55,31.13,20.84,0.91,8.99,57.6,0.72,4.45,,127.0,Moderate
+Jaipur,2018-12-13,42.72,80.8,10.7,38.22,36.73,17.55,0.97,8.75,34.36,0.77,4.01,,94.0,Satisfactory
+Jaipur,2018-12-14,32.37,74.59,9.44,39.1,36.44,15.67,0.86,9.44,42.84,0.61,3.96,,88.0,Satisfactory
+Jaipur,2018-12-15,37.28,80.6,14.33,43.15,44.32,15.5,0.81,9.86,37.65,0.78,5.21,,80.0,Satisfactory
+Jaipur,2018-12-16,37.75,184.78,20.73,36.18,46.98,14.2,0.92,10.88,40.2,0.9,6.97,,163.0,Moderate
+Jaipur,2018-12-17,38.53,97.21,8.87,35.52,39.09,15.93,1.09,13.18,47.35,1.1,6.88,,109.0,Moderate
+Jaipur,2018-12-18,42.37,114.26,23.73,39.21,53.39,16.3,1.31,11.59,39.36,1.54,8.16,,108.0,Moderate
+Jaipur,2018-12-19,64.83,196.71,61.85,50.9,94.52,18.6,1.95,9.98,28.43,2.52,8.71,,163.0,Moderate
+Jaipur,2018-12-20,86.29,188.66,96.56,52.17,130.73,21.22,1.95,11.88,28.96,3.07,9.77,,205.0,Poor
+Jaipur,2018-12-21,110.36,192.65,89.82,46.93,131.34,22.31,2.17,10.81,30.54,3.49,10.54,,244.0,Poor
+Jaipur,2018-12-22,65.08,142.72,25.48,44.77,61.55,18.88,1.18,9.44,41.4,1.58,8.65,,201.0,Poor
+Jaipur,2018-12-23,63.37,124.86,11.3,34.44,39.64,17.76,0.95,10.25,67.92,0.86,6.74,,154.0,Moderate
+Jaipur,2018-12-24,62.08,133.18,19.03,41.02,50.01,20.08,1.31,12.24,55.13,1.22,7.07,,144.0,Moderate
+Jaipur,2018-12-25,54.27,133.25,18.09,41.7,47.54,21.02,1.08,15.93,39.63,1.21,7.89,,135.0,Moderate
+Jaipur,2018-12-26,54.98,142.13,51.18,41.21,79.21,27.06,1.77,17.73,27.87,2.2,10.1,,122.0,Moderate
+Jaipur,2018-12-27,96.51,160.86,60.48,37.01,80.07,21.47,1.24,16.97,26.57,2.11,8.91,,214.0,Poor
+Jaipur,2018-12-28,87.99,150.5,42.03,40.43,68.26,21.78,1.32,19.57,27.74,1.76,6.04,,212.0,Poor
+Jaipur,2018-12-29,90.45,175.54,52.53,45.19,84.93,28.43,1.92,12.89,26.59,2.4,7.51,,213.0,Poor
+Jaipur,2018-12-30,98.76,173.96,60.72,38.6,92.12,29.55,1.63,13.73,32.67,2.23,8.89,,238.0,Poor
+Jaipur,2018-12-31,135.19,184.89,67.39,44.47,105.68,33.27,2.0,14.5,28.89,3.24,10.17,,239.0,Poor
+Jaipur,2019-01-01,113.17,212.37,70.73,47.56,103.19,30.17,1.84,16.89,36.04,2.97,11.38,,275.0,Poor
+Jaipur,2019-01-02,76.03,190.06,63.37,46.22,90.9,25.62,1.66,15.89,32.9,2.53,8.67,,173.0,Moderate
+Jaipur,2019-01-03,98.19,167.25,26.38,45.85,56.9,24.2,1.12,19.49,30.52,1.7,7.58,,232.0,Poor
+Jaipur,2019-01-04,65.04,140.16,18.83,38.01,44.36,21.58,1.06,22.65,37.85,1.63,7.68,,203.0,Poor
+Jaipur,2019-01-05,63.41,130.37,6.08,25.45,23.06,19.01,0.8,13.07,61.45,1.31,8.01,,134.0,Moderate
+Jaipur,2019-01-06,98.16,173.96,6.27,29.73,27.82,19.69,1.05,11.12,52.22,1.59,7.16,,196.0,Moderate
+Jaipur,2019-01-07,50.19,108.94,7.92,32.05,30.17,20.1,0.82,14.19,45.11,1.35,5.31,,179.0,Moderate
+Jaipur,2019-01-08,70.88,154.85,18.65,40.04,45.02,21.9,1.09,17.31,35.76,2.01,8.01,,123.0,Moderate
+Jaipur,2019-01-09,65.03,144.19,13.01,30.68,33.01,19.42,0.98,15.86,38.67,2.48,6.07,,158.0,Moderate
+Jaipur,2019-01-10,65.24,145.13,17.36,27.58,36.73,23.16,1.42,11.8,37.97,2.07,9.51,,141.0,Moderate
+Jaipur,2019-01-11,50.08,109.93,9.32,27.8,26.92,21.15,1.03,11.48,53.55,1.05,5.95,,126.0,Moderate
+Jaipur,2019-01-12,70.83,148.73,15.41,28.84,33.21,23.65,1.16,15.38,59.19,1.45,6.03,,130.0,Moderate
+Jaipur,2019-01-13,68.0,151.52,7.97,28.75,26.46,23.17,0.89,16.28,62.46,1.12,6.6,,174.0,Moderate
+Jaipur,2019-01-14,49.54,118.65,8.51,23.87,24.09,20.99,0.74,17.6,49.14,0.69,4.23,,144.0,Moderate
+Jaipur,2019-01-15,58.11,144.21,38.8,31.85,62.74,26.98,1.57,18.46,34.28,2.15,7.01,,122.0,Moderate
+Jaipur,2019-01-16,58.36,145.41,36.69,26.29,55.87,27.04,1.25,15.56,40.67,2.17,10.57,,175.0,Moderate
+Jaipur,2019-01-17,68.19,174.82,22.37,34.61,43.24,24.26,1.28,16.52,46.79,1.57,7.97,,131.0,Moderate
+Jaipur,2019-01-18,76.46,199.04,30.4,37.4,58.35,34.27,1.85,19.45,42.24,2.15,9.32,,191.0,Moderate
+Jaipur,2019-01-19,93.52,204.21,29.64,24.58,54.21,33.43,1.66,18.23,34.68,2.83,12.09,,243.0,Poor
+Jaipur,2019-01-20,64.56,139.62,15.12,20.26,35.14,23.64,1.09,22.47,42.14,1.67,9.31,,176.0,Moderate
+Jaipur,2019-01-21,60.48,136.56,7.73,16.53,24.49,19.15,0.91,20.26,45.35,1.11,5.97,,124.0,Moderate
+Jaipur,2019-01-22,44.36,84.68,14.09,17.62,27.5,24.75,0.92,17.52,28.28,0.86,4.44,,131.0,Moderate
+Jaipur,2019-01-23,44.62,104.94,12.34,23.65,28.12,25.92,0.8,22.04,32.06,1.09,6.51,,99.0,Satisfactory
+Jaipur,2019-01-24,52.33,120.1,8.28,22.69,24.05,23.32,0.79,18.41,38.57,0.87,5.3,,109.0,Moderate
+Jaipur,2019-01-25,37.73,128.72,26.87,22.47,38.08,22.58,0.69,11.0,35.6,0.59,4.44,,129.0,Moderate
+Jaipur,2019-01-26,43.55,89.54,48.46,18.45,50.12,18.55,0.72,10.26,42.7,0.6,4.25,,89.0,Satisfactory
+Jaipur,2019-01-27,46.7,94.5,9.61,22.82,26.88,18.59,0.87,11.39,38.33,0.75,5.54,,89.0,Satisfactory
+Jaipur,2019-01-28,56.01,115.61,14.48,25.32,34.59,21.58,1.16,13.56,29.3,1.59,7.13,,118.0,Moderate
+Jaipur,2019-01-29,47.51,109.38,12.43,24.17,32.23,19.87,1.05,12.25,35.66,1.36,5.74,,130.0,Moderate
+Jaipur,2019-01-30,42.38,116.55,14.06,23.48,33.17,22.27,1.15,9.88,39.17,1.36,12.05,,115.0,Moderate
+Jaipur,2019-01-31,35.72,90.54,8.7,17.64,20.78,17.94,0.86,12.95,52.58,0.87,8.53,,100.0,Satisfactory
+Jaipur,2019-02-01,51.65,127.06,10.52,18.38,22.27,18.38,0.88,11.9,35.74,1.02,7.03,,102.0,Moderate
+Jaipur,2019-02-02,60.0,126.12,11.43,19.26,24.54,20.22,1.07,10.13,37.83,1.35,6.78,,138.0,Moderate
+Jaipur,2019-02-03,67.4,136.68,13.55,19.99,26.64,21.17,1.08,11.35,44.31,1.66,18.18,,159.0,Moderate
+Jaipur,2019-02-04,58.23,122.01,12.61,21.47,26.76,20.09,1.06,10.6,53.22,1.41,15.31,,182.0,Moderate
+Jaipur,2019-02-05,59.43,132.47,13.24,23.02,29.1,20.81,1.36,12.14,54.55,1.46,19.6,,151.0,Moderate
+Jaipur,2019-02-06,54.13,116.91,14.61,25.39,32.37,23.8,1.31,11.4,44.72,1.5,15.63,,151.0,Moderate
+Jaipur,2019-02-07,52.17,138.74,13.66,23.04,28.47,23.32,1.03,9.66,33.03,1.05,7.87,,130.0,Moderate
+Jaipur,2019-02-08,50.76,130.76,12.04,21.84,26.93,20.85,0.98,13.03,42.95,0.52,6.02,,127.0,Moderate
+Jaipur,2019-02-09,48.6,114.07,15.67,28.3,36.76,25.39,1.83,14.17,36.72,0.9,5.98,,115.0,Moderate
+Jaipur,2019-02-10,52.06,119.98,19.94,38.73,52.19,29.54,1.69,10.68,42.35,1.16,12.01,,128.0,Moderate
+Jaipur,2019-02-11,45.82,103.34,16.33,34.07,42.81,27.63,1.26,9.57,48.86,0.68,7.42,,115.0,Moderate
+Jaipur,2019-02-12,47.75,103.97,14.2,31.9,38.43,28.93,1.16,10.23,59.92,0.73,7.02,,107.0,Moderate
+Jaipur,2019-02-13,45.85,100.35,13.56,30.14,35.96,28.48,1.19,14.76,64.44,0.74,6.89,,108.0,Moderate
+Jaipur,2019-02-14,42.63,93.74,14.43,33.57,40.18,33.31,1.08,10.92,44.74,0.76,7.58,,97.0,Satisfactory
+Jaipur,2019-02-15,51.51,112.12,13.4,36.87,42.96,29.21,1.09,12.21,43.88,0.85,5.05,,115.0,Moderate
+Jaipur,2019-02-16,39.78,79.48,13.32,37.37,43.88,27.04,1.09,14.24,45.13,0.68,4.43,,98.0,Satisfactory
+Jaipur,2019-02-17,48.23,98.3,16.3,45.05,54.32,28.78,1.29,16.09,36.24,1.04,8.17,,102.0,Moderate
+Jaipur,2019-02-18,43.89,125.28,14.52,37.21,44.16,27.96,1.23,13.54,33.95,1.16,8.32,,112.0,Moderate
+Jaipur,2019-02-19,54.38,152.36,13.28,34.29,39.19,24.32,0.91,13.62,38.75,0.9,6.98,,130.0,Moderate
+Jaipur,2019-02-20,54.54,105.01,13.38,29.52,35.78,29.01,0.95,10.76,40.58,1.29,7.6,,124.0,Moderate
+Jaipur,2019-02-21,54.38,110.79,12.99,29.71,35.85,26.67,0.9,11.13,43.64,1.21,6.53,,130.0,Moderate
+Jaipur,2019-02-22,41.39,85.23,12.19,29.15,34.3,22.0,0.78,10.81,36.61,0.77,4.43,,100.0,Satisfactory
+Jaipur,2019-02-23,35.97,77.06,12.59,33.33,38.14,21.36,0.8,15.47,49.95,0.84,4.66,,93.0,Satisfactory
+Jaipur,2019-02-24,41.39,97.62,13.14,33.04,38.74,25.67,0.86,14.35,50.94,1.13,9.29,,113.0,Moderate
+Jaipur,2019-02-25,42.61,99.75,13.83,32.96,40.3,25.01,0.96,12.61,47.6,1.07,7.62,,105.0,Moderate
+Jaipur,2019-02-26,39.97,86.36,11.79,37.33,39.01,36.22,0.91,9.25,51.61,1.02,7.62,,107.0,Moderate
+Jaipur,2019-02-27,42.89,90.05,12.44,38.35,41.01,34.48,0.83,10.21,38.53,1.05,7.16,,85.0,Satisfactory
+Jaipur,2019-02-28,38.31,82.02,12.34,38.24,40.99,36.83,0.89,8.98,49.36,0.84,7.67,,100.0,Satisfactory
+Jaipur,2019-03-01,42.41,93.01,8.54,30.45,31.81,30.22,0.89,11.34,57.51,1.07,8.63,,104.0,Moderate
+Jaipur,2019-03-02,43.88,95.81,7.98,29.44,29.73,32.69,0.88,9.77,59.2,1.24,7.88,,103.0,Moderate
+Jaipur,2019-03-03,42.81,92.74,7.7,23.63,26.18,29.48,0.82,8.06,56.37,0.99,8.38,,100.0,Satisfactory
+Jaipur,2019-03-04,47.99,104.75,8.05,28.7,30.86,31.27,0.93,7.85,46.49,1.28,8.81,,107.0,Moderate
+Jaipur,2019-03-05,36.58,76.61,7.97,32.27,34.15,28.98,0.82,8.8,40.62,0.73,5.61,,102.0,Moderate
+Jaipur,2019-03-06,38.07,88.21,20.05,38.55,52.11,36.07,1.18,10.61,36.86,1.13,8.38,,89.0,Satisfactory
+Jaipur,2019-03-07,40.68,98.3,12.65,30.33,37.1,29.52,1.07,10.98,54.93,1.3,8.94,,112.0,Moderate
+Jaipur,2019-03-08,38.52,86.8,6.54,23.03,24.75,24.51,0.93,12.41,57.35,1.14,6.92,,98.0,Satisfactory
+Jaipur,2019-03-09,42.31,109.92,6.42,28.8,30.22,26.38,0.89,12.3,58.57,0.86,5.89,,102.0,Moderate
+Jaipur,2019-03-10,36.68,78.2,6.21,25.07,27.4,25.56,1.06,9.99,64.01,0.69,6.7,,111.0,Moderate
+Jaipur,2019-03-11,41.91,106.43,7.53,30.92,31.52,22.96,0.81,11.72,53.06,0.85,5.87,,96.0,Satisfactory
+Jaipur,2019-03-12,48.61,113.73,7.0,41.57,38.08,21.56,0.89,12.14,56.13,0.74,5.48,,111.0,Moderate
+Jaipur,2019-03-13,46.44,112.89,7.53,32.46,32.43,20.62,0.93,12.91,52.01,1.06,6.45,,105.0,Moderate
+Jaipur,2019-03-14,42.19,103.28,8.87,30.11,32.26,20.4,0.82,10.95,54.15,0.99,5.91,,108.0,Moderate
+Jaipur,2019-03-15,34.03,69.78,11.72,37.57,39.22,21.9,0.77,8.89,47.6,0.56,5.54,,90.0,Satisfactory
+Jaipur,2019-03-16,32.24,97.93,12.25,35.03,38.82,22.95,0.76,10.52,50.46,0.56,5.18,,92.0,Satisfactory
+Jaipur,2019-03-17,33.98,90.2,14.85,37.12,43.42,24.2,0.84,9.94,52.21,0.76,7.34,,109.0,Moderate
+Jaipur,2019-03-18,35.79,88.88,15.64,36.63,43.88,24.17,1.01,10.6,56.84,0.89,6.39,,109.0,Moderate
+Jaipur,2019-03-19,36.6,95.8,16.44,30.55,38.39,24.04,1.04,11.35,57.42,1.18,6.92,,107.0,Moderate
+Jaipur,2019-03-20,39.76,113.06,16.73,35.47,43.61,23.16,0.95,12.03,46.24,0.81,5.92,,101.0,Moderate
+Jaipur,2019-03-21,48.81,120.22,8.37,28.01,29.15,21.75,0.78,11.78,68.35,0.93,4.61,,121.0,Moderate
+Jaipur,2019-03-22,35.71,94.58,9.42,30.34,33.08,18.71,0.68,9.19,66.58,0.46,3.82,,101.0,Moderate
+Jaipur,2019-03-23,34.26,87.27,10.22,34.99,36.6,18.55,0.73,9.85,60.73,0.54,4.44,,90.0,Satisfactory
+Jaipur,2019-03-24,39.05,116.74,10.27,31.52,35.16,21.24,0.63,11.82,58.17,0.56,4.77,,101.0,Moderate
+Jaipur,2019-03-25,39.88,109.51,10.33,31.17,35.7,21.88,0.71,12.25,47.95,0.57,3.99,,112.0,Moderate
+Jaipur,2019-03-26,36.97,78.85,12.23,37.98,41.66,20.29,0.91,12.29,58.09,0.63,4.42,,101.0,Moderate
+Jaipur,2019-03-27,42.6,93.5,27.07,43.74,59.87,25.29,1.6,13.59,55.4,1.75,7.77,,110.0,Moderate
+Jaipur,2019-03-28,46.27,110.43,27.5,36.53,53.59,26.1,1.45,13.55,52.94,2.6,10.61,,128.0,Moderate
+Jaipur,2019-03-29,49.69,134.35,28.93,39.79,59.47,27.06,1.51,15.17,38.66,2.67,10.97,,142.0,Moderate
+Jaipur,2019-03-30,45.29,125.59,15.25,36.27,43.5,26.34,1.04,13.5,61.09,1.21,5.71,,132.0,Moderate
+Jaipur,2019-03-31,46.08,121.18,10.34,35.51,36.62,27.87,0.86,12.61,64.76,0.73,3.91,,116.0,Moderate
+Jaipur,2019-04-01,41.4,96.36,14.05,41.56,45.27,25.48,0.96,12.73,57.44,0.86,5.35,,109.0,Moderate
+Jaipur,2019-04-02,40.71,93.61,18.82,35.7,45.26,26.86,1.1,14.66,65.75,1.19,5.46,,109.0,Moderate
+Jaipur,2019-04-03,44.59,106.73,14.2,36.63,41.59,26.93,1.2,16.58,75.99,1.47,6.96,,125.0,Moderate
+Jaipur,2019-04-04,44.88,113.56,30.74,33.36,54.39,31.17,1.47,16.55,69.83,2.41,9.04,,128.0,Moderate
+Jaipur,2019-04-05,48.68,162.11,19.58,36.14,46.21,26.03,0.99,11.75,54.78,1.62,8.62,,144.0,Moderate
+Jaipur,2019-04-06,38.72,135.7,12.16,28.92,38.5,25.05,0.8,12.73,47.12,0.53,6.18,,137.0,Moderate
+Jaipur,2019-04-07,47.59,224.38,10.66,27.38,33.2,24.3,0.74,17.05,58.64,0.44,5.53,,132.0,Moderate
+Jaipur,2019-04-08,92.68,473.02,11.35,25.64,31.65,28.48,0.96,13.03,62.1,0.59,4.13,,457.0,Severe
+Jaipur,2019-04-09,55.19,161.64,12.65,30.85,35.21,27.44,0.94,14.8,67.87,0.97,5.11,,199.0,Moderate
+Jaipur,2019-04-10,54.01,149.74,13.62,34.35,38.05,30.52,1.06,17.0,66.0,1.47,6.17,,140.0,Moderate
+Jaipur,2019-04-11,53.6,157.93,12.67,22.5,27.18,24.0,0.85,15.36,69.9,1.14,5.55,,138.0,Moderate
+Jaipur,2019-04-12,72.04,368.18,12.45,26.9,31.91,21.96,0.97,13.88,72.74,0.7,4.68,,258.0,Poor
+Jaipur,2019-04-13,52.49,129.76,10.08,25.97,29.28,20.04,0.81,14.74,81.83,0.75,4.12,,194.0,Moderate
+Jaipur,2019-04-14,47.63,116.91,10.86,28.17,32.05,20.17,0.77,13.23,68.09,0.56,4.14,,121.0,Moderate
+Jaipur,2019-04-15,55.41,183.47,11.6,26.02,30.99,19.01,0.75,12.31,70.5,0.49,3.56,,124.0,Moderate
+Jaipur,2019-04-16,44.23,132.07,13.12,23.79,30.85,21.39,0.88,11.44,50.55,0.34,3.34,,164.0,Moderate
+Jaipur,2019-04-17,25.64,48.73,13.75,23.52,31.78,26.11,0.84,16.52,44.18,0.31,3.75,,82.0,Satisfactory
+Jaipur,2019-04-18,28.96,61.5,12.1,31.5,36.46,23.04,0.8,10.25,64.48,0.55,4.27,,86.0,Satisfactory
+Jaipur,2019-04-19,36.19,83.64,13.46,39.88,42.78,21.91,0.84,9.88,64.75,0.6,3.98,,102.0,Moderate
+Jaipur,2019-04-20,35.66,84.96,16.7,44.65,49.73,24.2,0.95,11.33,72.28,0.86,6.03,,122.0,Moderate
+Jaipur,2019-04-21,41.23,99.17,17.67,44.36,50.45,24.93,0.86,10.84,65.95,1.12,6.17,,124.0,Moderate
+Jaipur,2019-04-22,49.55,132.85,29.57,50.26,65.57,27.54,1.32,14.74,45.5,1.61,6.89,,119.0,Moderate
+Jaipur,2019-04-23,61.69,159.44,40.36,47.86,75.95,33.87,1.66,14.65,40.73,2.42,9.72,,154.0,Moderate
+Jaipur,2019-04-24,56.24,147.99,24.1,39.66,57.52,31.97,1.14,17.13,41.16,1.46,7.01,,157.0,Moderate
+Jaipur,2019-04-25,58.99,183.88,15.89,36.33,48.05,28.32,0.94,21.97,46.46,0.89,5.37,,135.0,Moderate
+Jaipur,2019-04-26,76.51,226.52,12.33,29.88,37.46,27.36,0.93,14.33,66.47,0.87,4.71,,181.0,Moderate
+Jaipur,2019-04-27,53.95,135.05,12.02,36.5,42.22,23.62,0.83,13.69,63.36,0.61,3.95,,151.0,Moderate
+Jaipur,2019-04-28,62.44,158.98,11.72,38.99,40.31,46.29,0.75,14.63,72.33,0.56,3.62,,142.0,Moderate
+Jaipur,2019-04-29,64.2,156.09,13.5,39.08,41.19,66.69,1.03,14.22,71.68,1.07,4.92,,143.0,Moderate
+Jaipur,2019-04-30,59.3,140.33,45.88,59.2,69.55,44.78,1.64,12.71,40.87,1.55,7.83,,153.0,Moderate
+Jaipur,2019-05-01,62.23,160.14,50.58,50.35,79.58,22.6,1.51,11.98,41.03,0.67,4.77,,156.0,Moderate
+Jaipur,2019-05-02,73.33,186.04,12.57,28.55,35.71,21.4,0.9,13.99,75.58,1.07,5.43,,166.0,Moderate
+Jaipur,2019-05-03,58.09,127.27,18.37,29.26,40.1,23.37,0.94,16.75,70.59,0.99,5.9,,149.0,Moderate
+Jaipur,2019-05-04,50.37,102.97,30.76,39.8,61.83,27.71,1.06,17.37,55.31,1.4,6.43,,124.0,Moderate
+Jaipur,2019-05-05,48.16,123.61,36.14,51.14,71.14,29.48,1.51,14.56,42.79,1.78,8.35,,117.0,Moderate
+Jaipur,2019-05-06,52.53,138.44,20.09,30.35,45.8,26.65,1.11,11.5,47.06,1.82,9.36,,138.0,Moderate
+Jaipur,2019-05-07,60.4,190.08,21.43,29.0,43.39,22.21,0.94,10.27,34.89,0.57,4.86,,134.0,Moderate
+Jaipur,2019-05-08,90.69,253.87,21.09,30.56,43.22,20.61,0.82,12.51,32.21,0.57,4.36,,183.0,Moderate
+Jaipur,2019-05-09,92.16,249.34,13.19,24.98,32.23,23.1,0.7,9.94,42.76,0.38,3.83,,218.0,Poor
+Jaipur,2019-05-10,54.87,116.66,12.13,22.06,29.78,20.4,0.67,11.19,48.3,0.25,3.99,,156.0,Moderate
+Jaipur,2019-05-11,57.35,126.72,11.48,24.88,31.18,21.73,0.78,8.5,45.79,0.36,4.96,,138.0,Moderate
+Jaipur,2019-05-12,72.52,263.62,9.32,23.53,28.2,21.5,0.71,11.87,65.43,0.37,3.98,,206.0,Poor
+Jaipur,2019-05-13,47.42,109.65,10.7,25.07,30.0,21.5,0.76,11.7,58.85,0.53,4.4,,121.0,Moderate
+Jaipur,2019-05-14,47.02,104.64,10.16,29.24,32.94,21.56,0.75,10.71,54.82,0.56,3.92,,100.0,Satisfactory
+Jaipur,2019-05-15,108.94,345.65,14.29,32.14,38.56,21.9,1.06,10.85,40.59,1.16,5.63,,184.0,Moderate
+Jaipur,2019-05-16,84.33,272.87,10.77,21.06,27.49,20.45,0.8,10.45,58.11,0.58,3.53,,343.0,Very Poor
+Jaipur,2019-05-17,78.42,288.94,10.88,20.39,26.23,20.35,0.71,10.28,50.67,0.22,3.33,,199.0,Moderate
+Jaipur,2019-05-18,41.98,72.58,10.79,22.44,28.28,21.76,0.84,12.03,57.26,0.24,3.34,,169.0,Moderate
+Jaipur,2019-05-19,41.69,89.54,13.78,34.22,40.95,21.54,0.97,12.27,56.63,0.78,5.75,,104.0,Moderate
+Jaipur,2019-05-20,46.85,105.8,14.34,34.77,41.72,22.51,0.94,11.71,51.82,1.02,6.66,,107.0,Moderate
+Jaipur,2019-05-21,44.41,113.58,11.25,31.07,37.44,22.32,0.84,11.47,47.92,0.9,5.4,,105.0,Moderate
+Jaipur,2019-05-22,42.93,95.82,10.51,28.17,33.18,21.69,0.78,12.09,41.22,1.08,5.46,,105.0,Moderate
+Jaipur,2019-05-23,39.78,92.55,14.63,23.3,34.02,24.58,0.75,11.13,45.0,1.12,5.57,,96.0,Satisfactory
+Jaipur,2019-05-24,48.64,111.48,8.3,25.95,30.63,21.71,0.65,11.93,59.75,1.22,5.24,,97.0,Satisfactory
+Jaipur,2019-05-25,44.0,84.22,7.88,30.78,34.41,17.51,0.61,11.43,70.81,0.48,3.05,,120.0,Moderate
+Jaipur,2019-05-26,39.45,98.64,9.78,31.74,36.96,17.62,0.57,10.56,58.8,0.55,3.19,,98.0,Satisfactory
+Jaipur,2019-05-27,47.64,120.86,14.56,35.31,44.06,18.18,0.83,11.51,42.07,1.02,4.46,,111.0,Moderate
+Jaipur,2019-05-28,44.35,88.86,12.42,37.51,42.88,17.41,0.75,12.66,60.98,1.11,5.38,,134.0,Moderate
+Jaipur,2019-05-29,48.91,110.77,16.68,42.32,50.57,18.84,0.85,12.57,36.62,1.42,7.05,,109.0,Moderate
+Jaipur,2019-05-30,49.88,113.74,9.69,26.83,31.03,17.9,0.53,11.33,36.83,0.52,4.39,,103.0,Moderate
+Jaipur,2019-05-31,53.88,129.06,9.05,28.12,31.62,17.72,0.56,12.74,44.47,0.55,4.66,,117.0,Moderate
+Jaipur,2019-06-01,56.82,126.37,16.03,32.21,41.33,18.12,0.73,12.13,35.58,0.93,5.52,,116.0,Moderate
+Jaipur,2019-06-02,50.89,135.33,19.73,26.7,41.18,17.5,0.73,13.55,47.94,0.68,3.45,,121.0,Moderate
+Jaipur,2019-06-03,63.32,179.22,16.94,34.52,43.81,17.16,0.77,12.39,43.61,1.25,5.38,,148.0,Moderate
+Jaipur,2019-06-04,68.86,231.37,11.59,26.16,32.8,15.27,0.65,12.44,49.18,0.72,3.15,,166.0,Moderate
+Jaipur,2019-06-05,65.03,212.32,9.19,21.35,26.33,16.82,0.71,11.54,42.51,0.4,2.73,,175.0,Moderate
+Jaipur,2019-06-06,57.23,132.26,10.01,27.89,31.39,14.96,0.7,12.37,58.08,0.69,3.97,,145.0,Moderate
+Jaipur,2019-06-07,72.96,165.0,8.13,29.67,30.37,17.65,0.88,10.93,86.51,1.2,4.47,,158.0,Moderate
+Jaipur,2019-06-08,58.91,111.22,9.12,29.64,32.03,23.33,0.87,11.33,100.38,1.2,3.77,,154.0,Moderate
+Jaipur,2019-06-09,52.86,106.15,15.78,38.67,44.55,20.44,1.01,12.04,78.46,1.27,4.87,,137.0,Moderate
+Jaipur,2019-06-10,60.95,148.37,14.4,39.41,43.78,28.36,0.81,13.45,55.12,1.32,4.61,,135.0,Moderate
+Jaipur,2019-06-11,47.08,112.71,7.9,28.64,31.34,45.81,0.61,10.63,52.39,0.53,2.6,,125.0,Moderate
+Jaipur,2019-06-12,40.69,86.77,10.76,34.54,40.5,45.19,0.67,8.84,43.95,0.98,2.9,,95.0,Satisfactory
+Jaipur,2019-06-13,26.57,54.96,7.61,28.35,33.07,45.37,0.63,9.06,56.56,0.61,1.68,,85.0,Satisfactory
+Jaipur,2019-06-14,38.09,91.31,9.06,35.04,38.6,41.39,0.61,10.31,51.37,0.62,1.35,,88.0,Satisfactory
+Jaipur,2019-06-15,44.52,98.75,8.4,29.74,33.64,42.76,0.57,10.98,51.18,0.41,1.46,,100.0,Satisfactory
+Jaipur,2019-06-16,39.03,83.67,9.71,25.39,30.95,45.06,0.64,11.51,27.18,0.37,1.79,,85.0,Satisfactory
+Jaipur,2019-06-17,44.82,99.1,11.99,30.85,37.74,52.17,0.62,9.84,36.65,0.62,2.37,,101.0,Moderate
+Jaipur,2019-06-18,27.33,93.21,13.35,27.81,36.42,41.92,0.87,12.56,40.48,0.65,2.74,,101.0,Moderate
+Jaipur,2019-06-19,21.31,40.69,9.44,20.75,27.18,25.66,0.61,11.49,59.49,0.28,2.55,,88.0,Satisfactory
+Jaipur,2019-06-20,28.24,63.58,9.55,26.32,32.95,18.87,0.78,11.13,55.22,0.43,2.6,,78.0,Satisfactory
+Jaipur,2019-06-21,38.46,106.02,9.98,31.78,35.08,16.28,0.87,12.82,51.14,0.8,2.65,,91.0,Satisfactory
+Jaipur,2019-06-22,48.53,133.44,10.7,37.96,39.74,16.81,0.95,13.12,55.88,1.28,3.02,,123.0,Moderate
+Jaipur,2019-06-23,42.39,98.69,3.61,24.81,22.72,19.77,0.85,18.85,84.46,0.75,3.3,,135.0,Moderate
+Jaipur,2019-06-24,28.09,63.19,4.25,22.66,22.46,20.43,0.85,16.07,64.54,0.46,2.77,,100.0,Satisfactory
+Jaipur,2019-06-25,35.62,94.08,5.93,27.03,27.8,20.71,0.88,13.71,59.27,1.02,3.33,,100.0,Satisfactory
+Jaipur,2019-06-26,40.64,86.19,8.54,36.86,36.37,21.09,1.0,10.84,55.24,0.74,3.99,,102.0,Moderate
+Jaipur,2019-06-27,76.2,278.62,6.28,30.03,29.2,16.55,0.76,10.43,54.68,0.6,3.22,,172.0,Moderate
+Jaipur,2019-06-28,48.84,126.7,6.4,24.7,24.99,20.21,0.78,13.95,44.59,0.45,2.55,,168.0,Moderate
+Jaipur,2019-06-29,37.33,92.83,6.76,22.8,25.57,18.1,0.74,11.52,50.27,0.28,2.65,,109.0,Moderate
+Jaipur,2019-06-30,41.72,113.38,6.15,19.03,21.74,15.46,0.61,9.51,46.82,0.21,2.41,,98.0,Satisfactory
+Jaipur,2019-07-01,34.07,95.18,7.29,22.04,24.42,16.54,0.73,10.83,52.79,0.32,3.03,,102.0,Moderate
+Jaipur,2019-07-02,41.85,109.13,5.97,26.0,26.2,14.87,0.71,9.48,51.98,0.6,2.83,,104.0,Moderate
+Jaipur,2019-07-03,44.32,90.87,6.84,20.77,24.02,17.77,0.8,9.48,62.56,0.96,3.74,,107.0,Moderate
+Jaipur,2019-07-04,33.27,66.84,8.62,25.13,28.55,18.31,0.82,10.07,41.34,0.37,3.76,,87.0,Satisfactory
+Jaipur,2019-07-05,30.64,72.35,10.48,24.95,30.26,19.62,0.78,8.85,28.3,0.39,3.94,,69.0,Satisfactory
+Jaipur,2019-07-06,30.69,60.06,13.16,26.64,35.44,18.88,0.78,10.32,19.56,0.65,4.72,,79.0,Satisfactory
+Jaipur,2019-07-07,29.18,63.56,10.58,31.21,36.05,19.29,0.72,9.95,26.79,0.28,3.88,,66.0,Satisfactory
+Jaipur,2019-07-08,38.76,106.73,8.2,24.26,28.22,17.32,0.71,10.19,26.85,0.33,2.63,,83.0,Satisfactory
+Jaipur,2019-07-09,48.45,102.12,7.4,16.32,21.02,15.33,0.69,9.76,25.67,0.34,2.84,,104.0,Moderate
+Jaipur,2019-07-10,45.66,129.19,7.78,23.22,26.12,15.44,0.61,9.76,30.17,0.23,2.36,,109.0,Moderate
+Jaipur,2019-07-11,46.92,113.69,8.69,20.48,24.92,13.75,0.62,9.98,29.47,0.21,2.71,,120.0,Moderate
+Jaipur,2019-07-12,41.91,98.81,7.84,18.96,23.18,12.51,0.59,10.2,30.56,0.15,2.53,,103.0,Moderate
+Jaipur,2019-07-13,41.74,95.25,6.31,18.84,21.36,12.52,0.63,9.5,33.44,0.16,2.7,,95.0,Satisfactory
+Jaipur,2019-07-14,41.8,91.76,6.09,16.03,20.4,11.7,0.53,10.53,32.96,0.13,3.32,,96.0,Satisfactory
+Jaipur,2019-07-15,47.34,110.12,6.96,17.61,22.24,11.86,0.68,11.22,27.63,0.21,3.37,,96.0,Satisfactory
+Jaipur,2019-07-16,52.69,117.34,6.75,18.88,22.17,13.94,0.59,11.6,28.01,0.22,1.67,,119.0,Moderate
+Jaipur,2019-07-17,46.04,99.4,7.04,19.2,22.08,21.08,0.63,10.37,27.16,0.21,1.63,,103.0,Moderate
+Jaipur,2019-07-18,40.92,76.34,6.97,24.28,26.31,27.4,0.7,10.15,25.25,0.39,2.87,,98.0,Satisfactory
+Jaipur,2019-07-19,34.56,64.03,6.1,22.09,23.66,26.98,0.63,9.0,32.9,0.26,1.89,,68.0,Satisfactory
+Jaipur,2019-07-20,39.77,78.8,5.89,24.4,25.99,28.97,0.79,9.53,36.67,0.44,1.73,,81.0,Satisfactory
+Jaipur,2019-07-21,37.12,88.64,5.9,13.91,17.29,26.05,0.64,8.87,47.16,0.29,1.62,,81.0,Satisfactory
+Jaipur,2019-07-22,32.6,65.44,5.59,16.2,18.68,28.79,0.71,9.35,47.36,0.3,1.69,,80.0,Satisfactory
+Jaipur,2019-07-23,33.02,57.44,4.54,18.46,18.66,27.45,0.69,9.17,51.68,0.35,1.72,,71.0,Satisfactory
+Jaipur,2019-07-24,28.53,58.55,6.77,21.43,23.03,26.59,0.64,8.1,37.06,0.32,2.19,,67.0,Satisfactory
+Jaipur,2019-07-25,21.37,38.6,5.3,19.92,20.97,29.61,0.71,8.02,35.23,0.55,1.44,,61.0,Satisfactory
+Jaipur,2019-07-26,23.7,53.06,9.36,21.42,26.0,28.92,0.76,8.6,19.22,0.54,2.35,,62.0,Satisfactory
+Jaipur,2019-07-27,28.4,60.43,9.81,26.29,32.51,32.4,0.75,8.92,15.36,0.59,3.76,,73.0,Satisfactory
+Jaipur,2019-07-28,21.79,41.61,6.01,13.64,18.21,34.76,0.55,7.89,23.09,0.29,3.41,,58.0,Satisfactory
+Jaipur,2019-07-29,16.61,34.12,6.55,13.3,16.18,29.2,0.7,8.26,27.28,0.48,2.31,,59.0,Satisfactory
+Jaipur,2019-07-30,18.98,52.87,6.37,14.71,17.82,29.33,0.71,8.24,28.54,0.48,3.25,,56.0,Satisfactory
+Jaipur,2019-07-31,24.33,63.57,6.16,14.11,17.5,31.03,0.7,8.88,30.62,0.47,3.81,,72.0,Satisfactory
+Jaipur,2019-08-01,27.44,60.62,6.36,17.86,19.77,29.69,0.61,8.34,32.68,0.34,3.28,,66.0,Satisfactory
+Jaipur,2019-08-02,20.99,51.22,8.73,22.98,25.14,27.83,0.66,8.18,22.16,0.44,3.12,,56.0,Satisfactory
+Jaipur,2019-08-03,26.51,59.18,8.06,24.82,28.07,28.67,0.78,7.47,21.71,0.44,2.28,,62.0,Satisfactory
+Jaipur,2019-08-04,23.6,53.25,7.02,19.95,23.81,28.04,0.67,7.01,20.28,0.3,3.13,,54.0,Satisfactory
+Jaipur,2019-08-05,34.83,69.69,11.66,30.98,33.74,28.95,0.93,8.28,23.75,0.83,4.03,,74.0,Satisfactory
+Jaipur,2019-08-06,23.5,52.14,9.42,25.4,27.75,27.69,0.76,9.06,24.22,0.34,3.18,,66.0,Satisfactory
+Jaipur,2019-08-07,25.15,47.41,13.95,25.82,32.35,34.52,0.89,9.09,18.91,0.75,4.75,,71.0,Satisfactory
+Jaipur,2019-08-08,24.36,52.15,11.34,23.75,27.25,26.44,0.71,9.29,22.95,0.65,3.93,,67.0,Satisfactory
+Jaipur,2019-08-09,21.1,47.3,7.05,12.95,15.77,19.84,0.59,10.4,31.19,0.33,2.85,,54.0,Satisfactory
+Jaipur,2019-08-10,16.14,35.13,6.77,8.97,13.4,24.65,0.51,10.69,24.24,0.15,2.41,,48.0,Good
+Jaipur,2019-08-11,14.15,39.86,7.27,15.62,18.86,25.69,0.63,9.93,23.46,0.21,2.83,,51.0,Satisfactory
+Jaipur,2019-08-12,24.43,59.12,9.8,19.88,24.01,24.04,0.65,10.04,20.5,0.22,2.65,,62.0,Satisfactory
+Jaipur,2019-08-13,38.82,86.92,13.3,26.56,31.6,26.58,0.82,10.25,20.06,0.42,3.26,,74.0,Satisfactory
+Jaipur,2019-08-14,30.54,59.34,17.96,27.99,38.88,27.86,0.79,9.23,16.91,0.69,4.43,,79.0,Satisfactory
+Jaipur,2019-08-15,27.07,51.56,10.36,23.46,28.87,29.62,0.64,9.48,27.44,0.3,3.26,,71.0,Satisfactory
+Jaipur,2019-08-16,18.96,35.01,12.11,20.54,28.72,30.37,0.58,9.48,22.86,0.33,3.33,,49.0,Good
+Jaipur,2019-08-17,16.54,32.83,16.3,22.27,34.21,37.51,0.55,9.08,16.74,0.18,3.66,,55.0,Satisfactory
+Jaipur,2019-08-18,22.73,50.61,15.54,23.25,33.83,32.57,0.55,9.01,17.44,0.13,2.73,,55.0,Satisfactory
+Jaipur,2019-08-19,30.21,78.41,14.51,26.2,34.22,27.67,0.62,9.15,23.13,0.34,2.91,,70.0,Satisfactory
+Jaipur,2019-08-20,32.54,83.01,10.84,33.57,34.93,26.99,0.68,10.06,29.8,0.36,2.96,,81.0,Satisfactory
+Jaipur,2019-08-21,29.51,71.19,8.95,32.1,32.29,27.72,0.6,9.54,28.48,0.24,2.62,,83.0,Satisfactory
+Jaipur,2019-08-22,33.85,74.26,10.06,29.1,33.3,29.05,0.79,10.17,25.45,0.45,3.25,,71.0,Satisfactory
+Jaipur,2019-08-23,32.74,65.97,7.1,17.45,22.7,26.57,0.61,8.72,28.57,0.22,2.84,,76.0,Satisfactory
+Jaipur,2019-08-24,34.66,65.64,6.12,19.5,23.69,27.63,0.61,8.85,29.54,0.2,2.88,,66.0,Satisfactory
+Jaipur,2019-08-25,36.69,62.54,5.55,20.76,23.93,31.65,0.49,9.54,33.78,0.22,3.17,,71.0,Satisfactory
+Jaipur,2019-08-26,19.12,47.48,9.62,28.33,31.24,38.26,0.64,9.8,26.62,0.36,3.68,,61.0,Satisfactory
+Jaipur,2019-08-27,27.19,50.73,10.36,32.12,33.68,31.58,0.9,9.82,26.84,0.55,4.15,,65.0,Satisfactory
+Jaipur,2019-08-28,26.9,54.28,7.79,24.19,25.67,40.1,0.68,9.43,32.48,0.58,3.99,,73.0,Satisfactory
+Jaipur,2019-08-29,27.03,51.05,8.47,19.63,24.39,44.21,0.7,9.74,29.76,0.4,3.64,,68.0,Satisfactory
+Jaipur,2019-08-30,25.61,53.09,8.99,24.11,27.99,43.81,0.66,10.29,30.07,0.46,3.19,,73.0,Satisfactory
+Jaipur,2019-08-31,27.44,59.9,12.03,34.71,37.66,60.83,0.8,10.7,32.86,0.42,2.41,,69.0,Satisfactory
+Jaipur,2019-09-01,29.95,62.25,10.83,30.08,36.69,56.24,0.68,10.36,26.63,0.47,4.85,,75.0,Satisfactory
+Jaipur,2019-09-02,31.39,59.21,9.96,32.41,33.03,43.87,0.73,12.69,30.47,0.35,3.27,,64.0,Satisfactory
+Jaipur,2019-09-03,44.03,80.25,11.97,37.61,41.12,48.18,0.82,11.02,30.72,0.63,3.68,,86.0,Satisfactory
+Jaipur,2019-09-04,34.58,59.59,12.16,30.07,33.99,50.82,0.89,11.16,25.37,0.64,4.06,,83.0,Satisfactory
+Jaipur,2019-09-05,36.95,63.85,8.97,24.27,26.21,48.38,0.73,10.06,27.44,0.59,3.67,,76.0,Satisfactory
+Jaipur,2019-09-06,33.45,66.62,10.18,22.91,27.99,49.8,0.92,11.7,23.04,0.78,4.79,,75.0,Satisfactory
+Jaipur,2019-09-07,27.09,59.48,11.48,26.06,31.55,55.72,0.7,10.67,21.93,0.64,4.66,,74.0,Satisfactory
+Jaipur,2019-09-08,26.14,55.73,7.15,18.0,22.52,40.6,0.7,11.11,25.31,0.58,4.43,,72.0,Satisfactory
+Jaipur,2019-09-09,34.8,70.51,7.42,24.82,29.5,49.54,0.93,11.36,33.16,0.67,5.55,,75.0,Satisfactory
+Jaipur,2019-09-10,56.74,115.21,9.41,34.64,36.8,50.9,0.85,11.14,37.87,1.01,4.91,,108.0,Moderate
+Jaipur,2019-09-11,47.43,100.18,8.87,32.6,33.37,37.1,0.8,11.11,30.86,0.68,3.57,,103.0,Moderate
+Jaipur,2019-09-12,33.88,86.65,6.58,23.16,23.29,28.5,0.62,12.13,36.19,0.35,2.85,,91.0,Satisfactory
+Jaipur,2019-09-13,37.92,77.7,7.03,24.3,24.16,29.15,0.65,11.6,38.34,0.39,3.08,,83.0,Satisfactory
+Jaipur,2019-09-14,27.82,58.29,6.75,15.52,19.23,31.73,0.54,11.86,30.67,0.38,3.08,,71.0,Satisfactory
+Jaipur,2019-09-15,28.04,53.45,10.54,16.66,24.8,44.9,0.62,12.44,19.33,0.55,4.72,,67.0,Satisfactory
+Jaipur,2019-09-16,36.65,88.55,10.34,21.14,28.3,46.56,0.72,11.59,27.36,0.81,4.29,,80.0,Satisfactory
+Jaipur,2019-09-17,44.2,91.4,12.13,29.12,31.57,39.13,0.71,9.63,24.31,0.63,3.52,,88.0,Satisfactory
+Jaipur,2019-09-18,34.48,77.85,12.37,33.23,34.07,37.35,1.46,10.6,28.16,0.56,4.3,,89.0,Satisfactory
+Jaipur,2019-09-19,31.61,62.65,8.54,26.98,28.04,34.53,0.85,9.82,39.37,0.46,3.73,,81.0,Satisfactory
+Jaipur,2019-09-20,23.04,50.06,7.75,23.56,25.9,33.91,0.77,10.22,32.61,0.33,3.03,,64.0,Satisfactory
+Jaipur,2019-09-21,26.26,54.39,8.58,23.14,26.76,36.24,0.73,10.25,34.98,0.37,3.79,,59.0,Satisfactory
+Jaipur,2019-09-22,16.72,38.05,6.98,23.87,24.68,29.99,0.53,11.5,38.27,0.19,3.39,,54.0,Satisfactory
+Jaipur,2019-09-23,21.94,54.24,9.32,24.33,28.41,37.07,0.64,12.02,35.83,0.3,3.85,,57.0,Satisfactory
+Jaipur,2019-09-24,24.8,130.77,12.53,24.22,32.89,47.61,0.73,12.67,36.7,0.33,3.7,,126.0,Moderate
+Jaipur,2019-09-25,27.05,51.3,5.19,18.36,19.88,24.77,1.01,12.24,36.92,0.37,4.53,,78.0,Satisfactory
+Jaipur,2019-09-26,23.12,41.7,6.99,18.45,20.19,25.72,0.73,9.78,25.91,0.36,4.06,,55.0,Satisfactory
+Jaipur,2019-09-27,18.11,44.42,6.45,19.82,21.08,22.22,0.65,9.17,24.83,0.32,3.08,,53.0,Satisfactory
+Jaipur,2019-09-28,17.51,41.82,5.82,19.45,20.77,26.38,0.68,10.11,24.43,0.47,3.24,,54.0,Satisfactory
+Jaipur,2019-09-29,25.74,54.95,8.25,25.92,29.81,39.41,0.83,10.96,25.01,1.18,5.02,,66.0,Satisfactory
+Jaipur,2019-09-30,31.01,72.81,10.98,34.89,38.69,45.45,0.75,11.96,30.88,2.03,9.83,,83.0,Satisfactory
+Jaipur,2019-10-01,29.93,65.55,5.76,29.16,29.57,36.73,0.73,13.78,29.12,2.04,19.09,,80.0,Satisfactory
+Jaipur,2019-10-02,30.87,66.13,10.12,34.98,37.66,40.5,0.93,11.67,34.1,2.6,21.62,,81.0,Satisfactory
+Jaipur,2019-10-03,39.35,90.64,12.25,39.69,41.63,34.08,0.84,11.15,31.95,2.64,16.98,,95.0,Satisfactory
+Jaipur,2019-10-04,35.31,73.74,6.87,28.17,28.26,29.62,0.71,11.8,45.97,1.24,5.94,,95.0,Satisfactory
+Jaipur,2019-10-05,38.07,73.3,6.63,31.86,30.82,31.38,0.68,13.04,41.91,1.37,7.3,,78.0,Satisfactory
+Jaipur,2019-10-06,43.01,95.61,6.94,33.6,31.97,30.55,0.91,12.0,42.05,1.36,7.77,,88.0,Satisfactory
+Jaipur,2019-10-07,51.77,100.67,18.15,36.11,45.44,37.79,1.48,9.57,31.55,2.77,9.46,,106.0,Moderate
+Jaipur,2019-10-08,43.48,92.61,17.46,37.18,45.98,36.22,1.07,9.38,33.02,2.89,9.87,,105.0,Moderate
+Jaipur,2019-10-09,42.7,98.12,19.65,44.26,51.72,36.15,1.04,11.48,43.2,2.6,10.12,,108.0,Moderate
+Jaipur,2019-10-10,39.96,92.04,18.11,44.44,50.57,27.22,0.75,9.87,36.15,2.18,8.88,,104.0,Moderate
+Jaipur,2019-10-11,48.35,101.36,10.01,41.18,39.6,27.19,0.83,10.85,49.24,2.0,8.81,,104.0,Moderate
+Jaipur,2019-10-12,49.71,107.82,9.7,42.69,41.41,36.85,0.96,10.65,48.34,2.85,10.71,,106.0,Moderate
+Jaipur,2019-10-13,53.72,141.72,8.87,36.43,40.35,41.86,0.86,12.75,49.59,2.73,9.37,,125.0,Moderate
+Jaipur,2019-10-14,57.76,127.04,9.57,43.28,43.42,40.28,0.91,12.99,51.24,2.68,8.91,,128.0,Moderate
+Jaipur,2019-10-15,64.81,138.94,22.71,54.6,64.61,55.81,1.28,12.33,48.5,3.39,12.35,,136.0,Moderate
+Jaipur,2019-10-16,54.17,128.95,10.18,50.34,48.83,48.69,1.02,14.93,52.1,2.67,10.35,,136.0,Moderate
+Jaipur,2019-10-17,56.0,143.55,6.05,36.55,35.05,43.0,0.88,16.03,63.12,1.69,14.0,,127.0,Moderate
+Jaipur,2019-10-18,54.41,113.18,5.94,33.99,33.19,49.37,0.88,13.6,56.63,1.25,7.93,,123.0,Moderate
+Jaipur,2019-10-19,46.17,106.5,7.61,39.01,38.88,44.59,0.95,12.7,43.18,1.55,7.89,,109.0,Moderate
+Jaipur,2019-10-20,54.76,152.29,10.18,42.73,42.37,44.34,0.94,13.55,51.21,1.65,8.73,,120.0,Moderate
+Jaipur,2019-10-21,58.89,126.29,25.3,58.75,69.59,59.93,1.16,12.82,40.89,3.29,10.53,,143.0,Moderate
+Jaipur,2019-10-22,67.33,150.71,50.83,63.6,98.5,62.2,1.37,14.51,38.57,5.16,17.47,,149.0,Moderate
+Jaipur,2019-10-23,73.4,164.0,67.61,66.43,112.9,61.36,1.43,13.83,30.96,7.03,25.1,,193.0,Moderate
+Jaipur,2019-10-24,59.09,129.05,14.57,51.44,53.49,52.75,0.87,14.03,53.36,3.39,14.02,,145.0,Moderate
+Jaipur,2019-10-25,77.5,156.27,5.6,43.9,39.29,51.08,0.85,10.39,58.26,2.56,10.11,,163.0,Moderate
+Jaipur,2019-10-26,64.51,128.1,5.93,38.55,36.19,36.77,0.9,10.3,50.67,2.35,7.69,,170.0,Moderate
+Jaipur,2019-10-27,87.77,167.46,23.49,52.45,63.45,55.11,1.1,14.34,42.25,4.99,11.86,,144.0,Moderate
+Jaipur,2019-10-28,219.73,317.48,31.8,55.08,74.07,67.92,1.17,22.49,41.49,5.19,12.37,,355.0,Very Poor
+Jaipur,2019-10-29,141.99,258.16,30.88,69.79,84.16,69.64,1.23,17.19,42.53,6.06,17.85,,310.0,Very Poor
+Jaipur,2019-10-30,67.16,142.43,20.4,61.32,68.66,62.9,0.96,16.04,45.68,4.05,12.42,,203.0,Poor
+Jaipur,2019-10-31,61.65,149.59,23.04,56.61,64.42,55.28,1.15,15.01,49.6,3.57,11.69,,143.0,Moderate
+Jaipur,2019-11-01,48.1,117.66,13.61,48.01,50.96,48.35,0.84,15.73,48.71,2.43,10.87,,132.0,Moderate
+Jaipur,2019-11-02,104.62,204.73,5.67,38.23,35.6,36.1,0.96,12.76,60.74,2.38,6.87,,171.0,Moderate
+Jaipur,2019-11-03,90.16,177.57,7.93,36.65,36.27,36.09,0.93,12.85,45.06,2.36,6.83,,247.0,Poor
+Jaipur,2019-11-04,60.87,135.82,13.34,42.12,46.83,37.79,0.99,13.21,40.66,2.5,8.75,,191.0,Moderate
+Jaipur,2019-11-05,73.22,147.13,37.42,56.9,77.62,46.42,1.17,11.88,38.39,4.16,12.15,,154.0,Moderate
+Jaipur,2019-11-06,49.36,113.7,13.89,43.71,48.42,35.9,0.86,12.32,49.84,2.41,12.45,,139.0,Moderate
+Jaipur,2019-11-07,43.43,86.17,6.41,29.33,28.05,23.35,0.69,10.61,54.77,1.28,9.56,,101.0,Moderate
+Jaipur,2019-11-08,88.44,156.68,5.4,36.18,33.67,34.9,0.9,10.46,63.63,2.56,9.3,,162.0,Moderate
+Jaipur,2019-11-09,83.04,144.05,5.47,35.61,33.51,37.13,0.77,10.93,62.47,1.92,8.47,,220.0,Poor
+Jaipur,2019-11-10,76.91,143.75,6.01,36.9,35.2,32.89,0.83,10.81,68.85,2.01,8.37,,188.0,Moderate
+Jaipur,2019-11-11,82.58,153.14,7.47,41.64,39.37,32.9,0.92,10.78,66.41,2.24,9.69,,192.0,Moderate
+Jaipur,2019-11-12,92.89,171.8,5.68,41.03,37.62,35.26,0.96,10.18,70.64,2.59,10.37,,209.0,Poor
+Jaipur,2019-11-13,127.34,213.07,8.79,50.46,49.62,53.67,1.22,14.53,64.0,3.65,12.16,,250.0,Poor
+Jaipur,2019-11-14,131.2,229.9,6.03,44.48,42.32,52.68,1.1,10.81,68.85,3.96,13.23,,277.0,Poor
+Jaipur,2019-11-15,72.25,136.96,11.23,34.85,37.29,27.58,0.81,12.16,47.29,3.57,7.85,,248.0,Poor
+Jaipur,2019-11-16,78.29,143.57,13.45,40.06,42.66,19.74,0.85,14.0,51.04,2.23,9.87,,167.0,Moderate
+Jaipur,2019-11-17,38.6,94.09,12.05,40.74,40.99,18.42,0.66,11.72,50.32,1.61,7.5,,123.0,Moderate
+Jaipur,2019-11-18,47.08,95.75,12.92,43.61,43.07,26.27,0.78,10.5,43.58,1.92,8.52,,104.0,Moderate
+Jaipur,2019-11-19,36.25,93.86,31.62,54.79,70.7,58.47,1.02,11.61,38.21,2.97,11.49,,96.0,Satisfactory
+Jaipur,2019-11-20,43.07,108.09,23.61,47.99,57.93,51.94,0.93,13.13,48.96,3.12,15.26,,115.0,Moderate
+Jaipur,2019-11-21,51.49,112.33,11.38,40.3,39.95,42.99,0.85,11.19,66.03,2.53,33.55,,120.0,Moderate
+Jaipur,2019-11-22,68.84,136.99,13.49,46.5,47.89,46.88,1.03,11.89,60.61,2.55,12.99,,130.0,Moderate
+Jaipur,2019-11-23,73.61,183.61,20.67,55.72,66.46,53.65,1.2,11.0,45.18,2.78,9.77,,176.0,Moderate
+Jaipur,2019-11-24,67.26,154.12,11.09,48.35,51.7,47.02,0.91,13.15,46.3,2.39,12.25,,145.0,Moderate
+Jaipur,2019-11-25,68.62,137.38,8.78,37.64,36.58,41.01,0.81,13.54,60.28,1.25,6.3,,165.0,Moderate
+Jaipur,2019-11-26,47.55,106.04,15.15,43.72,48.22,54.31,0.88,12.21,61.13,1.75,10.08,,124.0,Moderate
+Jaipur,2019-11-27,52.64,115.98,10.22,35.23,39.12,48.12,0.74,14.76,66.26,1.78,9.97,,109.0,Moderate
+Jaipur,2019-11-28,91.33,173.58,9.37,36.15,41.64,47.78,1.07,12.92,62.43,2.76,8.37,,175.0,Moderate
+Jaipur,2019-11-29,54.61,114.1,14.17,36.39,44.39,49.03,0.75,9.96,35.12,1.78,8.17,,148.0,Moderate
+Jaipur,2019-11-30,51.18,113.4,10.98,43.57,44.81,48.91,0.72,10.59,51.42,1.2,5.66,,118.0,Moderate
+Jaipur,2019-12-01,52.02,113.24,10.82,46.12,47.21,47.27,0.79,12.57,56.94,1.5,5.81,,119.0,Moderate
+Jaipur,2019-12-02,42.73,103.89,18.17,52.45,58.9,46.35,0.92,16.07,55.6,2.88,8.84,,120.0,Moderate
+Jaipur,2019-12-03,50.78,133.0,34.45,65.24,86.05,65.04,1.21,17.42,44.5,4.74,14.02,,120.0,Moderate
+Jaipur,2019-12-04,52.85,127.29,46.88,62.15,99.62,78.8,1.31,16.74,41.07,4.9,16.74,,134.0,Moderate
+Jaipur,2019-12-05,52.63,110.43,8.36,51.15,48.35,45.78,0.88,19.16,72.92,2.72,12.27,,123.0,Moderate
+Jaipur,2019-12-06,73.44,154.65,9.49,62.43,61.78,53.69,1.05,15.88,61.14,3.89,11.11,,138.0,Moderate
+Jaipur,2019-12-07,73.42,170.28,11.18,56.58,56.82,49.91,1.06,10.86,52.82,4.02,11.76,,189.0,Moderate
+Jaipur,2019-12-08,53.69,129.83,20.13,51.8,67.66,56.78,1.23,10.3,54.34,4.74,12.47,,140.0,Moderate
+Jaipur,2019-12-09,56.61,143.97,20.96,53.14,66.75,57.77,1.18,11.55,64.27,4.19,13.18,,127.0,Moderate
+Jaipur,2019-12-10,70.48,170.32,35.78,65.52,88.16,70.18,1.58,13.66,46.63,5.56,15.38,,164.0,Moderate
+Jaipur,2019-12-11,73.27,159.87,33.06,59.22,79.62,68.83,1.33,13.22,51.47,5.61,18.84,,172.0,Moderate
+Jaipur,2019-12-12,67.04,133.17,5.07,37.72,35.13,34.8,0.82,9.51,79.11,2.57,9.65,,162.0,Moderate
+Jaipur,2019-12-13,53.64,110.13,9.81,37.64,38.65,30.95,0.79,13.03,37.08,2.34,8.0,,141.0,Moderate
+Jaipur,2019-12-14,33.21,67.13,8.25,32.5,34.56,25.85,0.68,15.75,41.45,1.67,7.57,,86.0,Satisfactory
+Jaipur,2019-12-15,42.15,88.25,7.14,33.88,34.72,27.72,0.69,13.43,42.13,1.97,7.4,,86.0,Satisfactory
+Jaipur,2019-12-16,41.92,85.13,8.82,33.78,33.14,28.82,0.8,14.38,40.94,2.11,6.3,,85.0,Satisfactory
+Jaipur,2019-12-17,47.55,96.44,16.6,36.97,47.37,35.87,0.99,13.61,30.83,3.54,14.88,,89.0,Satisfactory
+Jaipur,2019-12-18,67.99,145.26,22.7,53.16,67.99,54.31,1.12,12.01,33.53,6.09,23.62,,136.0,Moderate
+Jaipur,2019-12-19,47.92,114.33,17.9,47.58,57.15,47.1,0.98,11.32,36.13,4.86,18.13,,118.0,Moderate
+Jaipur,2019-12-20,59.26,132.48,21.06,55.63,67.34,57.26,1.22,10.17,34.8,5.84,20.36,,118.0,Moderate
+Jaipur,2019-12-21,52.95,124.14,15.29,50.72,55.27,49.35,0.91,11.88,35.94,4.72,18.74,,129.0,Moderate
+Jaipur,2019-12-22,29.05,74.88,11.58,33.15,38.33,35.28,0.66,10.34,38.69,2.57,15.1,,100.0,Satisfactory
+Jaipur,2019-12-23,37.53,102.75,26.85,47.21,63.24,43.98,0.96,10.89,35.59,4.09,23.8,,101.0,Moderate
+Jaipur,2019-12-24,43.69,107.85,6.21,48.98,40.83,26.01,0.96,11.45,47.06,3.8,16.13,,108.0,Moderate
+Jaipur,2019-12-25,43.58,110.92,19.2,63.5,65.71,37.04,1.04,12.16,32.49,4.61,19.06,,110.0,Moderate
+Jaipur,2019-12-26,54.28,137.0,45.77,69.79,96.58,48.86,1.08,11.22,28.11,5.85,22.43,,124.0,Moderate
+Jaipur,2019-12-27,55.55,151.74,41.42,77.26,96.65,52.73,1.3,13.06,29.57,6.61,23.82,,145.0,Moderate
+Jaipur,2019-12-28,64.59,164.04,24.38,78.18,82.95,51.35,1.18,11.23,36.27,6.8,22.56,,144.0,Moderate
+Jaipur,2019-12-29,71.03,156.69,13.85,70.77,70.51,49.52,1.28,11.57,29.6,7.26,24.67,,146.0,Moderate
+Jaipur,2019-12-30,80.04,183.66,8.7,60.65,55.85,41.64,1.24,12.76,37.5,6.99,23.31,,182.0,Moderate
+Jaipur,2019-12-31,69.91,168.36,6.99,43.68,40.45,32.8,1.06,9.95,30.58,5.12,15.8,,174.0,Moderate
+Jaipur,2020-01-01,68.61,153.05,3.97,37.84,33.18,27.34,1.03,13.52,54.13,3.87,15.86,,154.0,Moderate
+Jaipur,2020-01-02,48.02,96.26,5.67,35.09,32.49,26.62,0.95,12.32,54.38,3.03,16.51,,153.0,Moderate
+Jaipur,2020-01-03,47.44,119.11,7.54,45.51,44.62,33.84,0.81,10.76,41.04,3.83,19.94,,108.0,Moderate
+Jaipur,2020-01-04,52.46,120.23,14.72,47.22,55.68,47.9,1.11,10.01,36.18,4.51,23.9,,111.0,Moderate
+Jaipur,2020-01-05,66.18,143.95,22.43,49.72,69.22,57.93,1.2,14.26,30.41,6.86,37.11,,138.0,Moderate
+Jaipur,2020-01-06,55.07,127.91,15.24,49.37,54.28,43.96,0.8,11.96,32.81,3.95,19.35,,129.0,Moderate
+Jaipur,2020-01-07,46.61,103.39,5.69,37.36,35.02,34.8,0.81,10.42,50.94,2.61,10.01,,106.0,Moderate
+Jaipur,2020-01-08,54.75,116.72,7.85,34.88,36.53,31.05,0.85,11.06,34.35,3.51,10.53,,113.0,Moderate
+Jaipur,2020-01-09,31.13,64.83,6.2,34.99,34.16,27.71,0.64,12.29,45.67,2.32,10.59,,92.0,Satisfactory
+Jaipur,2020-01-10,39.21,88.47,8.04,43.62,42.59,34.49,0.86,12.79,50.83,2.9,12.28,,90.0,Satisfactory
+Jaipur,2020-01-11,46.14,116.17,20.28,57.57,69.15,62.02,1.27,12.06,40.1,4.73,19.23,,112.0,Moderate
+Jaipur,2020-01-12,49.42,119.43,18.75,53.49,64.2,73.24,1.42,11.85,46.56,4.61,21.63,,121.0,Moderate
+Jaipur,2020-01-13,48.46,124.35,18.39,47.46,56.52,47.18,0.91,13.05,37.9,5.34,16.76,,126.0,Moderate
+Jaipur,2020-01-14,34.99,96.06,7.8,33.08,34.28,29.08,0.76,12.35,44.74,3.03,9.08,,108.0,Moderate
+Jaipur,2020-01-15,43.5,92.31,5.32,30.98,29.3,24.94,0.65,11.63,47.5,3.16,11.55,,100.0,Satisfactory
+Jaipur,2020-01-16,43.27,94.23,6.41,38.57,37.59,31.23,0.76,11.55,48.08,3.13,5.98,,92.0,Satisfactory
+Jaipur,2020-01-17,49.19,108.73,16.71,52.14,61.39,46.24,1.12,14.61,39.04,3.49,5.02,,99.0,Satisfactory
+Jaipur,2020-01-18,47.61,101.53,14.34,48.12,56.51,40.58,1.0,12.84,39.97,4.12,4.6,,116.0,Moderate
+Jaipur,2020-01-19,58.77,119.35,12.23,43.38,49.87,35.19,0.86,14.82,50.48,3.86,3.36,,114.0,Moderate
+Jaipur,2020-01-20,60.37,137.1,13.22,56.22,61.52,47.78,0.84,10.47,46.14,3.5,4.75,,136.0,Moderate
+Jaipur,2020-01-21,47.88,93.14,6.07,34.98,33.96,29.34,0.81,9.74,53.34,2.89,4.32,,108.0,Moderate
+Jaipur,2020-01-22,52.59,107.22,6.4,39.35,37.73,28.79,0.85,11.42,54.89,3.13,4.42,,106.0,Moderate
+Jaipur,2020-01-23,35.76,82.95,14.49,39.05,45.77,31.32,0.86,13.84,49.54,2.34,4.39,,97.0,Satisfactory
+Jaipur,2020-01-24,42.58,94.73,14.49,46.1,49.44,30.49,0.85,14.24,43.67,2.52,5.85,,106.0,Moderate
+Jaipur,2020-01-25,51.8,120.92,50.06,58.13,90.0,55.47,1.42,13.81,39.26,4.33,8.85,,114.0,Moderate
+Jaipur,2020-01-26,62.6,152.56,48.34,56.28,94.75,68.58,1.37,12.52,38.55,5.19,10.65,,159.0,Moderate
+Jaipur,2020-01-27,31.85,89.61,5.45,38.01,36.02,31.09,1.24,13.01,58.51,2.9,6.01,,115.0,Moderate
+Jaipur,2020-01-28,41.35,102.11,5.91,37.77,35.84,27.44,0.84,10.17,45.97,2.8,9.56,,94.0,Satisfactory
+Jaipur,2020-01-29,28.2,58.37,7.1,35.56,38.02,25.95,0.72,7.4,53.34,1.59,3.87,,91.0,Satisfactory
+Jaipur,2020-01-30,34.78,76.94,9.58,42.73,43.67,29.43,0.85,8.78,44.68,2.36,5.08,,88.0,Satisfactory
+Jaipur,2020-01-31,39.16,84.15,7.8,44.11,45.15,32.35,1.01,11.34,42.47,2.44,6.49,,90.0,Satisfactory
+Jaipur,2020-02-01,48.24,107.15,13.5,43.05,48.57,31.61,0.97,9.87,48.61,3.47,8.18,,104.0,Moderate
+Jaipur,2020-02-02,51.08,114.62,9.46,40.38,41.75,29.45,1.17,10.9,56.42,3.53,7.03,,109.0,Moderate
+Jaipur,2020-02-03,47.03,105.2,6.81,40.61,39.87,30.15,1.08,11.57,54.92,3.69,8.53,,116.0,Moderate
+Jaipur,2020-02-04,50.51,106.78,5.59,35.28,34.34,27.64,0.83,12.97,64.82,4.35,7.66,,108.0,Moderate
+Jaipur,2020-02-05,50.79,110.26,7.46,40.79,42.45,29.5,1.0,13.92,65.6,3.3,6.24,,106.0,Moderate
+Jaipur,2020-02-06,55.6,121.15,6.67,47.01,43.42,34.79,1.03,12.64,52.03,3.35,6.82,,117.0,Moderate
+Jaipur,2020-02-07,50.77,109.67,5.39,39.64,36.62,30.67,0.82,13.1,62.78,2.92,6.22,,114.0,Moderate
+Jaipur,2020-02-08,46.02,93.48,5.21,43.33,40.92,32.83,1.08,14.4,62.17,2.2,5.36,,110.0,Moderate
+Jaipur,2020-02-09,59.48,126.91,12.8,51.97,55.18,42.11,1.18,12.54,51.55,4.56,8.29,,111.0,Moderate
+Jaipur,2020-02-10,65.67,152.86,28.12,62.17,80.83,60.94,1.4,13.61,43.28,6.98,12.48,,150.0,Moderate
+Jaipur,2020-02-11,60.95,129.13,22.63,55.3,70.23,55.93,1.28,15.08,61.41,3.98,8.73,,132.0,Moderate
+Jaipur,2020-02-12,64.04,151.41,17.45,63.37,68.55,51.48,1.17,13.21,56.7,3.31,5.46,,150.0,Moderate
+Jaipur,2020-02-13,72.87,170.52,39.28,64.98,86.21,56.15,1.23,14.08,49.06,5.58,14.1,,163.0,Moderate
+Jaipur,2020-02-14,59.62,130.02,9.45,46.03,44.09,32.63,0.87,15.04,58.76,2.55,6.06,,147.0,Moderate
+Jaipur,2020-02-15,50.97,121.14,16.56,58.13,62.63,38.26,0.92,18.1,47.75,3.64,12.24,,134.0,Moderate
+Jaipur,2020-02-16,49.83,128.09,43.28,67.32,92.47,43.24,1.02,13.5,46.34,5.33,21.23,,133.0,Moderate
+Jaipur,2020-02-17,65.69,150.22,60.44,82.69,119.71,57.28,1.23,14.45,36.29,6.71,23.25,,159.0,Moderate
+Jaipur,2020-02-18,61.27,154.46,78.5,83.09,135.91,56.33,1.58,15.14,36.74,7.9,25.31,,160.0,Moderate
+Jaipur,2020-02-19,66.08,153.94,43.35,64.85,90.02,44.52,1.04,18.31,49.74,8.86,26.38,,179.0,Moderate
+Jaipur,2020-02-20,46.11,105.0,5.57,37.07,34.97,23.28,0.92,17.16,58.24,3.15,6.53,,104.0,Moderate
+Jaipur,2020-02-21,66.72,161.44,5.33,33.95,34.82,25.68,0.96,15.43,54.19,3.7,4.25,,132.0,Moderate
+Jaipur,2020-02-22,49.79,91.06,5.44,35.4,33.16,25.4,0.86,12.67,48.74,2.63,5.63,,106.0,Moderate
+Jaipur,2020-02-23,51.39,104.68,4.25,33.67,30.65,24.34,0.83,12.87,61.16,2.39,4.81,,107.0,Moderate
+Jaipur,2020-02-24,50.4,98.54,8.2,42.37,42.84,31.16,0.88,16.53,59.99,2.53,5.64,,102.0,Moderate
+Jaipur,2020-02-25,60.53,121.82,11.98,55.28,56.92,36.36,0.84,13.8,51.19,3.05,7.5,,127.0,Moderate
+Jaipur,2020-02-26,48.24,107.89,8.24,43.69,40.15,25.95,1.01,14.49,65.03,3.01,6.61,,115.0,Moderate
+Jaipur,2020-02-27,50.09,115.08,13.24,44.11,47.99,25.62,0.97,13.1,67.06,3.61,8.87,,111.0,Moderate
+Jaipur,2020-02-28,53.32,121.08,6.78,37.13,35.85,22.04,0.88,13.42,64.07,3.78,6.26,,116.0,Moderate
+Jaipur,2020-02-29,48.52,114.53,9.51,38.31,41.52,22.34,1.04,12.92,64.28,2.66,3.84,,110.0,Moderate
+Jaipur,2020-03-01,29.03,86.33,4.88,27.16,25.74,22.55,0.66,11.69,72.11,1.05,2.4,,113.0,Moderate
+Jaipur,2020-03-02,35.93,86.35,6.92,36.84,38.45,32.67,0.9,14.27,70.56,2.34,3.57,,95.0,Satisfactory
+Jaipur,2020-03-03,49.42,116.32,6.06,39.03,37.78,41.76,0.91,13.27,72.23,2.2,4.33,,115.0,Moderate
+Jaipur,2020-03-04,44.52,100.89,5.62,33.16,34.56,31.07,0.92,13.27,75.54,2.55,7.92,,117.0,Moderate
+Jaipur,2020-03-05,29.46,64.82,6.66,26.74,27.95,32.29,0.86,13.6,66.29,2.45,15.81,,88.0,Satisfactory
+Jaipur,2020-03-06,28.6,62.79,7.72,34.55,35.31,38.47,0.79,12.91,54.62,1.41,22.56,,83.0,Satisfactory
+Jaipur,2020-03-07,31.86,71.4,13.14,48.35,50.35,53.93,0.86,12.72,40.75,1.09,18.05,,88.0,Satisfactory
+Jaipur,2020-03-08,27.29,68.45,8.68,37.4,37.66,42.4,0.85,12.39,62.14,1.14,24.02,,92.0,Satisfactory
+Jaipur,2020-03-09,30.17,78.51,10.32,38.51,38.91,42.83,0.81,12.01,64.83,1.2,29.55,,100.0,Satisfactory
+Jaipur,2020-03-10,30.88,79.9,3.58,21.76,20.22,25.15,0.63,12.34,76.3,1.45,26.55,,96.0,Satisfactory
+Jaipur,2020-03-11,30.18,72.28,4.71,25.34,25.5,27.4,0.86,11.74,73.03,1.38,28.13,,90.0,Satisfactory
+Jaipur,2020-03-12,43.86,122.98,7.65,40.09,40.12,38.84,0.86,11.69,53.33,1.51,24.66,,104.0,Moderate
+Jaipur,2020-03-13,78.24,247.19,16.42,47.23,51.48,55.36,0.76,15.56,51.0,1.58,23.23,,144.0,Moderate
+Jaipur,2020-03-14,60.0,181.04,5.82,32.01,30.43,36.05,1.04,14.93,67.46,1.31,21.62,,199.0,Moderate
+Jaipur,2020-03-15,44.49,101.22,4.56,33.42,30.67,35.97,1.83,13.71,66.38,1.26,22.25,,132.0,Moderate
+Jaipur,2020-03-16,45.38,92.2,4.42,34.31,31.21,36.64,0.82,17.26,87.83,1.64,27.14,,127.0,Moderate
+Jaipur,2020-03-17,43.23,93.03,7.64,45.87,44.0,45.22,1.01,14.32,76.5,2.47,27.97,,133.0,Moderate
+Jaipur,2020-03-18,43.92,97.43,18.39,48.04,54.49,55.9,1.21,13.86,71.2,3.82,30.98,,123.0,Moderate
+Jaipur,2020-03-19,46.94,102.61,15.7,43.78,48.53,46.08,1.06,14.21,69.56,3.8,31.36,,122.0,Moderate
+Jaipur,2020-03-20,47.44,100.6,4.35,28.08,25.96,29.6,0.52,16.32,86.07,2.52,24.59,,116.0,Moderate
+Jaipur,2020-03-21,31.9,64.36,4.06,30.67,28.98,30.64,0.65,15.34,77.24,1.37,24.55,,108.0,Moderate
+Jaipur,2020-03-22,32.69,67.6,2.81,17.33,15.99,22.51,0.53,11.8,88.19,1.7,24.92,,100.0,Satisfactory
+Jaipur,2020-03-23,36.05,73.5,3.11,19.51,19.12,23.11,0.63,13.09,72.65,1.81,24.24,,90.0,Satisfactory
+Jaipur,2020-03-24,34.35,72.85,3.77,21.98,21.71,26.06,0.59,11.67,59.98,2.24,29.42,,92.0,Satisfactory
+Jaipur,2020-03-25,26.0,57.46,3.25,15.39,15.89,21.49,0.5,9.47,47.16,1.84,27.84,,73.0,Satisfactory
+Jaipur,2020-03-26,14.28,31.24,3.11,11.37,12.15,21.49,0.41,8.44,45.6,0.57,16.93,,57.0,Satisfactory
+Jaipur,2020-03-27,9.12,19.14,3.22,11.22,12.8,23.28,0.47,10.15,35.1,0.42,27.62,,52.0,Satisfactory
+Jaipur,2020-03-28,10.59,27.54,3.22,13.15,13.76,24.09,0.51,10.98,38.85,0.39,27.32,,67.0,Satisfactory
+Jaipur,2020-03-29,12.92,35.04,2.89,12.12,12.51,17.71,0.39,11.87,53.13,0.26,22.29,,71.0,Satisfactory
+Jaipur,2020-03-30,13.71,39.81,2.68,11.93,12.11,16.02,0.47,12.47,52.62,0.3,22.78,,72.0,Satisfactory
+Jaipur,2020-03-31,21.58,46.95,3.27,18.7,18.65,24.67,0.67,13.55,44.5,0.99,23.68,,70.0,Satisfactory
+Jaipur,2020-04-01,27.53,67.35,2.77,10.56,11.03,16.13,0.51,12.78,45.57,0.66,23.03,,79.0,Satisfactory
+Jaipur,2020-04-02,21.65,44.31,2.64,10.65,10.98,15.93,0.58,14.8,46.11,0.3,17.7,,71.0,Satisfactory
+Jaipur,2020-04-03,18.43,37.37,2.65,10.58,10.77,15.35,0.56,18.55,47.78,0.29,18.28,,74.0,Satisfactory
+Jaipur,2020-04-04,19.85,48.46,3.36,16.92,16.84,22.44,0.74,14.75,41.64,0.94,22.84,,76.0,Satisfactory
+Jaipur,2020-04-05,24.93,62.17,2.92,12.82,12.73,18.27,0.57,15.63,48.18,0.78,23.0,,79.0,Satisfactory
+Jaipur,2020-04-06,31.2,81.56,3.07,12.75,13.24,18.84,0.54,14.14,51.63,0.92,18.76,,79.0,Satisfactory
+Jaipur,2020-04-07,26.38,78.6,3.32,11.6,13.04,18.45,0.59,10.95,54.99,0.42,20.76,,80.0,Satisfactory
+Jaipur,2020-04-08,20.07,54.61,3.14,11.44,12.48,17.55,0.49,11.39,53.07,0.25,11.44,,78.0,Satisfactory
+Jaipur,2020-04-09,22.06,56.49,2.97,11.82,12.59,17.25,0.54,12.54,56.44,0.3,7.87,,78.0,Satisfactory
+Jaipur,2020-04-10,24.47,63.6,3.25,13.66,14.13,19.72,0.5,13.53,53.28,0.5,12.65,,76.0,Satisfactory
+Jaipur,2020-04-11,30.99,88.94,3.15,12.9,13.6,18.61,0.51,12.63,50.51,0.52,10.05,,79.0,Satisfactory
+Jaipur,2020-04-12,28.61,80.61,3.06,11.97,12.76,17.73,0.62,12.14,52.32,0.57,7.24,,86.0,Satisfactory
+Jaipur,2020-04-13,33.95,96.61,5.69,22.47,23.26,30.66,0.58,13.38,39.86,1.32,13.81,,83.0,Satisfactory
+Jaipur,2020-04-14,42.11,116.07,3.7,17.77,18.21,24.03,0.66,12.46,48.44,0.95,10.71,,113.0,Moderate
+Jaipur,2020-04-15,32.07,92.25,4.27,18.99,19.22,25.6,0.6,12.39,43.41,1.33,12.14,,100.0,Satisfactory
+Jaipur,2020-04-16,26.89,94.49,2.97,12.04,12.67,17.82,0.51,13.91,51.39,0.37,8.02,,93.0,Satisfactory
+Jaipur,2020-04-17,47.5,147.95,3.22,11.34,12.55,17.38,0.62,11.67,50.1,0.38,8.87,,120.0,Moderate
+Jaipur,2020-04-18,49.37,143.5,3.38,14.52,15.04,20.42,0.52,13.33,45.98,0.35,9.46,,125.0,Moderate
+Jaipur,2020-04-19,33.63,72.79,3.4,11.22,12.42,17.23,0.52,13.25,58.19,0.41,6.65,,110.0,Moderate
+Jaipur,2020-04-20,26.15,51.02,3.4,12.31,13.26,18.62,0.6,11.72,52.65,0.31,7.01,,76.0,Satisfactory
+Jaipur,2020-04-21,16.38,36.53,3.28,13.17,13.87,19.68,0.51,12.74,58.62,0.44,7.39,,77.0,Satisfactory
+Jaipur,2020-04-22,20.81,50.6,3.1,13.76,14.74,19.34,0.61,12.06,65.96,0.71,0.63,,85.0,Satisfactory
+Jaipur,2020-04-23,23.28,45.72,3.3,13.41,14.29,20.03,0.61,10.2,53.95,0.69,0.44,,78.0,Satisfactory
+Jaipur,2020-04-24,23.18,54.55,4.46,17.09,18.71,24.62,0.58,12.13,42.34,0.64,0.89,,68.0,Satisfactory
+Jaipur,2020-04-25,26.18,71.1,3.28,11.82,12.98,18.51,0.6,11.39,48.04,0.35,0.18,,69.0,Satisfactory
+Jaipur,2020-04-26,30.22,76.78,4.34,15.25,17.25,22.76,0.63,12.68,42.95,1.08,0.77,,85.0,Satisfactory
+Jaipur,2020-04-27,22.23,48.21,3.62,13.63,14.7,21.17,0.58,11.4,49.23,0.92,0.3,,74.0,Satisfactory
+Jaipur,2020-04-28,25.22,50.57,3.07,13.61,14.18,20.34,0.73,12.19,59.58,0.89,0.44,,79.0,Satisfactory
+Jaipur,2020-04-29,32.26,66.25,3.26,11.16,12.29,18.42,0.5,12.05,64.5,0.92,0.26,,84.0,Satisfactory
+Jaipur,2020-04-30,51.34,193.04,3.39,14.2,15.01,20.66,0.59,12.14,51.56,0.46,0.54,,132.0,Moderate
+Jaipur,2020-05-01,36.28,92.73,3.58,16.95,17.28,22.81,0.64,11.48,43.9,0.46,0.65,,119.0,Moderate
+Jaipur,2020-05-02,37.27,109.34,3.43,15.91,16.14,21.59,0.44,14.83,40.61,0.26,0.38,,100.0,Satisfactory
+Jaipur,2020-05-03,42.37,102.62,3.61,11.67,13.16,19.68,0.7,11.01,51.96,1.2,0.35,,107.0,Moderate
+Jaipur,2020-05-04,21.56,55.48,3.15,12.06,12.94,18.74,0.73,10.48,49.42,0.58,0.36,,85.0,Satisfactory
+Jaipur,2020-05-05,22.36,49.15,2.55,12.5,11.81,17.57,0.52,8.98,52.07,0.45,0.61,,82.0,Satisfactory
+Jaipur,2020-05-06,25.89,65.09,3.45,13.02,15.13,18.67,0.69,8.58,56.17,0.52,1.09,,75.0,Satisfactory
+Jaipur,2020-05-07,24.88,49.74,3.99,17.72,19.46,23.66,0.78,10.18,53.48,1.14,1.6,,81.0,Satisfactory
+Jaipur,2020-05-08,32.87,96.85,3.9,17.34,18.06,23.54,0.64,12.13,59.21,1.45,1.22,,89.0,Satisfactory
+Jaipur,2020-05-09,45.16,119.29,4.68,16.94,18.45,22.84,0.64,9.81,50.36,0.91,0.93,,112.0,Moderate
+Jaipur,2020-05-10,47.55,146.77,4.33,14.02,16.1,19.76,0.65,9.67,54.73,0.58,0.63,,110.0,Moderate
+Jaipur,2020-05-11,31.29,84.08,4.52,13.38,15.96,19.7,0.77,11.67,58.73,0.77,0.52,,125.0,Moderate
+Jaipur,2020-05-12,23.63,45.03,5.25,18.54,20.34,25.77,0.87,10.83,52.76,0.58,1.04,,91.0,Satisfactory
+Jaipur,2020-05-13,66.4,252.96,4.73,17.89,19.77,23.21,0.69,11.23,57.77,0.67,1.0,,132.0,Moderate
+Jaipur,2020-05-14,35.15,67.1,3.54,15.29,16.7,19.43,0.62,11.74,67.13,0.54,0.56,,124.0,Moderate
+Jaipur,2020-05-15,44.78,114.11,3.14,16.51,16.94,26.26,0.67,9.58,76.26,1.12,1.48,,100.0,Satisfactory
+Jaipur,2020-05-16,35.33,79.61,2.84,15.52,15.54,23.09,0.39,10.58,88.66,1.65,2.26,,116.0,Moderate
+Jaipur,2020-05-17,36.12,112.29,3.39,20.03,19.86,27.67,0.62,11.87,69.98,1.8,3.51,,106.0,Moderate
+Jaipur,2020-05-18,47.73,142.31,3.24,19.85,19.01,26.7,0.6,11.32,75.42,1.64,3.0,,121.0,Moderate
+Jaipur,2020-05-19,50.93,122.71,5.12,23.42,23.42,32.22,0.46,12.32,67.08,1.98,5.97,,136.0,Moderate
+Jaipur,2020-05-20,45.31,104.68,2.75,18.13,17.25,24.42,0.67,12.57,87.55,1.4,1.84,,127.0,Moderate
+Jaipur,2020-05-21,43.03,104.48,5.21,27.91,27.37,37.79,0.94,11.06,68.88,2.77,5.08,,110.0,Moderate
+Jaipur,2020-05-22,51.18,141.08,8.67,28.88,30.97,41.55,0.7,13.05,43.33,2.87,8.34,,119.0,Moderate
+Jaipur,2020-05-23,54.27,179.36,3.54,18.83,18.39,27.74,0.79,11.35,46.8,0.94,1.92,,143.0,Moderate
+Jaipur,2020-05-24,55.99,152.88,3.51,17.7,17.87,25.96,0.66,12.5,48.84,1.31,2.0,,140.0,Moderate
+Jaipur,2020-05-25,46.96,119.96,3.61,18.97,18.53,27.07,0.64,11.14,47.5,1.19,1.86,,124.0,Moderate
+Jaipur,2020-05-26,48.1,127.41,4.32,20.71,19.82,28.76,0.58,12.31,43.71,1.15,1.67,,119.0,Moderate
+Jaipur,2020-05-27,48.33,148.49,5.62,17.91,19.99,27.61,0.68,8.0,48.85,1.63,2.01,,126.0,Moderate
+Jaipur,2020-05-28,61.57,192.43,5.33,17.37,19.25,26.85,0.65,11.11,61.95,2.06,1.31,,145.0,Moderate
+Jaipur,2020-05-29,49.62,154.79,4.94,13.87,16.35,23.48,0.67,10.31,82.35,1.41,0.88,,150.0,Moderate
+Jaipur,2020-05-30,33.9,70.43,5.28,13.46,16.52,24.07,0.79,8.23,70.86,1.26,0.79,,115.0,Moderate
+Jaipur,2020-05-31,28.51,60.0,5.79,14.04,17.65,27.27,0.61,9.69,65.28,1.46,0.74,,82.0,Satisfactory
+Jaipur,2020-06-01,22.58,59.16,5.16,16.26,18.78,26.68,0.63,10.83,74.05,1.62,1.42,,93.0,Satisfactory
+Jaipur,2020-06-02,29.66,59.38,5.13,18.81,21.25,28.88,0.68,9.3,75.03,1.19,1.86,,106.0,Moderate
+Jaipur,2020-06-03,31.13,68.89,5.09,18.46,20.31,28.59,0.58,10.95,69.32,1.45,2.13,,94.0,Satisfactory
+Jaipur,2020-06-04,29.78,57.31,5.37,19.4,21.74,30.03,0.61,10.45,63.54,1.46,2.61,,84.0,Satisfactory
+Jaipur,2020-06-05,21.7,38.46,5.42,16.42,19.71,31.03,0.68,9.47,72.53,1.01,1.52,,89.0,Satisfactory
+Jaipur,2020-06-06,28.32,59.04,8.05,17.78,24.7,30.96,0.62,10.65,71.75,1.03,1.95,,84.0,Satisfactory
+Jaipur,2020-06-07,29.8,74.68,6.2,14.66,19.36,26.29,0.64,9.48,61.08,0.72,1.39,,80.0,Satisfactory
+Jaipur,2020-06-08,31.64,76.92,7.22,19.97,24.27,32.21,0.63,10.64,54.43,0.68,1.53,,79.0,Satisfactory
+Jaipur,2020-06-09,35.26,80.86,5.64,18.84,21.12,28.89,0.62,9.52,57.35,0.58,0.61,,90.0,Satisfactory
+Jaipur,2020-06-10,36.6,89.36,5.52,20.01,21.88,29.83,0.55,12.02,51.3,0.48,0.8,,85.0,Satisfactory
+Jaipur,2020-06-11,33.19,89.02,5.72,16.68,19.56,27.02,0.65,9.72,54.61,0.37,0.76,,92.0,Satisfactory
+Jaipur,2020-06-12,37.85,94.71,5.2,19.05,20.83,29.25,0.74,11.36,70.47,0.55,1.27,,103.0,Moderate
+Jaipur,2020-06-13,43.7,97.19,5.93,16.79,21.62,27.42,0.84,8.81,78.89,1.27,2.02,,108.0,Moderate
+Jaipur,2020-06-14,37.85,78.89,5.37,15.52,19.03,26.48,0.78,9.72,72.98,0.94,1.32,,96.0,Satisfactory
+Jaipur,2020-06-15,32.72,80.35,4.68,21.05,20.81,30.1,0.79,9.5,71.61,0.88,1.15,,97.0,Satisfactory
+Jaipur,2020-06-16,44.22,113.24,3.96,19.13,18.22,27.68,0.62,9.64,76.8,0.84,2.02,,108.0,Moderate
+Jaipur,2020-06-17,44.53,105.61,3.58,15.93,16.06,22.37,0.62,10.35,74.1,0.4,0.79,,108.0,Moderate
+Jaipur,2020-06-18,51.98,121.22,5.33,19.32,21.0,28.6,0.68,8.94,53.48,0.64,1.96,,110.0,Moderate
+Jaipur,2020-06-19,44.05,103.34,4.8,15.28,16.93,24.58,0.55,11.3,56.55,0.26,0.36,,108.0,Moderate
+Jaipur,2020-06-20,49.29,134.98,4.75,13.56,15.75,22.66,0.59,10.04,59.19,0.18,0.36,,121.0,Moderate
+Jaipur,2020-06-21,44.14,81.15,5.32,13.0,16.33,23.07,0.5,10.51,45.49,0.22,0.35,,96.0,Satisfactory
+Jaipur,2020-06-22,34.32,67.36,5.51,16.12,18.65,25.6,0.68,10.04,53.53,0.47,0.79,,80.0,Satisfactory
+Jaipur,2020-06-23,28.29,56.81,5.39,14.5,17.77,20.99,0.64,9.77,64.22,0.36,0.63,,80.0,Satisfactory
+Jaipur,2020-06-24,24.06,51.1,5.83,14.37,17.57,21.54,0.7,9.68,46.24,0.67,1.21,,72.0,Satisfactory
+Jaipur,2020-06-25,64.47,202.53,6.49,16.88,20.25,24.4,0.67,8.76,45.26,0.59,1.58,,76.0,Satisfactory
+Jaipur,2020-06-26,35.81,118.34,6.61,18.81,21.85,25.43,0.69,10.34,39.55,0.5,1.71,,172.0,Moderate
+Jaipur,2020-06-27,28.33,76.66,6.15,14.72,18.14,21.82,0.59,9.96,39.12,0.23,0.59,,89.0,Satisfactory
+Jaipur,2020-06-28,23.76,67.44,5.6,14.05,17.2,20.41,0.5,8.93,34.4,0.16,0.39,,75.0,Satisfactory
+Jaipur,2020-06-29,30.58,77.3,6.21,16.63,19.5,22.7,0.55,10.59,39.21,0.22,0.47,,69.0,Satisfactory
+Jaipur,2020-06-30,30.03,64.26,5.48,13.77,16.94,19.79,0.67,10.36,50.71,0.48,1.48,,79.0,Satisfactory
+Jaipur,2020-07-01,58.79,103.68,5.19,10.88,14.16,17.41,0.54,5.19,53.68,0.22,0.46,,70.0,Satisfactory
+Jorapokhar,2017-04-20,,119.49,7.75,9.26,,,0.32,28.43,18.88,,,,,
+Jorapokhar,2017-04-21,,170.61,8.0,10.2,,,0.27,29.35,15.85,,,,148.0,Moderate
+Jorapokhar,2017-04-22,,124.64,7.92,9.45,,,0.29,33.34,17.76,,,,135.0,Moderate
+Jorapokhar,2017-04-23,,107.36,7.74,9.39,,,0.31,34.1,21.71,,,,107.0,Moderate
+Jorapokhar,2017-04-24,,178.28,7.49,10.72,,,0.33,38.16,17.94,,,,124.0,Moderate
+Jorapokhar,2017-04-25,,178.55,7.95,11.07,,,0.39,13.11,21.16,,,,156.0,Moderate
+Jorapokhar,2017-04-26,,312.48,8.22,12.64,,,0.31,52.54,24.6,,,,211.0,Poor
+Jorapokhar,2017-04-27,,261.1,8.02,11.34,,,0.32,70.8,24.12,,,,247.0,Poor
+Jorapokhar,2017-04-28,,151.89,7.84,10.4,,,0.28,25.56,17.64,,,,161.0,Moderate
+Jorapokhar,2017-04-29,,188.39,7.97,10.42,,,0.28,57.19,20.48,,,,157.0,Moderate
+Jorapokhar,2017-04-30,,99.66,8.04,8.75,,,0.29,16.33,15.45,,,,120.0,Moderate
+Jorapokhar,2017-05-01,,89.09,8.06,7.8,,,0.33,20.0,12.01,,,,101.0,Moderate
+Jorapokhar,2017-05-02,,105.54,7.86,10.29,,,0.59,46.35,31.84,,,,,
+Jorapokhar,2017-05-03,,87.13,7.57,8.8,,,0.31,23.9,19.92,,,,91.0,Satisfactory
+Jorapokhar,2017-05-04,,121.63,7.67,8.69,,,0.3,38.21,19.84,,,,96.0,Satisfactory
+Jorapokhar,2017-05-05,,124.83,7.72,9.04,,,0.32,,22.1,,,,121.0,Moderate
+Jorapokhar,2017-05-06,,169.22,7.8,9.45,,,0.36,,29.21,,,,137.0,Moderate
+Jorapokhar,2017-05-07,,107.19,7.9,9.27,,,0.3,,33.89,,,,120.0,Moderate
+Jorapokhar,2017-05-08,,103.55,7.98,9.76,,,0.36,5.62,14.69,,,,103.0,Moderate
+Jorapokhar,2017-05-09,,135.11,7.78,9.24,,,0.29,36.97,,,,,113.0,Moderate
+Jorapokhar,2017-05-10,,156.37,7.78,9.59,,,0.31,59.05,33.75,,,,130.0,Moderate
+Jorapokhar,2017-05-11,,128.4,7.94,9.01,,,0.31,12.28,16.65,,,,136.0,Moderate
+Jorapokhar,2017-05-12,,87.52,7.73,9.37,,,0.33,26.48,18.44,,,,100.0,Satisfactory
+Jorapokhar,2017-05-13,,205.38,7.71,9.77,,,0.3,42.19,19.6,,,,139.0,Moderate
+Jorapokhar,2017-05-14,,194.08,7.67,10.02,,,0.43,28.22,28.14,,,,176.0,Moderate
+Jorapokhar,2017-05-15,,149.04,7.91,9.49,,,0.33,25.57,50.33,,,,152.0,Moderate
+Jorapokhar,2017-05-16,,92.3,7.53,8.47,,,0.27,22.19,50.94,,,,114.0,Moderate
+Jorapokhar,2017-05-17,,120.26,7.74,9.47,,,0.3,18.81,17.59,,,,110.0,Moderate
+Jorapokhar,2017-05-18,,115.24,7.91,9.56,,,0.4,43.43,48.65,,,,112.0,Moderate
+Jorapokhar,2017-05-19,,111.91,7.98,9.82,,,0.39,21.08,36.24,,,,106.0,Moderate
+Jorapokhar,2017-05-20,,94.15,7.57,8.57,,,0.3,59.65,29.28,,,,100.0,Satisfactory
+Jorapokhar,2017-05-21,,130.72,7.82,8.66,,,0.29,52.08,37.25,,,,105.0,Moderate
+Jorapokhar,2017-05-22,,154.29,7.47,8.47,,,0.36,36.18,28.23,,,,130.0,Moderate
+Jorapokhar,2017-05-23,,149.02,7.94,9.68,,,0.44,65.81,34.31,,,,131.0,Moderate
+Jorapokhar,2017-05-24,,195.18,7.83,10.22,,,0.38,23.99,15.75,,,,149.0,Moderate
+Jorapokhar,2017-05-25,,136.9,7.94,9.84,,,0.31,48.14,10.3,,,,146.0,Moderate
+Jorapokhar,2017-05-26,,98.77,8.15,9.9,,,0.28,31.56,6.42,,,,117.0,Moderate
+Jorapokhar,2017-05-27,,83.56,8.12,10.32,,,0.42,39.88,10.19,,,,93.0,Satisfactory
+Jorapokhar,2017-05-28,,78.74,7.94,8.95,,,0.3,30.16,5.72,,,,94.0,Satisfactory
+Jorapokhar,2017-05-29,,109.26,8.07,10.44,,,0.43,38.3,12.95,,,,84.0,Satisfactory
+Jorapokhar,2017-05-30,,116.99,8.09,9.25,,,0.43,38.71,11.59,,,,110.0,Moderate
+Jorapokhar,2017-05-31,,129.23,8.17,10.45,,,0.42,47.44,7.08,,,,116.0,Moderate
+Jorapokhar,2017-06-01,,101.19,7.94,9.28,,,0.39,26.29,16.13,,,,109.0,Moderate
+Jorapokhar,2017-06-02,,167.86,7.77,9.85,,,0.36,46.82,11.6,,,,119.0,Moderate
+Jorapokhar,2017-06-03,,197.14,8.02,10.65,,,0.34,28.47,16.98,,,,155.0,Moderate
+Jorapokhar,2017-06-04,,175.7,8.12,8.73,,,0.38,42.62,22.45,,,,160.0,Moderate
+Jorapokhar,2017-06-05,,130.9,8.06,9.7,,,0.34,34.66,10.02,,,,133.0,Moderate
+Jorapokhar,2017-06-06,,119.44,8.1,9.2,,,0.35,24.31,12.56,,,,126.0,Moderate
+Jorapokhar,2017-06-07,,177.78,7.76,8.99,,,0.4,41.41,10.77,,,,123.0,Moderate
+Jorapokhar,2017-06-08,,154.1,7.96,9.89,,,0.4,41.89,6.7,,,,147.0,Moderate
+Jorapokhar,2017-06-09,,105.49,7.77,9.02,,,0.4,20.14,5.77,,,,125.0,Moderate
+Jorapokhar,2017-06-10,,97.97,7.88,10.04,,,0.34,53.68,12.18,,,,100.0,Satisfactory
+Jorapokhar,2017-06-11,,107.84,7.95,9.78,,,0.36,39.08,5.27,,,,104.0,Moderate
+Jorapokhar,2017-06-12,,84.11,7.67,8.96,,,0.38,,13.51,,,,98.0,Satisfactory
+Jorapokhar,2017-06-13,,138.42,7.91,9.26,,,0.29,,17.73,,,,100.0,Satisfactory
+Jorapokhar,2017-06-14,,186.63,8.15,9.83,,,0.43,52.3,21.69,,,,149.0,Moderate
+Jorapokhar,2017-06-15,,81.65,6.87,9.53,,,0.34,23.99,10.24,,,,124.0,Moderate
+Jorapokhar,2017-06-16,,122.54,21.64,13.85,,,0.3,15.99,9.0,,,,101.0,Moderate
+Jorapokhar,2017-06-17,,107.21,7.97,10.3,,,0.42,34.81,24.8,,,,104.0,Moderate
+Jorapokhar,2017-06-18,,161.58,7.68,9.53,,,0.28,16.38,26.71,,,,153.0,Moderate
+Jorapokhar,2017-06-19,,110.27,7.77,9.79,,,0.31,25.25,14.85,,,,124.0,Moderate
+Jorapokhar,2017-06-20,,51.38,7.88,9.75,,,0.31,16.46,10.08,,,,82.0,Satisfactory
+Jorapokhar,2017-06-21,,63.41,8.13,9.33,,,0.32,11.59,11.76,,,,53.0,Satisfactory
+Jorapokhar,2017-06-22,,99.72,,,,,0.31,20.21,8.33,,,,71.0,Satisfactory
+Jorapokhar,2017-06-23,,155.17,,,,,,19.29,10.18,,,,135.0,Moderate
+Jorapokhar,2017-06-24,,184.27,,,,,,18.46,8.07,,,,119.0,Moderate
+Jorapokhar,2017-06-25,,,,,,,,20.34,3.81,,,,,
+Jorapokhar,2017-06-26,,,,,,,,33.22,2.41,,,,,
+Jorapokhar,2017-06-27,,,,,,,,50.28,2.02,,,,,
+Jorapokhar,2017-06-28,,,,,,,,,,,,,,
+Jorapokhar,2017-06-29,,189.13,,,,,0.19,2.98,35.52,,,,,
+Jorapokhar,2017-06-30,,92.0,6.04,6.97,,,0.15,45.15,9.01,,,,,
+Jorapokhar,2017-07-01,,,,,,,0.0,,,,,,,
+Jorapokhar,2017-07-02,,,,,,,0.0,,,,,,,
+Jorapokhar,2017-07-03,,71.43,9.28,15.51,,,0.13,19.36,10.32,,,,,
+Jorapokhar,2017-07-04,,16.39,12.53,17.16,,,0.03,75.55,3.54,,,,,
+Jorapokhar,2017-07-05,,20.45,7.36,12.39,,,0.05,6.15,7.86,,,,,
+Jorapokhar,2017-07-06,,,,,,,0.0,,,,,,,
+Jorapokhar,2017-07-07,,69.48,8.29,13.31,,,0.15,11.76,4.38,,,,,
+Jorapokhar,2017-07-08,,,,,,,0.0,,,,,,,
+Jorapokhar,2017-07-09,,37.55,7.41,12.39,,,0.0,,1.01,,,,,
+Jorapokhar,2017-07-10,,49.74,8.62,14.43,,,0.05,9.98,5.47,,,,,
+Jorapokhar,2017-07-11,,76.65,8.78,22.16,,,0.03,20.04,2.48,,,,,
+Jorapokhar,2017-07-12,,83.4,8.34,17.66,,,0.07,15.22,2.75,,,,,
+Jorapokhar,2017-07-13,,,,,,,,,,,,,,
+Jorapokhar,2017-07-14,,,,,,,,,,,,,,
+Jorapokhar,2017-07-15,,,,,,,,,,,,,,
+Jorapokhar,2017-07-16,,,,,,,,,,,,,,
+Jorapokhar,2017-07-17,,59.05,6.19,11.26,,,0.28,21.7,44.42,,,,,
+Jorapokhar,2017-07-18,,57.2,6.65,10.82,,,0.02,18.17,6.81,,,,,
+Jorapokhar,2017-07-19,,41.89,6.77,10.29,,,0.15,16.69,2.56,,,,,
+Jorapokhar,2017-07-20,,54.63,7.07,11.37,,,0.35,15.39,,,,,50.0,Good
+Jorapokhar,2017-07-21,,53.05,7.06,11.28,,,0.35,14.2,,,,,54.0,Satisfactory
+Jorapokhar,2017-07-22,,,,,,,0.0,,,,,,,
+Jorapokhar,2017-07-23,,41.13,6.52,9.18,,,0.09,11.85,,,,,,
+Jorapokhar,2017-07-24,,25.83,6.9,9.37,,,0.32,13.27,,,,,31.0,Good
+Jorapokhar,2017-07-25,,18.49,6.96,9.56,,,0.34,12.3,3.89,,,,34.0,Good
+Jorapokhar,2017-07-26,,29.83,6.82,9.63,,,0.3,12.91,,,,,35.0,Good
+Jorapokhar,2017-07-27,,,,,,,,,,,,,,
+Jorapokhar,2017-07-28,,,,,,,,,,,,,,
+Jorapokhar,2017-07-29,,,,,,,,,,,,,,
+Jorapokhar,2017-07-30,,,,,,,,,,,,,,
+Jorapokhar,2017-07-31,,,,,,,,,,,,,,
+Jorapokhar,2017-08-01,,79.25,6.8,84.6,,,0.24,12.08,14.42,,,,,
+Jorapokhar,2017-08-02,,56.09,6.87,39.59,,,1.01,11.08,3.52,,,,71.0,Satisfactory
+Jorapokhar,2017-08-03,,43.57,6.88,8.13,,,,12.21,,,,,,
+Jorapokhar,2017-08-04,,61.97,6.81,8.21,,,,10.32,,,,,,
+Jorapokhar,2017-08-05,,75.72,6.72,8.58,,,,17.6,,,,,,
+Jorapokhar,2017-08-06,,66.17,6.88,8.95,,,,28.12,,,,,,
+Jorapokhar,2017-08-07,,46.57,6.82,8.46,,,,28.65,,,,,,
+Jorapokhar,2017-08-08,,49.97,6.82,7.99,,,,12.92,,,,,,
+Jorapokhar,2017-08-09,,45.45,6.79,7.87,,,,13.35,,,,,,
+Jorapokhar,2017-08-10,,37.48,6.54,7.38,,,,16.38,,,,,,
+Jorapokhar,2017-08-11,,45.92,6.65,7.44,,,,18.99,,,,,,
+Jorapokhar,2017-08-12,,36.23,6.77,7.54,,,,12.9,,,,,,
+Jorapokhar,2017-08-13,,54.73,6.75,7.84,,,,13.9,,,,,,
+Jorapokhar,2017-08-14,,97.64,6.47,8.33,,,,14.57,,,,,,
+Jorapokhar,2017-08-15,,,,,,,,,,,,,,
+Jorapokhar,2017-08-16,,59.33,6.89,7.7,,,,11.07,,,,,,
+Jorapokhar,2017-08-17,,79.33,6.8,8.06,,,0.27,11.9,,,,,78.0,Satisfactory
+Jorapokhar,2017-08-18,,88.58,,,,,0.32,11.7,,,,,85.0,Satisfactory
+Jorapokhar,2017-08-19,,,,,,,,,,,,,,
+Jorapokhar,2017-08-20,,,,,,,,,,,,,,
+Jorapokhar,2017-08-21,,59.42,7.01,8.35,,,0.25,12.18,,,,,,
+Jorapokhar,2017-08-22,,44.52,6.08,6.95,,,0.3,21.06,,,,,,
+Jorapokhar,2017-08-23,,,,,,,,,,,,,,
+Jorapokhar,2017-08-24,,39.51,7.14,9.02,,,0.33,15.69,,,,,,
+Jorapokhar,2017-08-25,,38.25,6.27,6.6,,,0.13,11.17,,,,,,
+Jorapokhar,2017-08-26,,,,,,,,,,,,,,
+Jorapokhar,2017-08-27,,,,,,,,,,,,,,
+Jorapokhar,2017-08-28,,,7.66,6.9,,,0.28,7.77,,,,,,
+Jorapokhar,2017-08-29,,,,,,,,,,,,,,
+Jorapokhar,2017-08-30,,,,,,,,,,,,,,
+Jorapokhar,2017-08-31,,,,,,,,,,,,,,
+Jorapokhar,2017-09-01,,1.5,4.36,3.65,,,0.23,12.55,,,,,,
+Jorapokhar,2017-09-02,,,,,,,,,,,,,,
+Jorapokhar,2017-09-03,,,,,,,,,,,,,,
+Jorapokhar,2017-09-04,,,,,,,,,,,,,,
+Jorapokhar,2017-09-05,,56.6,5.06,6.43,,,0.38,20.75,,,,,,
+Jorapokhar,2017-09-06,,,,,,,,,,,,,,
+Jorapokhar,2017-09-07,,,,,,,,,,,,,,
+Jorapokhar,2017-09-08,,,,,,,0.0,,,,,,,
+Jorapokhar,2017-09-09,,,,,,,,,,,,,,
+Jorapokhar,2017-09-10,,,,,,,,,,,,,,
+Jorapokhar,2017-09-11,,,,,,,,,,,,,,
+Jorapokhar,2017-09-12,,,,,,,,,,,,,,
+Jorapokhar,2017-09-13,,,,,,,,,,,,,,
+Jorapokhar,2017-09-14,,,,,,,,,,,,,,
+Jorapokhar,2017-09-15,,,,,,,,,,,,,,
+Jorapokhar,2017-09-16,,,,,,,,,,,,,,
+Jorapokhar,2017-09-17,,,,,,,,,,,,,,
+Jorapokhar,2017-09-18,,,,,,,,,,,,,,
+Jorapokhar,2017-09-19,,,,,,,,,,,,,,
+Jorapokhar,2017-09-20,,,,,,,,,,,,,,
+Jorapokhar,2017-09-21,,,,,,,,,,,,,,
+Jorapokhar,2017-09-22,,,,,,,,,,,,,,
+Jorapokhar,2017-09-23,,,,,,,,,,,,,,
+Jorapokhar,2017-09-24,,,,,,,,,,,,,,
+Jorapokhar,2017-09-25,,,,,,,,,,,,,,
+Jorapokhar,2017-09-26,,,,,,,,,,,,,,
+Jorapokhar,2017-09-27,,,,,,,,,,,,,,
+Jorapokhar,2017-09-28,,,,,,,,,,,,,,
+Jorapokhar,2017-09-29,,,,,,,,,,,,,,
+Jorapokhar,2017-09-30,,,,,,,,,,,,,,
+Jorapokhar,2017-10-01,,,,,,,,,,,,,,
+Jorapokhar,2017-10-02,,,,,,,,,,,,,,
+Jorapokhar,2017-10-03,,,,,,,,,,,,,,
+Jorapokhar,2017-10-04,,94.23,7.5,7.21,,6.75,0.22,19.63,52.5,,,,,
+Jorapokhar,2017-10-05,,,,,,6.77,0.0,,,,,,,
+Jorapokhar,2017-10-06,,,,,,,,,,,,,,
+Jorapokhar,2017-10-07,,,,,,,,,,,,,,
+Jorapokhar,2017-10-08,,,,,,,,,,,,,,
+Jorapokhar,2017-10-09,,34.7,6.98,7.31,,6.51,0.33,13.66,,,,,,
+Jorapokhar,2017-10-10,,,,,,6.85,,,,,,,,
+Jorapokhar,2017-10-11,,,,,,,,,,,,,,
+Jorapokhar,2017-10-12,,,,,,,,,,,,,,
+Jorapokhar,2017-10-13,,,,,,,,,,,,,,
+Jorapokhar,2017-10-14,,,,,,6.56,,,,,,,,
+Jorapokhar,2017-10-15,,,,,,,,,,,,,,
+Jorapokhar,2017-10-16,,185.55,7.68,6.78,,6.75,0.28,27.51,19.97,,,,,
+Jorapokhar,2017-10-17,,,,,,6.76,,,,,,,,
+Jorapokhar,2017-10-18,,,,,,6.72,,,,,,,,
+Jorapokhar,2017-10-19,,72.57,7.28,6.76,,6.77,0.22,33.89,9.14,,,,,
+Jorapokhar,2017-10-20,,,,,,6.69,,,,,,,,
+Jorapokhar,2017-10-21,,13.7,7.77,6.48,,6.94,0.36,43.8,23.28,,,,,
+Jorapokhar,2017-10-22,,,,,,,,,,,,,,
+Jorapokhar,2017-10-23,,,,,,,,,,,,,,
+Jorapokhar,2017-10-24,,,,,,,,,,,,,,
+Jorapokhar,2017-10-25,,,,,,,,,,,,,,
+Jorapokhar,2017-10-26,,,,,,,,,,,,,,
+Jorapokhar,2017-10-27,,,,,,,,,,,,,,
+Jorapokhar,2017-10-28,,,,,,,,,,,,,,
+Jorapokhar,2017-10-29,,,,,,,,,,,,,,
+Jorapokhar,2017-10-30,,,,,,7.29,,,,,,,,
+Jorapokhar,2017-10-31,,262.62,7.02,7.18,,6.53,0.33,33.38,16.68,,,,,
+Jorapokhar,2017-11-01,,53.56,7.12,2.72,,7.69,0.03,23.74,,,,,,
+Jorapokhar,2017-11-02,,99.23,6.19,5.56,,7.47,0.02,13.94,,,,,,
+Jorapokhar,2017-11-03,,58.0,,,,,0.02,22.27,,,,,,
+Jorapokhar,2017-11-04,,110.9,,,,,0.13,43.55,17.8,,,,,
+Jorapokhar,2017-11-05,,95.08,8.37,6.46,,7.14,0.19,33.99,10.96,,,,,
+Jorapokhar,2017-11-06,,97.4,8.74,5.18,,8.24,0.4,52.38,85.92,,,,,
+Jorapokhar,2017-11-07,,,,,,,,,,,,,,
+Jorapokhar,2017-11-08,,,,,,,,,,,,,,
+Jorapokhar,2017-11-09,,259.7,7.1,7.41,,6.92,0.36,42.93,42.08,,,,,
+Jorapokhar,2017-11-10,,110.4,8.68,7.74,,6.63,0.37,33.91,19.0,,,,,
+Jorapokhar,2017-11-11,,,,,,,,,,,,,,
+Jorapokhar,2017-11-12,,,,,,,,,,,,,,
+Jorapokhar,2017-11-13,,144.78,7.99,9.13,,7.04,0.35,39.87,34.32,,,,,
+Jorapokhar,2017-11-14,,212.3,9.78,8.99,,7.1,0.37,89.42,31.05,,,,,
+Jorapokhar,2017-11-15,,129.1,8.82,7.65,,6.71,0.45,89.18,17.43,,,,,
+Jorapokhar,2017-11-16,,,,,,,,,,,,,,
+Jorapokhar,2017-11-17,,,,,,,,,,,,,,
+Jorapokhar,2017-11-18,,115.91,7.44,10.2,,7.07,0.22,61.51,17.39,,,,,
+Jorapokhar,2017-11-19,,,,,,,,,,,,,,
+Jorapokhar,2017-11-20,,,,,,,,,,,,,,
+Jorapokhar,2017-11-21,,,,,,,,,,,,,,
+Jorapokhar,2017-11-22,,,,,,,,,,,,,,
+Jorapokhar,2017-11-23,,196.1,8.66,8.27,,6.72,0.5,91.23,44.98,,,,,
+Jorapokhar,2017-11-24,,231.0,9.56,9.46,,7.06,0.7,38.74,10.7,,,,,
+Jorapokhar,2017-11-25,,235.05,8.59,9.31,,6.84,0.08,43.56,16.29,,,,,
+Jorapokhar,2017-11-26,,,,,,,,,,,,,,
+Jorapokhar,2017-11-27,,244.01,9.11,10.56,,6.81,0.31,43.23,49.61,,,,,
+Jorapokhar,2017-11-28,,151.5,8.22,10.51,,7.13,0.26,3.26,58.86,,,,,
+Jorapokhar,2017-11-29,,184.55,7.0,10.36,,7.0,0.18,79.46,53.64,,,,,
+Jorapokhar,2017-11-30,,,,,,,,,,,,,,
+Jorapokhar,2017-12-01,,,,,,,,,,,,,,
+Jorapokhar,2017-12-02,,,,,,,,,,,,,,
+Jorapokhar,2017-12-03,,,,,,,,,,,,,,
+Jorapokhar,2017-12-04,,,,,,,,,,,,,,
+Jorapokhar,2017-12-05,,,,,,,,,,,,,,
+Jorapokhar,2017-12-06,,,,,,,,,,,,,,
+Jorapokhar,2017-12-07,,,,,,,,,,,,,,
+Jorapokhar,2017-12-08,,,,,,,,,,,,,,
+Jorapokhar,2017-12-09,,,,,,,,,,,,,,
+Jorapokhar,2017-12-10,,,,,,,,,,,,,,
+Jorapokhar,2017-12-11,,,,,,,,,,,,,,
+Jorapokhar,2017-12-12,,,,,,,,,,,,,,
+Jorapokhar,2017-12-13,,,,,,,,,,,,,,
+Jorapokhar,2017-12-14,,,,,,,,,,,,,,
+Jorapokhar,2017-12-15,,,,,,,,,,,,,,
+Jorapokhar,2017-12-16,,,,,,,,,,,,,,
+Jorapokhar,2017-12-17,,,,,,,,,,,,,,
+Jorapokhar,2017-12-18,,,,,,,,,,,,,,
+Jorapokhar,2017-12-19,,,,,,,,,,,,,,
+Jorapokhar,2017-12-20,,177.37,12.15,11.85,,6.93,0.39,57.09,44.02,,,,,
+Jorapokhar,2017-12-21,,147.58,10.7,10.67,,6.97,0.35,37.13,92.07,,,,158.0,Moderate
+Jorapokhar,2017-12-22,,125.99,9.41,10.14,,7.04,0.33,36.49,44.94,,,,118.0,Moderate
+Jorapokhar,2017-12-23,,185.76,9.85,10.5,,6.93,0.32,30.87,27.97,,,,142.0,Moderate
+Jorapokhar,2017-12-24,,183.64,9.33,10.39,,6.9,0.35,41.49,23.24,,,,165.0,Moderate
+Jorapokhar,2017-12-25,,,,,,,,,,,,,,
+Jorapokhar,2017-12-26,,155.52,8.61,10.51,,6.92,0.36,82.01,31.51,,,,,
+Jorapokhar,2017-12-27,,145.69,9.37,10.43,,6.98,0.32,50.32,28.59,,,,132.0,Moderate
+Jorapokhar,2017-12-28,,200.02,10.14,11.67,,6.97,0.41,65.31,31.34,,,,128.0,Moderate
+Jorapokhar,2017-12-29,,231.28,10.72,11.86,,6.88,0.34,68.86,65.8,,,,194.0,Moderate
+Jorapokhar,2017-12-30,,279.45,13.59,12.92,,6.99,0.3,79.37,27.15,,,,237.0,Poor
+Jorapokhar,2017-12-31,,269.77,15.66,15.43,,6.76,0.42,90.57,9.06,,,,192.0,Moderate
+Jorapokhar,2018-01-01,,276.75,15.37,12.62,,7.38,0.18,42.02,3.82,,,,,
+Jorapokhar,2018-01-02,,133.28,9.7,11.77,,6.84,0.41,68.27,26.48,,,,,
+Jorapokhar,2018-01-03,,102.45,8.42,9.73,,6.93,0.32,36.65,25.19,,,,102.0,Moderate
+Jorapokhar,2018-01-04,,160.61,7.17,10.23,,7.07,0.37,50.94,28.05,,,,119.0,Moderate
+Jorapokhar,2018-01-05,,274.55,,,,,0.31,32.47,7.22,,,,176.0,Moderate
+Jorapokhar,2018-01-06,,,,,,,,,,,,,,
+Jorapokhar,2018-01-07,,,,,,,,,,,,,,
+Jorapokhar,2018-01-08,,,,,,,,,,,,,,
+Jorapokhar,2018-01-09,,,,,,,,,,,,,,
+Jorapokhar,2018-01-10,,168.98,8.05,10.32,,6.71,0.28,77.18,41.4,,,,,
+Jorapokhar,2018-01-11,,168.65,9.06,11.01,,6.88,0.34,54.32,47.58,,,,128.0,Moderate
+Jorapokhar,2018-01-12,,295.04,9.72,12.83,,6.88,0.31,55.08,20.76,,,,229.0,Poor
+Jorapokhar,2018-01-13,,184.4,9.04,11.11,,7.03,0.32,,27.21,,,,156.0,Moderate
+Jorapokhar,2018-01-14,,157.44,8.48,10.39,,6.85,0.31,,27.94,,,,163.0,Moderate
+Jorapokhar,2018-01-15,,158.25,8.21,10.5,,6.89,0.31,68.66,31.08,,,,136.0,Moderate
+Jorapokhar,2018-01-16,,202.4,9.56,11.82,,6.89,0.4,55.34,41.2,,,,152.0,Moderate
+Jorapokhar,2018-01-17,,241.21,11.05,12.11,,6.95,0.27,56.92,27.28,,,,184.0,Moderate
+Jorapokhar,2018-01-18,,165.49,9.83,11.64,,6.99,0.34,55.11,23.77,,,,159.0,Moderate
+Jorapokhar,2018-01-19,,197.7,10.28,11.84,,6.93,0.31,59.55,23.47,,,,160.0,Moderate
+Jorapokhar,2018-01-20,,137.24,10.07,11.09,,7.11,0.35,60.54,26.94,,,,153.0,Moderate
+Jorapokhar,2018-01-21,,146.55,8.78,10.21,,7.02,0.36,59.32,24.24,,,,119.0,Moderate
+Jorapokhar,2018-01-22,,246.1,11.74,13.07,,6.85,0.32,72.63,24.22,,,,176.0,Moderate
+Jorapokhar,2018-01-23,,165.4,10.55,11.98,,7.09,0.32,73.57,19.66,,,,146.0,Moderate
+Jorapokhar,2018-01-24,,237.11,10.14,12.43,,7.03,0.35,96.93,16.64,,,,209.0,Poor
+Jorapokhar,2018-01-25,,89.61,8.64,9.92,,7.06,0.27,44.84,18.61,,,,114.0,Moderate
+Jorapokhar,2018-01-26,,123.43,9.31,10.57,,6.99,0.34,47.29,19.74,,,,113.0,Moderate
+Jorapokhar,2018-01-27,,128.31,8.82,10.02,,6.97,0.35,43.63,18.34,,,,114.0,Moderate
+Jorapokhar,2018-01-28,,90.25,10.08,11.35,,6.89,0.32,69.09,16.14,,,,109.0,Moderate
+Jorapokhar,2018-01-29,,203.31,10.12,10.87,,7.03,0.35,59.28,18.41,,,,154.0,Moderate
+Jorapokhar,2018-01-30,,164.43,10.08,10.91,,6.89,0.35,46.58,22.06,,,,122.0,Moderate
+Jorapokhar,2018-01-31,,117.28,8.49,9.4,,7.04,0.32,55.96,17.04,,,,134.0,Moderate
+Jorapokhar,2018-02-01,,153.48,8.83,10.65,,6.78,0.33,53.45,17.92,,,,125.0,Moderate
+Jorapokhar,2018-02-02,,173.34,9.06,9.76,,7.02,0.3,55.87,20.57,,,,139.0,Moderate
+Jorapokhar,2018-02-03,,265.75,9.83,11.03,,6.97,0.41,89.33,15.59,,,,178.0,Moderate
+Jorapokhar,2018-02-04,,225.9,10.89,11.8,,6.99,0.33,95.57,15.67,,,,205.0,Poor
+Jorapokhar,2018-02-05,,315.27,10.25,10.93,,6.96,0.3,87.95,15.69,,,,221.0,Poor
+Jorapokhar,2018-02-06,,211.45,8.97,9.38,,6.95,0.3,49.97,16.24,,,,229.0,Poor
+Jorapokhar,2018-02-07,,245.7,8.4,8.95,,7.02,0.3,42.01,23.75,,,,161.0,Moderate
+Jorapokhar,2018-02-08,,141.45,8.6,9.21,,6.88,0.35,67.06,18.83,,,,180.0,Moderate
+Jorapokhar,2018-02-09,,289.1,9.9,10.37,,6.87,0.38,91.04,16.82,,,,145.0,Moderate
+Jorapokhar,2018-02-10,,273.86,9.54,10.26,,6.99,0.26,54.32,17.2,,,,294.0,Poor
+Jorapokhar,2018-02-11,,137.15,9.96,11.02,,6.72,0.37,85.41,19.08,,,,167.0,Moderate
+Jorapokhar,2018-02-12,,151.52,10.25,10.66,,6.85,0.37,106.43,26.05,,,,,
+Jorapokhar,2018-02-13,,155.41,10.65,10.21,,6.82,0.34,88.97,11.88,,,,135.0,Moderate
+Jorapokhar,2018-02-14,,58.74,8.42,8.64,,6.91,0.3,43.95,12.69,,,,90.0,Satisfactory
+Jorapokhar,2018-02-15,,85.3,8.46,8.85,,7.03,0.3,48.95,31.89,,,,71.0,Satisfactory
+Jorapokhar,2018-02-16,,98.39,14.5,10.1,,6.87,0.35,71.81,52.92,,,,119.0,Moderate
+Jorapokhar,2018-02-17,,99.2,9.34,9.42,,7.04,0.26,47.19,165.48,,,,225.0,Poor
+Jorapokhar,2018-02-18,,,,,,,,,,,,,,
+Jorapokhar,2018-02-19,,226.15,10.44,11.01,,6.59,0.36,98.62,39.56,,,,,
+Jorapokhar,2018-02-20,,199.04,8.63,9.76,,6.97,0.35,104.55,41.95,,,,170.0,Moderate
+Jorapokhar,2018-02-21,,144.54,8.45,9.39,,6.87,0.33,94.32,47.12,,,,140.0,Moderate
+Jorapokhar,2018-02-22,,147.96,9.11,9.44,,6.91,0.3,73.58,31.74,,,,129.0,Moderate
+Jorapokhar,2018-02-23,,159.26,10.25,9.93,,6.96,0.42,,35.74,,,,144.0,Moderate
+Jorapokhar,2018-02-24,,178.2,10.71,10.4,,6.89,0.34,,38.0,,,,137.0,Moderate
+Jorapokhar,2018-02-25,,240.43,9.07,9.8,,6.95,0.38,,36.6,,,,184.0,Moderate
+Jorapokhar,2018-02-26,,130.66,9.4,8.5,,6.86,0.35,,42.07,,,,172.0,Moderate
+Jorapokhar,2018-02-27,,127.78,10.16,9.04,,6.86,0.36,,37.54,,,,131.0,Moderate
+Jorapokhar,2018-02-28,,127.41,8.79,9.26,,6.88,0.27,88.02,38.03,,,,110.0,Moderate
+Jorapokhar,2018-03-01,,232.78,11.18,9.42,,6.94,0.39,,22.62,,,,143.0,Moderate
+Jorapokhar,2018-03-02,,130.12,8.95,8.92,,6.92,0.34,,20.8,,,,174.0,Moderate
+Jorapokhar,2018-03-03,,124.44,8.36,8.96,,6.86,0.26,,28.21,,,,106.0,Moderate
+Jorapokhar,2018-03-04,,202.58,8.32,8.29,,6.86,0.32,,77.78,,,,144.0,Moderate
+Jorapokhar,2018-03-05,,270.09,8.08,7.83,,6.91,0.28,65.83,28.14,,,,180.0,Moderate
+Jorapokhar,2018-03-06,,116.91,8.53,8.31,,6.9,0.32,110.05,28.27,,,,142.0,Moderate
+Jorapokhar,2018-03-07,,193.53,8.16,8.49,,6.83,0.31,61.64,27.08,,,,130.0,Moderate
+Jorapokhar,2018-03-08,,199.47,8.79,10.82,,6.91,0.34,139.41,36.45,,,,177.0,Moderate
+Jorapokhar,2018-03-09,,146.95,8.75,10.15,,6.76,0.35,90.09,95.28,,,,167.0,Moderate
+Jorapokhar,2018-03-10,,123.73,8.26,9.07,,6.83,0.29,90.44,57.22,,,,119.0,Moderate
+Jorapokhar,2018-03-11,,133.96,8.87,9.18,,6.87,0.32,95.07,33.62,,,,124.0,Moderate
+Jorapokhar,2018-03-12,,214.59,9.43,10.02,,6.91,0.41,128.96,29.76,,,,151.0,Moderate
+Jorapokhar,2018-03-13,,160.38,9.17,10.28,,6.89,0.32,124.04,40.82,,,,159.0,Moderate
+Jorapokhar,2018-03-14,,130.73,9.16,9.84,,6.8,0.32,98.8,35.31,,,,126.0,Moderate
+Jorapokhar,2018-03-15,,167.31,12.11,10.48,,6.96,0.36,133.82,27.88,,,,134.0,Moderate
+Jorapokhar,2018-03-16,,224.71,8.92,8.89,,6.79,0.27,97.28,29.59,,,,152.0,Moderate
+Jorapokhar,2018-03-17,,99.24,8.25,8.88,,6.79,0.35,109.58,30.87,,,,151.0,Moderate
+Jorapokhar,2018-03-18,,129.45,8.18,9.11,,6.8,0.34,111.18,30.39,,,,114.0,Moderate
+Jorapokhar,2018-03-19,,189.85,8.54,8.92,,6.89,0.39,89.18,21.3,,,,136.0,Moderate
+Jorapokhar,2018-03-20,,220.36,8.69,9.14,,6.87,0.32,115.88,25.23,,,,161.0,Moderate
+Jorapokhar,2018-03-21,,255.57,12.79,12.41,,6.8,0.3,125.48,22.65,,,,214.0,Poor
+Jorapokhar,2018-03-22,,361.07,15.75,12.83,,6.98,0.38,145.88,24.94,,,,264.0,Poor
+Jorapokhar,2018-03-23,,301.27,9.63,10.69,,6.82,0.33,125.55,21.34,,,,265.0,Poor
+Jorapokhar,2018-03-24,,167.69,9.68,10.28,,6.83,0.36,123.19,16.77,,,,197.0,Moderate
+Jorapokhar,2018-03-25,,139.75,9.9,9.66,,6.67,0.46,117.36,4.71,,,,148.0,Moderate
+Jorapokhar,2018-03-26,,,,,,,0.0,,,,,,,
+Jorapokhar,2018-03-27,,,,,,,0.0,,,,,,,
+Jorapokhar,2018-03-28,,290.3,8.48,7.39,,7.25,0.1,132.04,58.97,,,,,
+Jorapokhar,2018-03-29,,,,,,,0.0,,,,,,,
+Jorapokhar,2018-03-30,,,,,,,0.0,,,,,,,
+Jorapokhar,2018-03-31,,,,,,,0.0,,,,,,,
+Jorapokhar,2018-04-01,,,,,,,0.0,,,,,,,
+Jorapokhar,2018-04-02,,,,,,,0.0,,,,,,,
+Jorapokhar,2018-04-03,,298.46,10.14,6.38,,,,110.28,22.2,,,,,
+Jorapokhar,2018-04-04,,,,,,,0.0,,,,,,,
+Jorapokhar,2018-04-05,,,,,,,0.0,,,,,,,
+Jorapokhar,2018-04-06,,125.87,6.83,7.53,,6.45,0.12,,32.8,,,,,
+Jorapokhar,2018-04-07,,583.35,8.7,7.88,,6.54,0.2,,3.7,,,,,
+Jorapokhar,2018-04-08,,,,,,,,,,,,,,
+Jorapokhar,2018-04-09,,,,,,,,,,,,,,
+Jorapokhar,2018-04-10,,,,,,,,,,,,,,
+Jorapokhar,2018-04-11,,165.86,,,,,0.87,,43.76,,,,,
+Jorapokhar,2018-04-12,,84.74,7.79,8.19,,6.67,0.39,86.71,38.2,,,,,
+Jorapokhar,2018-04-13,,28.06,7.59,8.1,,6.74,0.35,77.74,8.06,,,,88.0,Satisfactory
+Jorapokhar,2018-04-14,,,,,,,,,,,,,,
+Jorapokhar,2018-04-15,,,,,,,,,,,,,,
+Jorapokhar,2018-04-16,,,,,,,,,,,,,,
+Jorapokhar,2018-04-17,,,,,,,,,,,,,,
+Jorapokhar,2018-04-18,,,,,,,,,,,,,,
+Jorapokhar,2018-04-19,,142.58,7.54,7.37,,6.88,0.28,,29.66,,,,,
+Jorapokhar,2018-04-20,,120.66,7.59,8.24,,6.71,0.52,54.27,21.34,,,,124.0,Moderate
+Jorapokhar,2018-04-21,,46.22,8.67,7.53,,6.89,0.27,29.93,2.14,,,,90.0,Satisfactory
+Jorapokhar,2018-04-22,,,,,,,,,,,,,,
+Jorapokhar,2018-04-23,,120.74,8.84,9.48,,7.05,0.31,87.73,36.21,,,,,
+Jorapokhar,2018-04-24,,140.02,10.39,10.34,,6.93,0.46,113.53,31.36,,,,120.0,Moderate
+Jorapokhar,2018-04-25,,153.75,11.02,11.29,,6.07,0.43,153.19,15.89,,,,128.0,Moderate
+Jorapokhar,2018-04-26,,45.41,8.97,10.16,,6.71,1.13,158.25,24.81,,,,,
+Jorapokhar,2018-04-27,,,10.69,12.24,,7.04,0.0,,39.86,,,,,
+Jorapokhar,2018-04-28,,59.0,9.75,5.69,,8.14,0.47,28.27,39.91,,,,,
+Jorapokhar,2018-04-29,,,7.49,6.65,,7.54,0.47,,57.72,,,,,
+Jorapokhar,2018-04-30,,407.0,9.24,4.73,,7.37,0.34,,21.46,,,,,
+Jorapokhar,2018-05-01,,76.4,7.64,6.71,,6.97,0.34,140.43,23.72,,,,,
+Jorapokhar,2018-05-02,,,6.34,6.81,,6.67,0.0,,25.86,,,,,
+Jorapokhar,2018-05-03,,46.81,7.02,6.04,,6.62,0.51,135.62,40.97,,,,,
+Jorapokhar,2018-05-04,,46.7,,,,,0.0,,45.32,,,,,
+Jorapokhar,2018-05-05,,46.34,5.92,6.45,,6.58,0.46,97.43,40.5,,,,,
+Jorapokhar,2018-05-06,,,,,,,,,,,,,,
+Jorapokhar,2018-05-07,,,,,,,,,,,,,,
+Jorapokhar,2018-05-08,,,,,,,1.26,,8.42,,,,,
+Jorapokhar,2018-05-09,,,,,,,,,,,,,,
+Jorapokhar,2018-05-10,,,,,,,,,,,,,,
+Jorapokhar,2018-05-11,,,,,,,,,,,,,,
+Jorapokhar,2018-05-12,,,,,,,,,,,,,,
+Jorapokhar,2018-05-13,,,,,,,,,,,,,,
+Jorapokhar,2018-05-14,,,,,,,,,,,,,,
+Jorapokhar,2018-05-15,,,,,,,,,,,,,,
+Jorapokhar,2018-05-16,,,,,,,,,,,,,,
+Jorapokhar,2018-05-17,,,,,,,,,,,,,,
+Jorapokhar,2018-05-18,,,10.3,7.34,,6.9,0.15,,16.75,,,,,
+Jorapokhar,2018-05-19,,,,,,,,,,,,,,
+Jorapokhar,2018-05-20,,,,,,,,,,,,,,
+Jorapokhar,2018-05-21,,,,,,,,,,,,,,
+Jorapokhar,2018-05-22,,,7.02,8.19,,6.59,0.0,,26.11,,,,,
+Jorapokhar,2018-05-23,,,,,,,,,,,,,,
+Jorapokhar,2018-05-24,,,,,,,,,,,,,,
+Jorapokhar,2018-05-25,,,,,,,,,,,,,,
+Jorapokhar,2018-05-26,,,,,,,,,,,,,,
+Jorapokhar,2018-05-27,,,,,,,,,,,,,,
+Jorapokhar,2018-05-28,,,,,,,,,,,,,,
+Jorapokhar,2018-05-29,,49.8,18.45,6.13,,8.52,0.05,5.21,19.11,,,,,
+Jorapokhar,2018-05-30,,,,,,,0.0,,,,,,,
+Jorapokhar,2018-05-31,,,,,,,,,,,,,,
+Jorapokhar,2018-06-01,,,,,,,,,,,,,,
+Jorapokhar,2018-06-02,,81.84,15.56,8.42,,7.83,0.35,71.0,26.71,,,,,
+Jorapokhar,2018-06-03,,105.91,15.03,7.78,,7.91,0.51,61.32,33.31,,,,94.0,Satisfactory
+Jorapokhar,2018-06-04,,144.27,15.56,8.46,,7.66,0.42,77.53,14.86,,,,116.0,Moderate
+Jorapokhar,2018-06-05,,171.14,14.75,7.18,,8.03,0.38,54.4,11.92,,,,143.0,Moderate
+Jorapokhar,2018-06-06,,136.1,14.7,7.45,,7.93,0.36,48.72,19.82,,,,134.0,Moderate
+Jorapokhar,2018-06-07,,148.89,15.09,7.6,,7.71,0.38,32.71,77.12,,,,161.0,Moderate
+Jorapokhar,2018-06-08,,113.36,15.22,6.68,,8.2,0.44,35.42,55.48,,,,134.0,Moderate
+Jorapokhar,2018-06-09,,,,,,,,,,,,,98.0,Satisfactory
+Jorapokhar,2018-06-10,,,,,,,,,,,,,,
+Jorapokhar,2018-06-11,,,,,,,,,,,,,,
+Jorapokhar,2018-06-12,,,,,,,,,,,,,,
+Jorapokhar,2018-06-13,,,,,,,,,,,,,,
+Jorapokhar,2018-06-14,,,8.81,10.76,,5.92,3.75,,,,,,,
+Jorapokhar,2018-06-15,,160.53,10.98,7.5,,6.33,0.91,138.64,41.14,,,,,
+Jorapokhar,2018-06-16,,,,,,,,,,,,,,
+Jorapokhar,2018-06-17,,,,,,,,,,,,,,
+Jorapokhar,2018-06-18,,,,,,,,,,,,,,
+Jorapokhar,2018-06-19,,,,,,,,,,,,,,
+Jorapokhar,2018-06-20,,,,,,,,,,,,,,
+Jorapokhar,2018-06-21,,,,,,,,,,,,,,
+Jorapokhar,2018-06-22,,,,,,,,,,,,,,
+Jorapokhar,2018-06-23,,,,,,,,,,,,,,
+Jorapokhar,2018-06-24,,,,,,,,,,,,,,
+Jorapokhar,2018-06-25,,,,,,,,,,,,,,
+Jorapokhar,2018-06-26,,,,,,,,,,,,,,
+Jorapokhar,2018-06-27,,,,,,,,,,,,,,
+Jorapokhar,2018-06-28,,,,,,,,,,,,,,
+Jorapokhar,2018-06-29,,,,,,,,,,,,,,
+Jorapokhar,2018-06-30,,,,,,,,,,,,,,
+Jorapokhar,2018-07-01,,,,,,,,,,,,,,
+Jorapokhar,2018-07-02,,,,,,,0.0,,,,,,,
+Jorapokhar,2018-07-03,,99.28,5.92,6.64,,6.5,0.07,12.94,10.86,,,,,
+Jorapokhar,2018-07-04,,49.82,6.15,6.44,,6.54,0.44,26.54,7.3,,,,71.0,Satisfactory
+Jorapokhar,2018-07-05,,65.94,6.64,6.0,,6.56,0.33,19.91,6.12,,,,53.0,Satisfactory
+Jorapokhar,2018-07-06,,159.22,6.53,6.8,,6.59,0.35,30.23,9.44,,,,111.0,Moderate
+Jorapokhar,2018-07-07,,113.33,6.41,6.78,,6.57,0.3,22.49,7.79,,,,123.0,Moderate
+Jorapokhar,2018-07-08,,96.66,6.58,6.76,,6.62,0.3,25.04,5.7,,,,104.0,Moderate
+Jorapokhar,2018-07-09,,81.75,7.71,7.27,,6.67,0.32,22.98,6.36,,,,89.0,Satisfactory
+Jorapokhar,2018-07-10,,86.9,7.74,7.44,,6.71,0.28,24.14,7.53,,,,85.0,Satisfactory
+Jorapokhar,2018-07-11,,100.95,7.32,7.34,,6.64,0.29,22.15,38.91,,,,92.0,Satisfactory
+Jorapokhar,2018-07-12,,98.9,7.33,7.15,,6.73,0.29,25.75,16.8,,,,102.0,Moderate
+Jorapokhar,2018-07-13,,89.74,7.5,7.05,,6.68,0.3,21.22,5.38,,,,94.0,Satisfactory
+Jorapokhar,2018-07-14,,66.96,7.41,7.09,,6.61,0.28,20.74,4.84,,,,77.0,Satisfactory
+Jorapokhar,2018-07-15,,69.66,7.4,7.32,,6.67,0.34,29.04,11.75,,,,70.0,Satisfactory
+Jorapokhar,2018-07-16,,69.45,7.4,7.49,,6.62,0.35,25.72,18.73,,,,65.0,Satisfactory
+Jorapokhar,2018-07-17,,59.99,7.24,7.47,,6.63,0.33,21.44,17.16,,,,66.0,Satisfactory
+Jorapokhar,2018-07-18,,88.62,7.14,7.08,,6.63,0.32,20.48,37.17,,,,82.0,Satisfactory
+Jorapokhar,2018-07-19,,112.81,7.39,7.61,,6.64,0.33,17.07,28.38,,,,95.0,Satisfactory
+Jorapokhar,2018-07-20,,116.51,7.32,7.32,,6.64,0.34,31.72,8.55,,,,117.0,Moderate
+Jorapokhar,2018-07-21,,68.22,7.04,7.2,,6.61,0.38,24.99,5.77,,,,89.0,Satisfactory
+Jorapokhar,2018-07-22,,49.91,7.1,7.43,,6.6,0.46,27.94,5.78,,,,55.0,Satisfactory
+Jorapokhar,2018-07-23,,52.53,7.13,7.27,,6.61,0.33,33.36,4.74,,,,65.0,Satisfactory
+Jorapokhar,2018-07-24,,74.82,7.15,6.83,,6.64,0.32,19.31,10.31,,,,72.0,Satisfactory
+Jorapokhar,2018-07-25,,83.12,7.05,6.77,,6.72,0.42,29.3,10.18,,,,80.0,Satisfactory
+Jorapokhar,2018-07-26,,61.97,7.23,7.14,,6.62,0.37,29.56,48.94,,,,106.0,Moderate
+Jorapokhar,2018-07-27,,50.86,7.09,7.11,,6.58,0.26,22.57,23.63,,,,81.0,Satisfactory
+Jorapokhar,2018-07-28,,91.23,7.13,6.97,,6.71,0.3,18.95,8.24,,,,76.0,Satisfactory
+Jorapokhar,2018-07-29,,120.11,7.16,7.06,,6.62,0.37,20.09,14.72,,,,100.0,Satisfactory
+Jorapokhar,2018-07-30,,179.33,6.67,7.17,,6.69,0.4,30.85,10.89,,,,,
+Jorapokhar,2018-07-31,,86.95,7.03,7.12,,6.61,0.39,29.98,18.93,,,,112.0,Moderate
+Jorapokhar,2018-08-01,,86.96,6.96,7.03,,6.62,0.32,20.23,16.69,,,,83.0,Satisfactory
+Jorapokhar,2018-08-02,,70.68,6.71,6.88,,6.59,0.34,15.93,13.74,,,,86.0,Satisfactory
+Jorapokhar,2018-08-03,,77.32,6.91,6.8,,6.66,0.23,15.2,16.13,,,,70.0,Satisfactory
+Jorapokhar,2018-08-04,,135.24,7.03,6.78,,6.63,0.36,11.15,15.09,,,,108.0,Moderate
+Jorapokhar,2018-08-05,,191.13,7.06,6.86,,6.62,0.32,26.41,15.32,,,,132.0,Moderate
+Jorapokhar,2018-08-06,,120.67,7.03,6.88,,6.62,0.34,17.0,12.0,,,,151.0,Moderate
+Jorapokhar,2018-08-07,,109.67,7.09,7.14,,6.66,0.34,21.87,40.13,,,,113.0,Moderate
+Jorapokhar,2018-08-08,,104.7,6.94,7.27,,6.64,0.35,26.77,13.16,,,,118.0,Moderate
+Jorapokhar,2018-08-09,,109.37,7.22,7.16,,6.6,0.37,26.89,4.94,,,,107.0,Moderate
+Jorapokhar,2018-08-10,,119.04,7.25,7.05,,6.64,0.47,43.34,5.66,,,,111.0,Moderate
+Jorapokhar,2018-08-11,,117.11,7.03,7.34,,6.6,0.43,35.51,5.05,,,,110.0,Moderate
+Jorapokhar,2018-08-12,,117.12,6.98,7.11,,6.6,0.42,39.72,4.59,,,,110.0,Moderate
+Jorapokhar,2018-08-13,,147.82,7.1,7.61,,6.58,0.4,32.66,3.7,,,,114.0,Moderate
+Jorapokhar,2018-08-14,,118.01,6.98,7.37,,6.62,0.4,33.78,4.52,,,,126.0,Moderate
+Jorapokhar,2018-08-15,,116.96,6.93,7.39,,6.6,0.4,36.12,3.97,,,,120.0,Moderate
+Jorapokhar,2018-08-16,,97.55,6.89,7.47,,6.62,0.38,42.88,19.68,,,,93.0,Satisfactory
+Jorapokhar,2018-08-17,,115.41,7.13,7.24,,6.59,0.45,49.09,22.58,,,,102.0,Moderate
+Jorapokhar,2018-08-18,,163.25,7.4,10.2,,7.08,0.46,40.02,6.54,,,,134.0,Moderate
+Jorapokhar,2018-08-19,,194.13,7.43,9.14,,6.63,0.39,65.43,5.66,,,,159.0,Moderate
+Jorapokhar,2018-08-20,,91.71,7.03,7.52,,6.64,0.47,50.25,28.25,,,,140.0,Moderate
+Jorapokhar,2018-08-21,,85.73,7.31,7.68,,6.56,0.65,63.24,102.19,,,,204.0,Poor
+Jorapokhar,2018-08-22,,111.4,7.01,7.28,,6.6,0.43,53.8,24.47,,,,103.0,Moderate
+Jorapokhar,2018-08-23,,129.96,6.99,6.94,,6.62,0.44,52.5,20.61,,,,112.0,Moderate
+Jorapokhar,2018-08-24,,143.75,6.96,7.27,,6.57,0.34,30.0,20.77,,,,121.0,Moderate
+Jorapokhar,2018-08-25,,152.22,6.99,7.11,,6.59,0.4,31.45,22.77,,,,134.0,Moderate
+Jorapokhar,2018-08-26,,146.81,6.7,7.21,,6.53,0.43,42.26,16.27,,,,146.0,Moderate
+Jorapokhar,2018-08-27,,93.89,7.02,7.31,,6.59,0.36,33.12,14.34,,,,105.0,Moderate
+Jorapokhar,2018-08-28,,102.98,7.12,7.4,,6.61,0.34,28.42,66.52,,,,125.0,Moderate
+Jorapokhar,2018-08-29,,99.33,7.22,7.25,,6.59,0.42,45.69,21.17,,,,106.0,Moderate
+Jorapokhar,2018-08-30,,146.37,7.13,7.23,,6.58,0.46,45.09,5.94,,,,110.0,Moderate
+Jorapokhar,2018-08-31,,146.62,8.54,7.61,,6.67,0.47,46.46,8.14,,,,132.0,Moderate
+Jorapokhar,2018-09-01,,123.14,7.02,6.93,,6.71,0.39,39.45,43.97,,,,148.0,Moderate
+Jorapokhar,2018-09-02,,100.79,6.96,7.02,,6.58,0.38,17.59,33.33,,,,117.0,Moderate
+Jorapokhar,2018-09-03,,67.46,7.17,7.15,,6.57,0.3,42.76,13.6,,,,74.0,Satisfactory
+Jorapokhar,2018-09-04,,106.0,7.09,6.92,,6.58,0.0,28.26,14.02,,,,82.0,Satisfactory
+Jorapokhar,2018-09-05,,88.89,7.1,7.13,,6.61,0.0,28.6,20.61,,,,105.0,Moderate
+Jorapokhar,2018-09-06,,84.94,7.16,7.27,,6.61,0.0,35.15,13.74,,,,83.0,Satisfactory
+Jorapokhar,2018-09-07,,67.82,7.07,7.1,,6.64,0.0,30.67,12.45,,,,69.0,Satisfactory
+Jorapokhar,2018-09-08,,121.14,7.21,7.44,,6.57,0.0,84.55,18.8,,,,78.0,Satisfactory
+Jorapokhar,2018-09-09,,,,,,,0.0,,,,,,,
+Jorapokhar,2018-09-10,,,,,,,,,,,,,,
+Jorapokhar,2018-09-11,,,,,,,,,,,,,,
+Jorapokhar,2018-09-12,,,,,,,,,,,,,,
+Jorapokhar,2018-09-13,,,,,,,,,,,,,,
+Jorapokhar,2018-09-14,,,,,,,,,,,,,,
+Jorapokhar,2018-09-15,,,,,,,,,,,,,,
+Jorapokhar,2018-09-16,,,,,,,,,,,,,,
+Jorapokhar,2018-09-17,,,,,,,,,,,,,,
+Jorapokhar,2018-09-18,,,,,,,,,,,,,,
+Jorapokhar,2018-09-19,,,,,,,,,,,,,,
+Jorapokhar,2018-09-20,,,,,,,,,,,,,,
+Jorapokhar,2018-09-21,,,,,,,,,,,,,,
+Jorapokhar,2018-09-22,,,,,,,,,,,,,,
+Jorapokhar,2018-09-23,,,,,,,,,,,,,,
+Jorapokhar,2018-09-24,,159.15,6.55,7.63,,6.59,0.0,,25.46,,,,,
+Jorapokhar,2018-09-25,,,,,,,0.0,,,,,,,
+Jorapokhar,2018-09-26,,,,,,,,,,,,,,
+Jorapokhar,2018-09-27,,,,,,,,,,,,,,
+Jorapokhar,2018-09-28,,,,,,,,,,,,,,
+Jorapokhar,2018-09-29,,,,,,,,,,,,,,
+Jorapokhar,2018-09-30,,,,,,,,,,,,,,
+Jorapokhar,2018-10-01,,,,,,,,,,,,,,
+Jorapokhar,2018-10-02,,,,,,,,,,,,,,
+Jorapokhar,2018-10-03,,204.97,6.72,7.68,,6.53,0.0,,38.33,,,,,
+Jorapokhar,2018-10-04,,305.39,7.09,7.45,,6.54,0.0,,22.61,,,,221.0,Poor
+Jorapokhar,2018-10-05,,342.4,7.13,7.69,,6.53,0.0,,21.55,,,,277.0,Poor
+Jorapokhar,2018-10-06,,315.84,7.02,7.52,,6.54,0.0,,24.05,,,,292.0,Poor
+Jorapokhar,2018-10-07,,310.64,6.56,7.69,,6.44,0.0,,17.34,,,,244.0,Poor
+Jorapokhar,2018-10-08,,343.78,7.14,7.88,,6.37,0.0,,51.14,,,,,
+Jorapokhar,2018-10-09,,362.61,7.26,7.68,,6.55,0.0,,18.49,,,,307.0,Very Poor
+Jorapokhar,2018-10-10,,358.43,7.22,7.71,,6.55,0.0,,16.69,,,,352.0,Very Poor
+Jorapokhar,2018-10-11,,105.58,7.02,7.58,,6.58,0.0,,10.82,,,,173.0,Moderate
+Jorapokhar,2018-10-12,,134.55,7.26,7.67,,6.56,0.0,,9.49,,,,107.0,Moderate
+Jorapokhar,2018-10-13,,134.45,7.44,7.59,,6.53,0.0,,15.58,,,,122.0,Moderate
+Jorapokhar,2018-10-14,,127.22,7.22,7.02,,6.57,0.0,,19.84,,,,124.0,Moderate
+Jorapokhar,2018-10-15,,,,,,,,,,,,,117.0,Moderate
+Jorapokhar,2018-10-16,,379.98,6.89,7.63,,6.62,0.0,,62.89,,,,,
+Jorapokhar,2018-10-17,,286.64,6.79,7.28,,6.55,0.0,,35.78,,,,244.0,Poor
+Jorapokhar,2018-10-18,,293.44,7.13,7.18,,6.61,0.0,,26.8,,,,245.0,Poor
+Jorapokhar,2018-10-19,,283.64,7.23,6.95,,6.61,0.0,,30.43,,,,225.0,Poor
+Jorapokhar,2018-10-20,,222.86,6.92,6.97,,6.58,0.0,,29.82,,,,223.0,Poor
+Jorapokhar,2018-10-21,,292.8,6.97,7.12,,6.57,0.0,,27.09,,,,204.0,Poor
+Jorapokhar,2018-10-22,,397.63,7.06,7.02,,6.6,0.0,,27.74,,,,321.0,Very Poor
+Jorapokhar,2018-10-23,,379.78,6.9,6.94,,6.65,0.0,,25.74,,,,334.0,Very Poor
+Jorapokhar,2018-10-24,,262.56,6.99,6.95,,6.6,0.0,,31.32,,,,264.0,Poor
+Jorapokhar,2018-10-25,,258.84,6.87,7.19,,6.68,0.0,,29.8,,,,219.0,Poor
+Jorapokhar,2018-10-26,,299.21,6.86,7.42,,6.6,0.0,,31.37,,,,215.0,Poor
+Jorapokhar,2018-10-27,,267.77,7.28,7.27,,6.64,0.0,,22.19,,,,248.0,Poor
+Jorapokhar,2018-10-28,,254.9,7.09,7.19,,6.59,0.0,,25.82,,,,208.0,Poor
+Jorapokhar,2018-10-29,,278.32,7.14,7.21,,6.65,0.0,,23.14,,,,237.0,Poor
+Jorapokhar,2018-10-30,,192.25,6.83,7.0,,6.64,0.0,,19.4,,,,179.0,Moderate
+Jorapokhar,2018-10-31,,227.19,7.55,7.37,,6.63,0.0,,25.82,,,,179.0,Moderate
+Jorapokhar,2018-11-01,,268.34,7.42,7.21,,6.65,0.0,,17.26,,,,193.0,Moderate
+Jorapokhar,2018-11-02,,295.6,7.69,7.27,,6.63,0.0,,30.67,,,,232.0,Poor
+Jorapokhar,2018-11-03,,300.9,7.91,6.98,,6.71,0.0,,11.88,,,,252.0,Poor
+Jorapokhar,2018-11-04,,338.4,7.98,7.22,,6.72,0.0,,13.32,,,,259.0,Poor
+Jorapokhar,2018-11-05,,320.33,7.58,6.85,,6.72,0.0,,24.42,,,,311.0,Very Poor
+Jorapokhar,2018-11-06,,314.2,7.71,7.43,,6.66,0.0,,18.83,,,,229.0,Poor
+Jorapokhar,2018-11-07,,429.17,7.18,6.98,,6.71,0.0,,68.7,,,,340.0,Very Poor
+Jorapokhar,2018-11-08,,466.99,7.03,7.59,,6.66,0.0,,86.12,,,,445.0,Severe
+Jorapokhar,2018-11-09,,330.12,9.8,7.46,,6.79,0.0,,76.23,,,,370.0,Very Poor
+Jorapokhar,2018-11-10,,365.35,7.44,7.1,,6.7,0.0,,26.92,,,,279.0,Poor
+Jorapokhar,2018-11-11,,339.24,7.23,7.1,,6.67,0.0,,27.08,,,,310.0,Very Poor
+Jorapokhar,2018-11-12,,388.77,7.18,7.27,,6.64,0.0,,30.43,,,,308.0,Very Poor
+Jorapokhar,2018-11-13,,396.72,6.69,6.6,,6.63,0.0,,43.21,,,,382.0,Very Poor
+Jorapokhar,2018-11-14,,488.67,7.45,7.17,,6.65,0.0,,15.75,,,,377.0,Very Poor
+Jorapokhar,2018-11-15,,454.92,6.84,6.78,,6.59,0.0,,18.39,,,,501.0,Severe
+Jorapokhar,2018-11-16,,,,,,,,,,,,,414.0,Severe
+Jorapokhar,2018-11-17,,,,,,,,,,,,,,
+Jorapokhar,2018-11-18,,,,,,,,,,,,,,
+Jorapokhar,2018-11-19,,,,,,,,,,,,,,
+Jorapokhar,2018-11-20,,735.36,7.49,7.76,,6.78,0.0,,9.68,,,,,
+Jorapokhar,2018-11-21,,469.99,7.26,7.51,,6.6,0.0,,16.59,,,,538.0,Severe
+Jorapokhar,2018-11-22,,326.64,7.03,7.17,,6.62,0.0,,20.61,,,,351.0,Very Poor
+Jorapokhar,2018-11-23,,336.19,6.99,6.91,,6.67,0.0,,21.73,,,,276.0,Poor
+Jorapokhar,2018-11-24,,322.36,6.92,7.16,,6.56,0.0,87.14,23.21,,,,292.0,Poor
+Jorapokhar,2018-11-25,,397.89,6.98,7.46,,6.63,0.0,73.35,19.47,,,,285.0,Poor
+Jorapokhar,2018-11-26,,458.18,7.42,7.63,,6.65,0.0,70.85,13.01,,,,400.0,Very Poor
+Jorapokhar,2018-11-27,,456.38,7.97,7.84,,6.72,0.0,82.39,13.21,,,,447.0,Severe
+Jorapokhar,2018-11-28,,369.99,7.68,7.83,,6.6,0.0,72.44,33.52,,,,379.0,Very Poor
+Jorapokhar,2018-11-29,,373.13,7.45,7.82,,6.61,0.0,84.29,9.01,,,,340.0,Very Poor
+Jorapokhar,2018-11-30,,354.37,7.14,7.66,,6.67,0.0,80.77,28.14,,,,313.0,Very Poor
+Jorapokhar,2018-12-01,,389.15,7.32,7.43,,6.64,0.0,55.6,24.87,,,,300.0,Poor
+Jorapokhar,2018-12-02,,388.47,7.3,7.73,,6.57,0.0,56.59,15.8,,,,396.0,Very Poor
+Jorapokhar,2018-12-03,,350.58,7.09,7.21,,6.67,0.0,60.73,21.87,,,,324.0,Very Poor
+Jorapokhar,2018-12-04,,410.45,7.15,6.88,,6.66,0.0,71.8,98.28,,,,292.0,Poor
+Jorapokhar,2018-12-05,,639.27,7.18,7.11,,6.74,0.0,22.2,43.95,,,,,
+Jorapokhar,2018-12-06,,417.79,7.23,7.38,,6.73,0.0,46.54,31.47,,,,,
+Jorapokhar,2018-12-07,,330.05,6.65,7.1,,6.69,0.0,97.54,26.86,,,,,
+Jorapokhar,2018-12-08,,,,,,,0.0,,,,,,,
+Jorapokhar,2018-12-09,,,,,,,,,,,,,,
+Jorapokhar,2018-12-10,,599.35,7.6,8.02,,6.76,0.0,97.68,15.65,,,,,
+Jorapokhar,2018-12-11,,528.33,7.4,7.89,,6.7,0.0,103.12,9.27,,,,569.0,Severe
+Jorapokhar,2018-12-12,,493.89,7.53,7.87,,6.63,,84.34,10.17,,,,460.0,Severe
+Jorapokhar,2018-12-13,,488.84,7.23,7.85,,6.68,,100.25,7.98,,,,470.0,Severe
+Jorapokhar,2018-12-14,,499.41,7.23,7.72,,6.68,,100.62,15.21,,,,560.0,Severe
+Jorapokhar,2018-12-15,,301.18,7.06,7.26,,6.62,,68.52,19.75,,,,325.0,Very Poor
+Jorapokhar,2018-12-16,,343.44,7.12,7.31,,6.67,,76.67,15.25,,,,250.0,Poor
+Jorapokhar,2018-12-17,,266.98,6.75,7.4,,6.61,,49.26,9.67,,,,285.0,Poor
+Jorapokhar,2018-12-18,,117.61,6.8,7.68,,6.61,,44.83,7.77,,,,196.0,Moderate
+Jorapokhar,2018-12-19,,268.12,7.41,7.63,,6.62,,39.31,8.58,,,,118.0,Moderate
+Jorapokhar,2018-12-20,,493.13,7.59,7.77,,6.66,,65.28,13.96,,,,420.0,Severe
+Jorapokhar,2018-12-21,,373.4,7.06,7.5,,6.69,,48.49,16.74,,,,398.0,Very Poor
+Jorapokhar,2018-12-22,,519.85,6.7,7.7,,6.7,,31.15,6.79,,,,345.0,Very Poor
+Jorapokhar,2018-12-23,,,,,,,,,,,,,,
+Jorapokhar,2018-12-24,,249.85,6.49,7.08,,6.69,,83.84,37.4,,,,,
+Jorapokhar,2018-12-25,,,,,,,,,,,,,,
+Jorapokhar,2018-12-26,,493.48,7.73,7.69,,6.74,,94.0,80.46,,,,,
+Jorapokhar,2018-12-27,,378.14,7.21,7.73,,6.62,,71.42,54.7,,,,406.0,Severe
+Jorapokhar,2018-12-28,,296.7,6.96,7.08,,6.71,,51.28,20.19,,,,271.0,Poor
+Jorapokhar,2018-12-29,,357.16,7.21,7.88,,6.67,,121.29,22.13,,,,239.0,Poor
+Jorapokhar,2018-12-30,,362.09,7.05,7.34,,6.72,,66.35,16.12,,,,295.0,Poor
+Jorapokhar,2018-12-31,,413.78,7.07,7.47,,6.69,,71.01,18.74,,,,341.0,Very Poor
+Jorapokhar,2019-01-01,,484.34,7.11,7.79,,6.66,,57.26,16.6,,,,440.0,Severe
+Jorapokhar,2019-01-02,,422.12,7.8,8.1,,6.7,,56.69,17.35,,,,442.0,Severe
+Jorapokhar,2019-01-03,,502.23,7.83,7.86,,6.7,,92.36,24.93,,,,463.0,Severe
+Jorapokhar,2019-01-04,,559.79,7.5,7.71,,6.68,,77.15,31.63,,,,483.0,Severe
+Jorapokhar,2019-01-05,,599.3,8.1,7.99,,6.74,,72.4,58.45,,,,604.0,Severe
+Jorapokhar,2019-01-06,,500.88,7.71,7.82,,6.67,,84.93,31.31,,,,575.0,Severe
+Jorapokhar,2019-01-07,,549.21,7.72,7.89,,6.75,,88.68,8.46,,,,569.0,Severe
+Jorapokhar,2019-01-08,,331.19,10.2,12.37,,6.14,,59.22,14.64,,,,342.0,Very Poor
+Jorapokhar,2019-01-09,217.13,278.74,9.85,10.9,,6.27,0.0,63.8,117.3,,,,277.0,Poor
+Jorapokhar,2019-01-10,140.03,200.64,10.29,10.91,,6.3,,53.83,31.68,,,,280.0,Poor
+Jorapokhar,2019-01-11,155.38,242.69,10.72,11.21,,6.37,,81.28,12.57,,,,335.0,Very Poor
+Jorapokhar,2019-01-12,166.85,262.83,10.9,11.47,,6.4,,86.1,12.37,,,,324.0,Very Poor
+Jorapokhar,2019-01-13,179.51,300.54,10.77,11.66,,6.35,,91.58,18.36,,,,345.0,Very Poor
+Jorapokhar,2019-01-14,161.22,297.14,9.95,10.85,,6.28,,100.81,53.85,,,,352.0,Very Poor
+Jorapokhar,2019-01-15,97.48,156.89,9.72,10.82,,6.23,,49.13,117.83,,,,273.0,Poor
+Jorapokhar,2019-01-16,105.12,175.15,10.03,10.57,,6.37,,53.84,55.36,,,,220.0,Poor
+Jorapokhar,2019-01-17,120.37,199.94,9.99,10.67,,6.37,,75.24,40.67,,,,288.0,Poor
+Jorapokhar,2019-01-18,116.5,192.38,9.97,10.44,,6.35,,55.29,32.22,,,,301.0,Very Poor
+Jorapokhar,2019-01-19,115.44,204.44,9.92,10.38,,6.27,,68.45,90.95,,,,272.0,Poor
+Jorapokhar,2019-01-20,126.81,222.39,9.82,10.65,,6.3,,77.2,43.08,,,,300.0,Poor
+Jorapokhar,2019-01-21,113.6,218.59,10.16,10.63,,6.35,,73.2,51.84,,,,296.0,Poor
+Jorapokhar,2019-01-22,159.44,288.67,9.92,10.84,,6.37,0.0,92.27,31.6,,,,317.0,Very Poor
+Jorapokhar,2019-01-23,129.29,228.51,9.72,10.26,,6.36,,114.35,32.31,,,,316.0,Very Poor
+Jorapokhar,2019-01-24,121.03,218.6,9.51,10.31,,6.29,0.0,87.95,42.44,,,,297.0,Poor
+Jorapokhar,2019-01-25,101.74,191.07,9.54,10.19,,6.35,0.0,104.06,30.29,,,,277.0,Poor
+Jorapokhar,2019-01-26,104.28,180.63,9.44,10.23,,6.34,,68.96,16.73,,,,238.0,Poor
+Jorapokhar,2019-01-27,74.06,113.37,9.67,10.02,,6.32,,41.02,32.81,,,,202.0,Poor
+Jorapokhar,2019-01-28,72.47,120.12,9.53,10.04,,6.32,,41.44,39.49,,,,135.0,Moderate
+Jorapokhar,2019-01-29,58.89,107.66,9.69,10.12,,6.28,,41.58,46.17,,,,128.0,Moderate
+Jorapokhar,2019-01-30,73.78,145.37,10.25,10.39,,6.39,,65.88,28.75,,,,110.0,Moderate
+Jorapokhar,2019-01-31,128.32,234.17,10.15,10.35,,6.33,,84.29,29.38,,,,262.0,Poor
+Jorapokhar,2019-02-01,118.18,216.22,10.34,10.3,,6.41,0.0,84.97,10.94,,,,302.0,Very Poor
+Jorapokhar,2019-02-02,91.4,184.04,9.58,10.27,,6.34,,82.05,14.27,,,,247.0,Poor
+Jorapokhar,2019-02-03,100.41,203.47,9.73,10.08,,6.39,0.0,100.81,14.29,,,,219.0,Poor
+Jorapokhar,2019-02-04,96.46,181.49,9.56,9.96,,6.33,,95.05,16.01,,,,233.0,Poor
+Jorapokhar,2019-02-05,99.72,174.35,9.13,9.98,,6.33,,94.12,17.84,,,,215.0,Poor
+Jorapokhar,2019-02-06,96.14,189.46,9.51,10.13,,6.31,,87.35,15.47,,,,215.0,Poor
+Jorapokhar,2019-02-07,120.88,243.09,9.59,10.31,,6.29,,145.94,14.8,,,,280.0,Poor
+Jorapokhar,2019-02-08,120.88,211.96,9.6,10.56,,6.28,,130.0,16.21,,,,289.0,Poor
+Jorapokhar,2019-02-09,64.5,116.84,9.27,10.22,,6.26,,,26.43,,,,203.0,Poor
+Jorapokhar,2019-02-10,69.83,135.09,9.42,10.16,,6.26,,,16.17,,,,127.0,Moderate
+Jorapokhar,2019-02-11,86.47,158.19,9.44,10.3,,6.32,,,12.16,,,,170.0,Moderate
+Jorapokhar,2019-02-12,88.14,153.71,9.67,10.19,,6.34,0.0,113.82,14.91,,,,178.0,Moderate
+Jorapokhar,2019-02-13,108.85,188.76,9.41,10.27,,6.29,0.0,94.98,15.23,,,,241.0,Poor
+Jorapokhar,2019-02-14,101.31,184.48,9.61,10.08,,6.34,0.0,68.06,16.05,,,,257.0,Poor
+Jorapokhar,2019-02-15,90.96,162.28,9.2,9.86,,6.31,0.0,10.98,14.95,,,,238.0,Poor
+Jorapokhar,2019-02-16,24.75,38.27,9.14,9.7,,6.28,0.0,,17.35,,,,93.0,Satisfactory
+Jorapokhar,2019-02-17,41.96,72.82,9.08,9.76,,6.34,0.0,,22.64,,,,57.0,Satisfactory
+Jorapokhar,2019-02-18,60.04,105.56,9.01,9.63,,6.35,0.0,,22.17,,,,93.0,Satisfactory
+Jorapokhar,2019-02-19,99.32,197.98,9.64,10.08,,6.43,0.0,,102.64,,,,171.0,Moderate
+Jorapokhar,2019-02-20,91.77,184.17,9.6,10.13,,6.28,0.0,,21.46,,,,251.0,Poor
+Jorapokhar,2019-02-21,90.46,187.59,9.87,10.09,,6.29,0.0,,35.34,,,,184.0,Moderate
+Jorapokhar,2019-02-22,117.15,231.32,10.04,10.03,,6.31,0.0,,20.79,,,,250.0,Poor
+Jorapokhar,2019-02-23,74.2,138.7,9.3,9.59,,6.32,0.0,,71.76,,,,230.0,Poor
+Jorapokhar,2019-02-24,57.84,119.52,8.94,9.41,,6.37,0.0,,23.48,,,,111.0,Moderate
+Jorapokhar,2019-02-25,43.2,72.1,9.25,9.51,,6.29,0.0,23.19,15.03,,,,100.0,Satisfactory
+Jorapokhar,2019-02-26,58.96,106.55,9.09,9.5,,6.32,0.0,18.48,14.35,,,,84.0,Satisfactory
+Jorapokhar,2019-02-27,42.86,73.18,8.95,9.41,,6.32,0.0,7.26,6.38,,,,89.0,Satisfactory
+Jorapokhar,2019-02-28,25.2,62.61,9.03,9.36,,6.37,0.0,6.28,59.31,,,,115.0,Moderate
+Jorapokhar,2019-03-01,48.98,86.86,9.64,9.49,,6.35,0.0,8.2,120.56,,,,209.0,Poor
+Jorapokhar,2019-03-02,80.78,140.36,9.4,9.57,,6.39,0.0,14.33,57.49,,,,135.0,Moderate
+Jorapokhar,2019-03-03,85.67,152.5,9.2,9.24,,6.37,0.0,15.43,40.81,,,,183.0,Moderate
+Jorapokhar,2019-03-04,72.84,127.69,9.12,9.34,,6.35,0.0,13.33,13.92,,,,150.0,Moderate
+Jorapokhar,2019-03-05,81.29,145.5,9.27,9.28,,6.36,0.0,12.93,15.55,,,,167.0,Moderate
+Jorapokhar,2019-03-06,84.66,139.63,9.32,9.39,,6.34,0.0,12.69,17.52,,,,177.0,Moderate
+Jorapokhar,2019-03-07,46.5,84.04,9.32,9.71,,6.32,0.0,7.77,23.27,,,,123.0,Moderate
+Jorapokhar,2019-03-08,58.39,105.21,9.14,9.82,,6.3,0.0,8.47,19.25,,,,96.0,Satisfactory
+Jorapokhar,2019-03-09,67.94,137.38,9.29,9.86,,6.3,0.0,12.14,16.54,,,,110.0,Moderate
+Jorapokhar,2019-03-10,106.54,206.88,9.58,10.1,,6.32,0.0,20.68,16.01,,,,199.0,Moderate
+Jorapokhar,2019-03-11,85.43,159.49,9.34,9.72,,6.32,0.0,13.16,19.92,,,,226.0,Poor
+Jorapokhar,2019-03-12,87.37,166.13,9.54,10.19,,6.29,0.0,15.37,16.32,,,,176.0,Moderate
+Jorapokhar,2019-03-13,113.48,228.18,10.07,9.94,,6.38,0.0,16.12,18.35,,,,254.0,Poor
+Jorapokhar,2019-03-14,69.31,129.63,9.16,10.02,,6.33,0.0,7.95,23.27,,,,272.0,Poor
+Jorapokhar,2019-03-15,50.04,95.48,9.08,10.39,,6.32,0.0,8.7,13.1,,,,106.0,Moderate
+Jorapokhar,2019-03-16,40.09,71.28,9.25,9.91,,6.23,0.0,7.97,24.67,,,,80.0,Satisfactory
+Jorapokhar,2019-03-17,60.26,110.17,8.98,9.68,,6.31,0.0,8.3,36.99,,,,129.0,Moderate
+Jorapokhar,2019-03-18,38.16,68.99,9.21,9.69,,6.31,0.0,7.65,16.92,,,,77.0,Satisfactory
+Jorapokhar,2019-03-19,59.07,111.43,9.21,9.64,,6.25,0.0,8.82,21.68,,,,95.0,Satisfactory
+Jorapokhar,2019-03-20,68.47,129.0,9.2,9.61,,6.32,0.0,11.22,29.03,,,,128.0,Moderate
+Jorapokhar,2019-03-21,72.12,136.87,8.91,9.69,,6.25,0.0,11.73,112.63,,,,155.0,Moderate
+Jorapokhar,2019-03-22,38.02,90.59,9.26,9.53,,6.31,0.0,9.02,25.05,,,,107.0,Moderate
+Jorapokhar,2019-03-23,45.24,93.14,8.89,9.42,,6.31,0.0,6.47,22.27,,,,97.0,Satisfactory
+Jorapokhar,2019-03-24,61.9,141.18,9.07,9.42,,6.31,0.0,10.5,20.33,,,,115.0,Moderate
+Jorapokhar,2019-03-25,69.58,159.38,9.02,9.44,,6.31,0.0,9.71,25.47,,,,139.0,Moderate
+Jorapokhar,2019-03-26,85.68,205.23,9.17,9.94,,6.19,0.0,10.63,12.17,,,,170.0,Moderate
+Jorapokhar,2019-03-27,53.93,114.83,9.14,9.79,,6.29,0.0,10.3,21.49,,,,126.0,Moderate
+Jorapokhar,2019-03-28,69.81,150.68,9.13,9.71,,6.32,0.0,15.02,19.76,,,,128.0,Moderate
+Jorapokhar,2019-03-29,102.41,181.61,9.14,9.7,,6.3,0.0,14.1,24.6,,,,175.0,Moderate
+Jorapokhar,2019-03-30,,,,,,,,,,,,,,
+Jorapokhar,2019-03-31,,,,,,,,,,,,,,
+Jorapokhar,2019-04-01,54.36,85.61,10.78,10.62,,6.29,0.0,6.67,9.1,,,,,
+Jorapokhar,2019-04-02,52.97,112.2,9.1,9.54,,6.29,,12.56,17.84,,,,100.0,Satisfactory
+Jorapokhar,2019-04-03,79.81,169.61,9.05,9.73,,6.33,,12.75,18.2,,,,137.0,Moderate
+Jorapokhar,2019-04-04,60.03,124.63,9.04,9.8,,6.24,,9.02,11.37,,,,126.0,Moderate
+Jorapokhar,2019-04-05,57.54,112.16,8.91,9.56,,6.32,,4.01,4.35,,,,114.0,Moderate
+Jorapokhar,2019-04-06,57.57,105.36,9.05,9.46,,6.3,,4.67,7.6,,,,112.0,Moderate
+Jorapokhar,2019-04-07,38.85,72.37,8.96,9.55,,6.26,,8.22,15.51,,,,78.0,Satisfactory
+Jorapokhar,2019-04-08,41.67,71.88,8.77,9.42,,6.28,,7.3,14.91,,,,80.0,Satisfactory
+Jorapokhar,2019-04-09,54.19,101.85,9.05,9.48,,6.27,,9.89,14.99,,,,87.0,Satisfactory
+Jorapokhar,2019-04-10,48.46,90.02,9.03,9.51,,6.33,,7.57,9.0,,,,92.0,Satisfactory
+Jorapokhar,2019-04-11,70.14,129.73,8.84,9.7,,6.28,,6.88,11.34,,,,105.0,Moderate
+Jorapokhar,2019-04-12,61.71,116.52,9.06,9.61,,6.24,,4.13,16.64,,,,124.0,Moderate
+Jorapokhar,2019-04-13,55.67,116.8,9.14,9.48,,6.26,,8.72,26.77,,,,113.0,Moderate
+Jorapokhar,2019-04-14,49.75,103.33,8.94,9.43,,6.27,,5.58,34.63,,,,104.0,Moderate
+Jorapokhar,2019-04-15,60.83,126.33,8.97,9.38,,6.3,,4.1,58.23,,,,111.0,Moderate
+Jorapokhar,2019-04-16,71.94,143.92,9.16,9.28,,6.3,,5.04,51.32,,,,139.0,Moderate
+Jorapokhar,2019-04-17,79.9,255.49,8.95,9.42,,6.27,,7.75,132.95,,,,234.0,Poor
+Jorapokhar,2019-04-18,43.59,94.13,9.12,9.28,,6.31,,7.91,58.32,,,,137.0,Moderate
+Jorapokhar,2019-04-19,34.08,69.51,8.92,9.27,,6.36,,5.82,60.32,,,,86.0,Satisfactory
+Jorapokhar,2019-04-20,34.25,73.45,9.02,9.14,,6.29,,6.77,64.38,,,,98.0,Satisfactory
+Jorapokhar,2019-04-21,48.17,113.98,8.82,9.27,,6.3,,10.17,31.23,,,,99.0,Satisfactory
+Jorapokhar,2019-04-22,46.56,81.89,8.93,9.51,,6.3,,9.66,24.09,,,,87.0,Satisfactory
+Jorapokhar,2019-04-23,45.01,75.39,8.93,9.48,,6.36,,9.72,14.63,,,,84.0,Satisfactory
+Jorapokhar,2019-04-24,,93.85,9.29,9.77,,6.31,1.8,9.91,18.78,,,,90.0,Satisfactory
+Jorapokhar,2019-04-25,,70.53,9.16,9.54,,6.28,1.76,6.12,20.54,,,,101.0,Moderate
+Jorapokhar,2019-04-26,,91.32,9.09,9.73,,6.19,1.87,5.88,43.9,,,,118.0,Moderate
+Jorapokhar,2019-04-27,,113.19,8.95,9.55,,6.29,1.57,3.66,108.49,,,,190.0,Moderate
+Jorapokhar,2019-04-28,,162.53,8.36,8.5,,6.5,2.01,6.14,62.28,,,,148.0,Moderate
+Jorapokhar,2019-04-29,,233.79,7.97,7.76,,6.57,2.59,14.75,53.74,,,,175.0,Moderate
+Jorapokhar,2019-04-30,,106.54,7.73,7.57,,6.63,1.74,4.95,46.06,,,,146.0,Moderate
+Jorapokhar,2019-05-01,,60.46,7.95,7.43,,6.61,1.38,5.34,42.78,,,,101.0,Moderate
+Jorapokhar,2019-05-02,,40.09,7.83,7.72,,6.53,1.48,5.85,33.32,,,,109.0,Moderate
+Jorapokhar,2019-05-03,,44.95,7.83,7.67,,6.58,1.55,4.06,30.95,,,,100.0,Satisfactory
+Jorapokhar,2019-05-04,,34.07,7.95,7.38,,6.6,1.52,4.37,10.79,,,,88.0,Satisfactory
+Jorapokhar,2019-05-05,,61.33,7.63,7.61,,6.55,1.44,4.85,18.9,,,,102.0,Moderate
+Jorapokhar,2019-05-06,,119.83,7.99,7.73,,6.5,1.66,9.49,34.54,,,,115.0,Moderate
+Jorapokhar,2019-05-07,,154.78,8.06,7.79,,6.57,2.49,14.54,105.78,,,,184.0,Moderate
+Jorapokhar,2019-05-08,,179.52,7.93,7.6,,6.61,1.91,11.02,70.79,,,,161.0,Moderate
+Jorapokhar,2019-05-09,,191.75,7.89,7.45,,6.6,1.61,13.21,66.48,,,,173.0,Moderate
+Jorapokhar,2019-05-10,,196.25,8.0,7.55,,6.57,1.88,,42.63,,,,166.0,Moderate
+Jorapokhar,2019-05-11,,191.93,8.11,7.53,,6.6,2.14,,33.06,,,,160.0,Moderate
+Jorapokhar,2019-05-12,,153.82,7.98,7.41,,6.67,2.01,,52.39,,,,187.0,Moderate
+Jorapokhar,2019-05-13,,160.09,7.9,7.5,,6.63,1.95,9.09,86.41,,,,134.0,Moderate
+Jorapokhar,2019-05-14,,71.3,7.91,7.37,,6.57,1.77,5.13,32.56,,,,131.0,Moderate
+Jorapokhar,2019-05-15,,86.04,7.8,7.54,,6.59,1.78,7.6,28.49,,,,,
+Jorapokhar,2019-05-16,,49.95,7.97,7.89,,6.47,1.58,10.78,10.31,,,,90.0,Satisfactory
+Jorapokhar,2019-05-17,,94.92,7.98,7.79,,6.58,3.52,,17.74,,,,,
+Jorapokhar,2019-05-18,,94.62,7.92,7.51,,6.63,2.01,15.19,28.24,,,,102.0,Moderate
+Jorapokhar,2019-05-19,,78.92,8.03,7.63,,6.59,2.46,12.82,28.8,,,,130.0,Moderate
+Jorapokhar,2019-05-20,,71.05,7.97,7.7,,6.61,1.49,5.97,55.5,,,,154.0,Moderate
+Jorapokhar,2019-05-21,,71.57,7.68,7.72,,6.54,1.66,7.69,149.33,,,,235.0,Poor
+Jorapokhar,2019-05-22,,60.69,7.76,7.56,,6.58,1.46,5.08,65.88,,,,148.0,Moderate
+Jorapokhar,2019-05-23,,53.47,7.65,7.43,,6.63,1.58,8.18,37.38,,,,104.0,Moderate
+Jorapokhar,2019-05-24,,61.22,7.67,7.37,,6.64,1.72,5.6,43.04,,,,112.0,Moderate
+Jorapokhar,2019-05-25,,69.58,8.02,7.6,,6.61,1.77,10.06,22.52,,,,114.0,Moderate
+Jorapokhar,2019-05-26,,,,,,,,,,,,,,
+Jorapokhar,2019-05-27,,86.47,8.12,8.09,,6.68,2.84,10.09,14.59,,,,,
+Jorapokhar,2019-05-28,,92.21,8.25,7.66,,6.6,1.25,16.23,31.97,,,,105.0,Moderate
+Jorapokhar,2019-05-29,,51.11,7.9,7.24,,6.63,1.51,10.92,35.12,,,,106.0,Moderate
+Jorapokhar,2019-05-30,,62.5,7.91,6.92,,6.45,1.46,13.95,35.22,,,,96.0,Satisfactory
+Jorapokhar,2019-05-31,,66.2,7.86,7.82,,6.55,1.37,8.97,44.54,,,,118.0,Moderate
+Jorapokhar,2019-06-01,,38.08,,,,,1.95,29.97,34.58,,,,,
+Jorapokhar,2019-06-02,,76.4,7.39,7.44,,6.42,1.45,7.83,10.08,,,,,
+Jorapokhar,2019-06-03,,314.52,12.22,7.32,,6.5,0.66,41.38,11.61,,,,,
+Jorapokhar,2019-06-04,,,,,,,,,,,,,,
+Jorapokhar,2019-06-05,,,,,,,,,,,,,,
+Jorapokhar,2019-06-06,,,,,,,,,,,,,,
+Jorapokhar,2019-06-07,,,,,,,,,,,,,,
+Jorapokhar,2019-06-08,,,,,,,,,,,,,,
+Jorapokhar,2019-06-09,,,,,,,,,,,,,,
+Jorapokhar,2019-06-10,,,,,,,,,,,,,,
+Jorapokhar,2019-06-11,,,,,,,,,,,,,,
+Jorapokhar,2019-06-12,,,,,,,,,,,,,,
+Jorapokhar,2019-06-13,,,,,,,,,,,,,,
+Jorapokhar,2019-06-14,,,,,,,,,,,,,,
+Jorapokhar,2019-06-15,,,,,,,,,,,,,,
+Jorapokhar,2019-06-16,,,,,,,,,,,,,,
+Jorapokhar,2019-06-17,,,,,,,,,,,,,,
+Jorapokhar,2019-06-18,,,,,,,,,,,,,,
+Jorapokhar,2019-06-19,,,,,,,,,,,,,,
+Jorapokhar,2019-06-20,,,,,,,,,,,,,,
+Jorapokhar,2019-06-21,,,,,,,,,,,,,,
+Jorapokhar,2019-06-22,,,,,,,,,,,,,,
+Jorapokhar,2019-06-23,,,,,,,,,,,,,,
+Jorapokhar,2019-06-24,,,,,,,,,,,,,,
+Jorapokhar,2019-06-25,,,,,,,,,,,,,,
+Jorapokhar,2019-06-26,,,,,,,,,,,,,,
+Jorapokhar,2019-06-27,,,,,,,,,,,,,,
+Jorapokhar,2019-06-28,,,,,,,,,,,,,,
+Jorapokhar,2019-06-29,,,,,,,,,,,,,,
+Jorapokhar,2019-06-30,,,,,,,,,,,,,,
+Jorapokhar,2019-07-01,,,,,,,,,,,,,,
+Jorapokhar,2019-07-02,,,,,,,,,,,,,,
+Jorapokhar,2019-07-03,,,,,,,,,,,,,,
+Jorapokhar,2019-07-04,,,,,,,,,,,,,,
+Jorapokhar,2019-07-05,,,,,,,,,,,,,,
+Jorapokhar,2019-07-06,,,,,,,,,,,,,,
+Jorapokhar,2019-07-07,,,,,,,,,,,,,,
+Jorapokhar,2019-07-08,,,,,,,,,,,,,,
+Jorapokhar,2019-07-09,,,,,,,,,,,,,,
+Jorapokhar,2019-07-10,,,,,,,,,,,,,,
+Jorapokhar,2019-07-11,,,,,,,,,,,,,,
+Jorapokhar,2019-07-12,,133.45,10.16,12.02,,5.93,1.11,5.6,22.38,,,,,
+Jorapokhar,2019-07-13,,25.75,8.44,8.96,,6.28,1.27,4.2,6.09,,,,82.0,Satisfactory
+Jorapokhar,2019-07-14,,33.74,8.45,9.03,,6.31,1.24,7.83,8.69,,,,93.0,Satisfactory
+Jorapokhar,2019-07-15,,40.08,8.75,8.94,,6.3,1.31,4.42,12.35,,,,85.0,Satisfactory
+Jorapokhar,2019-07-16,,40.2,8.64,9.14,,6.27,1.54,5.96,13.48,,,,101.0,Moderate
+Jorapokhar,2019-07-17,,45.76,8.34,9.42,,6.26,1.51,6.33,44.62,,,,107.0,Moderate
+Jorapokhar,2019-07-18,,42.62,8.76,9.46,,6.24,1.91,6.67,45.29,,,,110.0,Moderate
+Jorapokhar,2019-07-19,,34.86,8.49,9.41,,6.25,1.24,5.28,15.35,,,,87.0,Satisfactory
+Jorapokhar,2019-07-20,,36.28,8.65,9.34,,6.27,1.27,4.72,4.59,,,,92.0,Satisfactory
+Jorapokhar,2019-07-21,,28.58,8.53,8.97,,6.29,1.15,4.65,5.41,,,,80.0,Satisfactory
+Jorapokhar,2019-07-22,,30.11,8.58,9.12,,6.26,1.39,3.66,7.2,,,,89.0,Satisfactory
+Jorapokhar,2019-07-23,,26.67,8.62,9.19,,6.26,1.48,4.6,4.47,,,,98.0,Satisfactory
+Jorapokhar,2019-07-24,,29.38,8.58,9.64,,6.2,1.58,4.9,106.24,,,,111.0,Moderate
+Jorapokhar,2019-07-25,,37.58,8.52,9.44,,6.24,1.43,5.21,83.77,,,,134.0,Moderate
+Jorapokhar,2019-07-26,,29.45,8.71,9.43,,6.25,1.68,4.69,77.08,,,,126.0,Moderate
+Jorapokhar,2019-07-27,,24.18,8.85,9.4,,6.27,1.83,4.58,62.89,,,,136.0,Moderate
+Jorapokhar,2019-07-28,,,,,,,,,,,,,81.0,Satisfactory
+Jorapokhar,2019-07-29,,26.66,8.64,9.39,,6.24,1.26,4.34,67.67,,,,168.0,Moderate
+Jorapokhar,2019-07-30,,22.78,8.65,9.39,,6.25,1.39,5.05,16.15,,,,91.0,Satisfactory
+Jorapokhar,2019-07-31,,23.39,8.76,9.11,,6.34,1.14,4.13,3.47,,,,82.0,Satisfactory
+Jorapokhar,2019-08-01,,26.68,8.71,9.32,,6.33,1.39,3.88,3.84,,,,85.0,Satisfactory
+Jorapokhar,2019-08-02,,36.71,8.59,9.45,,6.25,1.45,5.54,4.96,,,,97.0,Satisfactory
+Jorapokhar,2019-08-03,,38.25,8.49,9.24,,6.29,1.61,4.9,5.46,,,,103.0,Moderate
+Jorapokhar,2019-08-04,,32.95,8.47,9.4,,6.22,1.4,4.37,6.13,,,,102.0,Moderate
+Jorapokhar,2019-08-05,,24.85,8.49,9.07,,6.28,1.52,4.91,11.98,,,,105.0,Moderate
+Jorapokhar,2019-08-06,,33.06,8.81,9.14,,6.3,2.28,4.73,3.44,,,,123.0,Moderate
+Jorapokhar,2019-08-07,,18.43,8.59,9.42,,6.21,1.35,4.75,3.16,,,,100.0,Satisfactory
+Jorapokhar,2019-08-08,,17.47,8.65,9.2,,6.28,1.52,4.93,2.94,,,,109.0,Moderate
+Jorapokhar,2019-08-09,,19.15,8.71,9.22,,6.32,1.91,4.76,3.51,,,,112.0,Moderate
+Jorapokhar,2019-08-10,,18.62,8.87,9.36,,6.27,2.74,5.74,5.13,,,,130.0,Moderate
+Jorapokhar,2019-08-11,,2.48,8.51,9.22,,6.3,1.78,7.38,6.84,,,,120.0,Moderate
+Jorapokhar,2019-08-12,,21.17,8.78,9.4,,6.23,1.95,6.68,5.28,,,,88.0,Satisfactory
+Jorapokhar,2019-08-13,,34.14,8.72,9.53,,6.25,1.54,5.12,8.38,,,,96.0,Satisfactory
+Jorapokhar,2019-08-14,,24.7,8.66,9.36,,6.22,1.64,4.49,4.91,,,,103.0,Moderate
+Jorapokhar,2019-08-15,,22.39,8.62,9.34,,6.23,1.24,4.44,4.52,,,,94.0,Satisfactory
+Jorapokhar,2019-08-16,,29.22,8.68,9.32,,6.27,1.84,7.29,5.35,,,,111.0,Moderate
+Jorapokhar,2019-08-17,,34.28,8.61,9.29,,6.29,1.66,4.53,26.93,,,,117.0,Moderate
+Jorapokhar,2019-08-18,,27.22,8.67,9.35,,6.26,2.12,4.63,8.8,,,,119.0,Moderate
+Jorapokhar,2019-08-19,14.18,28.89,8.78,9.33,,6.28,1.56,4.74,5.9,,,,108.0,Moderate
+Jorapokhar,2019-08-20,14.0,27.41,8.78,9.42,,6.26,1.95,4.97,8.1,,,,110.0,Moderate
+Jorapokhar,2019-08-21,18.63,35.77,8.64,9.52,,6.25,2.28,4.52,8.36,,,,116.0,Moderate
+Jorapokhar,2019-08-22,18.0,30.72,8.69,9.29,,6.29,1.91,3.62,12.6,,,,115.0,Moderate
+Jorapokhar,2019-08-23,11.4,29.06,8.73,9.47,,6.23,1.96,3.75,6.79,,,,115.0,Moderate
+Jorapokhar,2019-08-24,11.0,26.48,8.72,9.43,,6.22,2.06,3.67,15.89,,,,112.0,Moderate
+Jorapokhar,2019-08-25,11.0,22.42,8.67,9.34,,6.27,1.96,3.6,29.03,,,,155.0,Moderate
+Jorapokhar,2019-08-26,11.0,26.6,8.79,9.4,,6.24,1.8,3.57,5.64,,,,107.0,Moderate
+Jorapokhar,2019-08-27,11.0,30.25,8.67,9.24,,6.33,1.9,3.51,6.07,,,,112.0,Moderate
+Jorapokhar,2019-08-28,11.0,24.05,8.75,9.39,,6.31,1.88,3.58,7.63,,,,110.0,Moderate
+Jorapokhar,2019-08-29,11.0,34.5,8.79,9.39,,6.31,2.04,3.69,6.39,,,,113.0,Moderate
+Jorapokhar,2019-08-30,11.0,26.22,8.78,9.44,,6.25,1.72,3.3,5.96,,,,100.0,Satisfactory
+Jorapokhar,2019-08-31,11.0,34.68,8.66,9.5,,6.2,1.96,4.62,5.44,,,,111.0,Moderate
+Jorapokhar,2019-09-01,11.0,29.74,8.92,9.09,,6.32,2.28,3.76,8.17,,,,117.0,Moderate
+Jorapokhar,2019-09-02,11.0,37.34,8.82,9.41,,6.24,2.27,3.7,7.71,,,,122.0,Moderate
+Jorapokhar,2019-09-03,11.0,27.03,8.89,9.46,,6.27,1.99,3.63,4.56,,,,117.0,Moderate
+Jorapokhar,2019-09-04,11.0,25.63,8.88,9.42,,6.26,2.14,3.74,4.25,,,,111.0,Moderate
+Jorapokhar,2019-09-05,11.0,17.54,8.89,9.2,,6.33,1.81,3.62,8.16,,,,106.0,Moderate
+Jorapokhar,2019-09-06,11.0,22.39,8.8,9.28,,6.29,1.77,3.52,40.37,,,,110.0,Moderate
+Jorapokhar,2019-09-07,11.0,21.19,8.87,9.2,,6.3,1.65,3.47,5.26,,,,99.0,Satisfactory
+Jorapokhar,2019-09-08,11.0,20.58,8.86,9.48,,6.24,1.72,3.99,5.93,,,,103.0,Moderate
+Jorapokhar,2019-09-09,12.17,23.54,8.64,9.22,,6.28,1.06,3.47,5.45,,,,92.0,Satisfactory
+Jorapokhar,2019-09-10,15.0,27.46,8.67,9.24,,6.28,,3.43,5.25,,,,27.0,Good
+Jorapokhar,2019-09-11,15.0,28.62,8.59,9.21,,6.32,,3.37,45.7,,,,110.0,Moderate
+Jorapokhar,2019-09-12,15.0,36.2,8.97,9.33,,6.29,,3.26,87.88,,,,168.0,Moderate
+Jorapokhar,2019-09-13,15.0,28.54,8.75,9.29,,6.25,,3.41,5.76,,,,38.0,Good
+Jorapokhar,2019-09-14,15.0,28.1,8.92,9.25,,6.31,,3.6,4.83,,,,30.0,Good
+Jorapokhar,2019-09-15,15.0,31.77,8.87,9.19,,6.28,,3.46,7.92,,,,30.0,Good
+Jorapokhar,2019-09-16,15.0,69.54,8.7,9.25,,6.3,,3.55,12.52,,,,48.0,Good
+Jorapokhar,2019-09-17,16.56,24.57,8.87,9.2,,6.27,,3.74,22.41,,,,110.0,Moderate
+Jorapokhar,2019-09-18,45.2,42.67,9.04,9.4,,6.26,,3.57,4.36,,,,32.0,Good
+Jorapokhar,2019-09-19,50.98,44.17,9.07,9.17,,6.3,,3.59,3.68,,,,,
+Jorapokhar,2019-09-20,39.27,33.07,9.1,9.25,,6.3,,3.8,4.77,,,,,
+Jorapokhar,2019-09-21,57.3,51.6,8.74,9.14,,6.29,,4.06,5.82,,,,,
+Jorapokhar,2019-09-22,60.6,53.8,8.56,9.43,,6.2,,4.84,9.82,,,,,
+Jorapokhar,2019-09-23,53.91,70.73,8.96,9.47,,6.29,,5.8,5.91,,,,,
+Jorapokhar,2019-09-24,45.2,63.67,8.7,9.44,,6.26,,3.86,3.29,,,,83.0,Satisfactory
+Jorapokhar,2019-09-25,41.67,61.86,9.06,9.44,,6.25,,3.28,3.03,,,,74.0,Satisfactory
+Jorapokhar,2019-09-26,36.02,60.16,8.85,9.26,,6.28,,3.51,3.13,,,,64.0,Satisfactory
+Jorapokhar,2019-09-27,34.95,59.19,8.83,9.36,,6.27,,3.5,7.06,,,,60.0,Satisfactory
+Jorapokhar,2019-09-28,38.95,61.98,8.79,9.16,,6.28,,3.5,3.61,,,,62.0,Satisfactory
+Jorapokhar,2019-09-29,40.68,64.9,8.78,8.96,,6.3,,3.65,3.35,,,,66.0,Satisfactory
+Jorapokhar,2019-09-30,27.67,54.85,8.68,9.0,,6.29,,3.62,8.25,,,,59.0,Satisfactory
+Jorapokhar,2019-10-01,,,,,,,,,,,,,55.0,Satisfactory
+Jorapokhar,2019-10-02,,,,,,,,,,,,,,
+Jorapokhar,2019-10-03,38.01,65.62,8.76,9.11,,6.34,,4.59,54.49,,,,,
+Jorapokhar,2019-10-04,42.99,57.83,8.91,9.02,,6.34,,4.47,18.56,,,,70.0,Satisfactory
+Jorapokhar,2019-10-05,57.89,65.31,8.89,9.25,,6.28,,5.05,58.6,,,,95.0,Satisfactory
+Jorapokhar,2019-10-06,56.7,68.22,8.7,9.28,,6.27,,4.18,19.73,,,,102.0,Moderate
+Jorapokhar,2019-10-07,50.2,65.3,8.75,9.16,,6.29,,5.27,130.43,,,,212.0,Poor
+Jorapokhar,2019-10-08,41.38,62.51,8.64,9.0,,6.27,,4.73,64.11,,,,92.0,Satisfactory
+Jorapokhar,2019-10-09,41.9,61.22,8.9,9.27,,6.3,,5.61,,,,,67.0,Satisfactory
+Jorapokhar,2019-10-10,42.01,67.7,9.18,9.23,,6.31,,5.42,,,,,71.0,Satisfactory
+Jorapokhar,2019-10-11,52.04,73.54,9.14,9.38,,6.34,,5.48,50.65,,,,73.0,Satisfactory
+Jorapokhar,2019-10-12,59.98,65.74,8.84,9.19,,6.3,,5.61,41.85,,,,93.0,Satisfactory
+Jorapokhar,2019-10-13,44.37,68.79,8.86,9.22,,6.27,,5.42,38.53,,,,76.0,Satisfactory
+Jorapokhar,2019-10-14,63.43,65.79,8.92,9.3,,6.28,,8.11,45.78,,,,,
+Jorapokhar,2019-10-15,79.47,73.07,9.09,9.35,,6.31,,7.36,22.47,,,,,
+Jorapokhar,2019-10-16,73.9,59.7,8.98,9.36,,6.33,,9.02,20.84,,,,,
+Jorapokhar,2019-10-17,91.02,70.56,9.17,9.34,,6.29,,6.86,33.9,,,,,
+Jorapokhar,2019-10-18,50.11,69.3,8.57,9.38,,6.28,,6.32,21.78,,,,84.0,Satisfactory
+Jorapokhar,2019-10-19,63.06,96.55,8.94,9.6,,6.21,,6.42,128.86,,,,191.0,Moderate
+Jorapokhar,2019-10-20,43.39,99.26,8.76,9.32,,6.31,,5.7,75.22,,,,144.0,Moderate
+Jorapokhar,2019-10-21,38.41,93.33,8.73,9.12,,6.26,,4.59,47.6,,,,101.0,Moderate
+Jorapokhar,2019-10-22,51.9,97.1,9.05,9.28,,6.32,,6.01,49.86,,,,92.0,Satisfactory
+Jorapokhar,2019-10-23,66.99,107.17,8.94,9.47,,6.31,,6.65,43.48,,,,113.0,Moderate
+Jorapokhar,2019-10-24,33.44,97.26,8.86,9.14,,6.32,,4.63,52.47,,,,103.0,Moderate
+Jorapokhar,2019-10-25,28.03,93.26,8.62,9.33,,6.22,,5.04,33.36,,,,97.0,Satisfactory
+Jorapokhar,2019-10-26,24.21,91.49,8.86,9.12,,6.29,,4.51,17.29,,,,90.0,Satisfactory
+Jorapokhar,2019-10-27,48.94,102.92,9.1,9.2,,6.36,,6.24,18.68,,,,97.0,Satisfactory
+Jorapokhar,2019-10-28,54.86,92.45,8.94,9.36,,6.33,,6.76,21.78,,,,98.0,Satisfactory
+Jorapokhar,2019-10-29,60.84,111.14,8.89,9.11,,6.32,,4.92,43.44,,,,100.0,Satisfactory
+Jorapokhar,2019-10-30,54.31,95.27,8.7,8.97,,6.29,,4.52,93.49,,,,126.0,Moderate
+Jorapokhar,2019-10-31,69.65,103.78,8.63,9.13,,6.28,,4.86,51.53,,,,129.0,Moderate
+Jorapokhar,2019-11-01,69.63,101.4,8.69,8.85,,6.32,,4.94,26.34,,,,136.0,Moderate
+Jorapokhar,2019-11-02,64.19,97.62,8.69,8.9,,6.33,,5.2,25.54,,,,125.0,Moderate
+Jorapokhar,2019-11-03,84.44,113.21,8.79,9.05,,6.33,,4.67,26.13,,,,140.0,Moderate
+Jorapokhar,2019-11-04,81.96,116.47,8.77,9.02,,6.32,,4.43,44.71,,,,189.0,Moderate
+Jorapokhar,2019-11-05,78.73,111.58,8.72,8.94,,6.29,,4.92,35.58,,,,155.0,Moderate
+Jorapokhar,2019-11-06,73.1,107.97,8.81,9.2,,6.29,,5.36,46.57,,,,159.0,Moderate
+Jorapokhar,2019-11-07,87.87,122.77,9.0,9.72,,6.33,,6.3,96.66,,,,173.0,Moderate
+Jorapokhar,2019-11-08,82.13,115.11,8.81,9.66,,6.28,,6.06,94.89,,,,211.0,Poor
+Jorapokhar,2019-11-09,45.74,98.21,8.73,9.25,,6.29,,5.88,70.21,,,,117.0,Moderate
+Jorapokhar,2019-11-10,42.71,98.61,8.7,9.21,,6.3,,6.06,56.02,,,,97.0,Satisfactory
+Jorapokhar,2019-11-11,55.88,125.52,8.65,9.06,,6.31,,5.21,50.6,,,,104.0,Moderate
+Jorapokhar,2019-11-12,62.87,110.06,8.91,9.08,,6.33,,6.0,71.96,,,,118.0,Moderate
+Jorapokhar,2019-11-13,80.47,210.86,8.84,9.5,,6.25,,9.44,54.55,,,,134.0,Moderate
+Jorapokhar,2019-11-14,90.81,168.74,8.74,9.31,,6.33,,22.07,59.11,,,,216.0,Poor
+Jorapokhar,2019-11-15,82.54,167.98,8.86,9.25,,6.31,,,60.81,,,,170.0,Moderate
+Jorapokhar,2019-11-16,81.0,161.63,8.73,9.28,,6.29,,,62.66,,,,178.0,Moderate
+Jorapokhar,2019-11-17,74.97,164.01,8.93,9.34,,6.35,,,56.37,,,,156.0,Moderate
+Jorapokhar,2019-11-18,95.43,176.42,8.75,9.45,,6.29,,27.3,66.81,,,,210.0,Poor
+Jorapokhar,2019-11-19,82.1,154.23,8.59,9.41,,6.28,,23.01,59.43,,,,170.0,Moderate
+Jorapokhar,2019-11-20,100.62,183.67,9.09,9.72,,6.31,,30.17,54.08,,,,217.0,Poor
+Jorapokhar,2019-11-21,150.71,205.88,8.78,9.51,,6.27,,28.52,49.86,,,,251.0,Poor
+Jorapokhar,2019-11-22,,139.64,8.86,9.77,,6.32,,24.34,56.69,,,,,
+Jorapokhar,2019-11-23,,175.59,8.72,9.58,,6.32,,23.55,54.03,,,,,
+Jorapokhar,2019-11-24,126.72,223.58,9.07,9.73,,6.25,,25.73,56.39,,,,165.0,Moderate
+Jorapokhar,2019-11-25,141.93,230.44,8.96,9.81,,6.32,,29.1,65.72,,,,260.0,Poor
+Jorapokhar,2019-11-26,123.22,250.22,8.84,9.55,,6.33,,26.84,45.06,,,,311.0,Very Poor
+Jorapokhar,2019-11-27,136.04,276.18,8.64,9.56,,6.34,,32.44,58.68,,,,306.0,Very Poor
+Jorapokhar,2019-11-28,110.73,283.52,8.74,9.36,,6.3,,26.56,45.12,,,,305.0,Very Poor
+Jorapokhar,2019-11-29,101.64,207.3,8.49,9.42,,6.31,,26.13,58.13,,,,238.0,Poor
+Jorapokhar,2019-11-30,86.49,188.06,8.61,8.98,,6.32,,26.89,47.32,,,,221.0,Poor
+Jorapokhar,2019-12-01,75.02,154.86,8.57,9.06,,6.38,,21.81,53.43,,,,167.0,Moderate
+Jorapokhar,2019-12-02,78.88,160.28,8.62,9.25,,6.38,,24.66,47.08,,,,153.0,Moderate
+Jorapokhar,2019-12-03,88.18,179.12,8.57,9.37,,6.3,,22.66,27.11,,,,185.0,Moderate
+Jorapokhar,2019-12-04,91.95,185.9,8.66,9.45,,6.29,,27.46,61.97,,,,202.0,Poor
+Jorapokhar,2019-12-05,86.48,181.81,8.53,9.3,,6.37,,24.19,27.42,,,,187.0,Moderate
+Jorapokhar,2019-12-06,97.29,200.99,9.08,9.7,,6.35,,31.83,43.36,,,,209.0,Poor
+Jorapokhar,2019-12-07,97.86,249.96,9.31,9.52,,6.38,,25.48,21.29,,,,234.0,Poor
+Jorapokhar,2019-12-08,104.32,241.05,8.5,9.32,,6.34,,34.57,28.96,,,,235.0,Poor
+Jorapokhar,2019-12-09,91.18,211.02,8.58,9.5,,6.36,,37.91,65.31,,,,206.0,Poor
+Jorapokhar,2019-12-10,96.83,220.76,8.68,9.42,,6.39,,29.06,30.85,,,,229.0,Poor
+Jorapokhar,2019-12-11,105.64,233.43,8.59,9.53,,6.35,,31.05,74.7,,,,230.0,Poor
+Jorapokhar,2019-12-12,114.61,245.4,8.54,9.57,,6.35,,37.55,75.4,,,,280.0,Poor
+Jorapokhar,2019-12-13,140.04,256.39,8.57,9.66,,6.35,,36.83,58.09,,,,300.0,Poor
+Jorapokhar,2019-12-14,96.73,182.45,8.5,9.53,,6.34,,25.75,42.72,,,,274.0,Poor
+Jorapokhar,2019-12-15,79.29,169.59,8.6,8.89,,6.39,,29.42,48.0,,,,211.0,Poor
+Jorapokhar,2019-12-16,56.64,107.38,8.44,8.84,,6.43,,27.11,46.41,,,,120.0,Moderate
+Jorapokhar,2019-12-17,60.75,95.36,8.25,8.58,,6.36,,20.65,50.44,,,,106.0,Moderate
+Jorapokhar,2019-12-18,139.78,149.78,8.42,8.9,,6.39,,24.45,57.9,,,,98.0,Satisfactory
+Jorapokhar,2019-12-19,63.54,139.3,8.49,9.01,,6.36,,23.06,53.33,,,,196.0,Moderate
+Jorapokhar,2019-12-20,74.1,177.59,8.64,9.13,,6.45,,20.99,62.79,,,,136.0,Moderate
+Jorapokhar,2019-12-21,69.56,218.68,8.85,9.48,,6.42,,18.5,69.87,,,,168.0,Moderate
+Jorapokhar,2019-12-22,79.04,260.27,8.71,9.34,,6.37,,21.76,64.02,,,,194.0,Moderate
+Jorapokhar,2019-12-23,93.46,297.5,8.6,9.47,,6.38,,26.14,45.6,,,,235.0,Poor
+Jorapokhar,2019-12-24,84.61,264.4,8.51,9.48,,6.41,,29.38,33.35,,,,225.0,Poor
+Jorapokhar,2019-12-25,74.47,240.28,8.51,9.31,,6.43,,23.93,41.89,,,,216.0,Poor
+Jorapokhar,2019-12-26,92.56,211.8,8.49,9.35,,6.4,,25.96,49.12,,,,191.0,Moderate
+Jorapokhar,2019-12-27,79.43,178.65,10.53,9.49,,6.44,,23.2,48.02,,,,203.0,Poor
+Jorapokhar,2019-12-28,74.85,165.24,8.95,9.54,,6.33,,17.96,25.78,,,,158.0,Moderate
+Jorapokhar,2019-12-29,63.67,170.35,8.91,9.16,,6.42,,23.74,28.61,,,,151.0,Moderate
+Jorapokhar,2019-12-30,70.97,181.4,8.88,9.11,,6.44,,25.18,24.57,,,,143.0,Moderate
+Jorapokhar,2019-12-31,79.71,219.83,9.36,9.39,,6.46,,26.21,21.39,,,,166.0,Moderate
+Jorapokhar,2020-01-01,64.59,186.03,8.89,8.87,,6.42,,26.27,17.51,,,,178.0,Moderate
+Jorapokhar,2020-01-02,61.48,140.69,8.78,8.82,,6.51,,25.47,16.07,,,,137.0,Moderate
+Jorapokhar,2020-01-03,43.86,103.69,8.8,8.95,,6.41,,22.85,15.62,,,,117.0,Moderate
+Jorapokhar,2020-01-04,53.06,138.23,8.9,9.12,,6.45,,23.47,14.45,,,,109.0,Moderate
+Jorapokhar,2020-01-05,39.78,103.93,8.58,8.47,,6.51,,22.22,26.13,,,,118.0,Moderate
+Jorapokhar,2020-01-06,53.52,162.81,8.9,8.74,,6.49,,24.31,24.12,,,,116.0,Moderate
+Jorapokhar,2020-01-07,70.22,212.13,8.91,9.22,,6.48,,25.33,25.68,,,,162.0,Moderate
+Jorapokhar,2020-01-08,84.12,263.8,8.96,9.42,,6.47,,31.24,73.05,,,,204.0,Poor
+Jorapokhar,2020-01-09,66.1,179.78,8.8,8.87,,6.5,,29.7,156.05,,,,239.0,Poor
+Jorapokhar,2020-01-10,47.62,129.94,8.64,8.49,,6.49,,23.44,125.94,,,,210.0,Poor
+Jorapokhar,2020-01-11,53.03,121.55,8.73,8.7,,6.43,,23.93,74.73,,,,125.0,Moderate
+Jorapokhar,2020-01-12,50.35,127.13,9.04,8.81,,6.48,,24.73,82.18,,,,127.0,Moderate
+Jorapokhar,2020-01-13,69.44,175.52,8.69,9.11,,6.45,,22.31,62.32,,,,130.0,Moderate
+Jorapokhar,2020-01-14,80.32,237.74,8.86,9.32,,6.44,,34.26,59.64,,,,173.0,Moderate
+Jorapokhar,2020-01-15,72.55,288.08,8.95,9.42,,6.43,,42.93,54.33,,,,240.0,Poor
+Jorapokhar,2020-01-16,75.36,269.38,8.72,9.05,,6.45,,29.71,52.86,,,,242.0,Poor
+Jorapokhar,2020-01-17,62.11,206.68,8.75,8.79,,6.51,,29.66,49.2,,,,180.0,Moderate
+Jorapokhar,2020-01-18,59.65,182.83,8.88,8.86,,6.41,,25.91,66.2,,,,177.0,Moderate
+Jorapokhar,2020-01-19,49.58,140.68,8.54,8.41,,6.46,,22.48,79.13,,,,161.0,Moderate
+Jorapokhar,2020-01-20,46.85,110.04,8.66,8.41,,6.51,,24.4,68.7,,,,110.0,Moderate
+Jorapokhar,2020-01-21,63.67,179.88,8.95,8.96,,6.47,,35.73,43.67,,,,117.0,Moderate
+Jorapokhar,2020-01-22,80.76,254.13,8.7,9.1,,6.42,,36.87,52.15,,,,192.0,Moderate
+Jorapokhar,2020-01-23,75.46,199.88,8.27,7.96,,6.6,,27.27,52.42,,,,194.0,Moderate
+Jorapokhar,2020-01-24,49.17,135.63,7.84,6.81,,6.76,,21.47,47.12,,,,133.0,Moderate
+Jorapokhar,2020-01-25,57.58,152.25,7.98,6.76,,6.78,,26.06,50.31,,,,132.0,Moderate
+Jorapokhar,2020-01-26,48.99,156.13,7.47,6.23,,6.75,,22.42,57.7,,,,142.0,Moderate
+Jorapokhar,2020-01-27,53.16,141.78,7.52,6.29,,6.73,,22.93,57.83,,,,127.0,Moderate
+Jorapokhar,2020-01-28,75.91,319.28,7.77,6.65,,6.69,,41.88,52.56,,,,189.0,Moderate
+Jorapokhar,2020-01-29,77.89,215.07,7.69,6.2,,6.76,,28.56,42.15,,,,225.0,Poor
+Jorapokhar,2020-01-30,73.8,207.86,7.41,6.25,,6.75,,27.66,57.42,,,,183.0,Moderate
+Jorapokhar,2020-01-31,63.95,131.69,7.63,6.97,,6.56,,19.89,64.29,,,,162.0,Moderate
+Jorapokhar,2020-02-01,65.93,146.95,7.89,7.16,,6.63,,27.64,52.84,,,,139.0,Moderate
+Jorapokhar,2020-02-02,49.91,119.47,7.54,6.69,,6.71,,20.6,52.34,,,,122.0,Moderate
+Jorapokhar,2020-02-03,52.27,151.35,7.76,6.72,,6.76,,28.44,51.9,,,,117.0,Moderate
+Jorapokhar,2020-02-04,66.67,213.44,7.66,7.01,,6.63,,36.01,51.45,,,,161.0,Moderate
+Jorapokhar,2020-02-05,62.9,193.97,7.72,6.92,,6.7,,29.72,45.98,,,,174.0,Moderate
+Jorapokhar,2020-02-06,47.42,142.64,7.45,6.82,,6.72,,27.28,80.65,,,,148.0,Moderate
+Jorapokhar,2020-02-07,74.59,194.27,7.75,6.79,,6.71,,29.53,51.55,,,,141.0,Moderate
+Jorapokhar,2020-02-08,83.58,279.62,8.53,7.04,,6.39,,21.93,38.28,,,,171.0,Moderate
+Jorapokhar,2020-02-09,,,,,,,,,,,,,,
+Jorapokhar,2020-02-10,95.63,164.12,23.51,6.94,,10.1,,29.06,44.08,,,,,
+Jorapokhar,2020-02-11,87.29,148.76,23.56,11.48,,9.07,,24.3,34.08,,,,188.0,Moderate
+Jorapokhar,2020-02-12,82.96,151.91,24.29,11.93,,8.34,,22.22,38.16,,,,204.0,Poor
+Jorapokhar,2020-02-13,94.45,182.25,23.49,11.39,,8.68,,31.33,43.49,,,,155.0,Moderate
+Jorapokhar,2020-02-14,86.25,263.41,24.3,11.62,,8.91,,29.16,30.43,,,,235.0,Poor
+Jorapokhar,2020-02-15,55.96,132.82,22.06,11.27,,8.8,,27.29,37.98,,,,140.0,Moderate
+Jorapokhar,2020-02-16,56.39,136.42,23.69,8.8,,10.02,,29.53,39.74,,,,120.0,Moderate
+Jorapokhar,2020-02-17,77.24,170.36,24.89,11.34,,9.06,,25.85,36.58,,,,139.0,Moderate
+Jorapokhar,2020-02-18,85.23,178.91,22.62,9.83,,9.24,,30.97,53.2,,,,209.0,Poor
+Jorapokhar,2020-02-19,99.05,303.64,23.51,10.93,,8.66,,43.92,41.44,,,,230.0,Poor
+Jorapokhar,2020-02-20,117.17,292.12,24.13,11.44,,8.88,,41.98,126.98,,,,256.0,Poor
+Jorapokhar,2020-02-21,94.88,245.78,24.5,11.6,,9.34,,43.59,77.15,,,,269.0,Poor
+Jorapokhar,2020-02-22,101.24,202.98,24.5,11.19,,8.98,,31.13,59.73,,,,219.0,Poor
+Jorapokhar,2020-02-23,75.34,167.02,26.95,11.6,,8.74,,39.48,53.28,,,,184.0,Moderate
+Jorapokhar,2020-02-24,62.61,130.94,27.48,12.05,,8.37,,27.51,35.73,,,,144.0,Moderate
+Jorapokhar,2020-02-25,58.77,108.44,26.8,11.37,,9.33,,21.41,47.29,,,,116.0,Moderate
+Jorapokhar,2020-02-26,63.81,116.93,24.4,10.86,,9.63,,34.39,39.42,,,,103.0,Moderate
+Jorapokhar,2020-02-27,59.71,115.01,24.27,10.5,,9.06,,27.86,37.68,,,,124.0,Moderate
+Jorapokhar,2020-02-28,73.75,146.96,24.06,11.4,,9.22,,33.57,41.91,,,,121.0,Moderate
+Jorapokhar,2020-02-29,91.52,179.26,27.18,10.89,,8.99,,38.65,41.57,,,,180.0,Moderate
+Jorapokhar,2020-03-01,97.24,197.27,24.83,10.2,,9.39,,40.11,38.66,,,,220.0,Poor
+Jorapokhar,2020-03-02,96.88,185.34,25.65,10.71,,9.32,,37.23,36.73,,,,217.0,Poor
+Jorapokhar,2020-03-03,97.87,276.26,24.4,10.33,,9.08,,38.72,39.38,,,,243.0,Poor
+Jorapokhar,2020-03-04,54.15,101.22,25.81,10.21,,9.41,,27.15,36.18,,,,155.0,Moderate
+Jorapokhar,2020-03-05,38.98,93.97,24.23,10.47,,8.87,,32.29,24.88,,,,101.0,Moderate
+Jorapokhar,2020-03-06,52.5,,23.94,9.96,,9.32,,25.02,25.01,,,,84.0,Satisfactory
+Jorapokhar,2020-03-07,30.3,,23.22,10.06,,9.18,,25.93,22.13,,,,,
+Jorapokhar,2020-03-08,,,24.99,10.08,,9.36,,22.19,27.41,,,,,
+Jorapokhar,2020-03-09,,,24.36,10.99,,8.91,,30.05,35.74,,,,,
+Jorapokhar,2020-03-10,,,24.87,12.92,,8.73,,38.65,33.77,,,,,
+Jorapokhar,2020-03-11,,,25.7,10.88,,8.96,,36.06,25.22,,,,,
+Jorapokhar,2020-03-12,,,22.12,9.7,,9.32,,35.35,26.93,,,,,
+Jorapokhar,2020-03-13,,,25.14,11.31,,8.98,,35.88,33.49,,,,,
+Jorapokhar,2020-03-14,,,23.65,12.28,,9.12,,24.36,59.46,,,,,
+Jorapokhar,2020-03-15,,,27.46,11.81,,9.6,,32.76,23.66,,,,,
+Jorapokhar,2020-03-16,91.48,227.4,25.03,11.12,,8.74,2.29,32.09,38.87,,,,,
+Jorapokhar,2020-03-17,43.53,117.83,25.85,11.87,,8.68,2.2,31.3,83.65,,,,146.0,Moderate
+Jorapokhar,2020-03-18,29.31,75.54,23.42,10.38,,9.11,1.55,21.3,116.25,,,,176.0,Moderate
+Jorapokhar,2020-03-19,34.74,89.55,25.22,11.78,,9.51,2.04,31.52,109.15,,,,164.0,Moderate
+Jorapokhar,2020-03-20,56.29,78.79,23.73,10.17,,8.51,2.71,36.29,84.25,,,,143.0,Moderate
+Jorapokhar,2020-03-21,95.19,106.75,23.6,9.16,,9.08,3.21,41.96,49.0,,,,184.0,Moderate
+Jorapokhar,2020-03-22,84.8,87.15,27.34,11.47,,8.71,2.81,42.47,59.7,,,,,
+Jorapokhar,2020-03-23,82.65,90.97,24.86,10.06,,9.03,2.5,38.39,65.57,,,,,
+Jorapokhar,2020-03-24,90.55,93.0,23.06,10.5,,8.7,2.18,30.69,50.14,,,,,
+Jorapokhar,2020-03-25,66.1,86.3,22.87,11.22,,9.04,2.13,30.4,53.59,,,,,
+Jorapokhar,2020-03-26,35.51,61.28,23.61,11.06,,9.33,1.61,23.88,87.5,,,,,
+Jorapokhar,2020-03-27,52.07,72.67,23.83,10.31,,9.23,1.46,28.67,74.43,,,,,
+Jorapokhar,2020-03-28,53.1,72.58,23.77,10.07,,8.99,1.21,22.68,52.83,,,,,
+Jorapokhar,2020-03-29,44.57,53.28,22.3,9.81,,9.37,0.93,19.53,63.34,,,,,
+Jorapokhar,2020-03-30,45.82,61.31,22.89,9.1,,9.26,1.23,22.57,42.59,,,,,
+Jorapokhar,2020-03-31,57.22,79.48,25.96,11.33,,8.85,2.19,34.4,37.94,,,,125.0,Moderate
+Jorapokhar,2020-04-01,70.65,99.85,25.31,10.4,,9.26,2.55,43.45,38.22,,,,135.0,Moderate
+Jorapokhar,2020-04-02,81.31,110.3,25.03,11.45,,9.22,2.82,45.65,60.21,,,,193.0,Moderate
+Jorapokhar,2020-04-03,54.69,99.09,24.48,11.05,,9.23,1.77,26.44,47.47,,,,123.0,Moderate
+Jorapokhar,2020-04-04,71.96,119.98,24.47,10.37,,9.29,2.58,41.63,94.05,,,,148.0,Moderate
+Jorapokhar,2020-04-05,55.22,105.92,24.08,11.64,,8.79,2.6,43.76,93.32,,,,175.0,Moderate
+Jorapokhar,2020-04-06,60.45,92.36,24.09,11.44,,9.15,1.83,25.33,47.29,,,,115.0,Moderate
+Jorapokhar,2020-04-07,79.89,119.5,24.14,10.92,,9.03,2.51,40.62,37.51,,,,144.0,Moderate
+Jorapokhar,2020-04-08,57.34,113.38,26.91,11.01,,8.82,1.46,28.34,48.77,,,,133.0,Moderate
+Jorapokhar,2020-04-09,44.65,92.0,26.39,11.28,,8.85,1.58,27.59,41.2,,,,105.0,Moderate
+Jorapokhar,2020-04-10,77.66,127.19,24.05,10.87,,8.98,2.17,43.13,42.21,,,,124.0,Moderate
+Jorapokhar,2020-04-11,71.54,125.82,25.82,11.36,,8.9,2.11,35.49,51.66,,,,166.0,Moderate
+Jorapokhar,2020-04-12,59.27,122.07,23.97,11.72,,9.23,1.88,39.72,67.58,,,,124.0,Moderate
+Jorapokhar,2020-04-13,52.56,124.78,25.24,11.74,,8.7,2.14,36.92,52.75,,,,119.0,Moderate
+Jorapokhar,2020-04-14,50.88,124.47,23.21,12.02,,9.06,2.16,40.52,38.96,,,,118.0,Moderate
+Jorapokhar,2020-04-15,46.85,118.68,23.73,11.38,,9.09,1.75,30.5,28.91,,,,113.0,Moderate
+Jorapokhar,2020-04-16,27.64,107.72,24.63,11.39,,8.49,1.54,27.58,64.06,,,,124.0,Moderate
+Jorapokhar,2020-04-17,40.6,118.49,24.61,10.88,,8.9,2.0,32.84,74.26,,,,157.0,Moderate
+Jorapokhar,2020-04-18,43.36,128.92,27.12,11.27,,9.63,2.0,34.6,,,,,117.0,Moderate
+Jorapokhar,2020-04-19,28.27,106.17,,,,,1.52,27.94,,,,,110.0,Moderate
+Jorapokhar,2020-04-20,24.83,109.11,26.32,10.58,,9.13,1.56,30.78,,,,,106.0,Moderate
+Jorapokhar,2020-04-21,19.18,85.11,23.91,11.56,,8.99,1.8,28.86,,,,,103.0,Moderate
+Jorapokhar,2020-04-22,14.36,94.42,24.84,11.26,,9.19,1.63,23.62,,,,,92.0,Satisfactory
+Jorapokhar,2020-04-23,28.23,110.15,25.02,12.12,,9.11,2.28,33.81,20.06,,,,120.0,Moderate
+Jorapokhar,2020-04-24,16.54,92.89,25.66,11.98,,8.82,1.21,27.12,34.41,,,,101.0,Moderate
+Jorapokhar,2020-04-25,13.14,87.6,24.89,11.62,,8.73,1.27,30.24,27.14,,,,95.0,Satisfactory
+Jorapokhar,2020-04-26,20.29,94.54,24.63,10.96,,9.33,1.27,28.94,24.34,,,,100.0,Satisfactory
+Jorapokhar,2020-04-27,20.39,95.32,24.73,10.38,,9.55,0.98,25.71,27.77,,,,94.0,Satisfactory
+Jorapokhar,2020-04-28,11.75,88.68,24.68,11.8,,8.99,0.88,23.4,25.26,,,,92.0,Satisfactory
+Jorapokhar,2020-04-29,18.84,98.46,25.19,10.59,,9.11,0.87,28.11,27.76,,,,92.0,Satisfactory
+Jorapokhar,2020-04-30,40.24,113.36,25.97,10.16,,9.03,0.96,35.18,29.0,,,,104.0,Moderate
+Jorapokhar,2020-05-01,38.03,99.9,24.48,10.11,,9.19,0.77,24.16,33.27,,,,107.0,Moderate
+Jorapokhar,2020-05-02,27.08,87.66,24.98,10.59,,9.21,0.87,21.94,37.92,,,,98.0,Satisfactory
+Jorapokhar,2020-05-03,32.4,98.09,25.0,10.88,,9.35,1.27,23.11,50.53,,,,102.0,Moderate
+Jorapokhar,2020-05-04,34.5,119.93,24.73,9.92,,9.57,1.28,26.23,55.16,,,,112.0,Moderate
+Jorapokhar,2020-05-05,27.08,139.89,23.86,10.12,,9.41,1.45,25.22,87.88,,,,172.0,Moderate
+Jorapokhar,2020-05-06,10.04,122.4,25.13,10.25,,8.91,1.48,25.86,37.08,,,,121.0,Moderate
+Jorapokhar,2020-05-07,18.7,128.72,24.47,10.27,,9.1,1.43,24.44,40.96,,,,121.0,Moderate
+Jorapokhar,2020-05-08,31.7,104.75,23.68,9.84,,9.21,1.28,28.43,34.78,,,,123.0,Moderate
+Jorapokhar,2020-05-09,63.25,100.36,23.61,9.95,,9.18,1.41,32.52,46.48,,,,116.0,Moderate
+Jorapokhar,2020-05-10,49.33,97.73,23.96,10.68,,8.81,1.2,28.17,127.98,,,,220.0,Poor
+Jorapokhar,2020-05-11,37.77,80.81,25.05,10.38,,9.24,1.28,22.12,76.08,,,,140.0,Moderate
+Jorapokhar,2020-05-12,60.69,86.13,24.77,11.99,,8.84,1.28,25.64,54.6,,,,127.0,Moderate
+Jorapokhar,2020-05-13,53.4,76.77,24.36,11.54,,8.95,1.11,24.09,66.84,,,,110.0,Moderate
+Jorapokhar,2020-05-14,58.71,83.05,25.94,11.48,,9.18,1.23,31.15,48.54,,,,117.0,Moderate
+Jorapokhar,2020-05-15,61.12,84.04,24.37,10.41,,9.24,1.08,29.95,36.11,,,,98.0,Satisfactory
+Jorapokhar,2020-05-16,74.26,127.28,22.54,10.15,,9.11,0.97,23.69,38.76,,,,149.0,Moderate
+Jorapokhar,2020-05-17,76.23,159.13,23.46,10.29,,8.83,0.88,23.23,41.24,,,,136.0,Moderate
+Jorapokhar,2020-05-18,85.15,169.86,25.06,9.91,,8.68,0.95,25.56,35.69,,,,187.0,Moderate
+Jorapokhar,2020-05-19,45.71,160.03,24.02,10.9,,8.97,0.71,25.18,17.74,,,,146.0,Moderate
+Jorapokhar,2020-05-20,45.54,150.51,23.52,10.76,,8.72,0.83,24.54,26.53,,,,138.0,Moderate
+Jorapokhar,2020-05-21,16.54,138.61,24.29,10.18,,9.55,0.75,17.35,26.98,,,,128.0,Moderate
+Jorapokhar,2020-05-22,36.21,150.29,24.03,10.26,,9.22,0.84,21.83,27.27,,,,129.0,Moderate
+Jorapokhar,2020-05-23,70.46,162.18,25.13,10.68,,9.1,0.75,20.54,28.15,,,,139.0,Moderate
+Jorapokhar,2020-05-24,68.23,161.21,22.27,10.2,,9.18,0.72,20.63,29.05,,,,142.0,Moderate
+Jorapokhar,2020-05-25,53.62,164.75,24.06,11.26,,9.19,0.62,22.1,26.12,,,,144.0,Moderate
+Jorapokhar,2020-05-26,55.68,161.9,23.18,10.84,,8.83,0.66,23.3,33.28,,,,141.0,Moderate
+Jorapokhar,2020-05-27,56.15,168.65,23.53,10.1,,9.31,0.75,21.49,61.05,,,,144.0,Moderate
+Jorapokhar,2020-05-28,48.21,155.98,24.97,10.14,,9.36,0.96,22.53,28.13,,,,142.0,Moderate
+Jorapokhar,2020-05-29,43.84,153.2,24.44,9.97,,9.31,0.71,23.33,61.56,,,,170.0,Moderate
+Jorapokhar,2020-05-30,46.69,161.84,24.88,10.1,,9.28,0.72,23.39,24.54,,,,145.0,Moderate
+Jorapokhar,2020-05-31,32.79,152.68,24.14,10.44,,8.84,0.61,23.27,34.43,,,,139.0,Moderate
+Jorapokhar,2020-06-01,30.4,152.57,24.85,11.01,,8.99,0.49,21.81,44.51,,,,145.0,Moderate
+Jorapokhar,2020-06-02,23.9,155.42,25.4,11.24,,9.11,0.53,23.8,142.2,,,,236.0,Poor
+Jorapokhar,2020-06-03,,155.23,23.55,12.11,,8.87,0.47,24.1,72.29,,,,168.0,Moderate
+Jorapokhar,2020-06-04,,163.98,24.24,11.56,,9.15,0.47,30.31,29.56,,,,141.0,Moderate
+Jorapokhar,2020-06-05,,150.2,25.28,10.49,,8.96,0.37,18.6,29.4,,,,138.0,Moderate
+Jorapokhar,2020-06-06,,152.03,25.24,11.15,,9.03,0.38,23.3,34.49,,,,132.0,Moderate
+Jorapokhar,2020-06-07,,173.57,24.53,10.99,,8.57,0.47,37.25,31.95,,,,146.0,Moderate
+Jorapokhar,2020-06-08,,165.25,25.15,10.01,,9.36,0.5,27.6,33.81,,,,142.0,Moderate
+Jorapokhar,2020-06-09,,170.46,23.7,10.58,,8.88,0.45,30.13,32.89,,,,148.0,Moderate
+Jorapokhar,2020-06-10,,159.89,24.55,11.19,,8.91,0.33,20.57,27.03,,,,143.0,Moderate
+Jorapokhar,2020-06-11,,161.62,26.34,10.21,,9.3,1.55,24.02,19.01,,,,140.0,Moderate
+Jorapokhar,2020-06-12,,109.67,23.54,9.67,,9.16,1.83,22.13,17.76,,,,129.0,Moderate
+Jorapokhar,2020-06-13,,71.5,25.22,10.28,,8.71,1.89,14.81,15.4,,,,105.0,Moderate
+Jorapokhar,2020-06-14,,75.38,24.09,10.54,,9.33,1.78,14.09,15.44,,,,106.0,Moderate
+Jorapokhar,2020-06-15,,70.02,24.79,10.06,,9.51,1.57,14.94,15.91,,,,107.0,Moderate
+Jorapokhar,2020-06-16,,71.22,24.3,11.72,,8.52,1.45,16.65,16.96,,,,99.0,Satisfactory
+Jorapokhar,2020-06-17,,69.94,25.21,10.31,,9.19,1.5,16.16,20.05,,,,99.0,Satisfactory
+Jorapokhar,2020-06-18,,66.66,23.27,10.58,,8.96,1.39,18.19,24.53,,,,94.0,Satisfactory
+Jorapokhar,2020-06-19,,73.82,23.73,10.78,,9.69,1.41,17.7,29.79,,,,98.0,Satisfactory
+Jorapokhar,2020-06-20,,85.09,23.66,11.26,,9.25,2.03,20.16,20.86,,,,110.0,Moderate
+Jorapokhar,2020-06-21,,75.89,25.69,10.05,,9.12,2.28,20.27,17.26,,,,114.0,Moderate
+Jorapokhar,2020-06-22,,75.71,26.27,11.46,,9.45,2.13,19.66,61.83,,,,120.0,Moderate
+Jorapokhar,2020-06-23,,74.86,26.15,11.18,,9.03,1.91,15.97,83.05,,,,180.0,Moderate
+Jorapokhar,2020-06-24,,69.49,23.07,11.97,,8.77,1.68,15.44,24.42,,,,103.0,Moderate
+Jorapokhar,2020-06-25,,75.64,23.21,9.35,,9.41,1.99,19.85,25.86,,,,110.0,Moderate
+Jorapokhar,2020-06-26,,69.49,24.39,10.17,,9.22,2.14,19.47,111.93,,,,242.0,Poor
+Jorapokhar,2020-06-27,,73.41,23.88,11.32,,8.77,1.73,25.84,87.92,,,,203.0,Poor
+Jorapokhar,2020-06-28,,74.52,25.44,10.63,,8.74,1.87,23.11,69.95,,,,156.0,Moderate
+Jorapokhar,2020-06-29,,75.22,24.73,11.96,,8.68,1.65,24.05,57.76,,,,135.0,Moderate
+Jorapokhar,2020-06-30,,80.51,25.1,10.8,,9.13,1.68,28.08,30.12,,,,107.0,Moderate
+Jorapokhar,2020-07-01,,102.38,20.9,14.11,,7.38,1.67,10.57,18.23,,,,86.0,Satisfactory
+Kochi,2020-01-22,46.54,113.87,21.86,84.84,99.99,27.89,1.25,7.01,19.69,,0.0,,,
+Kochi,2020-01-23,62.48,110.34,22.08,55.67,73.57,25.35,1.33,6.48,9.54,,0.0,,110.0,Moderate
+Kochi,2020-01-24,62.87,114.86,37.44,60.49,97.8,25.6,1.44,6.91,9.06,,0.0,,111.0,Moderate
+Kochi,2020-01-25,61.76,113.7,92.78,67.73,160.51,22.11,1.34,6.68,11.29,,0.0,,144.0,Moderate
+Kochi,2020-01-26,66.76,113.24,106.79,58.69,165.49,20.7,1.36,6.75,11.43,,0.05,,197.0,Moderate
+Kochi,2020-01-27,67.99,114.06,100.13,57.16,157.29,19.87,1.31,6.21,10.63,,0.0,,179.0,Moderate
+Kochi,2020-01-28,68.04,119.42,85.93,56.04,141.97,20.26,1.38,6.06,9.78,,0.05,,167.0,Moderate
+Kochi,2020-01-29,71.79,119.6,73.72,59.63,133.35,21.6,1.4,4.93,14.14,,0.0,,159.0,Moderate
+Kochi,2020-01-30,52.43,99.98,92.06,54.21,146.26,19.78,1.36,9.03,11.96,,0.0,,153.0,Moderate
+Kochi,2020-01-31,46.71,109.08,106.14,53.77,159.91,19.59,1.32,20.29,14.61,,0.0,,185.0,Moderate
+Kochi,2020-02-01,43.87,95.77,46.26,63.37,108.53,22.65,1.13,20.31,15.89,,0.0,,151.0,Moderate
+Kochi,2020-02-02,43.18,83.08,16.12,53.51,64.08,22.68,0.96,21.4,15.05,,0.0,,104.0,Moderate
+Kochi,2020-02-03,53.08,97.71,31.15,43.92,77.16,13.66,1.08,20.68,14.28,,0.0,,91.0,Satisfactory
+Kochi,2020-02-04,61.09,107.42,33.28,26.5,74.86,2.34,1.33,20.68,15.24,,0.0,,106.0,Moderate
+Kochi,2020-02-05,63.96,108.51,42.85,19.25,59.33,7.67,1.36,13.97,8.47,,0.01,,108.0,Moderate
+Kochi,2020-02-06,45.35,96.72,84.08,33.31,76.55,10.04,1.2,13.44,8.84,,0.0,,95.0,Satisfactory
+Kochi,2020-02-07,53.29,108.96,84.56,14.51,74.31,2.91,1.24,20.96,4.8,,0.0,,104.0,Moderate
+Kochi,2020-02-08,49.9,140.63,75.65,14.2,66.72,2.72,1.18,20.81,8.81,,0.0,,118.0,Moderate
+Kochi,2020-02-09,43.48,111.94,62.61,11.28,55.44,2.51,1.04,21.71,12.56,,0.0,,119.0,Moderate
+Kochi,2020-02-10,46.11,123.94,66.59,18.02,60.21,2.82,1.07,19.31,11.61,,0.0,,109.0,Moderate
+Kochi,2020-02-11,46.9,122.94,64.46,17.39,56.66,2.64,1.13,23.75,12.32,,0.0,,114.0,Moderate
+Kochi,2020-02-12,56.29,136.05,68.0,18.4,63.96,2.94,1.28,23.29,12.4,,0.0,,127.0,Moderate
+Kochi,2020-02-13,60.32,136.7,61.07,20.46,57.2,2.23,1.3,21.96,12.78,,0.0,,122.0,Moderate
+Kochi,2020-02-14,59.82,140.51,56.48,17.74,50.77,1.52,1.31,20.98,9.54,,0.0,,123.0,Moderate
+Kochi,2020-02-15,64.43,140.64,67.0,10.62,56.76,2.11,1.36,20.63,3.79,,0.0,,130.0,Moderate
+Kochi,2020-02-16,51.19,115.31,68.55,6.08,53.11,2.8,1.15,20.7,2.56,,0.0,,117.0,Moderate
+Kochi,2020-02-17,62.65,134.46,63.33,37.0,61.56,3.37,1.31,20.91,10.61,,0.0,,115.0,Moderate
+Kochi,2020-02-18,67.72,131.39,50.98,26.49,50.72,2.26,1.44,21.77,15.38,,0.0,,129.0,Moderate
+Kochi,2020-02-19,143.85,201.76,48.81,26.94,52.08,2.88,1.57,23.25,15.5,,0.0,,277.0,Poor
+Kochi,2020-02-20,66.64,120.58,48.52,22.23,47.8,1.39,1.44,22.34,16.68,,0.0,,191.0,Moderate
+Kochi,2020-02-21,69.07,121.04,48.28,19.33,48.61,1.34,1.48,21.13,14.07,,0.0,,135.0,Moderate
+Kochi,2020-02-22,49.41,99.69,57.02,22.44,56.52,3.96,1.44,20.98,13.13,,0.0,,108.0,Moderate
+Kochi,2020-02-23,48.39,85.13,43.2,18.53,39.28,2.01,1.26,21.0,14.62,,0.0,,90.0,Satisfactory
+Kochi,2020-02-24,58.24,109.65,32.9,22.26,34.51,2.43,1.46,21.84,13.98,,0.0,,96.0,Satisfactory
+Kochi,2020-02-25,50.07,95.35,27.17,16.15,25.03,2.26,1.48,22.41,12.16,,0.0,,101.0,Moderate
+Kochi,2020-02-26,71.43,113.52,33.65,14.08,26.33,2.6,1.51,22.03,8.88,,0.0,,113.0,Moderate
+Kochi,2020-02-27,56.51,100.73,82.41,13.47,68.71,3.49,1.41,21.85,5.65,,0.0,,110.0,Moderate
+Kochi,2020-02-28,54.02,97.41,84.9,14.11,70.87,3.57,1.54,21.01,4.43,,0.0,,102.0,Moderate
+Kochi,2020-02-29,47.0,158.39,50.47,13.83,43.96,1.8,1.43,20.17,9.3,,0.0,,106.0,Moderate
+Kochi,2020-03-01,47.81,128.53,42.32,8.2,34.22,2.29,1.34,14.79,8.79,,0.0,,136.0,Moderate
+Kochi,2020-03-02,41.58,102.17,66.61,5.81,50.79,2.74,1.32,17.99,2.67,,0.0,,110.0,Moderate
+Kochi,2020-03-03,38.21,97.42,98.1,0.61,74.98,2.69,1.42,17.33,1.58,,0.0,,98.0,Satisfactory
+Kochi,2020-03-04,35.82,93.48,99.63,0.4,76.03,2.33,1.43,17.78,1.51,,0.0,,97.0,Satisfactory
+Kochi,2020-03-05,52.44,101.4,97.54,1.58,73.23,1.17,1.46,20.05,1.49,,0.0,,107.0,Moderate
+Kochi,2020-03-06,35.12,256.55,119.85,10.37,98.63,6.97,1.48,19.47,1.42,,0.0,,,
+Kochi,2020-03-07,33.79,209.44,133.17,6.13,107.15,9.9,1.39,17.99,1.34,,0.0,,162.0,Moderate
+Kochi,2020-03-08,35.83,179.02,131.2,1.43,102.77,8.4,1.22,19.37,1.41,,0.0,,172.0,Moderate
+Kochi,2020-03-09,30.75,116.84,132.22,1.24,102.91,5.73,1.22,20.07,1.48,,0.0,,138.0,Moderate
+Kochi,2020-03-10,42.87,129.32,131.64,2.42,103.62,5.26,1.34,20.52,1.5,,0.0,,125.0,Moderate
+Kochi,2020-03-11,31.4,130.88,129.06,3.36,101.72,6.14,1.29,20.56,1.35,,0.0,,123.0,Moderate
+Kochi,2020-03-12,23.38,82.01,135.28,0.12,105.21,4.03,1.2,20.51,1.56,,0.0,,122.0,Moderate
+Kochi,2020-03-13,33.99,107.54,125.72,1.39,97.96,4.47,1.24,20.57,1.55,,0.0,,122.0,Moderate
+Kochi,2020-03-14,38.1,119.02,118.96,3.59,93.08,6.05,1.29,20.93,1.6,,0.0,,118.0,Moderate
+Kochi,2020-03-15,45.83,108.39,116.97,1.04,90.68,6.13,1.27,21.08,1.44,,0.0,,113.0,Moderate
+Kochi,2020-03-16,45.59,160.29,126.36,4.42,99.62,6.24,1.25,20.71,1.43,,0.0,,117.0,Moderate
+Kochi,2020-03-17,57.2,158.21,131.78,4.78,104.08,6.34,1.39,21.21,1.45,,0.0,,138.0,Moderate
+Kochi,2020-03-18,64.91,137.54,119.94,13.87,97.25,12.01,1.47,21.3,2.54,,0.0,,137.0,Moderate
+Kochi,2020-03-19,51.74,117.31,121.2,3.29,96.08,10.24,1.45,21.88,1.95,,0.0,,122.0,Moderate
+Kochi,2020-03-20,37.73,91.65,119.19,3.49,95.9,7.84,1.33,21.71,3.41,,0.0,,113.0,Moderate
+Kochi,2020-03-21,44.52,90.44,119.23,0.64,92.14,5.81,1.3,22.03,1.95,,0.0,,116.0,Moderate
+Kochi,2020-03-22,18.12,41.62,99.32,2.16,74.56,4.63,1.02,21.12,4.88,,0.0,,102.0,Moderate
+Kochi,2020-03-23,29.44,76.06,116.9,0.01,88.9,5.55,1.05,21.6,1.66,,0.0,,100.0,Satisfactory
+Kochi,2020-03-24,28.84,48.51,198.01,17.62,159.26,9.8,1.07,17.0,3.05,,0.0,,122.0,Moderate
+Kochi,2020-03-25,21.07,31.87,270.09,6.36,218.54,7.0,0.8,23.47,1.42,,0.0,,252.0,Poor
+Kochi,2020-03-26,21.94,40.93,156.87,,121.72,2.41,0.84,24.87,1.27,,0.0,,178.0,Moderate
+Kochi,2020-03-27,34.79,52.8,137.88,,105.64,1.44,0.95,24.61,1.35,,0.0,,130.0,Moderate
+Kochi,2020-03-28,38.79,55.58,131.12,,99.4,1.42,0.9,24.79,1.36,,0.0,,121.0,Moderate
+Kochi,2020-03-29,19.53,34.28,139.12,,105.8,1.56,0.71,24.99,1.31,,0.0,,122.0,Moderate
+Kochi,2020-03-30,27.73,41.28,145.4,,111.28,1.6,0.75,25.01,1.39,,0.0,,129.0,Moderate
+Kochi,2020-03-31,22.34,42.23,149.32,,114.79,1.33,0.78,24.68,1.39,,0.0,,133.0,Moderate
+Kochi,2020-04-01,30.75,52.03,128.53,1.09,99.34,1.99,0.82,23.0,1.35,,0.0,,132.0,Moderate
+Kochi,2020-04-02,34.89,53.13,67.11,1.31,54.28,2.91,0.85,16.86,1.32,,0.0,,87.0,Satisfactory
+Kochi,2020-04-03,24.16,46.07,65.96,1.52,53.5,1.57,0.85,17.02,1.42,,0.0,,68.0,Satisfactory
+Kochi,2020-04-04,24.83,39.45,63.69,0.89,51.22,2.4,0.84,16.48,1.29,,0.0,,65.0,Satisfactory
+Kochi,2020-04-05,18.62,29.48,66.07,1.04,53.27,2.71,0.82,16.53,1.29,,0.01,,65.0,Satisfactory
+Kochi,2020-04-06,10.46,21.13,75.43,2.15,61.73,3.74,0.85,16.61,1.36,,0.0,,73.0,Satisfactory
+Kochi,2020-04-07,14.02,23.28,77.87,2.41,63.9,3.44,0.88,16.77,1.29,,0.0,,78.0,Satisfactory
+Kochi,2020-04-08,22.53,40.42,76.41,2.13,62.54,2.82,0.95,16.6,1.31,,0.0,,79.0,Satisfactory
+Kochi,2020-04-09,15.99,40.0,74.32,1.94,60.71,3.26,0.89,16.83,1.32,,0.0,,78.0,Satisfactory
+Kochi,2020-04-10,13.58,28.51,76.32,2.79,62.8,3.64,0.87,16.78,1.35,,0.0,,77.0,Satisfactory
+Kochi,2020-04-11,15.42,27.99,78.05,3.66,64.67,3.7,0.88,16.71,1.28,,0.0,,80.0,Satisfactory
+Kochi,2020-04-12,16.76,30.75,80.06,3.26,66.15,3.33,0.91,16.58,1.23,,0.0,,82.0,Satisfactory
+Kochi,2020-04-13,29.88,47.4,82.83,3.46,68.56,3.01,0.95,16.55,1.28,,0.0,,85.0,Satisfactory
+Kochi,2020-04-14,27.88,46.91,84.66,3.74,70.22,3.05,0.98,16.86,1.27,,0.0,,87.0,Satisfactory
+Kochi,2020-04-15,17.69,32.39,86.73,4.34,72.24,3.31,0.92,16.74,1.27,,0.0,,88.0,Satisfactory
+Kochi,2020-04-16,19.24,32.7,93.15,5.26,78.06,4.36,0.98,16.45,1.37,,0.0,,95.0,Satisfactory
+Kochi,2020-04-17,20.29,31.14,91.69,4.44,76.43,3.61,0.98,17.05,1.35,,0.0,,97.0,Satisfactory
+Kochi,2020-04-18,17.57,29.26,90.25,3.63,74.82,2.58,0.94,16.96,1.28,,0.0,,94.0,Satisfactory
+Kochi,2020-04-19,25.49,39.15,91.17,4.16,75.85,2.47,0.98,16.86,1.35,,0.0,,94.0,Satisfactory
+Kochi,2020-04-20,18.74,32.49,91.13,4.57,76.03,3.18,0.99,16.9,1.32,,0.0,,95.0,Satisfactory
+Kochi,2020-04-21,13.76,25.64,79.03,8.93,70.82,7.34,1.02,13.07,1.3,,0.0,,91.0,Satisfactory
+Kochi,2020-04-22,11.74,22.91,50.19,11.56,52.1,8.68,0.99,15.47,1.31,,0.0,,78.0,Satisfactory
+Kochi,2020-04-23,15.58,25.83,35.74,6.25,36.59,4.58,1.05,16.45,1.26,,0.0,,57.0,Satisfactory
+Kochi,2020-04-24,13.05,27.63,31.15,4.59,31.67,3.31,1.05,17.13,1.27,,0.0,,55.0,Satisfactory
+Kochi,2020-04-25,18.36,40.0,32.54,5.34,33.21,3.18,1.05,16.75,1.26,,0.0,,55.0,Satisfactory
+Kochi,2020-04-26,27.82,48.1,37.41,6.52,38.32,6.07,1.08,16.44,1.25,,0.0,,57.0,Satisfactory
+Kochi,2020-04-27,17.1,31.3,38.94,7.58,40.06,5.62,1.07,16.74,1.3,,0.0,,57.0,Satisfactory
+Kochi,2020-04-28,16.06,33.47,36.92,6.64,37.85,5.45,1.04,16.71,1.26,,0.0,,55.0,Satisfactory
+Kochi,2020-04-29,12.18,24.74,37.57,7.14,38.6,5.3,0.99,16.62,1.23,,0.0,,51.0,Satisfactory
+Kochi,2020-04-30,25.37,43.48,36.08,6.74,37.03,5.35,1.1,16.47,1.01,,0.0,,56.0,Satisfactory
+Kochi,2020-05-01,15.63,36.21,37.02,6.42,37.91,5.35,1.05,16.7,0.48,,0.0,,54.0,Satisfactory
+Kochi,2020-05-02,17.28,35.46,36.19,6.35,37.06,4.86,1.05,16.76,1.32,,0.0,,54.0,Satisfactory
+Kochi,2020-05-03,25.3,39.08,37.01,6.48,37.91,5.27,1.08,17.04,1.31,,0.0,,57.0,Satisfactory
+Kochi,2020-05-04,20.54,40.1,37.18,6.93,38.17,5.34,1.11,16.95,1.28,,0.0,,56.0,Satisfactory
+Kochi,2020-05-05,26.15,45.89,39.0,7.48,40.1,7.13,1.21,17.05,1.34,,0.0,,64.0,Satisfactory
+Kochi,2020-05-06,7.97,42.51,39.23,9.58,40.75,8.22,1.28,18.27,1.36,,0.0,,,
+Kochi,2020-05-07,18.39,49.33,82.59,28.65,87.35,20.62,1.58,4.59,1.98,,0.0,,,
+Kochi,2020-05-08,11.06,28.83,73.53,21.83,77.49,17.18,1.27,12.34,1.2,,0.0,,106.0,Moderate
+Kochi,2020-05-09,13.96,28.02,56.3,14.53,58.81,11.54,1.27,12.83,1.21,,0.0,,82.0,Satisfactory
+Kochi,2020-05-10,20.77,32.4,49.74,10.54,51.45,9.29,1.25,12.68,1.28,,0.0,,69.0,Satisfactory
+Kochi,2020-05-11,11.22,23.51,50.24,12.01,52.24,8.95,1.22,12.88,1.17,,0.0,,66.0,Satisfactory
+Kochi,2020-05-12,23.25,49.33,55.13,13.63,57.46,11.38,1.4,12.62,1.3,,0.0,,73.0,Satisfactory
+Kochi,2020-05-13,14.03,25.58,53.5,13.16,55.74,10.71,1.27,12.03,1.15,,0.0,,72.0,Satisfactory
+Kochi,2020-05-14,20.94,39.4,56.17,13.69,58.51,11.06,1.36,12.29,1.26,,0.0,,72.0,Satisfactory
+Kochi,2020-05-15,17.87,40.78,55.8,14.55,58.31,15.81,1.42,12.78,1.22,,0.0,,78.0,Satisfactory
+Kochi,2020-05-16,11.95,19.19,63.18,16.34,66.05,13.7,1.32,12.42,1.27,,0.0,,79.0,Satisfactory
+Kochi,2020-05-17,20.07,36.35,62.47,15.68,65.21,12.0,1.33,12.31,1.29,,0.0,,83.0,Satisfactory
+Kochi,2020-05-18,21.02,30.74,67.43,18.09,70.65,13.02,1.37,12.1,1.08,,0.01,,84.0,Satisfactory
+Kochi,2020-05-19,23.76,38.57,68.61,17.82,71.77,11.42,1.44,12.52,1.23,,0.0,,90.0,Satisfactory
+Kochi,2020-05-20,13.62,38.16,68.23,17.45,71.32,10.34,1.43,12.36,1.24,,0.0,,88.0,Satisfactory
+Kochi,2020-05-21,8.57,18.65,72.54,18.74,75.89,12.33,1.32,11.8,1.21,,0.0,,93.0,Satisfactory
+Kochi,2020-05-22,12.14,22.3,75.45,20.6,79.17,14.97,1.37,12.26,1.03,,0.0,,97.0,Satisfactory
+Kochi,2020-05-23,22.63,45.46,74.77,19.35,78.24,12.79,1.59,11.75,1.07,,0.05,,98.0,Satisfactory
+Kochi,2020-05-24,16.35,47.41,75.5,18.87,78.87,12.64,1.4,11.88,1.16,,0.0,,98.0,Satisfactory
+Kochi,2020-05-25,16.61,50.99,77.76,21.03,81.57,13.37,1.46,11.71,1.18,,0.0,,100.0,Satisfactory
+Kochi,2020-05-26,20.02,40.29,79.89,22.61,84.02,13.77,1.47,11.36,1.17,,0.0,,103.0,Moderate
+Kochi,2020-05-27,16.07,40.36,81.45,22.12,85.48,13.88,1.58,11.68,1.16,,0.06,,104.0,Moderate
+Kochi,2020-05-28,6.82,25.81,89.41,24.9,93.99,17.01,1.45,11.82,1.13,,0.0,,110.0,Moderate
+Kochi,2020-05-29,19.36,53.05,87.83,24.65,92.37,16.68,1.69,12.05,1.29,,0.0,,114.0,Moderate
+Kochi,2020-05-30,14.26,45.16,81.76,22.37,85.83,14.0,1.74,12.05,1.24,,0.0,,109.0,Moderate
+Kochi,2020-05-31,8.84,16.45,76.98,19.85,80.55,12.29,1.32,11.85,1.21,,0.0,,104.0,Moderate
+Kochi,2020-06-01,10.84,20.53,70.82,18.85,74.19,11.28,1.33,13.17,1.2,,0.0,,96.0,Satisfactory
+Kochi,2020-06-02,9.18,15.06,75.41,19.13,78.83,12.69,1.39,14.92,1.25,,0.0,,94.0,Satisfactory
+Kochi,2020-06-03,9.81,19.41,77.15,20.44,80.84,11.57,1.43,14.53,1.22,,0.0,,100.0,Satisfactory
+Kochi,2020-06-04,10.08,24.34,88.78,24.3,93.25,14.43,1.55,14.54,1.2,,0.0,,105.0,Moderate
+Kochi,2020-06-05,8.13,17.91,88.06,26.91,93.04,15.83,1.79,16.51,1.05,,0.0,,115.0,Moderate
+Kochi,2020-06-06,8.72,13.78,95.77,27.23,100.82,16.01,1.76,20.34,0.84,,0.05,,115.0,Moderate
+Kochi,2020-06-07,11.87,17.09,102.83,29.28,108.29,17.27,1.49,20.86,0.92,,0.0,,128.0,Moderate
+Kochi,2020-06-08,21.24,44.7,88.74,29.79,93.09,16.81,1.59,21.1,0.69,,0.0,,125.0,Moderate
+Kochi,2020-06-09,32.95,52.99,52.43,30.32,55.66,18.51,1.83,21.36,1.0,,0.0,,98.0,Satisfactory
+Kochi,2020-06-10,27.31,43.64,54.34,31.36,57.67,19.33,1.72,21.5,1.07,,0.0,,93.0,Satisfactory
+Kochi,2020-06-11,15.88,23.46,31.79,16.9,26.59,9.94,1.79,21.58,1.02,,0.0,,96.0,Satisfactory
+Kochi,2020-06-12,21.57,32.58,10.44,5.93,8.84,0.83,1.72,20.4,0.99,,0.0,,93.0,Satisfactory
+Kochi,2020-06-13,24.26,41.13,1.19,5.4,0.22,0.86,1.7,20.43,1.49,,0.0,,91.0,Satisfactory
+Kochi,2020-06-14,11.84,16.96,,5.18,0.0,0.92,1.39,20.1,1.32,,0.0,,75.0,Satisfactory
+Kochi,2020-06-15,26.22,66.09,,5.19,0.0,1.12,1.71,19.75,1.29,,0.0,,67.0,Satisfactory
+Kochi,2020-06-16,17.36,33.77,7.7,3.12,0.9,,1.64,20.01,0.94,,0.0,,89.0,Satisfactory
+Kochi,2020-06-17,29.39,39.49,10.55,1.74,2.7,,1.74,20.11,0.8,,0.0,,92.0,Satisfactory
+Kochi,2020-06-18,24.31,45.85,9.39,1.59,2.73,,1.66,19.76,0.71,,0.0,,91.0,Satisfactory
+Kochi,2020-06-19,21.73,27.81,19.88,1.25,12.81,,1.65,19.73,0.84,,0.0,,87.0,Satisfactory
+Kochi,2020-06-20,22.44,41.2,32.27,1.65,26.2,,1.65,20.6,1.16,,0.0,,86.0,Satisfactory
+Kochi,2020-06-21,6.59,11.25,36.88,1.72,29.92,,1.42,20.56,1.16,,0.0,,81.0,Satisfactory
+Kochi,2020-06-22,15.96,24.5,31.49,1.89,27.35,,1.52,21.21,1.46,,0.0,,77.0,Satisfactory
+Kochi,2020-06-23,27.62,50.98,16.53,1.82,16.59,,1.82,21.54,1.07,,0.0,,94.0,Satisfactory
+Kochi,2020-06-24,37.61,62.4,17.42,1.84,17.49,,2.14,21.34,1.07,,0.0,,104.0,Moderate
+Kochi,2020-06-25,17.16,39.28,17.74,1.88,17.82,,1.64,21.17,1.37,,0.0,,91.0,Satisfactory
+Kochi,2020-06-26,14.27,26.27,19.0,1.91,19.09,,1.62,21.49,1.78,,0.0,,88.0,Satisfactory
+Kochi,2020-06-27,16.29,26.08,21.97,2.06,22.09,,1.64,21.19,1.59,,0.0,,89.0,Satisfactory
+Kochi,2020-06-28,13.42,19.38,24.59,2.21,24.74,,1.48,21.23,0.65,,0.04,,82.0,Satisfactory
+Kochi,2020-06-29,19.95,38.86,27.75,2.36,27.92,,1.64,19.74,0.74,,0.0,,84.0,Satisfactory
+Kochi,2020-06-30,19.36,41.74,20.62,2.42,20.78,,1.67,20.68,1.27,,0.0,,90.0,Satisfactory
+Kochi,2020-07-01,5.97,10.97,13.76,2.5,13.91,,1.92,20.77,1.1,,0.0,,102.0,Moderate
+Kolkata,2018-04-10,34.38,57.0,,40.97,,2.52,1.0,25.46,,,,,,
+Kolkata,2018-04-11,29.0,50.87,3.26,34.03,45.29,3.59,0.98,10.32,30.99,4.64,0.88,,73.0,Satisfactory
+Kolkata,2018-04-12,21.7,43.04,3.49,39.49,42.54,3.77,0.73,,43.72,5.33,1.76,,60.0,Satisfactory
+Kolkata,2018-04-13,23.09,46.49,3.69,33.03,36.72,3.88,0.98,,41.65,6.78,2.23,,74.0,Satisfactory
+Kolkata,2018-04-14,21.56,42.1,2.81,26.62,29.43,4.22,1.0,,44.07,5.09,2.33,,83.0,Satisfactory
+Kolkata,2018-04-15,30.28,54.89,2.49,43.03,45.52,2.87,0.81,,63.88,7.12,2.6,,95.0,Satisfactory
+Kolkata,2018-04-16,26.72,51.27,2.63,28.94,31.56,3.7,1.11,,49.57,5.18,1.71,,88.0,Satisfactory
+Kolkata,2018-04-17,24.37,40.66,6.12,32.93,39.05,2.12,1.15,,36.86,4.92,1.06,,69.0,Satisfactory
+Kolkata,2018-04-18,,,3.74,31.44,35.18,24.86,1.09,,31.63,5.16,0.75,,,
+Kolkata,2018-04-19,,,4.11,29.44,33.55,15.31,1.17,,26.67,5.52,1.12,,,
+Kolkata,2018-04-20,,,4.32,25.24,29.56,12.04,1.16,,26.16,4.8,0.65,,,
+Kolkata,2018-04-21,,,3.3,26.3,29.59,9.56,1.13,,26.17,4.3,0.5,,,
+Kolkata,2018-04-22,,,3.03,29.27,32.3,9.59,1.09,,27.77,5.19,0.96,,,
+Kolkata,2018-04-23,,,3.17,34.2,37.37,10.51,1.11,,30.89,7.06,1.38,,,
+Kolkata,2018-04-24,,,11.32,52.42,63.74,14.19,1.01,,46.25,8.43,2.02,,,
+Kolkata,2018-04-25,,,2.6,26.61,29.2,12.62,0.74,,41.77,4.83,0.71,,,
+Kolkata,2018-04-26,,,3.05,24.11,27.16,12.12,0.0,,,2.85,0.0,,,
+Kolkata,2018-04-27,,,3.26,45.2,48.46,11.46,0.0,,,4.63,0.04,,,
+Kolkata,2018-04-28,,,3.34,51.58,54.91,13.83,0.0,,,5.59,0.08,,,
+Kolkata,2018-04-29,,,2.75,21.8,24.55,12.3,0.0,,,1.66,0.0,,,
+Kolkata,2018-04-30,,,2.89,26.65,29.54,11.43,0.0,,,22.49,9.25,,,
+Kolkata,2018-05-01,,,2.63,32.56,35.18,13.59,0.0,,,2.15,4.44,,,
+Kolkata,2018-05-02,,,2.38,32.6,34.97,12.08,0.0,,,1.58,3.95,,,
+Kolkata,2018-05-03,,,2.49,34.32,36.8,11.45,0.0,,,1.48,3.58,,,
+Kolkata,2018-05-04,,,2.54,29.82,32.36,10.7,0.0,,,1.16,3.34,,,
+Kolkata,2018-05-05,,,2.91,22.13,24.95,8.76,0.0,,,0.82,3.08,,,
+Kolkata,2018-05-06,,,3.01,17.74,20.75,8.88,0.0,,,0.6,2.53,,,
+Kolkata,2018-05-07,,,3.97,25.31,29.28,7.52,0.0,,,1.22,2.97,,,
+Kolkata,2018-05-08,,,3.82,28.31,32.13,6.72,0.0,,,1.49,3.41,,,
+Kolkata,2018-05-09,,,3.45,24.03,27.48,7.18,0.0,,,1.18,2.96,,,
+Kolkata,2018-05-10,,,3.36,30.86,34.21,7.13,0.0,,,1.72,3.9,,,
+Kolkata,2018-05-11,,,3.07,27.36,30.43,12.93,0.0,,,1.58,3.48,,,
+Kolkata,2018-05-12,,,2.48,31.14,33.61,13.52,0.0,,,2.83,4.04,,,
+Kolkata,2018-05-13,,,2.67,25.65,28.33,10.73,0.0,,,0.84,2.97,,,
+Kolkata,2018-05-14,,,21.5,56.9,78.4,9.51,0.0,,,1.77,3.93,,,
+Kolkata,2018-05-15,,,32.22,43.52,75.73,9.95,0.0,,,2.28,4.56,,,
+Kolkata,2018-05-16,,,3.23,36.86,40.09,12.26,0.0,,,2.6,4.34,,,
+Kolkata,2018-05-17,,,2.85,39.0,41.84,14.27,0.0,,,2.26,3.91,,,
+Kolkata,2018-05-18,,,5.64,38.34,43.98,12.16,0.0,,,1.49,3.37,,,
+Kolkata,2018-05-19,8.61,27.5,13.52,47.27,51.04,14.51,0.0,7.86,,2.92,4.27,,,
+Kolkata,2018-05-20,,,,,25.46,10.75,0.0,,,0.83,2.57,,,
+Kolkata,2018-05-21,,,,,33.63,10.61,0.0,,,1.06,2.72,,,
+Kolkata,2018-05-22,,,,,31.32,4.65,0.0,,,1.83,3.21,,,
+Kolkata,2018-05-23,,,,,36.12,10.06,0.0,,,1.17,2.7,,,
+Kolkata,2018-05-24,,,,,27.38,8.93,0.0,,,0.84,2.57,,,
+Kolkata,2018-05-25,,,,,25.35,8.06,0.0,,,0.68,2.35,,,
+Kolkata,2018-05-26,,,,,30.32,7.29,0.0,,,0.72,2.14,,,
+Kolkata,2018-05-27,,,,,27.47,7.67,0.0,,,0.59,1.79,,,
+Kolkata,2018-05-28,,,,,33.75,6.53,0.0,,32.79,0.84,2.16,,,
+Kolkata,2018-05-29,,,,,38.24,8.94,0.0,,,1.03,2.25,,,
+Kolkata,2018-05-30,,,,,28.37,7.24,0.0,,,0.77,2.31,,,
+Kolkata,2018-05-31,,,,,38.36,6.77,0.0,,,2.92,3.63,,,
+Kolkata,2018-06-01,,,,,49.44,8.54,0.0,,,3.55,4.63,,,
+Kolkata,2018-06-02,,,,,39.98,9.32,0.0,,,2.83,4.91,,,
+Kolkata,2018-06-03,,,,,25.74,7.08,0.0,,,0.96,2.26,,,
+Kolkata,2018-06-04,4.99,12.03,58.72,11.72,37.34,7.2,0.0,40.43,21.69,2.76,4.3,,,
+Kolkata,2018-06-05,,,,,32.56,7.45,0.0,,,1.66,2.9,,,
+Kolkata,2018-06-06,,,,,38.6,8.45,0.0,,,2.11,3.68,,,
+Kolkata,2018-06-07,3.56,7.12,31.84,6.67,52.07,20.31,0.0,81.59,47.39,2.79,11.95,,,
+Kolkata,2018-06-08,,,,,42.55,11.43,0.0,,,2.75,0.0,,,
+Kolkata,2018-06-09,,,,,64.77,10.34,0.0,,,9.21,0.0,,,
+Kolkata,2018-06-10,,,,,55.76,11.24,0.0,,,3.47,0.0,,,
+Kolkata,2018-06-11,,,,,48.7,13.38,0.0,,,2.41,0.0,,,
+Kolkata,2018-06-12,,,,,45.39,10.98,0.16,,,1.8,0.0,,,
+Kolkata,2018-06-13,,,,,35.26,6.22,0.0,,,1.3,0.0,,,
+Kolkata,2018-06-14,,,,,31.07,7.07,0.0,,,1.18,0.0,,,
+Kolkata,2018-06-15,51.23,133.18,,,34.66,10.5,0.0,,,1.13,0.0,,,
+Kolkata,2018-06-16,47.55,128.66,6.01,24.89,24.51,7.4,0.72,7.3,27.24,2.14,0.81,,119.0,Moderate
+Kolkata,2018-06-17,45.04,107.03,6.32,40.85,47.18,4.9,1.63,1.34,,2.04,2.98,,113.0,Moderate
+Kolkata,2018-06-18,50.1,105.68,3.23,33.28,36.5,8.55,1.47,3.02,72.28,1.97,2.62,,107.0,Moderate
+Kolkata,2018-06-19,39.25,87.24,2.6,30.86,33.45,12.06,1.35,1.93,81.12,1.59,2.47,,148.0,Moderate
+Kolkata,2018-06-20,24.44,53.19,5.77,38.03,43.79,9.14,1.7,6.88,49.58,2.02,3.13,,94.0,Satisfactory
+Kolkata,2018-06-21,31.68,60.16,4.46,38.39,43.04,6.52,1.42,1.31,13.47,3.76,5.52,,100.0,Satisfactory
+Kolkata,2018-06-22,25.22,48.96,0.99,28.1,29.07,6.53,0.39,2.31,30.32,1.62,2.65,,60.0,Satisfactory
+Kolkata,2018-06-23,22.95,44.58,1.14,25.76,26.85,5.38,0.38,1.06,22.84,1.67,2.63,,47.0,Good
+Kolkata,2018-06-24,24.61,46.54,0.86,25.49,26.32,3.96,0.4,1.1,23.13,1.51,2.28,,48.0,Good
+Kolkata,2018-06-25,28.6,45.36,1.95,43.45,45.37,3.62,0.41,1.11,13.56,2.58,4.17,,50.0,Good
+Kolkata,2018-06-26,30.5,46.08,1.27,37.12,38.33,3.19,0.38,2.29,34.84,2.05,4.41,,61.0,Satisfactory
+Kolkata,2018-06-27,22.66,33.83,2.13,29.53,31.65,3.68,0.38,1.22,20.27,3.21,5.41,,53.0,Satisfactory
+Kolkata,2018-06-28,24.4,26.42,1.95,20.88,22.79,6.38,0.31,1.06,23.24,1.08,2.21,,34.0,Good
+Kolkata,2018-06-29,16.11,35.0,1.34,22.85,24.17,5.29,0.33,4.46,27.59,1.19,2.3,,46.0,Good
+Kolkata,2018-06-30,28.7,55.13,0.59,17.93,18.5,4.44,0.32,4.76,31.3,1.01,2.2,,50.0,Good
+Kolkata,2018-07-01,27.7,57.99,0.47,14.31,14.73,3.71,0.32,11.14,37.19,0.71,1.61,,58.0,Satisfactory
+Kolkata,2018-07-02,29.26,55.35,0.88,19.66,20.51,2.88,0.37,9.13,40.46,1.0,1.92,,62.0,Satisfactory
+Kolkata,2018-07-03,27.81,50.73,4.36,29.82,33.96,1.65,0.39,1.63,21.63,2.04,2.81,,50.0,Good
+Kolkata,2018-07-04,33.61,53.17,7.07,31.37,38.44,3.36,0.43,2.12,17.4,2.4,3.39,,58.0,Satisfactory
+Kolkata,2018-07-05,42.66,47.83,7.93,40.22,48.15,25.45,0.41,6.57,10.01,2.5,3.24,,57.0,Satisfactory
+Kolkata,2018-07-06,40.26,65.18,6.53,48.65,55.18,1.52,0.44,1.09,20.83,6.83,12.34,,77.0,Satisfactory
+Kolkata,2018-07-07,18.54,37.89,8.62,31.28,39.9,4.06,0.36,1.29,16.83,2.81,3.07,,65.0,Satisfactory
+Kolkata,2018-07-08,9.84,28.42,3.09,17.9,20.99,5.91,0.3,1.35,27.19,1.48,1.8,,36.0,Good
+Kolkata,2018-07-09,15.7,30.91,9.46,34.35,43.82,3.46,0.36,1.16,16.92,7.31,5.3,,36.0,Good
+Kolkata,2018-07-10,18.81,38.66,7.32,34.69,42.01,1.93,0.37,1.23,14.0,5.82,4.23,,56.0,Satisfactory
+Kolkata,2018-07-11,18.01,36.07,4.76,29.23,33.98,5.65,0.38,1.11,18.3,2.12,2.41,,49.0,Good
+Kolkata,2018-07-12,18.38,36.92,4.68,27.7,32.37,11.69,0.4,1.28,16.2,2.36,2.53,,42.0,Good
+Kolkata,2018-07-13,13.55,40.49,7.16,27.36,34.51,10.37,0.38,0.97,13.9,3.59,2.76,,39.0,Good
+Kolkata,2018-07-14,12.25,30.87,4.49,21.61,26.11,9.79,0.37,1.01,12.06,6.55,4.03,,41.0,Good
+Kolkata,2018-07-15,7.72,19.72,3.11,15.6,18.71,9.52,0.37,1.08,17.87,1.31,1.81,,28.0,Good
+Kolkata,2018-07-16,7.64,20.65,4.93,22.24,27.0,8.72,0.37,1.0,16.58,1.81,2.07,,26.0,Good
+Kolkata,2018-07-17,12.9,28.06,7.34,31.74,39.08,8.99,0.38,1.24,13.37,6.47,4.16,,42.0,Good
+Kolkata,2018-07-18,14.91,29.44,5.89,28.42,34.29,10.72,0.51,1.03,11.05,3.33,2.83,,46.0,Good
+Kolkata,2018-07-19,16.16,33.09,9.08,28.22,37.31,6.39,0.76,1.01,17.28,4.43,5.84,,46.0,Good
+Kolkata,2018-07-20,17.75,37.53,6.68,27.42,34.09,6.78,0.77,1.51,10.65,3.51,10.57,,56.0,Satisfactory
+Kolkata,2018-07-21,6.06,16.48,3.7,15.58,19.28,7.47,0.63,1.34,16.18,5.3,8.68,,36.0,Good
+Kolkata,2018-07-22,6.68,12.6,3.4,16.74,20.14,4.9,0.64,1.63,20.36,0.96,11.04,,34.0,Good
+Kolkata,2018-07-23,22.03,36.75,9.06,32.64,41.7,3.33,0.7,1.38,15.98,1.42,9.26,,38.0,Good
+Kolkata,2018-07-24,23.92,47.38,7.67,33.06,40.73,2.84,0.71,2.74,16.67,1.72,9.22,,56.0,Satisfactory
+Kolkata,2018-07-25,32.59,62.02,8.52,39.54,48.06,1.93,0.74,1.8,11.77,2.17,10.58,,59.0,Satisfactory
+Kolkata,2018-07-26,23.63,37.21,11.55,31.38,42.93,2.47,0.75,1.61,7.44,2.12,10.05,,57.0,Satisfactory
+Kolkata,2018-07-27,28.19,45.99,15.32,34.74,50.05,4.07,0.7,3.38,10.94,2.06,10.3,,55.0,Satisfactory
+Kolkata,2018-07-28,40.4,65.45,10.06,39.5,49.56,4.21,0.77,1.82,15.32,2.14,11.96,,68.0,Satisfactory
+Kolkata,2018-07-29,44.14,66.64,25.27,32.24,57.51,3.39,0.84,1.96,14.33,2.47,12.04,,79.0,Satisfactory
+Kolkata,2018-07-30,33.26,58.03,3.76,41.89,45.64,3.78,1.07,1.45,21.16,3.08,8.2,,76.0,Satisfactory
+Kolkata,2018-07-31,37.07,63.95,6.25,49.78,56.02,2.61,1.22,2.05,17.07,1.73,7.5,,72.0,Satisfactory
+Kolkata,2018-08-01,29.1,39.94,7.5,47.49,54.99,5.9,1.16,2.12,16.27,2.02,7.61,,75.0,Satisfactory
+Kolkata,2018-08-02,33.29,64.64,4.48,31.22,35.7,8.69,1.17,4.35,20.91,1.39,11.55,,71.0,Satisfactory
+Kolkata,2018-08-03,41.84,86.59,8.4,35.44,43.84,6.62,1.31,4.48,17.05,1.68,10.21,,78.0,Satisfactory
+Kolkata,2018-08-04,42.38,80.48,5.55,31.76,37.31,6.73,1.27,4.03,21.45,1.27,11.28,,82.0,Satisfactory
+Kolkata,2018-08-05,33.39,57.79,8.47,35.27,43.75,5.99,1.4,1.89,12.39,1.79,17.18,,81.0,Satisfactory
+Kolkata,2018-08-06,33.48,67.16,14.37,35.57,49.93,7.44,1.54,1.4,6.72,5.68,15.27,,85.0,Satisfactory
+Kolkata,2018-08-07,15.58,34.3,5.41,27.7,33.1,5.44,1.23,1.24,13.31,3.15,14.22,,77.0,Satisfactory
+Kolkata,2018-08-08,18.05,36.65,5.88,28.5,34.38,14.51,1.17,1.56,14.31,2.11,10.57,,66.0,Satisfactory
+Kolkata,2018-08-09,17.7,39.71,7.34,35.14,42.47,11.48,1.27,1.58,10.88,3.4,11.59,,70.0,Satisfactory
+Kolkata,2018-08-10,22.57,46.16,5.46,33.86,39.32,9.57,1.26,1.59,15.59,1.52,11.15,,73.0,Satisfactory
+Kolkata,2018-08-11,19.17,41.21,5.27,24.94,30.21,9.27,1.23,1.61,12.25,1.27,13.4,,68.0,Satisfactory
+Kolkata,2018-08-12,16.08,35.46,5.94,22.15,28.08,8.89,1.22,1.51,8.91,1.23,13.96,,68.0,Satisfactory
+Kolkata,2018-08-13,14.69,29.3,7.33,31.05,39.0,18.23,1.2,1.23,6.46,3.46,10.11,,68.0,Satisfactory
+Kolkata,2018-08-14,11.39,26.66,7.84,27.41,35.24,10.73,1.23,1.28,5.15,6.76,10.34,,68.0,Satisfactory
+Kolkata,2018-08-15,6.93,19.88,4.24,18.78,23.01,11.82,1.13,1.41,10.69,4.4,11.83,,63.0,Satisfactory
+Kolkata,2018-08-16,12.13,31.55,24.49,34.19,50.75,13.46,1.18,1.14,8.29,5.33,10.43,,67.0,Satisfactory
+Kolkata,2018-08-17,16.13,35.59,5.86,29.94,35.8,10.77,1.25,1.35,10.76,2.18,11.96,,72.0,Satisfactory
+Kolkata,2018-08-18,17.0,39.15,7.18,30.19,37.37,13.07,1.18,1.53,9.19,2.19,10.41,,66.0,Satisfactory
+Kolkata,2018-08-19,27.16,54.35,11.16,37.33,48.49,10.9,1.34,1.61,4.15,2.57,11.19,,76.0,Satisfactory
+Kolkata,2018-08-20,12.88,23.27,8.91,22.88,31.45,13.78,1.18,1.38,9.86,1.52,8.93,,63.0,Satisfactory
+Kolkata,2018-08-21,8.15,25.76,6.41,27.65,34.06,14.38,1.21,1.11,8.99,1.78,9.9,,65.0,Satisfactory
+Kolkata,2018-08-22,23.34,36.64,3.18,28.27,31.44,10.2,1.34,1.23,20.79,1.69,9.3,,76.0,Satisfactory
+Kolkata,2018-08-23,30.55,48.8,4.04,31.51,35.54,8.77,1.26,3.31,23.28,1.13,9.54,,69.0,Satisfactory
+Kolkata,2018-08-24,30.26,47.99,5.95,33.67,39.64,8.5,1.29,2.32,19.33,1.45,9.19,,70.0,Satisfactory
+Kolkata,2018-08-25,20.94,39.66,9.95,31.93,41.87,7.49,1.24,1.39,8.12,1.89,11.4,,71.0,Satisfactory
+Kolkata,2018-08-26,7.93,25.17,3.4,14.88,18.28,7.25,1.04,1.1,9.41,0.93,10.61,,59.0,Satisfactory
+Kolkata,2018-08-27,7.05,26.27,5.23,20.95,26.22,8.73,1.09,1.06,10.7,1.79,9.76,,57.0,Satisfactory
+Kolkata,2018-08-28,12.35,26.25,6.82,25.72,32.54,11.04,1.14,1.22,9.04,1.77,8.14,,61.0,Satisfactory
+Kolkata,2018-08-29,14.53,32.85,14.8,33.06,47.86,11.51,1.03,1.13,6.92,2.7,7.6,,63.0,Satisfactory
+Kolkata,2018-08-30,29.25,46.54,4.64,43.96,48.61,10.49,1.36,1.47,6.73,2.43,7.28,,74.0,Satisfactory
+Kolkata,2018-08-31,33.6,58.22,7.34,38.01,45.35,8.74,1.34,1.21,10.8,4.09,8.18,,78.0,Satisfactory
+Kolkata,2018-09-01,12.81,29.29,4.86,31.44,36.31,14.9,1.17,1.36,15.26,1.28,6.26,,65.0,Satisfactory
+Kolkata,2018-09-02,17.66,28.39,4.15,32.41,36.56,14.17,1.22,1.52,16.29,1.34,9.81,,66.0,Satisfactory
+Kolkata,2018-09-03,33.71,54.09,3.63,33.64,37.27,11.48,1.19,4.48,24.14,1.69,7.56,,71.0,Satisfactory
+Kolkata,2018-09-04,49.03,75.89,16.46,47.85,64.3,9.74,1.47,2.42,12.78,2.92,8.33,,81.0,Satisfactory
+Kolkata,2018-09-05,29.75,47.56,15.02,35.17,50.19,11.52,1.28,1.5,10.58,5.1,9.09,,86.0,Satisfactory
+Kolkata,2018-09-06,11.17,27.02,4.37,21.96,26.34,17.8,1.01,1.45,20.46,3.11,8.65,,59.0,Satisfactory
+Kolkata,2018-09-07,14.2,39.94,6.53,26.79,33.32,13.05,1.07,1.51,22.45,1.13,7.74,,58.0,Satisfactory
+Kolkata,2018-09-08,20.14,45.48,5.23,22.62,27.85,9.91,1.24,1.74,18.62,1.13,9.21,,67.0,Satisfactory
+Kolkata,2018-09-09,19.4,42.79,3.16,17.18,20.35,9.94,1.11,2.93,25.83,0.78,9.16,,63.0,Satisfactory
+Kolkata,2018-09-10,29.06,51.97,3.38,19.42,22.8,9.24,1.15,6.43,26.92,0.87,8.63,,66.0,Satisfactory
+Kolkata,2018-09-11,35.32,56.64,9.09,32.77,41.86,7.79,1.36,4.3,21.79,2.3,8.82,,74.0,Satisfactory
+Kolkata,2018-09-12,46.23,73.8,5.1,36.36,41.46,7.05,1.41,4.68,20.71,2.54,8.9,,83.0,Satisfactory
+Kolkata,2018-09-13,56.84,92.4,2.79,30.55,33.34,6.91,1.35,7.79,35.85,1.95,8.85,,89.0,Satisfactory
+Kolkata,2018-09-14,55.87,87.69,19.02,50.13,69.15,6.38,1.61,3.36,20.22,4.42,9.04,,98.0,Satisfactory
+Kolkata,2018-09-15,56.61,96.62,39.3,36.68,75.9,6.98,1.83,2.8,12.35,4.29,8.67,,106.0,Moderate
+Kolkata,2018-09-16,61.52,98.68,24.65,36.89,61.31,10.18,1.56,1.99,15.22,3.72,10.39,,114.0,Moderate
+Kolkata,2018-09-17,66.04,108.13,14.92,34.04,48.96,12.37,1.72,2.89,23.96,2.56,10.19,,105.0,Moderate
+Kolkata,2018-09-18,61.13,103.62,16.39,36.49,52.87,11.19,1.61,2.22,25.03,2.23,7.78,,113.0,Moderate
+Kolkata,2018-09-19,63.91,113.28,9.15,39.21,47.77,16.55,1.44,2.74,33.35,2.81,6.22,,110.0,Moderate
+Kolkata,2018-09-20,19.06,35.0,7.23,29.43,36.65,11.32,1.23,1.72,10.15,5.02,7.26,,80.0,Satisfactory
+Kolkata,2018-09-21,7.63,15.53,3.36,20.0,23.36,10.34,1.04,1.63,24.51,1.89,6.75,,57.0,Satisfactory
+Kolkata,2018-09-22,15.65,31.7,7.9,22.91,30.81,9.12,1.16,3.35,15.43,2.03,7.82,,63.0,Satisfactory
+Kolkata,2018-09-23,19.86,43.42,16.33,19.38,34.33,9.17,1.11,5.47,13.41,1.69,8.46,,67.0,Satisfactory
+Kolkata,2018-09-24,21.67,46.6,4.62,26.15,30.76,11.21,1.1,5.85,15.0,1.53,6.68,,60.0,Satisfactory
+Kolkata,2018-09-25,35.85,63.79,10.5,42.61,53.11,7.76,1.28,3.73,15.07,5.0,6.71,,75.0,Satisfactory
+Kolkata,2018-09-26,46.55,75.42,19.96,44.05,64.01,9.1,1.44,3.41,17.11,4.34,7.97,,91.0,Satisfactory
+Kolkata,2018-09-27,57.59,88.21,12.61,49.83,62.43,4.8,1.55,2.82,16.0,4.08,8.9,,99.0,Satisfactory
+Kolkata,2018-09-28,63.57,97.56,10.95,52.45,63.4,5.13,1.52,5.17,19.57,6.78,9.12,,102.0,Moderate
+Kolkata,2018-09-29,60.23,94.97,7.88,51.87,59.75,6.38,1.52,4.28,23.9,3.81,9.03,,103.0,Moderate
+Kolkata,2018-09-30,66.41,108.46,5.17,41.87,47.03,8.55,1.5,3.24,35.84,2.55,9.46,,121.0,Moderate
+Kolkata,2018-10-01,70.58,134.51,46.34,62.14,108.47,10.63,1.78,6.26,31.93,3.43,7.92,,143.0,Moderate
+Kolkata,2018-10-02,62.53,113.68,3.53,38.27,41.8,13.83,1.38,6.65,42.14,2.18,8.62,,118.0,Moderate
+Kolkata,2018-10-03,61.41,111.2,10.99,38.11,49.09,10.76,1.45,9.27,46.57,1.93,8.4,,105.0,Moderate
+Kolkata,2018-10-04,79.58,140.16,20.05,62.66,82.71,11.8,1.61,8.72,34.78,3.4,7.99,,145.0,Moderate
+Kolkata,2018-10-05,91.06,147.47,69.15,51.91,108.15,15.54,2.01,5.49,33.31,4.65,10.25,,188.0,Moderate
+Kolkata,2018-10-06,99.65,161.16,78.93,51.44,127.37,14.98,2.75,5.52,29.99,8.62,10.83,,220.0,Poor
+Kolkata,2018-10-07,101.69,161.62,94.74,49.66,144.4,11.16,3.04,9.67,30.2,10.14,10.78,,250.0,Poor
+Kolkata,2018-10-08,102.72,169.29,92.72,61.66,152.52,13.55,2.75,8.21,38.19,5.4,7.46,,237.0,Poor
+Kolkata,2018-10-09,49.4,91.84,7.62,41.35,48.97,15.7,2.19,4.08,38.89,3.08,6.78,,149.0,Moderate
+Kolkata,2018-10-10,9.55,24.85,4.57,24.09,28.66,14.66,1.51,1.89,22.32,4.88,8.36,,83.0,Satisfactory
+Kolkata,2018-10-11,8.51,19.92,6.78,20.39,26.49,15.34,2.63,1.79,16.43,6.19,6.44,,107.0,Moderate
+Kolkata,2018-10-12,17.35,36.08,6.07,21.82,27.88,15.68,2.73,1.97,10.84,7.25,7.19,,122.0,Moderate
+Kolkata,2018-10-13,22.46,32.48,4.35,18.66,23.01,14.83,1.08,2.62,22.45,2.58,7.98,,64.0,Satisfactory
+Kolkata,2018-10-14,34.8,56.81,34.67,20.42,44.7,16.35,1.26,6.91,28.7,1.9,8.23,,70.0,Satisfactory
+Kolkata,2018-10-15,48.46,76.41,11.78,36.96,46.1,16.14,1.21,9.41,28.02,2.37,5.97,,93.0,Satisfactory
+Kolkata,2018-10-16,59.26,100.25,28.29,37.82,65.67,16.78,1.4,9.3,36.2,2.25,8.92,,95.0,Satisfactory
+Kolkata,2018-10-17,86.87,133.92,102.06,42.86,120.23,11.86,2.23,9.3,42.92,5.8,10.32,,167.0,Moderate
+Kolkata,2018-10-18,79.18,124.87,3.4,46.97,50.37,14.12,1.36,21.04,56.56,2.42,8.85,,156.0,Moderate
+Kolkata,2018-10-19,83.31,126.23,44.49,45.65,90.11,9.25,1.56,8.36,38.77,2.96,8.65,,184.0,Moderate
+Kolkata,2018-10-20,100.26,152.59,93.02,50.1,130.12,9.38,2.07,10.67,33.6,4.83,8.7,,222.0,Poor
+Kolkata,2018-10-21,97.88,151.9,57.8,47.26,103.51,9.82,1.7,7.2,33.48,4.88,10.87,,230.0,Poor
+Kolkata,2018-10-22,101.08,155.61,79.6,67.04,146.25,14.11,1.76,11.16,31.51,5.08,8.73,,219.0,Poor
+Kolkata,2018-10-23,107.64,173.2,92.07,82.33,171.65,15.53,2.04,10.1,36.96,5.94,9.13,,255.0,Poor
+Kolkata,2018-10-24,100.85,164.83,30.44,83.39,113.83,18.14,1.59,12.96,30.75,5.7,8.67,,248.0,Poor
+Kolkata,2018-10-25,91.93,150.75,121.46,78.92,168.54,14.0,1.49,8.4,35.76,5.42,8.45,,217.0,Poor
+Kolkata,2018-10-26,123.38,203.94,149.44,87.93,236.88,17.84,1.9,11.68,32.06,13.52,12.2,,276.0,Poor
+Kolkata,2018-10-27,106.58,165.18,127.22,70.18,196.43,19.28,1.68,6.92,30.92,7.05,12.76,,281.0,Poor
+Kolkata,2018-10-28,83.47,140.86,57.37,59.14,115.96,21.67,1.23,7.87,36.02,5.08,10.35,,209.0,Poor
+Kolkata,2018-10-29,28.53,47.29,6.67,47.55,54.22,20.77,0.91,2.7,22.42,3.62,9.22,,90.0,Satisfactory
+Kolkata,2018-10-30,17.27,33.52,5.9,38.61,44.51,19.22,0.85,2.32,16.74,4.55,8.64,,59.0,Satisfactory
+Kolkata,2018-10-31,9.37,27.49,7.04,39.91,46.95,17.75,0.75,2.49,23.47,3.61,9.21,,53.0,Satisfactory
+Kolkata,2018-11-01,23.18,41.36,39.35,41.77,80.39,15.74,0.88,2.65,21.77,4.39,8.05,,94.0,Satisfactory
+Kolkata,2018-11-02,30.72,62.59,54.56,60.43,114.91,11.35,1.08,4.48,18.5,4.35,9.05,,114.0,Moderate
+Kolkata,2018-11-03,41.75,78.82,31.62,68.24,99.86,15.2,1.11,5.74,25.91,4.51,7.87,,125.0,Moderate
+Kolkata,2018-11-04,30.55,51.67,3.55,42.36,45.91,17.79,0.84,5.9,32.05,1.87,7.28,,92.0,Satisfactory
+Kolkata,2018-11-05,32.08,56.14,4.79,46.63,51.42,13.55,0.95,11.74,28.77,1.65,6.94,,63.0,Satisfactory
+Kolkata,2018-11-06,102.66,136.51,12.66,56.58,69.23,13.23,1.06,16.7,39.33,4.91,11.13,,82.0,Satisfactory
+Kolkata,2018-11-07,233.1,264.82,23.69,61.25,84.99,22.69,1.4,10.42,29.94,7.83,10.33,,375.0,Very Poor
+Kolkata,2018-11-08,276.33,360.75,24.08,65.65,89.73,29.86,1.48,17.82,46.5,7.22,9.91,,431.0,Severe
+Kolkata,2018-11-09,183.88,285.82,23.38,70.35,93.59,25.0,1.31,17.1,52.02,5.45,8.35,,350.0,Very Poor
+Kolkata,2018-11-10,171.76,266.69,40.39,62.54,102.93,40.26,1.38,17.15,35.59,6.63,12.02,,352.0,Very Poor
+Kolkata,2018-11-11,132.37,210.28,57.51,41.33,98.81,42.32,1.26,13.57,31.44,7.14,9.98,,316.0,Very Poor
+Kolkata,2018-11-12,143.84,262.32,104.26,41.08,138.99,56.28,1.45,17.98,24.66,9.57,18.71,,297.0,Poor
+Kolkata,2018-11-13,183.64,294.5,110.36,60.11,165.31,23.48,1.63,15.13,29.69,14.2,26.27,,331.0,Very Poor
+Kolkata,2018-11-14,190.03,293.29,44.82,81.93,126.75,31.77,1.48,16.03,43.47,16.16,28.48,,350.0,Very Poor
+Kolkata,2018-11-15,172.8,299.16,17.72,90.97,107.85,31.5,1.16,27.53,42.49,11.38,23.92,,346.0,Very Poor
+Kolkata,2018-11-16,142.65,263.76,18.97,88.85,107.78,50.87,1.6,24.68,46.32,12.76,34.91,,325.0,Very Poor
+Kolkata,2018-11-17,131.5,237.02,33.2,82.9,116.07,47.97,1.61,17.05,57.08,8.3,22.28,,282.0,Poor
+Kolkata,2018-11-18,156.47,257.04,33.08,63.38,96.46,30.69,1.19,10.25,62.91,9.5,19.98,,322.0,Very Poor
+Kolkata,2018-11-19,130.82,217.97,56.77,76.65,130.46,42.28,1.42,9.88,56.14,15.37,25.21,,293.0,Poor
+Kolkata,2018-11-20,160.56,241.45,116.81,72.2,194.43,48.37,1.96,13.83,38.35,24.22,39.82,,320.0,Very Poor
+Kolkata,2018-11-21,154.97,230.9,98.61,67.2,116.07,36.62,1.55,12.99,36.99,14.56,23.92,,335.0,Very Poor
+Kolkata,2018-11-22,199.32,331.35,158.67,59.22,205.0,53.8,2.33,13.86,36.76,15.99,33.92,,339.0,Very Poor
+Kolkata,2018-11-23,187.21,297.11,57.74,74.51,131.96,55.7,1.27,14.5,39.48,11.45,25.1,,358.0,Very Poor
+Kolkata,2018-11-24,206.07,347.61,122.03,61.56,162.28,68.52,1.54,14.76,37.59,16.7,32.31,,357.0,Very Poor
+Kolkata,2018-11-25,243.93,378.31,107.88,71.59,154.73,41.36,1.64,11.52,35.77,17.24,35.73,,389.0,Very Poor
+Kolkata,2018-11-26,164.48,272.33,71.9,67.08,119.59,40.0,1.22,10.74,34.35,16.15,22.08,,365.0,Very Poor
+Kolkata,2018-11-27,99.56,175.44,83.37,56.48,138.81,38.8,1.01,6.29,32.22,17.22,22.71,,291.0,Poor
+Kolkata,2018-11-28,98.39,161.2,103.73,51.04,154.33,39.93,1.05,6.56,28.56,18.93,29.55,,260.0,Poor
+Kolkata,2018-11-29,105.53,176.31,134.88,42.3,176.65,45.72,1.19,7.1,26.44,21.6,31.81,,282.0,Poor
+Kolkata,2018-11-30,116.97,218.42,85.43,63.38,146.49,44.97,1.09,10.51,30.05,21.92,31.33,,274.0,Poor
+Kolkata,2018-12-01,153.41,254.9,91.62,71.93,163.69,51.49,1.27,20.5,33.72,18.5,34.71,,308.0,Very Poor
+Kolkata,2018-12-02,153.39,237.95,68.54,66.66,111.44,41.01,0.88,8.68,41.84,11.37,20.1,,322.0,Very Poor
+Kolkata,2018-12-03,168.37,285.2,118.78,73.9,176.95,44.92,1.18,10.41,37.71,12.88,18.8,,332.0,Very Poor
+Kolkata,2018-12-04,183.93,316.43,95.48,84.28,168.94,18.63,1.52,15.9,44.14,11.67,29.97,,343.0,Very Poor
+Kolkata,2018-12-05,239.87,371.23,134.5,96.54,191.3,25.56,1.46,16.57,40.55,15.88,28.32,,388.0,Very Poor
+Kolkata,2018-12-06,220.71,349.49,79.46,99.83,174.32,38.68,1.29,16.21,46.99,15.41,28.71,,384.0,Very Poor
+Kolkata,2018-12-07,267.93,418.89,135.62,104.89,231.23,49.27,1.74,24.28,31.93,24.43,48.9,,425.0,Severe
+Kolkata,2018-12-08,253.8,388.94,77.04,103.32,182.55,41.99,1.38,16.87,41.22,16.55,38.27,,399.0,Very Poor
+Kolkata,2018-12-09,227.13,386.88,134.63,107.29,214.57,35.12,1.11,12.85,26.85,12.51,21.53,,418.0,Severe
+Kolkata,2018-12-10,199.91,358.27,134.22,84.86,204.4,54.08,1.24,9.08,34.42,19.73,24.02,,407.0,Severe
+Kolkata,2018-12-11,211.39,343.07,146.16,62.62,222.15,60.72,1.29,13.58,23.0,20.85,37.64,,381.0,Very Poor
+Kolkata,2018-12-12,183.49,306.69,84.94,87.07,155.08,44.28,1.03,21.04,32.67,16.64,23.24,,351.0,Very Poor
+Kolkata,2018-12-13,130.86,227.88,48.88,74.48,123.37,46.04,0.85,14.05,36.39,10.83,18.46,,325.0,Very Poor
+Kolkata,2018-12-14,130.09,225.36,30.36,66.2,96.56,40.07,0.76,15.1,43.76,10.91,17.38,,294.0,Poor
+Kolkata,2018-12-15,133.61,228.39,28.85,75.68,104.53,38.0,0.71,19.18,39.71,10.36,15.62,,291.0,Poor
+Kolkata,2018-12-16,121.38,219.86,22.3,65.61,87.91,35.79,0.6,18.46,40.94,7.24,11.74,,267.0,Poor
+Kolkata,2018-12-17,116.95,187.51,9.02,54.68,63.69,41.99,0.6,10.33,29.16,5.47,10.55,,276.0,Poor
+Kolkata,2018-12-18,64.86,98.44,31.67,57.04,57.19,32.24,0.5,5.67,28.42,3.31,7.87,,183.0,Moderate
+Kolkata,2018-12-19,74.22,121.56,53.09,64.36,103.22,35.2,0.61,12.18,24.23,4.97,12.43,,133.0,Moderate
+Kolkata,2018-12-20,122.11,198.5,91.72,65.74,154.02,39.93,0.84,10.48,31.29,8.19,17.41,,224.0,Poor
+Kolkata,2018-12-21,204.44,325.61,156.68,69.69,221.78,55.48,1.36,11.34,36.24,17.93,33.05,,340.0,Very Poor
+Kolkata,2018-12-22,231.21,349.32,94.83,84.38,183.08,24.58,1.26,16.51,33.35,16.58,34.96,,382.0,Very Poor
+Kolkata,2018-12-23,204.65,303.95,63.6,84.79,148.17,22.33,0.86,13.09,33.49,10.28,18.48,,371.0,Very Poor
+Kolkata,2018-12-24,177.51,264.89,70.02,90.29,154.22,16.92,0.67,13.81,28.98,11.17,17.93,,347.0,Very Poor
+Kolkata,2018-12-25,209.44,341.74,128.06,105.53,216.5,11.43,1.07,15.73,35.91,13.03,21.9,,356.0,Very Poor
+Kolkata,2018-12-26,197.41,311.48,110.71,109.6,194.51,15.89,1.09,13.82,39.09,12.74,20.83,,372.0,Very Poor
+Kolkata,2018-12-27,258.54,384.73,131.35,137.35,222.65,15.6,1.54,17.99,29.47,19.95,39.21,,390.0,Very Poor
+Kolkata,2018-12-28,222.12,336.24,89.06,123.76,202.67,18.61,1.25,15.3,27.13,13.87,24.67,,387.0,Very Poor
+Kolkata,2018-12-29,237.11,348.02,121.27,120.58,224.02,17.35,1.26,16.06,32.55,9.72,21.45,,379.0,Very Poor
+Kolkata,2018-12-30,187.3,285.55,33.43,105.12,136.55,21.86,0.73,18.29,37.12,4.6,9.56,,370.0,Very Poor
+Kolkata,2018-12-31,177.21,276.41,62.52,99.5,130.83,21.22,0.86,17.07,42.57,9.24,19.3,,341.0,Very Poor
+Kolkata,2019-01-01,209.31,326.78,77.81,114.44,181.53,22.05,0.95,15.4,30.24,13.11,27.15,,370.0,Very Poor
+Kolkata,2019-01-02,172.39,261.09,68.97,107.85,174.35,22.9,0.87,15.62,31.57,12.08,26.17,,351.0,Very Poor
+Kolkata,2019-01-03,244.09,381.78,180.0,150.01,293.1,17.46,1.26,26.2,29.72,25.21,38.92,,363.0,Very Poor
+Kolkata,2019-01-04,264.84,385.24,88.23,124.79,155.73,27.33,1.13,17.16,38.73,23.33,35.33,,431.0,Severe
+Kolkata,2019-01-05,219.26,332.24,107.44,115.8,188.3,27.42,1.17,15.03,27.99,16.59,33.74,,391.0,Very Poor
+Kolkata,2019-01-06,159.43,252.16,79.2,103.2,165.36,25.95,0.89,15.71,26.33,14.28,22.28,,346.0,Very Poor
+Kolkata,2019-01-07,158.89,263.39,123.86,122.66,204.26,25.3,1.07,18.81,25.28,21.29,28.14,,335.0,Very Poor
+Kolkata,2019-01-08,175.47,265.22,114.38,95.12,168.48,26.49,1.07,15.88,26.97,17.98,42.71,,335.0,Very Poor
+Kolkata,2019-01-09,189.25,283.42,133.55,85.5,177.89,26.33,1.05,17.69,30.2,18.89,36.31,,346.0,Very Poor
+Kolkata,2019-01-10,227.08,326.44,96.3,105.92,176.34,23.65,1.19,17.29,40.45,23.41,35.98,,369.0,Very Poor
+Kolkata,2019-01-11,211.01,317.78,100.51,105.53,188.16,25.53,1.24,17.27,41.86,22.38,42.17,,369.0,Very Poor
+Kolkata,2019-01-12,264.75,385.31,152.42,94.91,244.34,28.39,1.42,18.51,29.41,23.17,52.79,,405.0,Severe
+Kolkata,2019-01-13,219.44,318.17,96.56,95.17,168.99,26.79,1.09,15.44,30.75,19.3,24.87,,387.0,Very Poor
+Kolkata,2019-01-14,282.9,417.05,155.42,124.83,252.14,28.07,1.67,26.99,28.09,26.88,36.94,,408.0,Severe
+Kolkata,2019-01-15,217.59,320.85,76.15,107.24,151.68,37.09,1.1,17.35,32.47,17.41,37.53,,406.0,Severe
+Kolkata,2019-01-16,157.3,255.7,76.58,87.29,129.08,42.75,1.26,20.9,38.73,14.02,21.24,,338.0,Very Poor
+Kolkata,2019-01-17,208.75,348.3,140.27,103.67,189.6,52.08,1.59,26.21,30.3,27.91,37.03,,349.0,Very Poor
+Kolkata,2019-01-18,230.95,363.72,75.22,127.63,185.42,47.43,1.84,22.4,32.22,25.15,41.97,,381.0,Very Poor
+Kolkata,2019-01-19,269.06,394.67,95.75,111.71,210.46,51.51,1.99,19.8,28.38,32.84,61.84,,421.0,Severe
+Kolkata,2019-01-20,252.42,392.0,161.72,95.09,207.49,46.52,1.64,19.09,27.88,27.03,35.68,,407.0,Severe
+Kolkata,2019-01-21,266.1,419.43,155.98,103.21,237.22,54.25,2.32,19.0,27.81,31.87,44.06,,425.0,Severe
+Kolkata,2019-01-22,304.74,469.32,197.73,148.03,236.91,55.15,2.75,20.1,26.05,48.97,54.42,,463.0,Severe
+Kolkata,2019-01-23,282.8,396.97,163.39,105.5,213.42,31.01,2.44,12.3,26.88,38.06,48.45,,475.0,Severe
+Kolkata,2019-01-24,214.45,322.12,142.88,101.91,220.84,34.88,1.67,13.85,27.88,39.93,43.36,,391.0,Very Poor
+Kolkata,2019-01-25,157.14,246.66,100.66,109.37,182.61,32.01,1.24,10.03,26.43,8.39,8.72,,346.0,Very Poor
+Kolkata,2019-01-26,126.08,203.17,39.14,88.24,127.36,30.14,0.77,11.32,26.47,2.26,2.46,,299.0,Poor
+Kolkata,2019-01-27,112.94,188.34,23.6,91.61,115.22,28.35,0.72,16.05,20.07,1.28,1.16,,255.0,Poor
+Kolkata,2019-01-28,112.49,180.14,17.94,78.76,96.7,26.23,0.68,13.26,21.45,0.76,0.92,,258.0,Poor
+Kolkata,2019-01-29,97.05,175.72,33.82,83.43,113.39,23.96,0.75,11.3,29.48,0.59,0.9,,233.0,Poor
+Kolkata,2019-01-30,103.58,181.31,37.98,95.34,120.43,21.48,0.76,16.51,27.14,0.42,0.72,,242.0,Poor
+Kolkata,2019-01-31,153.89,270.09,90.12,94.2,168.14,22.98,1.34,17.51,27.95,0.74,0.58,,291.0,Poor
+Kolkata,2019-02-01,163.65,273.34,76.7,107.37,171.45,24.97,1.21,15.86,23.87,0.37,0.47,,331.0,Very Poor
+Kolkata,2019-02-02,207.09,322.73,82.5,102.38,173.02,26.82,1.99,17.26,25.28,3.54,4.62,,361.0,Very Poor
+Kolkata,2019-02-03,183.64,336.02,117.42,95.84,189.74,24.83,1.84,17.89,25.36,6.33,10.23,,356.0,Very Poor
+Kolkata,2019-02-04,164.48,293.11,114.77,112.25,204.14,26.51,1.73,17.94,22.73,6.51,8.28,,335.0,Very Poor
+Kolkata,2019-02-05,169.86,290.85,127.55,103.89,194.0,25.08,1.67,20.74,24.65,7.19,10.21,,337.0,Very Poor
+Kolkata,2019-02-06,194.51,342.34,116.34,120.72,220.76,26.96,1.83,20.69,23.91,7.14,9.35,,349.0,Very Poor
+Kolkata,2019-02-07,180.67,295.97,99.12,130.54,210.32,35.17,1.62,20.81,32.07,11.9,13.05,,350.0,Very Poor
+Kolkata,2019-02-08,153.28,264.95,36.39,108.42,144.8,37.98,1.16,14.83,42.62,3.89,5.8,,321.0,Very Poor
+Kolkata,2019-02-09,113.11,167.61,3.03,50.87,53.9,34.76,0.79,11.0,46.31,1.81,5.22,,275.0,Poor
+Kolkata,2019-02-10,57.85,112.72,5.17,66.29,71.46,28.27,0.51,9.65,40.21,0.97,4.7,,178.0,Moderate
+Kolkata,2019-02-11,90.05,161.6,25.58,87.23,112.75,30.21,0.75,14.16,34.89,2.14,5.18,,167.0,Moderate
+Kolkata,2019-02-12,125.98,212.8,62.07,110.25,161.49,29.97,1.02,15.6,30.7,3.31,6.95,,264.0,Poor
+Kolkata,2019-02-13,130.91,254.19,78.61,120.07,182.41,32.89,1.34,23.16,32.22,3.6,8.39,,288.0,Poor
+Kolkata,2019-02-14,195.34,345.73,70.98,145.21,165.88,62.5,1.99,23.53,31.43,5.83,9.88,,345.0,Very Poor
+Kolkata,2019-02-15,206.83,339.86,100.18,136.64,193.43,85.39,1.79,22.63,35.48,6.52,10.6,,360.0,Very Poor
+Kolkata,2019-02-16,115.8,208.77,58.12,112.11,157.32,60.77,1.16,18.54,24.87,3.09,6.45,,307.0,Very Poor
+Kolkata,2019-02-17,96.52,160.84,19.6,86.76,106.35,48.23,0.85,13.68,33.05,1.59,4.66,,229.0,Poor
+Kolkata,2019-02-18,113.34,183.53,43.93,103.33,144.71,48.66,1.0,12.89,37.06,2.93,8.69,,240.0,Poor
+Kolkata,2019-02-19,152.16,245.83,68.47,115.61,170.14,56.64,1.15,17.81,36.19,5.63,11.24,,295.0,Poor
+Kolkata,2019-02-20,95.73,159.86,19.29,68.68,87.32,55.99,0.91,12.49,33.69,2.2,6.98,,236.0,Poor
+Kolkata,2019-02-21,157.09,272.5,65.58,108.51,168.78,54.45,1.26,20.43,32.41,4.96,9.94,,278.0,Poor
+Kolkata,2019-02-22,94.94,158.75,17.21,78.13,93.64,50.78,0.83,25.43,25.74,2.41,6.58,,247.0,Poor
+Kolkata,2019-02-23,106.79,193.57,38.4,96.13,116.67,60.9,1.1,16.1,31.98,4.21,10.16,,224.0,Poor
+Kolkata,2019-02-24,114.95,221.88,33.15,81.62,107.33,64.72,0.86,13.3,41.71,5.11,9.27,,286.0,Poor
+Kolkata,2019-02-25,81.45,131.38,7.75,78.12,85.86,46.3,0.79,8.47,27.38,3.33,6.57,,205.0,Poor
+Kolkata,2019-02-26,49.4,75.42,6.05,53.47,59.51,38.37,0.73,3.7,21.92,3.4,7.49,,135.0,Moderate
+Kolkata,2019-02-27,28.96,42.82,6.07,52.86,58.94,34.33,0.59,2.95,26.06,3.96,10.76,,76.0,Satisfactory
+Kolkata,2019-02-28,36.08,52.25,15.77,56.9,72.67,32.36,0.73,5.14,23.41,5.46,12.17,,75.0,Satisfactory
+Kolkata,2019-03-01,60.77,107.96,39.04,73.06,112.11,32.18,0.89,8.9,32.55,7.46,11.81,,141.0,Moderate
+Kolkata,2019-03-02,85.85,146.83,69.36,86.08,145.9,41.52,1.09,8.6,35.5,11.4,15.99,,199.0,Moderate
+Kolkata,2019-03-03,114.86,202.87,81.89,118.46,184.71,53.32,1.45,16.2,32.47,14.5,19.06,,256.0,Poor
+Kolkata,2019-03-04,97.47,170.15,5.3,71.62,76.91,43.07,0.89,9.85,26.06,7.94,11.99,,242.0,Poor
+Kolkata,2019-03-05,56.44,109.62,7.58,56.65,64.23,38.38,0.9,5.93,24.63,8.39,13.16,,129.0,Moderate
+Kolkata,2019-03-06,73.88,124.15,8.96,54.43,63.38,37.14,0.97,7.96,31.1,7.75,12.07,,144.0,Moderate
+Kolkata,2019-03-07,89.06,167.12,31.13,74.58,105.76,41.93,1.0,11.84,32.06,7.48,17.79,,212.0,Poor
+Kolkata,2019-03-08,82.36,165.43,36.63,107.66,144.29,46.74,0.97,13.53,26.62,13.18,21.9,,184.0,Moderate
+Kolkata,2019-03-09,85.52,175.94,14.25,100.33,114.58,43.19,0.82,16.01,30.96,10.72,16.23,,200.0,Moderate
+Kolkata,2019-03-10,66.32,122.77,5.59,45.85,51.45,39.78,0.72,7.45,19.05,3.68,9.03,,162.0,Moderate
+Kolkata,2019-03-11,64.17,127.44,8.48,54.17,62.74,35.33,0.8,5.58,22.84,5.34,10.97,,101.0,Moderate
+Kolkata,2019-03-12,90.0,154.9,7.55,60.81,68.37,27.17,0.71,19.58,35.94,6.57,13.21,,189.0,Moderate
+Kolkata,2019-03-13,68.87,119.24,5.98,53.15,59.13,25.73,0.77,12.43,30.06,3.84,10.04,,150.0,Moderate
+Kolkata,2019-03-14,89.98,140.82,3.91,58.04,61.94,26.32,0.74,13.13,51.84,5.89,8.37,,178.0,Moderate
+Kolkata,2019-03-15,88.46,155.33,9.15,85.21,94.18,29.01,0.83,13.91,37.35,7.65,10.35,,207.0,Poor
+Kolkata,2019-03-16,52.9,100.16,10.84,80.34,91.18,29.14,0.65,13.23,35.03,5.09,13.04,,130.0,Moderate
+Kolkata,2019-03-17,75.4,132.31,4.99,54.28,59.27,28.02,0.7,9.02,48.76,4.96,9.75,,131.0,Moderate
+Kolkata,2019-03-18,48.07,108.15,14.27,91.18,105.42,26.32,0.65,10.32,34.25,8.21,14.72,,119.0,Moderate
+Kolkata,2019-03-19,60.48,103.34,4.17,64.8,68.85,25.75,0.63,15.86,42.37,7.01,11.24,,122.0,Moderate
+Kolkata,2019-03-20,67.03,118.0,8.28,67.43,75.71,25.01,0.64,12.53,31.66,8.26,10.58,,115.0,Moderate
+Kolkata,2019-03-21,60.11,97.86,3.44,35.17,38.61,21.34,0.54,8.64,46.59,2.94,6.79,,144.0,Moderate
+Kolkata,2019-03-22,50.03,83.88,4.16,39.61,43.6,21.23,0.57,9.5,35.42,2.91,6.16,,98.0,Satisfactory
+Kolkata,2019-03-23,67.63,122.27,38.18,89.77,127.95,21.67,0.79,11.87,36.75,11.26,19.23,,114.0,Moderate
+Kolkata,2019-03-24,81.82,152.03,46.02,93.58,139.59,25.66,0.88,12.09,42.97,8.64,14.88,,192.0,Moderate
+Kolkata,2019-03-25,100.22,210.26,62.22,110.56,171.26,35.33,1.04,16.5,39.48,14.46,18.89,,226.0,Poor
+Kolkata,2019-03-26,82.49,174.78,4.46,51.51,55.92,29.64,0.63,7.53,44.18,4.73,8.94,,214.0,Poor
+Kolkata,2019-03-27,62.36,134.81,5.58,71.64,77.2,26.15,0.57,18.68,49.46,5.55,12.64,,141.0,Moderate
+Kolkata,2019-03-28,61.16,119.54,5.12,48.98,54.09,26.26,0.61,7.42,36.53,5.27,10.62,,133.0,Moderate
+Kolkata,2019-03-29,53.72,103.52,5.72,41.28,47.0,24.11,0.47,6.59,23.47,3.73,10.01,,116.0,Moderate
+Kolkata,2019-03-30,54.17,105.96,4.24,36.1,40.34,22.53,0.56,5.71,28.42,4.76,8.34,,96.0,Satisfactory
+Kolkata,2019-03-31,50.23,92.3,4.56,26.9,31.47,19.37,0.57,4.4,19.9,1.87,6.16,,106.0,Moderate
+Kolkata,2019-04-01,27.98,57.67,3.71,25.23,28.93,21.12,0.5,2.04,30.51,2.05,6.0,,74.0,Satisfactory
+Kolkata,2019-04-02,47.53,89.35,5.26,35.26,40.57,19.12,0.61,3.68,23.58,3.15,10.25,,69.0,Satisfactory
+Kolkata,2019-04-03,43.55,90.75,4.31,24.63,28.83,18.48,0.47,2.55,25.05,3.31,9.79,,88.0,Satisfactory
+Kolkata,2019-04-04,41.47,80.25,4.66,26.11,30.77,15.35,0.43,4.67,19.76,2.86,9.2,,83.0,Satisfactory
+Kolkata,2019-04-05,43.05,81.36,4.61,27.52,32.13,16.33,0.44,3.5,22.93,3.42,8.39,,79.0,Satisfactory
+Kolkata,2019-04-06,41.82,82.13,9.49,49.86,59.35,20.13,0.54,9.6,29.98,4.01,10.3,,86.0,Satisfactory
+Kolkata,2019-04-07,33.47,58.14,3.97,38.47,42.44,20.1,0.55,7.76,49.77,3.3,7.29,,79.0,Satisfactory
+Kolkata,2019-04-08,34.9,64.37,4.43,41.84,46.27,20.36,0.5,7.44,42.33,2.65,8.39,,77.0,Satisfactory
+Kolkata,2019-04-09,36.38,65.76,5.1,38.87,43.97,19.69,0.5,6.02,28.62,3.86,9.68,,68.0,Satisfactory
+Kolkata,2019-04-10,30.36,55.27,5.91,42.5,48.41,19.36,0.55,2.42,23.1,5.64,12.96,,66.0,Satisfactory
+Kolkata,2019-04-11,36.29,63.16,5.04,26.02,31.06,16.09,0.52,2.6,19.43,4.63,9.4,,60.0,Satisfactory
+Kolkata,2019-04-12,34.96,61.52,5.49,27.69,33.18,15.03,0.5,3.84,19.96,3.65,8.74,,63.0,Satisfactory
+Kolkata,2019-04-13,38.4,74.74,4.38,28.18,32.54,15.32,0.52,5.79,33.37,3.81,9.24,,73.0,Satisfactory
+Kolkata,2019-04-14,37.68,63.15,3.1,21.81,24.9,17.45,0.48,4.64,33.32,2.45,6.64,,67.0,Satisfactory
+Kolkata,2019-04-15,37.91,67.16,3.62,22.37,25.66,14.29,0.45,5.11,24.06,2.93,7.17,,68.0,Satisfactory
+Kolkata,2019-04-16,52.47,101.54,4.18,23.38,27.57,13.11,0.45,5.58,26.09,3.85,7.75,,79.0,Satisfactory
+Kolkata,2019-04-17,64.22,123.58,2.77,30.87,33.68,20.08,0.46,8.33,35.68,4.75,7.64,,119.0,Moderate
+Kolkata,2019-04-18,76.6,171.99,9.55,48.4,57.95,35.59,0.72,17.22,39.97,7.4,14.71,,169.0,Moderate
+Kolkata,2019-04-19,77.82,151.69,4.91,49.19,54.13,34.68,0.6,14.5,35.89,9.76,15.98,,166.0,Moderate
+Kolkata,2019-04-20,55.14,98.35,2.87,36.19,39.07,30.64,0.6,16.72,52.21,3.71,9.21,,135.0,Moderate
+Kolkata,2019-04-21,41.44,75.8,2.73,21.25,23.98,27.13,0.52,4.77,38.43,1.75,4.84,,86.0,Satisfactory
+Kolkata,2019-04-22,47.76,85.76,3.57,36.57,40.14,29.99,0.58,8.1,37.74,4.51,7.46,,87.0,Satisfactory
+Kolkata,2019-04-23,38.95,72.86,4.25,38.57,42.83,28.6,0.54,7.66,41.3,5.1,11.16,,87.0,Satisfactory
+Kolkata,2019-04-24,36.62,66.55,3.65,31.87,35.54,26.55,0.46,5.21,25.59,5.25,7.91,,80.0,Satisfactory
+Kolkata,2019-04-25,32.45,59.51,5.19,28.57,33.76,21.53,0.45,4.26,18.84,3.6,7.78,,65.0,Satisfactory
+Kolkata,2019-04-26,40.39,79.62,4.9,27.81,32.7,21.9,0.44,3.16,19.95,4.14,8.53,,66.0,Satisfactory
+Kolkata,2019-04-27,46.78,89.61,4.49,26.3,30.78,20.64,0.48,4.1,17.74,3.69,9.73,,85.0,Satisfactory
+Kolkata,2019-04-28,37.93,77.14,4.58,18.8,23.38,15.87,0.42,3.48,15.98,2.1,6.68,,82.0,Satisfactory
+Kolkata,2019-04-29,27.48,102.42,5.58,19.63,25.17,14.68,0.37,3.31,13.32,2.36,8.02,,78.0,Satisfactory
+Kolkata,2019-04-30,24.32,141.78,5.54,20.32,25.85,10.87,0.4,4.82,17.49,2.5,9.93,,120.0,Moderate
+Kolkata,2019-05-01,19.24,94.91,5.14,20.4,25.54,13.34,0.36,2.76,20.71,1.94,6.77,,73.0,Satisfactory
+Kolkata,2019-05-02,17.81,83.54,4.57,21.57,26.14,13.63,0.34,1.99,20.38,1.93,6.53,,36.0,Good
+Kolkata,2019-05-03,16.59,56.12,3.37,15.73,19.09,13.3,0.41,1.73,26.59,3.16,5.81,,38.0,Good
+Kolkata,2019-05-04,22.34,39.22,5.73,25.68,31.4,12.25,0.55,2.6,28.41,2.33,6.55,,49.0,Good
+Kolkata,2019-05-05,55.45,108.43,18.33,34.48,52.48,6.14,0.72,3.14,26.49,7.15,12.15,,86.0,Satisfactory
+Kolkata,2019-05-06,55.4,127.11,3.15,17.34,18.19,4.93,0.47,1.93,37.33,2.96,7.7,,108.0,Moderate
+Kolkata,2019-05-07,61.78,126.2,3.01,20.39,23.38,5.49,0.53,1.52,37.0,4.36,10.42,,116.0,Moderate
+Kolkata,2019-05-08,67.4,133.0,3.64,21.14,24.77,4.85,0.49,1.44,34.46,4.03,9.58,,122.0,Moderate
+Kolkata,2019-05-09,66.57,132.1,2.95,17.89,20.84,4.74,0.46,1.67,37.19,1.78,5.48,,124.0,Moderate
+Kolkata,2019-05-10,65.47,129.42,2.73,14.69,17.43,3.81,0.49,1.82,41.67,2.99,8.35,,126.0,Moderate
+Kolkata,2019-05-11,55.4,121.13,3.03,13.92,16.95,9.62,0.47,1.57,37.14,3.52,9.18,,117.0,Moderate
+Kolkata,2019-05-12,53.61,109.67,2.71,9.9,12.6,7.85,0.42,1.33,33.64,2.47,4.35,,107.0,Moderate
+Kolkata,2019-05-13,47.28,97.99,2.79,10.62,13.4,6.27,0.42,1.62,33.51,2.28,5.16,,100.0,Satisfactory
+Kolkata,2019-05-14,37.4,82.31,3.16,15.49,18.51,7.8,0.48,2.39,29.68,2.95,7.23,,84.0,Satisfactory
+Kolkata,2019-05-15,42.19,88.6,3.26,18.89,22.07,6.9,0.5,1.78,27.24,5.89,11.91,,98.0,Satisfactory
+Kolkata,2019-05-16,44.95,87.16,3.14,18.96,22.06,7.11,0.57,1.87,30.25,4.78,9.97,,90.0,Satisfactory
+Kolkata,2019-05-17,52.68,96.98,3.25,16.16,19.35,6.73,0.52,1.64,27.0,5.33,11.85,,93.0,Satisfactory
+Kolkata,2019-05-18,50.03,99.23,3.28,11.08,14.22,6.52,0.45,1.79,25.91,3.25,7.53,,96.0,Satisfactory
+Kolkata,2019-05-19,51.42,96.62,3.45,10.61,13.94,7.14,0.47,2.71,28.2,0.8,5.28,,96.0,Satisfactory
+Kolkata,2019-05-20,43.74,91.54,4.32,12.33,16.12,5.84,0.49,2.54,19.94,2.45,7.53,,92.0,Satisfactory
+Kolkata,2019-05-21,38.55,88.64,3.42,12.6,15.96,5.18,0.5,1.78,17.88,3.45,10.64,,90.0,Satisfactory
+Kolkata,2019-05-22,40.31,91.94,3.18,11.04,14.12,5.82,0.52,3.0,18.33,2.44,8.58,,86.0,Satisfactory
+Kolkata,2019-05-23,32.48,72.04,2.98,8.92,11.85,6.08,0.47,2.35,22.57,2.59,8.51,,82.0,Satisfactory
+Kolkata,2019-05-24,33.18,79.78,3.6,14.65,18.12,6.43,0.45,2.93,19.37,3.82,11.37,,74.0,Satisfactory
+Kolkata,2019-05-25,30.37,66.61,3.69,16.78,20.42,7.0,0.49,2.61,21.3,4.27,12.23,,75.0,Satisfactory
+Kolkata,2019-05-26,36.76,72.29,3.22,19.38,22.55,7.16,0.51,2.58,23.85,2.84,8.45,,66.0,Satisfactory
+Kolkata,2019-05-27,47.25,92.1,3.36,13.59,16.86,6.88,0.47,2.36,22.65,2.82,11.37,,87.0,Satisfactory
+Kolkata,2019-05-28,43.54,89.93,3.48,13.04,16.41,6.77,0.47,2.24,23.24,3.43,10.31,,89.0,Satisfactory
+Kolkata,2019-05-29,44.23,87.26,2.7,11.82,14.49,5.26,0.5,2.25,28.21,3.63,11.96,,86.0,Satisfactory
+Kolkata,2019-05-30,37.55,77.52,3.12,12.2,15.27,5.43,0.45,2.49,24.22,3.62,11.01,,83.0,Satisfactory
+Kolkata,2019-05-31,31.79,71.66,4.08,10.25,13.98,5.67,0.4,2.38,19.31,7.51,27.05,3.14,76.0,Satisfactory
+Kolkata,2019-06-01,36.25,69.53,3.74,17.79,20.47,4.15,0.4,2.88,26.32,23.57,76.04,6.68,76.0,Satisfactory
+Kolkata,2019-06-02,28.84,57.42,10.7,14.42,23.31,5.08,0.36,2.42,24.97,20.8,7.24,,69.0,Satisfactory
+Kolkata,2019-06-03,31.32,57.27,4.62,21.29,23.85,4.51,0.43,4.37,50.09,24.42,9.55,,71.0,Satisfactory
+Kolkata,2019-06-04,31.93,60.06,7.66,15.65,23.2,4.6,0.37,3.28,31.57,26.78,23.91,4.44,72.0,Satisfactory
+Kolkata,2019-06-05,27.66,47.01,4.04,18.32,19.24,5.0,0.39,1.7,24.38,21.83,64.98,10.19,61.0,Satisfactory
+Kolkata,2019-06-06,20.3,34.49,5.7,17.88,21.88,4.83,0.42,1.82,27.06,20.4,47.17,13.54,48.0,Good
+Kolkata,2019-06-07,19.04,33.84,5.92,17.24,21.69,4.5,0.43,1.89,32.87,24.01,10.48,10.75,49.0,Good
+Kolkata,2019-06-08,15.87,29.35,7.36,14.2,20.32,4.49,0.41,1.87,29.98,10.55,6.31,4.34,47.0,Good
+Kolkata,2019-06-09,31.08,48.86,28.0,17.2,38.47,11.48,0.42,2.49,34.29,2.56,7.77,,64.0,Satisfactory
+Kolkata,2019-06-10,34.28,62.72,5.7,12.48,15.42,4.09,0.39,1.65,36.48,1.85,7.33,,80.0,Satisfactory
+Kolkata,2019-06-11,31.04,58.4,17.04,14.17,31.43,5.64,0.36,1.6,37.01,3.39,7.21,3.39,70.0,Satisfactory
+Kolkata,2019-06-12,32.61,64.75,4.36,11.68,13.89,3.7,0.36,2.74,34.14,8.02,5.21,3.59,67.0,Satisfactory
+Kolkata,2019-06-13,43.52,75.56,6.69,24.24,26.81,4.38,0.54,3.09,51.71,9.79,8.75,3.76,94.0,Satisfactory
+Kolkata,2019-06-14,52.05,89.17,6.14,22.9,25.68,4.35,0.54,1.73,48.36,7.5,6.96,2.87,101.0,Moderate
+Kolkata,2019-06-15,37.14,65.3,9.93,20.89,28.59,4.88,0.35,1.96,32.21,8.33,5.66,3.72,88.0,Satisfactory
+Kolkata,2019-06-16,31.52,60.8,5.08,14.72,17.01,3.76,0.38,3.11,43.72,5.93,5.2,3.24,79.0,Satisfactory
+Kolkata,2019-06-17,50.58,107.48,3.53,23.6,20.77,4.15,0.55,3.31,39.69,7.87,7.57,3.5,82.0,Satisfactory
+Kolkata,2019-06-18,48.86,86.87,6.12,26.06,29.01,4.27,0.53,2.0,32.25,22.29,6.12,3.63,105.0,Moderate
+Kolkata,2019-06-19,50.99,92.07,3.23,24.86,27.94,4.01,0.52,2.0,42.01,20.92,7.71,3.58,95.0,Satisfactory
+Kolkata,2019-06-20,41.77,77.35,4.83,28.04,32.58,5.14,0.54,1.86,21.76,21.69,8.35,3.97,92.0,Satisfactory
+Kolkata,2019-06-21,19.24,38.81,3.69,20.06,23.52,7.04,0.43,1.5,19.79,39.76,6.44,3.49,54.0,Satisfactory
+Kolkata,2019-06-22,19.23,36.22,11.63,16.82,28.31,8.33,0.39,1.72,23.86,45.57,7.45,3.23,46.0,Good
+Kolkata,2019-06-23,17.54,35.32,18.47,13.16,28.63,8.49,0.34,1.73,19.44,36.69,5.05,3.02,57.0,Satisfactory
+Kolkata,2019-06-24,26.09,53.43,5.97,15.61,21.56,6.98,0.34,2.1,27.77,22.53,6.23,2.88,56.0,Satisfactory
+Kolkata,2019-06-25,21.93,52.12,9.22,13.39,18.13,9.67,0.33,2.72,24.77,21.68,5.28,2.64,61.0,Satisfactory
+Kolkata,2019-06-26,19.68,44.36,11.01,11.86,19.87,9.77,0.3,2.67,23.9,19.35,7.64,2.74,54.0,Satisfactory
+Kolkata,2019-06-27,22.86,49.27,18.44,15.6,35.56,13.5,0.33,3.46,24.76,13.01,7.53,3.06,62.0,Satisfactory
+Kolkata,2019-06-28,31.59,58.52,5.62,20.55,25.12,10.93,0.47,4.35,41.54,17.96,8.26,3.13,73.0,Satisfactory
+Kolkata,2019-06-29,44.03,76.1,6.27,21.47,27.27,9.08,0.64,3.01,37.1,22.66,10.7,4.13,78.0,Satisfactory
+Kolkata,2019-06-30,47.54,82.48,12.15,25.12,36.89,8.65,0.74,3.3,18.37,16.23,11.82,4.32,98.0,Satisfactory
+Kolkata,2019-07-01,23.16,48.3,8.37,16.39,24.62,10.15,0.57,2.59,21.87,12.81,7.76,3.08,71.0,Satisfactory
+Kolkata,2019-07-02,17.6,30.71,4.85,13.65,18.18,11.31,0.51,3.24,31.38,16.35,10.59,3.07,45.0,Good
+Kolkata,2019-07-03,20.48,39.15,3.98,17.47,21.37,11.78,0.52,3.08,39.28,17.08,16.03,3.64,58.0,Satisfactory
+Kolkata,2019-07-04,32.09,63.73,3.71,18.55,22.15,15.54,0.55,5.49,41.44,15.47,8.77,3.88,68.0,Satisfactory
+Kolkata,2019-07-05,27.6,54.31,4.63,17.39,21.98,20.3,0.53,4.27,26.66,15.64,8.28,4.19,67.0,Satisfactory
+Kolkata,2019-07-06,28.76,52.07,5.7,22.06,27.72,19.7,0.56,6.02,24.02,16.35,10.22,3.37,58.0,Satisfactory
+Kolkata,2019-07-07,19.65,40.85,4.91,14.68,19.28,15.27,0.45,5.95,24.19,16.01,5.87,3.12,52.0,Satisfactory
+Kolkata,2019-07-08,27.94,60.83,3.9,16.38,20.08,12.06,0.41,6.28,31.58,12.24,8.12,2.95,56.0,Satisfactory
+Kolkata,2019-07-09,26.94,60.03,6.57,17.39,23.29,19.4,0.45,7.35,29.94,11.82,8.67,2.92,64.0,Satisfactory
+Kolkata,2019-07-10,26.2,52.69,6.54,19.62,25.18,18.51,0.5,5.65,28.51,12.57,10.03,3.0,60.0,Satisfactory
+Kolkata,2019-07-11,28.7,56.45,26.66,21.13,40.14,28.25,0.46,5.54,26.62,12.5,10.17,3.0,64.0,Satisfactory
+Kolkata,2019-07-12,29.63,57.5,6.38,20.11,23.87,21.76,0.44,8.5,29.95,11.8,10.67,2.97,66.0,Satisfactory
+Kolkata,2019-07-13,35.3,69.72,4.92,17.32,20.46,30.05,0.46,7.89,38.28,13.11,9.87,3.08,69.0,Satisfactory
+Kolkata,2019-07-14,41.91,75.46,3.17,17.21,20.05,55.39,0.48,12.4,48.42,11.14,6.75,2.85,83.0,Satisfactory
+Kolkata,2019-07-15,45.48,92.7,6.2,25.17,29.17,73.45,0.49,11.54,47.41,10.04,8.76,2.53,97.0,Satisfactory
+Kolkata,2019-07-16,43.74,82.52,17.84,28.64,42.47,65.71,0.63,8.71,32.89,11.76,12.41,3.63,97.0,Satisfactory
+Kolkata,2019-07-17,57.6,104.21,39.95,27.41,60.92,23.78,0.79,4.6,27.24,18.23,12.03,5.34,106.0,Moderate
+Kolkata,2019-07-18,44.18,81.77,7.49,20.98,28.47,11.54,0.48,4.01,19.82,10.48,13.75,3.58,91.0,Satisfactory
+Kolkata,2019-07-19,15.02,30.29,5.11,14.16,19.27,13.53,0.37,2.56,19.86,11.55,7.93,2.78,53.0,Satisfactory
+Kolkata,2019-07-20,22.92,44.3,5.29,14.3,19.42,11.54,0.39,2.49,24.96,12.41,7.78,2.56,44.0,Good
+Kolkata,2019-07-21,25.98,47.27,3.74,13.27,17.02,8.99,0.4,5.23,28.79,11.38,6.29,2.54,54.0,Satisfactory
+Kolkata,2019-07-22,19.9,43.33,7.72,14.33,19.9,11.88,0.37,3.5,19.35,9.5,9.06,2.33,50.0,Good
+Kolkata,2019-07-23,16.06,34.69,6.65,14.13,20.78,8.85,0.37,4.71,15.84,11.51,10.45,2.49,47.0,Good
+Kolkata,2019-07-24,14.63,33.81,6.44,18.29,24.72,8.27,0.38,6.15,20.87,12.91,10.46,2.52,44.0,Good
+Kolkata,2019-07-25,36.9,63.34,4.5,31.77,35.93,8.03,0.54,9.84,32.75,16.49,14.12,3.53,60.0,Satisfactory
+Kolkata,2019-07-26,32.16,50.27,5.97,27.46,33.43,10.25,0.52,4.1,22.94,14.99,9.99,2.93,66.0,Satisfactory
+Kolkata,2019-07-27,25.09,40.45,11.42,26.5,37.9,9.98,0.54,3.04,19.16,16.68,11.03,3.55,56.0,Satisfactory
+Kolkata,2019-07-28,12.07,23.33,5.36,13.68,18.79,9.13,0.41,2.55,17.95,14.66,8.57,2.7,43.0,Good
+Kolkata,2019-07-29,10.12,20.56,7.37,17.97,25.32,8.11,0.44,2.34,21.18,14.58,8.44,2.43,33.0,Good
+Kolkata,2019-07-30,21.44,43.61,8.17,23.09,31.25,7.88,0.5,2.65,17.36,15.78,12.55,4.64,44.0,Good
+Kolkata,2019-07-31,23.4,48.28,7.12,25.37,32.49,8.49,0.52,3.43,21.95,15.76,11.99,2.71,54.0,Satisfactory
+Kolkata,2019-08-01,23.61,44.79,12.28,25.41,36.5,9.46,0.5,5.62,23.09,15.5,10.93,2.84,59.0,Satisfactory
+Kolkata,2019-08-02,17.93,34.63,13.68,19.92,33.58,11.22,0.51,4.42,17.22,16.44,12.62,10.3,46.0,Good
+Kolkata,2019-08-03,25.22,40.82,21.74,21.29,38.44,18.44,0.62,4.23,13.88,16.62,13.59,8.27,64.0,Satisfactory
+Kolkata,2019-08-04,39.37,62.25,12.69,24.23,34.72,13.94,0.78,2.99,17.31,15.88,10.45,4.74,64.0,Satisfactory
+Kolkata,2019-08-05,33.97,57.32,8.16,22.84,29.84,10.98,0.7,2.75,18.39,15.09,9.27,3.31,73.0,Satisfactory
+Kolkata,2019-08-06,25.88,45.47,15.26,24.85,40.29,12.46,0.6,3.4,13.95,14.78,12.3,3.16,65.0,Satisfactory
+Kolkata,2019-08-07,9.07,16.56,6.29,11.38,17.38,12.7,0.35,2.12,24.01,12.29,9.39,2.92,38.0,Good
+Kolkata,2019-08-08,11.36,22.78,7.95,16.73,24.05,9.84,0.4,2.49,14.48,12.36,8.82,2.28,34.0,Good
+Kolkata,2019-08-09,21.7,45.74,7.96,20.52,26.26,9.3,0.48,8.29,17.08,13.57,7.97,2.71,43.0,Good
+Kolkata,2019-08-10,32.78,58.33,15.57,30.56,46.0,9.02,0.71,5.93,19.0,15.26,12.28,3.87,61.0,Satisfactory
+Kolkata,2019-08-11,45.57,75.21,30.54,34.18,64.04,10.32,0.79,5.42,17.37,17.23,18.64,4.85,105.0,Moderate
+Kolkata,2019-08-12,29.86,51.62,11.43,25.7,36.39,11.79,0.65,5.07,11.21,12.66,8.35,3.1,68.0,Satisfactory
+Kolkata,2019-08-13,13.17,22.97,7.54,18.01,23.81,11.33,0.49,3.5,16.11,10.6,7.9,2.66,48.0,Good
+Kolkata,2019-08-14,29.6,54.22,6.88,21.27,27.35,10.46,0.44,3.99,18.14,20.03,7.76,2.25,45.0,Good
+Kolkata,2019-08-15,25.81,40.62,4.66,17.72,22.47,8.42,0.47,4.27,17.42,26.05,6.78,2.23,56.0,Satisfactory
+Kolkata,2019-08-16,27.99,47.39,6.3,19.07,25.53,11.58,0.55,2.63,17.18,28.03,7.25,2.42,51.0,Satisfactory
+Kolkata,2019-08-17,20.92,26.95,7.49,19.29,27.0,14.84,0.57,2.14,15.6,38.98,9.96,3.1,48.0,Good
+Kolkata,2019-08-18,18.3,24.3,4.8,13.58,18.57,11.63,0.46,2.49,23.59,29.97,7.07,2.49,46.0,Good
+Kolkata,2019-08-19,13.95,30.32,6.97,15.32,22.21,11.51,0.44,2.37,20.74,24.65,7.78,2.1,39.0,Good
+Kolkata,2019-08-20,27.41,46.94,4.87,24.09,27.65,11.93,0.49,4.33,22.33,28.68,8.44,2.37,50.0,Good
+Kolkata,2019-08-21,30.31,52.58,6.57,19.12,24.58,10.14,0.43,3.01,18.13,19.61,8.45,2.28,58.0,Satisfactory
+Kolkata,2019-08-22,31.91,55.66,12.33,22.73,29.36,10.05,0.44,3.74,17.54,19.99,11.98,1.66,64.0,Satisfactory
+Kolkata,2019-08-23,18.15,30.42,17.68,21.49,35.75,10.61,0.5,2.54,16.79,20.93,14.42,2.18,62.0,Satisfactory
+Kolkata,2019-08-24,18.41,32.41,14.48,36.97,36.9,15.53,0.52,2.6,13.15,25.91,12.7,1.99,55.0,Satisfactory
+Kolkata,2019-08-25,13.74,24.22,7.22,17.02,24.21,10.58,0.4,2.63,24.58,21.92,10.79,1.46,50.0,Good
+Kolkata,2019-08-26,12.82,22.87,12.89,18.34,26.58,11.7,0.41,3.91,25.8,20.27,11.23,1.42,49.0,Good
+Kolkata,2019-08-27,16.68,28.91,7.61,17.33,24.22,11.55,0.42,3.03,21.5,18.32,11.32,2.16,43.0,Good
+Kolkata,2019-08-28,24.71,40.02,15.78,21.28,35.58,11.55,0.5,3.24,16.55,22.24,11.61,1.63,51.0,Satisfactory
+Kolkata,2019-08-29,14.31,29.09,15.18,19.6,33.02,9.74,0.44,2.95,14.89,24.05,12.51,2.18,54.0,Satisfactory
+Kolkata,2019-08-30,18.83,36.56,11.96,16.93,24.06,10.58,0.4,2.92,14.54,18.99,15.68,2.32,47.0,Good
+Kolkata,2019-08-31,16.54,35.74,10.89,14.93,24.46,12.45,0.38,3.43,15.37,18.69,14.33,1.66,40.0,Good
+Kolkata,2019-09-01,26.16,50.5,8.48,20.14,26.02,12.37,0.48,3.54,18.66,18.81,15.13,1.55,50.0,Good
+Kolkata,2019-09-02,15.99,32.01,26.78,19.0,42.46,15.43,0.5,2.98,12.49,26.67,13.6,2.73,53.0,Satisfactory
+Kolkata,2019-09-03,10.64,19.67,22.93,14.85,25.61,31.02,0.46,3.06,13.67,23.38,9.25,2.14,48.0,Good
+Kolkata,2019-09-04,10.37,21.58,8.33,10.63,16.45,8.86,0.39,3.71,15.78,7.91,11.04,1.5,39.0,Good
+Kolkata,2019-09-05,10.02,21.17,6.8,12.4,18.86,11.23,0.38,3.44,18.85,18.69,15.34,2.84,34.0,Good
+Kolkata,2019-09-06,8.77,20.17,6.43,13.0,19.24,13.53,0.36,3.66,20.62,19.85,15.78,1.62,34.0,Good
+Kolkata,2019-09-07,11.06,21.3,5.86,13.9,19.42,13.16,0.42,3.3,17.55,21.63,17.62,2.54,34.0,Good
+Kolkata,2019-09-08,12.63,23.51,6.03,15.62,21.28,9.32,0.42,3.04,16.11,18.39,14.45,1.39,36.0,Good
+Kolkata,2019-09-09,18.89,33.89,4.99,15.5,20.16,14.19,0.4,4.14,25.56,16.69,12.56,1.02,49.0,Good
+Kolkata,2019-09-10,20.96,43.09,3.85,12.27,15.97,16.92,0.39,3.36,27.4,12.24,12.76,1.34,49.0,Good
+Kolkata,2019-09-11,15.06,34.89,5.15,17.5,22.48,13.58,0.46,3.91,18.56,15.68,12.95,1.09,50.0,Good
+Kolkata,2019-09-12,18.3,34.87,7.84,19.49,27.28,15.07,0.45,3.62,11.89,22.17,14.37,1.41,43.0,Good
+Kolkata,2019-09-13,13.73,39.58,5.36,17.01,22.35,13.49,0.38,4.15,20.21,13.76,15.95,1.14,44.0,Good
+Kolkata,2019-09-14,18.34,50.45,4.77,18.52,23.26,10.47,0.39,4.57,33.92,4.74,14.66,1.08,59.0,Satisfactory
+Kolkata,2019-09-15,22.12,54.31,4.55,15.75,20.26,8.36,0.34,7.32,41.67,3.65,12.61,0.87,74.0,Satisfactory
+Kolkata,2019-09-16,20.66,46.43,5.18,15.05,20.24,10.92,0.37,5.23,26.68,4.07,11.02,0.92,53.0,Satisfactory
+Kolkata,2019-09-17,19.19,38.64,6.37,12.62,18.91,12.69,0.35,4.23,15.73,8.18,11.97,1.07,45.0,Good
+Kolkata,2019-09-18,12.38,26.69,5.85,12.2,18.06,9.94,0.37,3.59,17.47,18.99,17.01,1.75,37.0,Good
+Kolkata,2019-09-19,9.88,22.6,6.75,11.9,18.63,9.6,0.37,3.35,14.86,19.45,18.1,1.53,33.0,Good
+Kolkata,2019-09-20,20.57,44.33,14.74,23.75,38.48,11.8,0.55,5.1,20.25,19.7,18.25,2.64,54.0,Satisfactory
+Kolkata,2019-09-21,26.92,54.04,23.25,24.46,46.95,12.86,0.6,6.07,19.36,23.85,21.22,3.39,74.0,Satisfactory
+Kolkata,2019-09-22,22.27,39.76,9.48,18.8,28.26,11.41,0.52,3.85,23.79,21.59,18.45,2.16,61.0,Satisfactory
+Kolkata,2019-09-23,13.46,27.79,5.37,15.08,20.36,10.81,0.44,3.93,23.79,17.44,16.08,1.61,44.0,Good
+Kolkata,2019-09-24,7.86,19.38,6.52,12.54,19.05,10.95,0.32,3.52,15.08,22.55,19.38,1.76,31.0,Good
+Kolkata,2019-09-25,11.71,22.26,9.76,18.31,28.02,9.79,0.53,3.39,10.42,25.57,20.93,2.19,36.0,Good
+Kolkata,2019-09-26,18.45,31.97,9.05,19.79,28.81,10.36,0.53,4.13,16.25,23.51,20.91,3.0,46.0,Good
+Kolkata,2019-09-27,19.27,33.53,10.16,22.59,32.53,12.21,0.53,4.82,18.09,24.31,22.17,2.16,48.0,Good
+Kolkata,2019-09-28,19.66,33.92,14.96,21.08,35.71,13.45,0.56,4.81,12.16,28.94,24.97,2.78,47.0,Good
+Kolkata,2019-09-29,14.96,26.69,7.84,18.02,25.86,10.91,0.44,3.97,15.97,24.06,21.56,2.09,44.0,Good
+Kolkata,2019-09-30,14.36,30.44,7.87,19.59,27.37,12.37,0.43,6.14,20.4,18.95,19.19,1.66,42.0,Good
+Kolkata,2019-10-01,32.51,61.75,9.06,24.88,33.94,12.94,0.57,8.09,25.58,23.34,18.4,2.84,56.0,Satisfactory
+Kolkata,2019-10-02,53.48,90.6,10.78,26.72,37.62,12.05,0.7,7.47,33.08,25.44,20.5,2.53,86.0,Satisfactory
+Kolkata,2019-10-03,38.11,65.5,7.29,26.61,33.91,12.51,0.6,5.36,24.73,20.31,17.84,2.17,78.0,Satisfactory
+Kolkata,2019-10-04,32.16,58.42,5.25,20.46,25.58,13.25,0.49,7.52,35.75,18.67,16.67,1.72,70.0,Satisfactory
+Kolkata,2019-10-05,36.38,66.53,14.07,25.99,40.0,11.1,0.69,5.51,28.48,22.68,19.39,2.34,72.0,Satisfactory
+Kolkata,2019-10-06,41.4,76.92,12.93,26.84,39.51,9.86,0.67,4.99,25.91,23.75,21.06,2.61,90.0,Satisfactory
+Kolkata,2019-10-07,33.22,65.76,9.47,24.83,34.22,8.97,0.67,4.4,26.62,25.1,21.82,2.52,77.0,Satisfactory
+Kolkata,2019-10-08,25.16,55.33,16.23,21.42,37.51,9.89,0.66,4.05,22.52,24.95,21.71,2.72,78.0,Satisfactory
+Kolkata,2019-10-09,11.61,30.49,6.4,15.09,21.29,9.3,0.38,4.14,19.3,24.99,19.94,1.82,51.0,Satisfactory
+Kolkata,2019-10-10,14.75,52.87,16.19,19.56,35.72,9.22,0.62,4.72,16.92,30.08,26.22,2.78,51.0,Satisfactory
+Kolkata,2019-10-11,37.23,66.97,37.6,26.81,62.43,11.88,0.94,5.52,23.79,25.97,26.71,4.9,95.0,Satisfactory
+Kolkata,2019-10-12,50.35,82.16,40.06,30.4,70.28,9.34,1.07,4.31,31.44,20.23,25.42,5.07,110.0,Moderate
+Kolkata,2019-10-13,69.61,108.35,15.77,29.86,45.64,9.41,0.74,6.85,32.84,11.91,12.83,3.65,116.0,Moderate
+Kolkata,2019-10-14,69.89,107.38,7.35,31.27,38.63,10.3,0.63,7.36,52.83,9.85,10.38,2.6,148.0,Moderate
+Kolkata,2019-10-15,64.09,103.94,7.8,31.64,39.45,11.66,0.7,6.33,50.55,10.45,12.31,2.59,135.0,Moderate
+Kolkata,2019-10-16,56.62,92.76,13.47,33.22,46.71,12.09,0.76,4.47,34.19,20.41,33.65,2.72,129.0,Moderate
+Kolkata,2019-10-17,50.03,85.23,23.48,34.86,58.24,12.26,0.86,6.51,21.23,24.3,35.75,4.02,94.0,Satisfactory
+Kolkata,2019-10-18,62.88,108.38,51.52,39.8,87.26,13.14,1.17,6.9,29.78,27.67,40.3,5.61,149.0,Moderate
+Kolkata,2019-10-19,61.12,105.64,38.45,34.54,69.35,11.71,1.03,4.32,35.19,24.88,35.85,4.29,145.0,Moderate
+Kolkata,2019-10-20,63.0,101.4,12.99,32.87,45.48,10.42,0.85,5.15,40.98,22.31,36.56,2.62,118.0,Moderate
+Kolkata,2019-10-21,87.18,128.62,9.96,33.12,43.03,11.18,0.82,7.23,43.72,17.9,29.52,2.56,184.0,Moderate
+Kolkata,2019-10-22,68.66,111.63,20.17,39.51,59.45,11.14,0.91,8.61,38.38,17.33,28.24,3.01,174.0,Moderate
+Kolkata,2019-10-23,83.63,130.56,20.42,41.4,61.7,12.43,0.99,6.64,35.29,18.92,29.63,3.61,181.0,Moderate
+Kolkata,2019-10-24,34.47,58.82,5.79,25.85,31.51,12.34,0.51,4.18,33.2,21.95,32.25,1.58,121.0,Moderate
+Kolkata,2019-10-25,17.39,42.0,8.01,20.41,28.21,14.18,0.46,4.27,22.57,16.84,27.51,1.37,55.0,Satisfactory
+Kolkata,2019-10-26,33.33,63.66,10.15,26.3,36.42,10.78,0.66,6.74,14.61,19.16,33.62,2.22,54.0,Satisfactory
+Kolkata,2019-10-27,97.83,133.73,20.33,27.72,48.02,10.95,0.69,9.55,21.29,18.14,31.88,2.72,114.0,Moderate
+Kolkata,2019-10-28,129.59,180.39,10.55,30.93,41.48,13.41,0.57,11.25,30.33,16.07,27.94,2.07,289.0,Poor
+Kolkata,2019-10-29,120.12,177.4,18.92,36.38,55.32,12.98,0.74,9.68,27.19,18.62,30.77,2.52,265.0,Poor
+Kolkata,2019-10-30,102.54,171.02,25.42,40.53,65.82,14.44,0.93,8.75,30.65,22.83,35.16,3.27,251.0,Poor
+Kolkata,2019-10-31,106.31,200.92,32.12,50.3,82.35,17.03,1.22,8.71,35.61,25.03,37.09,4.56,255.0,Poor
+Kolkata,2019-11-01,101.59,211.21,49.12,54.98,104.08,17.99,1.33,9.44,40.02,21.35,30.9,5.29,249.0,Poor
+Kolkata,2019-11-02,75.18,157.84,19.95,46.23,66.18,18.4,0.9,10.2,37.77,10.12,16.57,2.41,195.0,Moderate
+Kolkata,2019-11-03,67.16,136.63,15.49,39.2,54.45,18.45,0.78,8.63,34.9,20.16,34.56,2.48,140.0,Moderate
+Kolkata,2019-11-04,71.91,147.98,46.18,48.22,88.9,16.59,1.09,8.48,35.16,23.44,34.24,3.31,133.0,Moderate
+Kolkata,2019-11-05,118.34,221.56,34.21,56.85,88.37,16.67,1.39,11.49,42.73,20.65,31.27,4.4,208.0,Poor
+Kolkata,2019-11-06,141.21,244.81,15.85,52.13,67.98,18.07,1.3,9.59,49.62,8.93,14.28,2.72,296.0,Poor
+Kolkata,2019-11-07,88.07,180.18,24.96,56.32,81.19,19.12,0.95,11.24,41.41,25.94,37.94,3.85,236.0,Poor
+Kolkata,2019-11-08,50.55,103.92,9.91,32.06,41.23,19.43,0.59,6.13,29.77,19.81,28.54,1.86,159.0,Moderate
+Kolkata,2019-11-09,11.92,34.15,7.48,15.9,21.94,16.9,0.43,5.26,30.06,17.32,25.69,1.02,64.0,Satisfactory
+Kolkata,2019-11-10,19.4,43.14,6.53,19.76,25.71,13.62,0.51,6.03,37.37,11.66,17.12,1.51,53.0,Satisfactory
+Kolkata,2019-11-11,31.74,81.19,31.45,29.62,59.18,12.38,0.95,8.63,21.54,9.67,17.3,2.82,70.0,Satisfactory
+Kolkata,2019-11-12,83.3,181.97,93.88,58.28,147.85,27.04,1.71,11.53,32.19,28.28,43.48,8.69,173.0,Moderate
+Kolkata,2019-11-13,93.94,204.82,61.28,61.02,117.62,29.31,1.37,12.42,36.07,25.66,49.78,6.41,240.0,Poor
+Kolkata,2019-11-14,78.47,171.14,42.01,60.5,101.9,23.66,1.19,11.15,31.36,22.45,45.14,4.41,199.0,Moderate
+Kolkata,2019-11-15,73.73,161.01,63.94,53.69,113.96,25.83,1.3,9.17,27.47,29.04,53.21,5.11,186.0,Moderate
+Kolkata,2019-11-16,86.92,170.48,67.18,59.83,122.19,26.43,1.33,10.57,36.57,15.17,40.21,4.52,187.0,Moderate
+Kolkata,2019-11-17,91.89,178.88,67.3,53.58,119.98,27.14,1.31,13.74,34.36,29.2,54.82,4.76,207.0,Poor
+Kolkata,2019-11-18,106.34,203.72,75.24,62.51,131.48,24.74,1.55,14.33,36.15,26.26,45.72,5.58,235.0,Poor
+Kolkata,2019-11-19,94.08,208.28,61.33,63.25,123.02,27.35,1.38,13.49,41.82,34.12,52.12,6.12,246.0,Poor
+Kolkata,2019-11-20,93.97,195.42,99.92,67.53,162.54,30.5,1.57,11.74,39.23,32.3,45.24,6.59,237.0,Poor
+Kolkata,2019-11-21,90.03,183.8,51.29,57.15,105.16,31.22,1.14,11.62,42.51,29.77,42.25,4.94,216.0,Poor
+Kolkata,2019-11-22,89.43,187.94,40.04,60.78,100.86,29.84,1.08,13.85,41.21,26.17,36.19,4.76,197.0,Moderate
+Kolkata,2019-11-23,110.7,222.67,54.7,69.34,123.61,31.07,1.36,18.3,41.56,30.02,44.8,5.23,234.0,Poor
+Kolkata,2019-11-24,132.43,258.0,75.4,66.27,139.23,30.21,1.45,11.68,39.64,32.78,50.04,5.71,295.0,Poor
+Kolkata,2019-11-25,117.23,233.93,70.09,63.55,127.99,28.58,1.52,9.97,42.48,26.91,36.68,4.87,278.0,Poor
+Kolkata,2019-11-26,117.32,229.43,98.2,65.19,145.73,29.69,1.93,7.12,35.96,38.16,44.74,6.56,279.0,Poor
+Kolkata,2019-11-27,114.92,232.5,63.4,55.04,115.33,27.83,1.47,8.3,41.27,33.49,43.63,5.91,276.0,Poor
+Kolkata,2019-11-28,74.28,156.41,45.84,47.44,92.95,24.42,1.13,8.09,35.04,35.92,44.37,5.88,211.0,Poor
+Kolkata,2019-11-29,83.26,170.19,74.96,50.73,120.73,25.1,1.48,9.25,33.83,34.55,44.62,7.85,207.0,Poor
+Kolkata,2019-11-30,107.68,224.99,96.3,54.42,142.7,25.16,1.83,14.33,32.56,39.26,53.86,9.44,242.0,Poor
+Kolkata,2019-12-01,92.93,192.04,80.54,44.48,121.36,22.43,1.36,9.74,33.74,34.29,49.48,5.99,247.0,Poor
+Kolkata,2019-12-02,82.72,165.95,67.81,48.51,115.0,21.82,1.27,10.82,33.8,30.18,42.49,5.26,191.0,Moderate
+Kolkata,2019-12-03,95.06,202.55,70.95,56.41,120.88,28.27,1.22,12.92,36.38,31.55,42.19,5.27,205.0,Poor
+Kolkata,2019-12-04,101.36,203.24,56.03,53.02,105.46,29.08,1.22,15.09,36.22,30.29,43.2,5.07,241.0,Poor
+Kolkata,2019-12-05,85.69,173.56,34.51,50.15,84.09,26.58,1.06,13.24,35.88,30.27,38.15,3.36,202.0,Poor
+Kolkata,2019-12-06,71.72,143.09,46.68,46.56,92.79,25.75,0.97,9.53,32.72,15.11,21.59,3.14,183.0,Moderate
+Kolkata,2019-12-07,68.23,152.71,76.75,56.2,132.12,29.46,1.27,12.53,28.53,29.2,40.84,5.08,163.0,Moderate
+Kolkata,2019-12-08,76.4,163.09,69.99,53.73,121.73,29.94,1.13,16.61,25.83,28.49,40.12,5.14,201.0,Poor
+Kolkata,2019-12-09,61.42,135.43,27.77,47.07,74.3,25.61,0.87,13.04,36.19,23.65,33.33,2.65,129.0,Moderate
+Kolkata,2019-12-10,57.4,136.04,30.53,53.6,83.24,26.79,0.72,12.22,43.22,28.32,38.62,2.74,151.0,Moderate
+Kolkata,2019-12-11,74.26,149.7,19.23,43.49,62.55,26.53,0.83,11.73,48.36,27.43,34.84,2.09,146.0,Moderate
+Kolkata,2019-12-12,67.18,140.94,15.89,43.48,59.36,23.73,0.88,10.6,38.79,17.76,21.69,2.04,139.0,Moderate
+Kolkata,2019-12-13,101.93,185.67,17.2,43.64,60.84,23.41,1.01,13.1,44.65,20.86,21.11,2.67,193.0,Moderate
+Kolkata,2019-12-14,121.48,228.18,37.12,51.04,88.08,22.81,1.29,14.43,41.67,36.25,44.0,3.46,257.0,Poor
+Kolkata,2019-12-15,96.64,186.46,25.75,41.49,67.17,23.7,0.96,11.96,39.54,27.38,36.39,2.68,269.0,Poor
+Kolkata,2019-12-16,60.88,131.04,14.6,42.26,56.78,21.73,0.74,16.57,31.63,21.81,33.07,2.1,159.0,Moderate
+Kolkata,2019-12-17,65.04,139.55,18.08,42.15,60.14,20.85,0.81,14.42,35.12,24.82,37.84,2.32,129.0,Moderate
+Kolkata,2019-12-18,69.51,152.91,10.61,36.45,47.0,21.4,0.74,12.95,44.6,19.39,28.77,2.03,143.0,Moderate
+Kolkata,2019-12-19,68.66,150.99,10.59,38.67,49.18,21.81,0.67,15.32,38.31,19.11,28.69,1.53,145.0,Moderate
+Kolkata,2019-12-20,83.06,185.51,30.54,49.15,79.65,23.67,1.12,13.97,36.92,19.11,30.56,2.45,165.0,Moderate
+Kolkata,2019-12-21,121.14,248.22,46.48,54.57,101.01,27.78,1.38,13.41,32.14,33.28,45.32,2.95,258.0,Poor
+Kolkata,2019-12-22,109.38,220.65,17.01,45.09,62.02,24.24,1.29,8.08,28.06,28.35,36.79,1.49,253.0,Poor
+Kolkata,2019-12-23,120.65,234.99,13.73,48.48,62.12,26.28,1.19,10.05,37.72,25.93,33.59,1.58,274.0,Poor
+Kolkata,2019-12-24,123.92,262.53,49.47,56.67,96.2,29.43,1.75,13.56,34.37,34.25,42.39,2.67,295.0,Poor
+Kolkata,2019-12-25,104.65,231.11,97.36,69.8,165.9,31.69,2.09,11.59,33.36,46.36,56.84,4.49,274.0,Poor
+Kolkata,2019-12-26,107.72,217.34,44.27,54.49,98.47,28.97,1.56,11.57,26.93,29.76,37.45,2.97,269.0,Poor
+Kolkata,2019-12-27,79.44,144.61,9.66,38.43,48.0,27.49,0.96,12.59,34.64,22.44,29.42,1.49,179.0,Moderate
+Kolkata,2019-12-28,118.6,212.65,12.86,42.52,55.28,24.3,1.44,16.25,28.33,32.13,39.63,1.86,251.0,Poor
+Kolkata,2019-12-29,95.05,177.8,21.78,46.23,67.98,25.24,1.22,16.33,34.9,28.37,34.72,1.84,241.0,Poor
+Kolkata,2019-12-30,114.01,220.29,60.36,54.24,103.29,30.36,1.59,18.39,27.94,36.97,43.82,3.05,235.0,Poor
+Kolkata,2019-12-31,128.67,235.51,88.57,64.68,143.92,34.42,2.04,18.82,26.28,36.66,48.76,5.43,289.0,Poor
+Kolkata,2020-01-01,128.62,247.05,84.98,64.93,149.92,34.09,2.09,19.89,26.8,41.65,55.06,5.08,298.0,Poor
+Kolkata,2020-01-02,114.73,220.19,43.1,55.96,98.99,31.09,1.62,18.57,25.11,36.16,43.23,3.63,267.0,Poor
+Kolkata,2020-01-03,54.29,100.05,19.14,36.5,55.61,30.4,0.84,12.35,14.97,26.75,32.95,2.27,201.0,Poor
+Kolkata,2020-01-04,47.11,96.07,50.89,40.23,89.54,30.58,1.29,11.3,9.01,29.35,40.74,2.95,91.0,Satisfactory
+Kolkata,2020-01-05,91.78,170.2,84.79,41.06,125.79,33.6,1.79,12.03,9.37,34.39,44.32,4.22,182.0,Moderate
+Kolkata,2020-01-06,94.41,179.61,85.61,47.39,132.87,31.25,1.66,12.34,24.44,34.21,41.75,4.56,217.0,Poor
+Kolkata,2020-01-07,101.15,197.16,24.72,43.52,68.32,27.7,1.24,14.61,32.44,29.55,36.6,2.73,203.0,Poor
+Kolkata,2020-01-08,107.83,220.72,61.19,46.0,107.26,30.95,1.2,12.53,30.36,40.68,50.93,4.17,264.0,Poor
+Kolkata,2020-01-09,84.88,160.64,43.27,48.82,91.95,26.41,1.09,12.02,20.64,37.7,41.84,3.48,200.0,Moderate
+Kolkata,2020-01-10,84.49,158.8,26.82,45.77,72.64,27.64,0.89,16.04,25.17,28.48,34.04,2.88,179.0,Moderate
+Kolkata,2020-01-11,78.54,149.81,24.89,42.08,67.03,24.99,0.94,15.92,31.37,25.77,30.85,2.1,162.0,Moderate
+Kolkata,2020-01-12,83.17,156.39,40.21,45.72,86.0,24.13,0.99,14.48,33.94,27.91,33.26,1.95,194.0,Moderate
+Kolkata,2020-01-13,89.03,191.22,68.05,59.86,119.82,28.94,1.27,15.24,35.6,28.82,35.47,3.83,184.0,Moderate
+Kolkata,2020-01-14,146.7,269.95,159.22,79.75,214.54,35.36,2.15,15.48,31.08,56.76,70.23,8.79,286.0,Poor
+Kolkata,2020-01-15,176.49,325.84,151.75,94.33,224.09,39.65,2.22,19.24,35.41,64.44,70.44,10.65,338.0,Very Poor
+Kolkata,2020-01-16,145.88,256.22,103.28,77.25,170.71,35.15,1.79,13.07,38.31,60.97,66.84,8.29,347.0,Very Poor
+Kolkata,2020-01-17,111.02,211.36,109.92,67.76,171.93,35.51,1.48,13.02,34.49,44.01,47.53,6.08,277.0,Poor
+Kolkata,2020-01-18,82.65,167.5,78.57,64.95,140.68,27.53,1.22,17.28,31.83,31.32,46.49,3.82,219.0,Poor
+Kolkata,2020-01-19,83.41,176.12,45.12,51.05,93.6,31.03,1.01,14.21,34.6,24.37,30.22,2.84,196.0,Moderate
+Kolkata,2020-01-20,62.35,125.7,20.22,39.97,60.07,23.2,0.8,12.65,39.43,19.31,23.37,1.71,148.0,Moderate
+Kolkata,2020-01-21,75.02,157.98,62.34,54.45,105.24,23.12,1.11,13.18,39.37,29.26,39.26,4.05,172.0,Moderate
+Kolkata,2020-01-22,102.79,200.55,88.75,70.22,149.82,27.56,1.14,13.87,38.81,33.93,46.14,4.94,229.0,Poor
+Kolkata,2020-01-23,118.1,211.3,28.64,59.79,88.68,20.97,1.04,14.76,35.86,31.03,38.97,3.75,260.0,Poor
+Kolkata,2020-01-24,84.27,164.39,50.67,58.79,109.03,21.23,0.93,15.39,38.16,29.23,35.12,3.42,248.0,Poor
+Kolkata,2020-01-25,62.5,134.22,37.25,56.5,89.28,21.4,0.7,13.91,48.05,23.59,29.63,2.73,157.0,Moderate
+Kolkata,2020-01-26,106.39,197.16,86.73,67.07,146.25,25.26,1.21,13.82,44.09,33.39,39.34,5.06,234.0,Poor
+Kolkata,2020-01-27,107.8,216.85,60.88,68.55,123.03,26.97,1.23,12.15,40.5,22.26,28.74,3.44,254.0,Poor
+Kolkata,2020-01-28,115.41,221.71,45.17,62.58,100.08,28.54,0.96,14.29,50.09,24.36,28.49,3.15,278.0,Poor
+Kolkata,2020-01-29,51.86,121.15,16.0,36.64,46.36,30.89,0.48,9.23,48.43,15.1,19.37,0.95,175.0,Moderate
+Kolkata,2020-01-30,56.91,118.12,23.53,36.89,60.37,24.69,0.81,8.57,31.85,23.23,29.03,2.09,102.0,Moderate
+Kolkata,2020-01-31,73.09,154.08,50.69,49.78,100.07,27.8,0.88,11.97,36.63,21.68,30.86,3.01,163.0,Moderate
+Kolkata,2020-02-01,61.11,135.39,53.87,55.94,106.07,25.27,0.81,13.1,42.88,24.76,35.45,3.07,159.0,Moderate
+Kolkata,2020-02-02,67.01,158.46,66.93,59.8,122.47,29.23,0.98,14.75,40.56,21.46,33.04,2.93,174.0,Moderate
+Kolkata,2020-02-03,66.42,139.53,50.78,55.57,106.17,26.17,0.83,10.73,43.77,19.62,27.41,2.58,156.0,Moderate
+Kolkata,2020-02-04,79.24,168.58,57.23,69.37,124.05,29.31,0.9,17.62,41.3,23.17,34.46,3.37,184.0,Moderate
+Kolkata,2020-02-05,101.36,203.72,46.16,67.53,113.86,27.79,0.95,27.0,47.61,22.97,32.33,3.43,222.0,Poor
+Kolkata,2020-02-06,78.36,161.52,30.92,56.1,87.99,25.32,0.81,13.53,38.61,20.47,25.77,2.63,192.0,Moderate
+Kolkata,2020-02-07,80.67,180.94,22.63,57.6,80.68,24.99,0.74,13.6,34.87,22.53,25.9,2.52,189.0,Moderate
+Kolkata,2020-02-08,110.11,225.37,18.23,59.59,77.9,21.25,0.91,19.06,16.94,23.64,26.37,2.41,217.0,Poor
+Kolkata,2020-02-09,89.17,174.34,22.96,52.41,75.49,20.03,0.77,13.76,36.55,19.44,21.84,1.63,246.0,Poor
+Kolkata,2020-02-10,80.91,169.09,54.34,64.6,114.08,20.84,0.86,13.03,39.91,19.71,25.63,2.55,196.0,Moderate
+Kolkata,2020-02-11,106.37,210.54,98.81,76.36,162.32,24.81,1.23,14.93,42.54,25.11,38.79,4.45,241.0,Poor
+Kolkata,2020-02-12,101.11,203.59,126.15,85.22,192.55,26.78,1.44,14.79,44.09,28.41,44.07,4.94,247.0,Poor
+Kolkata,2020-02-13,99.03,204.3,76.98,79.66,148.11,25.53,1.11,13.39,40.69,25.61,36.32,4.31,240.0,Poor
+Kolkata,2020-02-14,106.87,217.18,79.9,80.75,153.8,33.36,1.12,19.36,44.77,28.03,34.51,5.62,254.0,Poor
+Kolkata,2020-02-15,71.25,157.73,48.61,66.46,114.34,29.58,0.88,14.99,43.65,14.46,25.71,3.09,185.0,Moderate
+Kolkata,2020-02-16,100.15,211.64,59.42,71.03,126.21,33.1,0.97,15.38,45.41,13.42,22.79,3.96,219.0,Poor
+Kolkata,2020-02-17,101.37,207.97,48.81,70.05,118.95,33.49,0.96,13.14,45.61,13.41,23.0,3.94,228.0,Poor
+Kolkata,2020-02-18,92.52,190.61,32.88,54.74,88.24,35.44,0.82,12.79,44.8,11.52,20.69,3.02,226.0,Poor
+Kolkata,2020-02-19,84.06,157.66,14.88,42.4,56.58,39.24,0.53,29.47,44.52,8.42,14.1,1.6,203.0,Poor
+Kolkata,2020-02-20,58.63,115.09,9.42,36.14,45.59,29.37,0.44,24.4,48.09,5.88,12.06,1.37,157.0,Moderate
+Kolkata,2020-02-21,81.15,175.18,53.7,57.85,108.0,28.02,0.86,12.45,38.87,13.0,21.41,2.75,162.0,Moderate
+Kolkata,2020-02-22,107.24,208.66,49.64,66.31,115.93,28.94,1.0,15.01,48.21,16.41,29.85,3.98,242.0,Poor
+Kolkata,2020-02-23,94.78,189.57,33.97,53.2,86.54,30.88,0.78,11.4,39.25,11.44,17.9,2.95,233.0,Poor
+Kolkata,2020-02-24,106.36,205.48,52.73,59.18,111.64,36.52,0.97,12.99,26.89,14.8,21.77,3.65,209.0,Poor
+Kolkata,2020-02-25,82.03,136.88,24.71,53.5,78.26,35.78,0.75,8.34,16.49,13.44,21.46,2.75,237.0,Poor
+Kolkata,2020-02-26,40.94,84.42,22.93,40.31,63.34,32.19,0.51,11.03,27.21,6.73,17.84,1.77,116.0,Moderate
+Kolkata,2020-02-27,45.0,89.71,19.39,45.61,65.07,28.23,0.67,11.59,37.56,9.06,16.74,2.17,91.0,Satisfactory
+Kolkata,2020-02-28,73.23,141.5,20.01,47.57,67.78,26.35,0.78,10.72,45.84,9.71,19.66,2.4,142.0,Moderate
+Kolkata,2020-02-29,73.68,141.14,40.41,57.35,97.62,28.26,0.92,11.26,44.83,13.07,23.04,2.94,167.0,Moderate
+Kolkata,2020-03-01,92.08,173.74,56.32,59.52,115.46,29.07,1.22,13.39,48.24,14.32,22.98,3.52,196.0,Moderate
+Kolkata,2020-03-02,97.45,183.82,45.4,54.31,99.7,27.63,1.09,14.25,41.92,11.31,18.57,3.5,222.0,Poor
+Kolkata,2020-03-03,82.48,149.76,11.03,38.23,49.24,28.48,0.81,10.52,49.7,8.47,12.82,1.6,194.0,Moderate
+Kolkata,2020-03-04,50.13,86.22,9.34,30.3,39.69,26.21,0.6,11.45,37.8,5.91,11.48,1.23,127.0,Moderate
+Kolkata,2020-03-05,34.26,71.62,15.34,33.77,49.13,25.91,0.68,9.3,33.35,7.67,14.45,1.71,89.0,Satisfactory
+Kolkata,2020-03-06,36.1,72.34,20.44,29.89,50.34,24.57,0.6,8.44,21.39,6.9,12.41,1.56,90.0,Satisfactory
+Kolkata,2020-03-07,32.81,58.09,8.91,25.75,34.7,24.09,0.67,8.05,27.46,6.85,11.84,1.56,69.0,Satisfactory
+Kolkata,2020-03-08,37.96,73.49,20.34,30.23,50.59,23.21,0.8,9.51,31.98,5.63,12.38,1.57,82.0,Satisfactory
+Kolkata,2020-03-09,57.01,110.73,20.9,35.23,56.18,22.91,0.72,11.02,49.97,6.16,14.48,1.98,128.0,Moderate
+Kolkata,2020-03-10,65.59,119.8,14.37,38.92,53.35,22.14,0.87,12.04,57.59,8.96,15.43,2.48,149.0,Moderate
+Kolkata,2020-03-11,56.77,111.27,6.29,30.92,37.2,23.59,0.67,13.6,59.48,5.56,11.84,1.45,143.0,Moderate
+Kolkata,2020-03-12,57.54,114.2,7.71,33.63,41.39,24.25,0.72,12.66,36.42,6.7,12.52,1.46,120.0,Moderate
+Kolkata,2020-03-13,57.2,110.82,12.35,39.86,49.84,24.08,0.83,11.76,41.17,8.96,15.47,2.86,126.0,Moderate
+Kolkata,2020-03-14,52.17,110.27,8.16,23.32,29.75,23.42,0.55,9.19,56.6,5.37,10.22,1.18,132.0,Moderate
+Kolkata,2020-03-15,23.34,55.65,7.32,26.71,33.42,23.08,0.54,11.89,47.47,3.34,9.39,1.0,92.0,Satisfactory
+Kolkata,2020-03-16,56.05,116.34,17.27,38.02,55.35,23.07,0.85,20.02,46.0,8.37,14.75,2.04,107.0,Moderate
+Kolkata,2020-03-17,61.94,118.28,16.78,37.15,54.0,22.89,0.83,10.65,53.69,11.27,18.97,2.15,138.0,Moderate
+Kolkata,2020-03-18,77.16,148.45,18.82,42.14,61.03,25.06,0.93,13.79,55.84,10.61,19.49,2.8,156.0,Moderate
+Kolkata,2020-03-19,86.38,149.16,19.93,45.5,65.46,22.38,0.83,15.41,61.26,10.84,18.66,2.66,207.0,Poor
+Kolkata,2020-03-20,42.09,82.64,11.39,31.8,43.24,21.18,0.63,14.56,62.06,6.08,14.16,1.75,139.0,Moderate
+Kolkata,2020-03-21,47.22,86.73,12.61,26.91,39.57,21.54,0.55,14.65,55.33,6.0,12.07,1.34,117.0,Moderate
+Kolkata,2020-03-22,16.18,30.44,5.32,17.81,22.63,19.72,0.38,8.37,57.24,2.0,7.4,0.54,83.0,Satisfactory
+Kolkata,2020-03-23,29.31,56.35,6.39,17.95,24.39,20.61,0.53,10.22,62.0,3.04,7.53,0.65,99.0,Satisfactory
+Kolkata,2020-03-24,33.21,52.19,5.56,13.92,19.53,19.63,0.52,9.68,48.07,3.4,7.69,0.66,88.0,Satisfactory
+Kolkata,2020-03-25,53.01,77.59,5.92,15.94,21.92,19.44,0.57,12.52,44.48,4.3,9.36,1.01,96.0,Satisfactory
+Kolkata,2020-03-26,37.02,60.49,5.62,14.36,20.02,19.23,0.52,6.8,47.17,2.77,7.92,0.7,95.0,Satisfactory
+Kolkata,2020-03-27,48.1,83.63,5.25,14.86,20.16,18.61,0.55,11.62,60.57,3.68,7.67,0.74,106.0,Moderate
+Kolkata,2020-03-28,46.57,77.11,6.29,15.71,21.9,18.62,0.57,11.46,58.18,3.34,6.79,0.76,100.0,Satisfactory
+Kolkata,2020-03-29,40.85,68.04,4.77,14.53,19.36,18.28,0.54,9.52,64.88,3.54,6.94,0.79,101.0,Moderate
+Kolkata,2020-03-30,43.56,71.92,4.98,16.55,21.58,18.02,0.54,10.03,68.67,3.54,6.86,0.77,107.0,Moderate
+Kolkata,2020-03-31,44.67,76.1,5.16,19.05,24.25,18.77,0.54,9.83,66.03,3.51,6.43,0.8,110.0,Moderate
+Kolkata,2020-04-01,50.19,78.52,5.04,12.41,17.49,19.22,0.57,11.65,69.65,2.61,6.5,0.51,117.0,Moderate
+Kolkata,2020-04-02,42.51,62.04,5.02,11.91,16.97,17.94,0.56,7.73,59.02,2.23,5.97,0.43,100.0,Satisfactory
+Kolkata,2020-04-03,43.08,71.67,5.13,13.25,18.42,17.37,0.62,7.33,58.44,3.05,7.42,0.66,100.0,Satisfactory
+Kolkata,2020-04-04,60.85,100.15,5.21,14.82,20.07,17.56,0.55,9.55,74.08,4.53,8.06,0.76,129.0,Moderate
+Kolkata,2020-04-05,47.78,75.16,6.62,11.03,17.57,17.75,0.45,9.11,62.77,2.67,6.64,0.52,112.0,Moderate
+Kolkata,2020-04-06,38.78,70.1,5.08,14.7,19.83,16.75,0.41,9.56,49.58,2.78,6.73,0.56,96.0,Satisfactory
+Kolkata,2020-04-07,39.33,74.46,4.97,11.32,16.34,16.76,0.39,13.28,63.72,2.14,5.68,0.36,95.0,Satisfactory
+Kolkata,2020-04-08,23.45,48.43,4.95,11.92,16.93,16.23,0.34,10.0,57.56,1.95,6.44,0.44,82.0,Satisfactory
+Kolkata,2020-04-09,20.26,43.54,4.75,12.71,17.5,15.23,0.33,12.12,74.55,1.77,6.3,0.39,100.0,Satisfactory
+Kolkata,2020-04-10,19.11,37.8,4.27,9.24,13.56,15.46,0.38,8.23,51.65,1.63,6.95,0.34,79.0,Satisfactory
+Kolkata,2020-04-11,18.03,39.16,4.5,8.65,13.21,15.25,0.35,7.51,45.52,1.44,6.46,0.33,62.0,Satisfactory
+Kolkata,2020-04-12,23.56,57.98,4.83,8.48,13.35,14.97,0.34,6.94,44.6,1.87,6.03,0.33,60.0,Satisfactory
+Kolkata,2020-04-13,24.5,48.39,4.29,7.64,11.98,14.12,0.38,6.8,42.03,1.74,5.65,0.26,65.0,Satisfactory
+Kolkata,2020-04-14,26.65,50.91,3.7,6.37,10.12,12.72,0.37,5.31,36.61,1.82,5.97,0.29,56.0,Satisfactory
+Kolkata,2020-04-15,24.33,55.61,3.81,8.17,12.02,12.38,0.37,6.88,38.78,1.95,6.21,0.35,59.0,Satisfactory
+Kolkata,2020-04-16,30.15,62.36,4.49,11.56,16.09,13.6,0.41,6.99,37.99,2.83,6.99,0.55,68.0,Satisfactory
+Kolkata,2020-04-17,21.85,45.57,3.88,7.8,11.72,13.43,0.34,7.69,39.34,1.25,6.02,0.29,62.0,Satisfactory
+Kolkata,2020-04-18,18.37,39.71,3.94,8.91,12.9,12.76,0.36,8.1,32.05,1.21,5.94,0.32,48.0,Good
+Kolkata,2020-04-19,13.35,31.37,3.83,8.77,12.64,13.4,0.32,8.07,51.59,1.06,5.73,0.28,67.0,Satisfactory
+Kolkata,2020-04-20,14.57,30.86,3.92,7.56,11.52,12.55,0.34,6.68,31.48,1.23,5.7,0.28,45.0,Good
+Kolkata,2020-04-21,11.81,24.7,4.05,12.3,16.42,12.34,0.34,6.26,41.06,1.97,7.0,0.46,56.0,Satisfactory
+Kolkata,2020-04-22,16.18,29.16,3.96,10.21,14.22,12.43,0.34,9.8,39.33,1.68,5.95,0.37,56.0,Satisfactory
+Kolkata,2020-04-23,13.48,27.12,4.03,9.0,13.08,12.63,0.32,6.14,25.54,1.36,5.96,0.33,41.0,Good
+Kolkata,2020-04-24,10.49,23.68,3.97,8.56,12.58,12.42,0.33,7.5,36.42,1.22,5.38,0.29,44.0,Good
+Kolkata,2020-04-25,15.3,29.63,4.0,8.68,12.72,12.36,0.33,7.45,47.67,1.41,5.6,0.31,59.0,Satisfactory
+Kolkata,2020-04-26,15.74,27.95,3.86,8.54,12.4,12.13,0.34,6.61,48.65,1.63,5.36,0.31,59.0,Satisfactory
+Kolkata,2020-04-27,10.67,36.11,3.9,8.2,12.12,12.23,0.32,5.52,33.34,1.5,5.56,0.36,44.0,Good
+Kolkata,2020-04-28,7.71,19.98,3.95,9.15,13.15,12.33,0.34,5.21,29.82,1.6,6.06,0.43,45.0,Good
+Kolkata,2020-04-29,16.66,31.0,4.25,10.52,14.83,12.57,0.36,6.04,35.37,2.18,7.26,0.55,51.0,Satisfactory
+Kolkata,2020-04-30,13.88,29.3,3.87,9.11,13.02,12.71,0.31,7.42,38.95,1.42,5.63,0.33,54.0,Satisfactory
+Kolkata,2020-05-01,10.46,25.57,3.84,8.2,12.09,12.52,0.29,5.88,37.78,1.19,5.39,0.31,51.0,Satisfactory
+Kolkata,2020-05-02,16.81,32.46,4.15,10.69,14.88,12.49,0.39,5.57,30.12,2.15,7.01,0.49,49.0,Good
+Kolkata,2020-05-03,18.04,32.98,3.94,9.23,13.21,13.04,0.38,5.76,42.05,1.76,6.28,0.47,57.0,Satisfactory
+Kolkata,2020-05-04,22.15,42.76,3.96,9.69,13.71,12.4,0.38,5.25,32.76,1.97,6.16,0.46,50.0,Good
+Kolkata,2020-05-05,17.49,35.85,3.82,8.59,12.46,11.35,0.34,5.75,33.08,1.86,5.78,0.34,50.0,Good
+Kolkata,2020-05-06,12.66,27.77,3.83,10.21,14.08,11.21,0.36,6.73,42.34,1.63,6.03,0.37,61.0,Satisfactory
+Kolkata,2020-05-07,16.77,34.69,3.92,9.68,13.65,11.0,0.32,5.95,41.97,1.77,6.12,0.41,59.0,Satisfactory
+Kolkata,2020-05-08,16.16,32.48,3.81,8.03,11.89,11.47,0.34,6.29,51.29,1.18,5.2,0.27,64.0,Satisfactory
+Kolkata,2020-05-09,21.76,44.67,3.85,8.27,12.16,11.28,0.36,5.5,48.86,1.41,5.48,0.29,73.0,Satisfactory
+Kolkata,2020-05-10,19.3,42.14,3.03,6.6,9.66,9.96,0.34,5.4,41.11,1.32,5.09,0.2,63.0,Satisfactory
+Kolkata,2020-05-11,19.21,41.4,3.21,8.78,12.05,8.35,0.38,6.44,60.31,2.0,6.99,0.47,75.0,Satisfactory
+Kolkata,2020-05-12,29.09,59.6,3.64,9.97,13.65,7.25,0.38,10.2,63.85,2.29,5.57,0.43,97.0,Satisfactory
+Kolkata,2020-05-13,24.23,53.11,3.24,6.96,10.29,7.27,0.29,8.82,38.78,1.54,4.04,0.23,71.0,Satisfactory
+Kolkata,2020-05-14,16.61,41.75,3.24,5.56,8.86,7.09,0.26,5.95,27.15,1.14,4.47,0.22,52.0,Satisfactory
+Kolkata,2020-05-15,12.3,31.18,3.3,5.35,8.71,6.88,0.27,5.58,23.89,1.08,5.35,0.24,44.0,Good
+Kolkata,2020-05-16,11.23,30.52,3.22,5.27,8.55,6.68,0.27,5.08,25.59,1.12,5.43,0.26,44.0,Good
+Kolkata,2020-05-17,10.61,31.76,3.28,5.42,8.77,6.39,0.28,5.26,26.23,1.32,4.75,0.27,50.0,Good
+Kolkata,2020-05-18,12.93,33.06,3.56,5.99,9.63,6.63,0.28,4.03,17.99,1.58,4.7,0.3,38.0,Good
+Kolkata,2020-05-19,8.32,22.93,3.82,5.94,9.82,7.39,0.28,3.71,17.86,1.22,4.8,0.36,32.0,Good
+Kolkata,2020-05-20,10.3,23.54,4.21,6.05,10.31,9.29,0.26,4.79,31.72,0.96,5.44,0.38,39.0,Good
+Kolkata,2020-05-21,7.3,32.25,3.85,6.66,10.57,8.02,0.36,4.39,24.14,1.33,8.53,0.57,37.0,Good
+Kolkata,2020-05-22,17.4,38.11,3.42,6.8,10.28,7.59,0.36,4.44,26.47,1.33,8.99,0.62,47.0,Good
+Kolkata,2020-05-23,21.78,55.17,3.0,5.53,8.59,9.64,0.34,3.9,27.39,0.93,8.51,0.52,50.0,Good
+Kolkata,2020-05-24,18.89,49.54,2.94,5.08,8.07,9.92,0.35,5.09,27.68,0.8,9.23,0.49,49.0,Good
+Kolkata,2020-05-25,16.54,51.67,2.9,5.14,8.09,10.04,0.34,5.28,25.14,0.71,8.41,0.45,48.0,Good
+Kolkata,2020-05-26,15.14,47.74,3.06,5.53,8.64,9.09,0.34,6.54,21.19,0.66,8.59,0.43,46.0,Good
+Kolkata,2020-05-27,13.81,39.88,3.31,6.09,9.45,9.03,0.33,5.8,22.34,0.76,8.81,0.48,43.0,Good
+Kolkata,2020-05-28,15.07,31.97,3.48,10.72,14.26,8.75,0.41,5.29,31.07,1.59,9.18,0.76,47.0,Good
+Kolkata,2020-05-29,17.5,38.8,3.27,8.17,11.5,9.76,0.36,5.79,34.45,1.51,8.98,0.68,55.0,Satisfactory
+Kolkata,2020-05-30,15.02,37.46,3.19,6.76,10.0,11.59,0.33,4.99,30.64,1.18,8.63,0.57,52.0,Satisfactory
+Kolkata,2020-05-31,14.29,32.47,3.11,7.76,10.93,11.53,0.37,5.52,35.27,1.58,8.81,0.69,55.0,Satisfactory
+Kolkata,2020-06-01,12.65,32.89,4.26,9.78,14.08,11.93,0.34,6.54,28.56,1.29,12.32,0.61,45.0,Good
+Kolkata,2020-06-02,12.76,34.52,5.64,10.59,14.75,10.78,0.34,7.45,33.19,1.7,11.9,0.62,51.0,Satisfactory
+Kolkata,2020-06-03,14.58,33.88,8.19,12.35,15.08,10.95,0.35,8.73,40.32,1.6,9.31,0.54,63.0,Satisfactory
+Kolkata,2020-06-04,16.0,36.33,3.2,7.42,10.67,8.89,0.33,7.57,28.36,1.31,12.77,0.79,52.0,Satisfactory
+Kolkata,2020-06-05,11.25,28.39,4.02,7.44,10.97,9.35,0.32,6.83,30.31,1.28,13.57,1.04,46.0,Good
+Kolkata,2020-06-06,16.85,41.15,10.63,14.22,15.68,10.68,0.36,6.88,40.43,1.82,12.76,0.8,59.0,Satisfactory
+Kolkata,2020-06-07,24.22,48.4,4.92,10.9,13.06,8.74,0.39,6.07,40.49,2.23,12.85,0.89,67.0,Satisfactory
+Kolkata,2020-06-08,23.13,43.41,5.1,14.77,18.2,8.64,0.43,9.67,31.1,4.0,15.46,1.52,59.0,Satisfactory
+Kolkata,2020-06-09,19.63,43.1,4.22,9.72,13.94,9.12,0.35,16.76,26.42,2.9,14.02,1.08,54.0,Satisfactory
+Kolkata,2020-06-10,14.39,35.54,4.09,9.41,13.59,8.65,0.35,5.5,20.74,2.59,11.72,1.08,40.0,Good
+Kolkata,2020-06-11,6.99,21.41,4.03,9.52,13.74,8.14,0.37,4.65,18.87,3.68,16.39,1.23,32.0,Good
+Kolkata,2020-06-12,8.7,22.11,3.88,11.15,15.2,8.52,0.37,5.05,21.71,5.75,18.28,1.39,38.0,Good
+Kolkata,2020-06-13,8.96,25.88,3.75,9.69,13.68,8.81,0.38,4.69,20.87,4.05,13.18,1.3,38.0,Good
+Kolkata,2020-06-14,9.93,25.89,3.57,8.63,12.34,8.37,0.36,4.56,17.17,2.21,12.68,1.1,32.0,Good
+Kolkata,2020-06-15,11.99,31.75,3.77,10.35,13.94,9.37,0.37,4.65,19.79,2.23,13.39,0.92,34.0,Good
+Kolkata,2020-06-16,9.9,27.05,3.79,10.69,14.34,8.64,0.36,5.44,24.17,2.5,11.14,0.82,47.0,Good
+Kolkata,2020-06-17,14.57,41.37,3.92,12.68,16.77,9.69,0.39,5.29,21.46,2.96,15.84,0.95,50.0,Good
+Kolkata,2020-06-18,15.18,39.77,3.71,11.92,15.67,9.53,0.37,5.71,24.53,2.62,14.93,0.87,47.0,Good
+Kolkata,2020-06-19,18.5,46.04,4.19,11.68,15.91,10.15,0.39,5.75,26.06,2.6,13.58,0.9,50.0,Good
+Kolkata,2020-06-20,11.11,34.98,4.1,8.06,12.21,11.48,0.34,5.45,18.8,1.59,11.32,1.09,45.0,Good
+Kolkata,2020-06-21,9.3,27.62,3.97,7.36,11.38,11.6,0.35,5.75,25.04,1.98,9.35,0.94,37.0,Good
+Kolkata,2020-06-22,13.7,36.69,4.32,9.13,13.5,11.77,0.36,5.45,27.12,1.3,8.89,0.89,42.0,Good
+Kolkata,2020-06-23,15.9,43.17,4.35,9.47,13.86,11.16,0.37,4.63,21.69,1.89,9.92,0.92,45.0,Good
+Kolkata,2020-06-24,16.98,50.87,5.6,9.37,14.09,11.66,0.35,5.9,23.51,1.89,11.23,1.04,52.0,Satisfactory
+Kolkata,2020-06-25,15.53,43.63,7.41,6.83,13.74,10.32,0.32,7.69,20.39,1.19,7.14,0.67,52.0,Satisfactory
+Kolkata,2020-06-26,9.59,28.44,6.38,7.91,14.35,10.35,0.34,8.2,22.66,1.09,8.42,0.24,42.0,Good
+Kolkata,2020-06-27,7.89,24.73,5.24,9.25,14.52,8.39,0.35,5.73,23.14,1.68,11.31,0.24,37.0,Good
+Kolkata,2020-06-28,10.58,25.56,5.94,12.63,18.62,6.92,0.38,5.92,27.76,1.32,11.07,0.34,43.0,Good
+Kolkata,2020-06-29,14.53,32.4,5.42,15.98,21.45,7.59,0.45,7.01,30.64,3.18,9.78,0.34,48.0,Good
+Kolkata,2020-06-30,14.0,35.85,6.25,12.29,18.12,9.64,0.37,5.66,24.59,2.46,10.75,0.27,47.0,Good
+Kolkata,2020-07-01,10.53,31.58,6.25,10.01,16.29,12.87,0.3,4.32,15.52,1.82,10.25,0.18,45.0,Good
+Lucknow,2015-01-01,,,2.11,13.46,4.57,,12.15,169.57,25.92,1.35,3.93,,,
+Lucknow,2015-01-02,,,2.37,10.76,3.8,,14.0,169.46,21.66,1.97,5.74,,,
+Lucknow,2015-01-03,,,2.27,12.43,4.22,,12.78,169.77,22.4,1.83,4.76,,,
+Lucknow,2015-01-04,,,2.24,12.46,4.22,,11.85,169.56,21.41,2.27,4.77,,,
+Lucknow,2015-01-05,,,2.32,12.27,4.22,,13.34,169.48,20.6,2.49,4.78,,,
+Lucknow,2015-01-06,,,2.33,12.91,4.3,,14.21,178.63,21.49,2.93,4.6,,,
+Lucknow,2015-01-07,,,2.68,17.12,4.64,,11.24,169.0,23.67,2.92,3.82,,,
+Lucknow,2015-01-08,,,4.19,24.45,3.97,,12.68,169.0,19.69,3.01,5.38,,,
+Lucknow,2015-01-09,,,4.27,24.74,3.13,,13.99,182.39,21.73,2.52,4.78,,,
+Lucknow,2015-01-10,,,4.02,20.67,4.05,,14.06,174.58,27.36,2.55,4.98,,,
+Lucknow,2015-01-11,,,3.53,18.77,4.22,,15.69,178.93,27.51,2.49,4.78,,,
+Lucknow,2015-01-12,,,3.09,17.52,4.22,,16.47,176.44,26.69,2.52,4.78,,,
+Lucknow,2015-01-13,,,3.39,15.84,5.15,,11.81,187.02,30.22,2.18,2.62,,,
+Lucknow,2015-01-14,,,2.89,15.26,4.7,,12.86,42.93,34.77,2.19,4.77,,,
+Lucknow,2015-01-15,,,2.44,8.73,5.06,,11.83,,36.26,1.63,2.79,,,
+Lucknow,2015-01-16,,,1.78,8.72,3.47,,12.02,,47.81,2.33,5.74,,,
+Lucknow,2015-01-17,,,2.15,5.4,4.3,,10.27,87.87,34.72,2.02,4.54,,,
+Lucknow,2015-01-18,,,1.99,4.89,4.72,,9.54,,26.07,1.92,4.17,,,
+Lucknow,2015-01-19,,,3.38,8.14,4.22,,13.28,,31.2,2.15,4.76,,,
+Lucknow,2015-01-20,,,4.07,11.63,4.22,,14.09,,33.76,2.14,4.57,,,
+Lucknow,2015-01-21,,,16.81,19.67,4.22,,13.49,,25.41,2.77,3.87,,,
+Lucknow,2015-01-22,,,13.04,17.07,3.72,,8.3,141.76,34.07,2.71,4.72,,,
+Lucknow,2015-01-23,,,5.72,15.33,3.3,,8.56,,49.69,2.71,5.35,,,
+Lucknow,2015-01-24,,,4.61,12.79,3.8,,6.83,,45.87,2.47,4.42,,,
+Lucknow,2015-01-25,,,3.78,10.64,3.05,,12.66,,58.79,2.79,5.73,,,
+Lucknow,2015-01-26,,,6.83,13.62,4.05,,9.29,,33.98,2.52,4.0,,,
+Lucknow,2015-01-27,,,6.68,20.12,3.61,,9.94,,31.3,2.68,4.86,,,
+Lucknow,2015-01-28,,,3.06,28.51,3.13,,7.78,,47.82,2.83,5.75,,,
+Lucknow,2015-01-29,,,2.42,21.54,2.21,,12.85,,56.81,3.14,7.29,,,
+Lucknow,2015-01-30,,,2.36,16.56,2.21,,14.92,,57.77,3.1,7.21,,,
+Lucknow,2015-01-31,,,6.4,18.36,3.96,,11.48,,43.57,2.65,4.17,,,
+Lucknow,2015-02-01,,,7.43,20.19,4.3,,13.58,70.12,33.27,2.55,3.59,,,
+Lucknow,2015-02-02,,,3.08,18.3,3.13,,15.41,,46.3,2.78,5.61,,,
+Lucknow,2015-02-03,,,3.71,14.16,4.14,,15.62,,35.58,2.36,3.79,,,
+Lucknow,2015-02-04,,,4.32,13.12,3.13,,13.67,,33.45,2.79,5.57,,,
+Lucknow,2015-02-05,,,3.55,14.52,4.47,,11.85,,29.48,2.41,3.08,,,
+Lucknow,2015-02-06,,,3.22,19.2,4.04,,11.35,,48.74,2.53,4.04,,,
+Lucknow,2015-02-07,,,10.55,31.35,5.15,,13.95,,35.46,2.92,4.02,,,
+Lucknow,2015-02-08,,,7.23,33.06,4.22,,14.63,,27.08,2.67,3.87,,,
+Lucknow,2015-02-09,,,5.69,33.45,4.22,,17.17,,34.11,2.55,3.87,,,
+Lucknow,2015-02-10,,,4.28,17.01,4.22,,11.44,132.63,39.29,2.47,3.77,,,
+Lucknow,2015-02-11,,,6.41,28.63,4.22,,16.55,179.18,42.61,2.62,3.82,,,
+Lucknow,2015-02-12,,,6.18,33.18,4.14,,14.85,103.59,41.16,2.65,4.01,,,
+Lucknow,2015-02-13,,,3.63,16.65,6.06,,7.77,180.85,39.1,2.1,2.59,,,
+Lucknow,2015-02-14,,,6.27,35.7,4.46,,17.62,,29.49,2.67,3.88,,,
+Lucknow,2015-02-15,,,3.3,21.52,4.05,,14.7,159.23,43.28,2.45,4.03,,,
+Lucknow,2015-02-16,,,4.27,26.65,4.22,,16.0,106.44,32.19,2.51,3.78,,,
+Lucknow,2015-02-17,,,4.05,25.15,4.22,,12.28,,27.74,2.47,3.76,,,
+Lucknow,2015-02-18,,,4.38,28.35,4.22,,11.87,58.62,30.65,2.56,3.8,,,
+Lucknow,2015-02-19,,,4.5,29.61,4.47,,16.37,113.63,25.96,2.65,3.37,,,
+Lucknow,2015-02-20,,,4.33,18.41,5.14,,5.26,,16.19,2.38,2.08,,,
+Lucknow,2015-02-21,,,4.61,26.09,3.61,,12.09,,27.47,2.88,4.87,,,
+Lucknow,2015-02-22,,,4.26,20.97,4.22,,11.84,,28.7,2.65,3.73,,,
+Lucknow,2015-02-23,,,5.42,27.46,4.22,,16.84,,23.22,2.89,3.8,,,
+Lucknow,2015-02-24,,,6.31,28.73,4.22,,12.48,,22.18,2.84,3.83,,,
+Lucknow,2015-02-25,,,6.59,18.02,4.72,,13.42,,18.1,2.72,2.81,,,
+Lucknow,2015-02-26,,,4.59,10.35,6.24,,6.12,,11.27,1.79,0.07,,,
+Lucknow,2015-02-27,,,7.11,11.42,6.24,,17.65,,11.22,2.22,0.09,,,
+Lucknow,2015-02-28,,,7.26,13.83,5.4,,11.21,,15.43,2.24,1.69,,,
+Lucknow,2015-03-01,,,7.85,16.82,4.39,,10.28,124.96,15.09,2.25,3.25,,,
+Lucknow,2015-03-02,,,11.15,27.26,6.16,,12.16,,10.79,1.62,0.35,,,
+Lucknow,2015-03-03,,,9.09,21.85,4.81,,9.62,,16.56,2.12,2.69,,,
+Lucknow,2015-03-04,,,8.02,12.38,3.55,,10.53,,24.78,2.63,4.79,,,
+Lucknow,2015-03-05,,,10.04,20.08,4.37,,11.83,,27.25,2.47,3.6,,,
+Lucknow,2015-03-06,,,9.78,19.54,4.99,,11.58,,28.29,2.29,3.01,,,
+Lucknow,2015-03-07,,,13.33,21.08,4.22,,11.55,,26.71,2.61,3.61,,,
+Lucknow,2015-03-08,,,10.8,19.58,4.39,,12.21,167.19,22.09,2.48,3.6,,,
+Lucknow,2015-03-09,,,8.47,19.51,4.22,,14.47,,27.1,2.43,3.66,,,
+Lucknow,2015-03-10,,,7.67,22.78,4.22,,8.9,20.83,31.41,2.46,3.71,,,
+Lucknow,2015-03-11,,,7.81,24.66,4.22,,10.51,11.61,34.98,2.5,3.74,,,
+Lucknow,2015-03-12,,,8.63,25.05,4.39,,8.6,11.68,30.95,2.48,3.41,,,
+Lucknow,2015-03-13,,,11.1,26.42,5.31,,2.31,14.02,20.87,2.14,1.69,,,
+Lucknow,2015-03-14,,,8.81,24.89,4.64,,1.99,13.47,24.91,2.32,2.97,,,
+Lucknow,2015-03-15,,,7.44,18.44,4.3,,2.13,9.43,13.24,2.33,3.48,,,
+Lucknow,2015-03-16,,,14.42,28.15,5.06,,2.12,9.6,18.75,2.4,2.38,,,
+Lucknow,2015-03-17,,,12.59,28.12,5.23,,2.23,11.79,14.84,2.21,1.92,,,
+Lucknow,2015-03-18,,,7.23,21.83,4.3,,2.24,9.74,46.65,2.36,3.55,,,
+Lucknow,2015-03-19,,,7.34,22.57,4.22,,2.26,10.15,64.24,2.44,3.71,,,
+Lucknow,2015-03-20,742.67,,8.14,24.78,4.22,,2.19,10.73,66.8,2.53,3.73,,,
+Lucknow,2015-03-21,518.1,,8.47,25.91,4.22,,2.05,10.99,59.02,2.56,3.75,,607.0,Severe
+Lucknow,2015-03-22,674.43,,7.26,22.05,4.22,,2.13,11.33,11.61,2.43,3.69,,707.0,Severe
+Lucknow,2015-03-23,41.71,,8.14,23.95,4.47,,2.33,10.59,14.01,2.4,3.38,,699.0,Severe
+Lucknow,2015-03-24,63.06,,11.18,26.69,4.3,,2.3,13.25,24.94,2.66,3.6,,108.0,Moderate
+Lucknow,2015-03-25,50.6,,23.82,39.66,4.83,,2.29,14.75,23.06,3.15,3.08,,111.0,Moderate
+Lucknow,2015-03-26,55.31,,18.4,33.29,4.22,,2.4,13.48,26.74,3.16,3.83,,116.0,Moderate
+Lucknow,2015-03-27,60.99,,8.08,25.41,4.22,,2.13,11.27,26.71,2.53,3.74,,104.0,Moderate
+Lucknow,2015-03-28,58.69,,13.96,27.05,4.22,,2.16,11.94,26.76,2.82,3.76,,114.0,Moderate
+Lucknow,2015-03-29,56.07,,8.47,25.32,4.9,,2.24,13.86,26.77,2.55,3.74,,124.0,Moderate
+Lucknow,2015-03-30,53.07,,5.24,18.07,6.71,,1.76,7.49,32.13,2.68,5.04,,113.0,Moderate
+Lucknow,2015-03-31,40.51,,10.66,25.01,15.09,,2.36,11.17,18.76,1.99,1.7,,104.0,Moderate
+Lucknow,2015-04-01,60.06,,10.92,22.11,4.77,,2.17,12.14,27.28,2.56,3.66,,124.0,Moderate
+Lucknow,2015-04-02,59.78,,15.1,23.79,4.98,,2.66,12.63,27.54,2.8,3.67,,157.0,Moderate
+Lucknow,2015-04-03,75.52,,11.98,27.25,5.65,,2.37,13.38,22.52,2.06,1.82,,122.0,Moderate
+Lucknow,2015-04-04,41.71,,8.84,22.35,4.3,,1.99,12.6,25.81,2.35,3.48,,144.0,Moderate
+Lucknow,2015-04-05,50.51,,9.11,23.39,4.22,,1.97,10.93,26.59,2.44,3.69,,123.0,Moderate
+Lucknow,2015-04-06,37.74,,10.77,27.38,4.64,,2.15,10.73,23.46,2.38,2.95,,114.0,Moderate
+Lucknow,2015-04-07,49.06,,16.02,31.87,4.47,,2.17,12.01,24.7,2.79,3.29,,120.0,Moderate
+Lucknow,2015-04-08,36.35,,10.65,28.02,4.64,,2.36,14.49,26.18,2.54,3.53,,117.0,Moderate
+Lucknow,2015-04-09,37.09,,6.94,22.89,4.14,,2.23,10.67,26.64,2.46,3.69,,104.0,Moderate
+Lucknow,2015-04-10,48.37,,8.11,25.37,4.22,,2.21,13.69,26.09,2.56,3.72,,108.0,Moderate
+Lucknow,2015-04-11,63.86,,10.62,31.48,4.22,,2.45,24.19,25.95,2.78,3.8,,114.0,Moderate
+Lucknow,2015-04-12,54.17,,10.22,23.58,5.06,,2.35,11.24,20.51,2.19,2.24,,134.0,Moderate
+Lucknow,2015-04-13,44.54,,13.87,29.51,6.16,,2.25,10.94,11.56,1.78,0.21,,103.0,Moderate
+Lucknow,2015-04-14,45.94,,19.27,32.21,6.24,,2.26,12.54,11.41,2.06,0.08,,103.0,Moderate
+Lucknow,2015-04-15,44.87,,14.5,30.76,6.24,,2.28,15.35,11.57,1.81,0.07,,104.0,Moderate
+Lucknow,2015-04-16,47.12,,17.18,33.17,5.65,,2.93,11.25,16.45,2.26,1.29,,104.0,Moderate
+Lucknow,2015-04-17,43.82,,10.33,23.53,3.63,,2.09,8.84,29.6,2.68,4.77,,103.0,Moderate
+Lucknow,2015-04-18,44.13,,10.12,27.93,4.12,,1.63,7.51,26.97,2.45,3.93,,,
+Lucknow,2015-04-19,43.04,,12.47,23.35,4.4,,3.21,21.52,25.29,2.61,3.34,,105.0,Moderate
+Lucknow,2015-04-20,36.72,,10.37,25.96,4.73,,3.25,16.62,22.79,2.28,3.16,,167.0,Moderate
+Lucknow,2015-04-21,44.07,,11.1,31.36,2.21,,2.06,16.35,34.5,3.11,7.62,,122.0,Moderate
+Lucknow,2015-04-22,32.86,,16.59,17.77,5.11,,2.37,17.14,21.25,3.7,4.51,,133.0,Moderate
+Lucknow,2015-04-23,50.1,,6.4,24.3,4.22,,2.28,37.56,29.22,4.28,4.19,,102.0,Moderate
+Lucknow,2015-04-24,44.39,,2.88,16.54,4.22,,2.23,35.52,26.23,3.57,4.69,,113.0,Moderate
+Lucknow,2015-04-25,39.98,,4.04,12.56,5.65,,2.75,42.87,19.56,3.57,3.39,,160.0,Moderate
+Lucknow,2015-04-26,44.83,,3.59,10.99,4.95,,2.04,45.84,21.32,3.52,3.78,,105.0,Moderate
+Lucknow,2015-04-27,46.26,,3.54,15.12,4.34,,2.0,21.77,25.28,3.56,4.49,,104.0,Moderate
+Lucknow,2015-04-28,42.06,,3.6,13.56,4.72,,2.38,10.34,23.73,3.51,4.36,,111.0,Moderate
+Lucknow,2015-04-29,34.93,,3.19,16.37,4.22,,2.44,8.87,25.91,3.1,2.97,,110.0,Moderate
+Lucknow,2015-04-30,46.02,,3.59,14.83,4.83,,2.15,15.07,26.25,2.54,1.35,,109.0,Moderate
+Lucknow,2015-05-01,105.39,,3.97,12.12,4.98,,2.28,11.31,16.26,2.62,1.39,,162.0,Moderate
+Lucknow,2015-05-02,49.21,,3.82,14.35,4.47,,2.26,13.08,32.57,2.26,1.24,,175.0,Moderate
+Lucknow,2015-05-03,42.74,,3.68,20.79,4.22,,2.36,14.72,39.37,2.11,1.17,,133.0,Moderate
+Lucknow,2015-05-04,44.41,,3.76,25.14,6.13,,2.32,15.75,31.8,1.79,1.03,,118.0,Moderate
+Lucknow,2015-05-05,33.52,,3.9,22.69,5.6,,2.48,13.58,15.89,2.12,1.17,,119.0,Moderate
+Lucknow,2015-05-06,29.95,,3.63,16.42,4.72,,2.39,11.79,19.7,2.14,1.18,,114.0,Moderate
+Lucknow,2015-05-07,29.69,,2.92,16.32,4.3,,2.19,11.86,43.82,2.05,1.31,,115.0,Moderate
+Lucknow,2015-05-08,28.56,,1.68,14.08,3.97,,2.43,11.19,42.55,1.61,1.53,,148.0,Moderate
+Lucknow,2015-05-09,28.45,,1.47,13.6,3.63,,3.25,12.45,48.76,0.93,0.92,,176.0,Moderate
+Lucknow,2015-05-10,32.08,,3.17,19.08,4.47,,2.95,9.7,41.08,1.69,1.59,,150.0,Moderate
+Lucknow,2015-05-11,36.26,,2.51,18.29,4.22,,2.91,20.09,47.42,1.94,1.82,,163.0,Moderate
+Lucknow,2015-05-12,29.07,,1.41,12.68,4.47,,2.65,7.57,49.44,1.31,1.24,,138.0,Moderate
+Lucknow,2015-05-13,32.94,,1.67,13.9,4.22,,2.25,8.7,39.97,1.37,1.3,,119.0,Moderate
+Lucknow,2015-05-14,33.4,,1.58,13.48,4.22,,2.14,9.08,44.04,1.32,1.26,,112.0,Moderate
+Lucknow,2015-05-15,28.85,,1.75,12.03,4.22,,2.24,8.33,59.35,1.15,1.11,,119.0,Moderate
+Lucknow,2015-05-16,36.88,,2.81,13.78,4.61,,2.11,11.43,57.8,2.09,1.95,,118.0,Moderate
+Lucknow,2015-05-17,36.01,,2.65,12.87,5.06,,2.14,10.25,53.5,1.69,1.6,,127.0,Moderate
+Lucknow,2015-05-18,34.55,,2.75,13.04,4.51,,3.38,9.65,62.24,1.54,1.46,,169.0,Moderate
+Lucknow,2015-05-19,34.76,,2.34,10.78,4.7,,1.97,13.1,57.99,1.73,1.63,,118.0,Moderate
+Lucknow,2015-05-20,32.51,,2.57,11.77,4.22,,2.23,9.19,21.09,1.24,1.18,,106.0,Moderate
+Lucknow,2015-05-21,42.98,,2.54,12.15,4.22,,2.94,14.66,17.09,1.93,1.81,,115.0,Moderate
+Lucknow,2015-05-22,34.6,,2.52,12.48,4.39,,4.1,15.98,24.44,1.35,1.28,,187.0,Moderate
+Lucknow,2015-05-23,46.62,,6.14,14.1,3.63,,3.04,20.47,29.18,2.09,2.01,,135.0,Moderate
+Lucknow,2015-05-24,39.74,,3.34,11.67,3.55,,2.21,15.78,28.93,1.44,1.41,,125.0,Moderate
+Lucknow,2015-05-25,45.86,,2.54,10.83,4.65,,2.61,23.05,29.77,3.74,3.45,,128.0,Moderate
+Lucknow,2015-05-26,39.79,,3.71,11.18,5.24,,2.99,14.2,29.3,1.31,1.13,,136.0,Moderate
+Lucknow,2015-05-27,39.79,,2.44,10.08,6.15,,4.89,16.28,30.02,2.23,0.86,,163.0,Moderate
+Lucknow,2015-05-28,40.78,,2.43,11.21,3.75,,2.81,14.27,28.75,0.82,1.18,,127.0,Moderate
+Lucknow,2015-05-29,56.01,,3.57,11.77,3.8,,2.76,19.4,28.77,5.33,4.9,,127.0,Moderate
+Lucknow,2015-05-30,41.14,,3.18,12.7,3.8,,2.42,13.56,27.8,1.1,1.09,,198.0,Moderate
+Lucknow,2015-05-31,25.56,,5.11,16.47,4.14,,2.24,11.13,29.71,2.08,1.93,,107.0,Moderate
+Lucknow,2015-06-01,23.1,,2.94,10.86,4.98,,2.47,9.28,39.34,1.82,1.68,,112.0,Moderate
+Lucknow,2015-06-02,44.99,,2.13,10.87,4.22,,2.46,13.14,43.93,2.29,2.14,,116.0,Moderate
+Lucknow,2015-06-03,71.26,,3.94,15.29,4.48,,2.43,7.48,43.95,0.94,0.93,,189.0,Moderate
+Lucknow,2015-06-04,61.85,,2.7,12.77,4.22,,2.59,7.77,43.57,1.18,1.09,,198.0,Moderate
+Lucknow,2015-06-05,77.49,,2.32,11.71,4.22,,2.93,15.39,43.72,2.71,2.49,,203.0,Poor
+Lucknow,2015-06-06,76.8,,2.47,10.79,4.47,,2.1,14.44,44.27,2.77,2.57,,193.0,Moderate
+Lucknow,2015-06-07,70.64,,4.99,9.95,6.24,,2.29,9.9,39.97,1.49,1.38,,191.0,Moderate
+Lucknow,2015-06-08,78.15,,7.2,11.42,6.24,,2.99,11.68,41.26,2.14,1.95,,211.0,Poor
+Lucknow,2015-06-09,53.52,,4.87,13.08,4.89,,2.23,9.38,41.7,1.34,1.12,,161.0,Moderate
+Lucknow,2015-06-10,52.4,,2.04,11.27,4.13,,3.33,10.6,42.61,1.75,1.61,,217.0,Poor
+Lucknow,2015-06-11,53.19,,1.99,11.98,4.15,,2.06,10.69,44.75,0.75,0.9,,119.0,Moderate
+Lucknow,2015-06-12,47.72,,1.61,12.5,3.49,,2.06,6.47,53.5,0.63,0.7,,139.0,Moderate
+Lucknow,2015-06-13,52.73,,1.54,11.89,3.29,,1.89,8.09,55.64,0.13,0.22,,106.0,Moderate
+Lucknow,2015-06-14,42.28,,0.91,12.6,2.21,,1.53,7.83,55.76,0.07,0.15,,101.0,Moderate
+Lucknow,2015-06-15,97.19,,1.0,14.6,2.21,,3.3,9.43,54.35,0.09,0.18,,229.0,Poor
+Lucknow,2015-06-16,95.8,,1.84,13.26,3.48,,3.9,9.41,56.31,0.09,0.18,,270.0,Poor
+Lucknow,2015-06-17,32.33,,2.56,10.69,4.76,,1.84,16.53,57.49,0.17,0.34,,103.0,Moderate
+Lucknow,2015-06-18,34.61,,2.27,10.34,4.22,,2.46,10.54,57.06,0.11,0.21,,94.0,Satisfactory
+Lucknow,2015-06-19,37.29,,2.05,11.97,4.22,,2.17,18.63,60.81,0.18,0.37,,102.0,Moderate
+Lucknow,2015-06-20,123.5,,2.13,8.84,4.46,,5.77,17.75,57.42,0.17,0.35,,104.0,Moderate
+Lucknow,2015-06-21,38.13,,1.71,8.89,3.78,,11.69,10.35,56.98,0.11,0.21,,218.0,Poor
+Lucknow,2015-06-22,64.33,,1.87,9.11,4.22,,3.71,10.52,56.85,0.1,0.21,,159.0,Moderate
+Lucknow,2015-06-23,71.33,,1.85,9.33,3.88,,1.26,13.09,56.85,0.1,0.19,,157.0,Moderate
+Lucknow,2015-06-24,35.56,,2.18,8.92,6.01,,2.34,11.06,57.24,0.11,0.22,,132.0,Moderate
+Lucknow,2015-06-25,37.82,,2.21,8.84,5.44,,1.57,11.23,45.13,0.11,0.22,,70.0,Satisfactory
+Lucknow,2015-06-26,35.19,,2.01,9.24,3.97,,2.66,11.25,24.84,0.11,0.22,,188.0,Moderate
+Lucknow,2015-06-27,19.15,,2.14,9.31,4.22,,10.18,9.73,24.37,0.1,0.19,,167.0,Moderate
+Lucknow,2015-06-28,18.09,,2.07,8.72,4.14,,1.32,12.89,24.63,0.13,0.25,,59.0,Satisfactory
+Lucknow,2015-06-29,17.86,,2.32,8.78,4.14,,1.02,9.9,24.55,0.11,0.19,,51.0,Satisfactory
+Lucknow,2015-06-30,17.81,,2.62,9.11,4.22,,7.09,15.69,24.65,0.15,0.31,,131.0,Moderate
+Lucknow,2015-07-01,19.69,,3.1,8.54,4.47,,1.39,11.34,24.12,0.11,0.22,,95.0,Satisfactory
+Lucknow,2015-07-02,23.32,,2.95,8.82,5.15,,1.42,13.63,23.83,0.14,0.27,,80.0,Satisfactory
+Lucknow,2015-07-03,18.64,,3.17,11.83,4.22,,1.42,12.53,25.73,0.12,0.25,,75.0,Satisfactory
+Lucknow,2015-07-04,19.77,,2.4,9.48,4.39,,2.88,12.44,25.9,0.12,0.24,,115.0,Moderate
+Lucknow,2015-07-05,21.85,,2.53,9.41,4.81,,4.15,17.99,25.57,0.18,0.36,,152.0,Moderate
+Lucknow,2015-07-06,27.82,,2.44,15.94,4.3,,10.51,9.22,25.93,0.09,0.18,,153.0,Moderate
+Lucknow,2015-07-07,18.85,,2.31,8.53,4.22,,7.36,13.94,26.08,0.14,0.27,,210.0,Poor
+Lucknow,2015-07-08,18.47,,2.21,8.56,4.3,,9.11,10.63,25.11,0.11,0.21,,112.0,Moderate
+Lucknow,2015-07-09,20.98,,2.67,7.95,4.81,,1.82,10.76,24.07,0.11,0.21,,65.0,Satisfactory
+Lucknow,2015-07-10,21.6,,2.5,8.15,4.44,,2.42,12.16,24.9,0.12,0.24,,80.0,Satisfactory
+Lucknow,2015-07-11,29.6,,2.03,7.8,4.13,,5.38,10.03,25.25,0.1,0.2,,112.0,Moderate
+Lucknow,2015-07-12,,,,,,,4.27,6.69,,0.06,0.12,,47.0,Good
+Lucknow,2015-07-13,35.26,,12.05,8.15,3.22,,2.56,9.39,39.11,0.48,0.97,,,
+Lucknow,2015-07-14,37.85,,9.59,8.59,4.98,,6.37,10.0,26.84,0.1,0.2,,205.0,Poor
+Lucknow,2015-07-15,34.86,,5.27,9.73,4.22,,7.03,9.6,29.54,0.09,0.19,,149.0,Moderate
+Lucknow,2015-07-16,24.42,,4.87,9.61,4.22,,7.86,10.29,29.33,0.1,0.2,,136.0,Moderate
+Lucknow,2015-07-17,23.99,,3.17,7.74,4.22,,7.65,9.23,29.38,0.09,0.18,,133.0,Moderate
+Lucknow,2015-07-18,24.5,,3.17,8.83,4.14,,8.74,9.92,29.94,0.1,0.19,,123.0,Moderate
+Lucknow,2015-07-19,25.45,,3.46,9.37,4.22,,8.99,9.19,30.2,0.09,0.18,,120.0,Moderate
+Lucknow,2015-07-20,25.49,,3.05,9.44,4.57,,9.61,8.63,29.08,0.08,0.17,,165.0,Moderate
+Lucknow,2015-07-21,24.02,,2.48,8.93,4.22,,6.72,10.03,28.94,0.1,0.19,,136.0,Moderate
+Lucknow,2015-07-22,30.2,,2.19,7.73,4.22,,2.17,9.56,29.38,0.09,0.18,,97.0,Satisfactory
+Lucknow,2015-07-23,62.19,,10.15,12.36,4.22,,2.1,9.24,29.04,0.09,0.18,,141.0,Moderate
+Lucknow,2015-07-24,52.39,,4.39,9.08,4.56,,2.34,10.72,30.29,0.11,0.21,,156.0,Moderate
+Lucknow,2015-07-25,49.34,,4.7,12.14,4.47,,1.97,9.09,24.92,0.09,0.18,,139.0,Moderate
+Lucknow,2015-07-26,35.5,,3.74,7.94,5.23,,2.76,13.01,21.02,0.13,0.26,,127.0,Moderate
+Lucknow,2015-07-27,44.01,,5.43,6.4,5.31,,6.47,11.03,19.89,0.11,0.22,,116.0,Moderate
+Lucknow,2015-07-28,51.09,,13.67,12.94,4.3,,2.38,9.42,26.09,0.09,0.19,,139.0,Moderate
+Lucknow,2015-07-29,43.47,,3.07,7.81,4.3,,3.16,10.44,30.68,0.11,0.21,,139.0,Moderate
+Lucknow,2015-07-30,41.28,,3.14,7.26,4.22,,2.15,11.25,27.57,0.11,0.22,,136.0,Moderate
+Lucknow,2015-07-31,48.46,,4.06,7.82,4.22,,2.2,15.24,30.32,0.15,0.3,,104.0,Moderate
+Lucknow,2015-08-01,48.58,,3.64,7.87,4.22,,6.96,6.8,34.52,0.07,0.13,,194.0,Moderate
+Lucknow,2015-08-02,49.0,,3.26,8.32,4.22,,1.24,6.7,33.49,0.07,0.13,,105.0,Moderate
+Lucknow,2015-08-03,43.58,,3.53,7.52,4.47,,1.32,9.06,33.51,0.09,0.18,,86.0,Satisfactory
+Lucknow,2015-08-04,51.67,,3.55,8.02,4.64,,1.3,9.63,29.36,0.09,0.19,,99.0,Satisfactory
+Lucknow,2015-08-05,46.36,,3.23,7.47,4.22,,1.5,10.32,26.69,0.12,0.23,,118.0,Moderate
+Lucknow,2015-08-06,55.45,,2.62,7.19,3.72,,1.51,11.31,28.24,0.11,0.22,,107.0,Moderate
+Lucknow,2015-08-07,43.3,,3.02,8.39,4.64,,1.24,10.8,17.7,0.11,0.21,,110.0,Moderate
+Lucknow,2015-08-08,44.99,,4.2,8.44,4.56,,4.03,8.14,14.84,0.09,0.16,,142.0,Moderate
+Lucknow,2015-08-09,68.06,,4.93,8.81,4.22,,1.34,9.49,10.72,0.1,0.2,,101.0,Moderate
+Lucknow,2015-08-10,63.08,,12.6,9.44,4.22,,1.26,8.72,10.7,0.08,0.17,,150.0,Moderate
+Lucknow,2015-08-11,50.4,,4.13,8.13,4.3,,1.98,7.4,12.55,0.07,0.14,,175.0,Moderate
+Lucknow,2015-08-12,34.61,,8.78,9.57,4.22,,1.36,8.21,16.36,0.09,0.17,,78.0,Satisfactory
+Lucknow,2015-08-13,57.71,,3.28,8.88,4.72,,1.37,9.39,17.04,0.13,0.19,,119.0,Moderate
+Lucknow,2015-08-14,30.81,,3.86,7.99,6.24,,1.5,12.65,19.8,0.13,0.25,,83.0,Satisfactory
+Lucknow,2015-08-15,32.36,,3.76,9.07,6.24,,1.39,15.15,20.69,0.15,0.3,,82.0,Satisfactory
+Lucknow,2015-08-16,32.23,,5.21,7.63,6.24,,1.52,16.56,18.66,0.17,0.33,,94.0,Satisfactory
+Lucknow,2015-08-17,31.72,,4.89,7.54,6.24,,1.4,13.12,19.63,0.13,0.26,,84.0,Satisfactory
+Lucknow,2015-08-18,31.98,,4.47,8.21,6.24,,1.99,14.88,19.79,0.15,0.31,,140.0,Moderate
+Lucknow,2015-08-19,33.01,,4.25,9.09,6.24,,1.58,13.65,21.1,0.14,0.27,,103.0,Moderate
+Lucknow,2015-08-20,34.33,,4.21,9.36,6.07,,1.87,14.61,20.57,0.15,0.3,,80.0,Satisfactory
+Lucknow,2015-08-21,21.08,,17.59,10.27,4.22,,1.51,8.69,21.76,0.14,0.22,,75.0,Satisfactory
+Lucknow,2015-08-22,40.93,,4.21,8.53,4.41,,1.4,9.07,19.81,0.14,0.29,,78.0,Satisfactory
+Lucknow,2015-08-23,43.9,,4.87,8.32,4.3,,1.32,7.68,19.74,0.12,0.23,,77.0,Satisfactory
+Lucknow,2015-08-24,56.57,,5.7,8.03,4.3,,1.38,7.67,20.14,0.12,0.24,,82.0,Satisfactory
+Lucknow,2015-08-25,46.62,,3.58,8.26,4.22,,1.2,7.47,21.09,0.11,0.22,,158.0,Moderate
+Lucknow,2015-08-26,45.44,,4.09,8.5,4.22,,1.2,6.67,19.86,0.11,0.21,,75.0,Satisfactory
+Lucknow,2015-08-27,40.47,,6.41,8.71,4.22,,1.95,8.71,33.11,0.1,0.21,,106.0,Moderate
+Lucknow,2015-08-28,44.58,,4.29,11.77,4.22,,1.24,7.98,57.38,0.12,0.25,,105.0,Moderate
+Lucknow,2015-08-29,42.75,,5.64,11.37,3.88,,1.38,8.39,41.24,0.13,0.26,,82.0,Satisfactory
+Lucknow,2015-08-30,46.2,,5.57,9.23,3.78,,1.4,9.94,40.33,0.16,0.28,,89.0,Satisfactory
+Lucknow,2015-08-31,45.17,,5.83,7.36,4.22,,1.32,10.23,41.17,0.14,0.2,,94.0,Satisfactory
+Lucknow,2015-09-01,46.76,,6.0,7.21,4.22,,1.26,6.86,42.08,0.13,0.16,,80.0,Satisfactory
+Lucknow,2015-09-02,47.64,,6.12,7.64,4.22,,1.34,8.18,39.54,0.14,0.18,,86.0,Satisfactory
+Lucknow,2015-09-03,52.43,,5.71,8.46,4.3,,1.34,8.18,33.81,0.14,0.18,,107.0,Moderate
+Lucknow,2015-09-04,57.1,,4.51,8.64,4.22,,1.42,8.3,33.35,0.15,0.19,,113.0,Moderate
+Lucknow,2015-09-05,51.36,,5.57,10.81,4.64,,1.48,9.86,26.45,0.14,0.21,,108.0,Moderate
+Lucknow,2015-09-06,62.46,,4.58,11.82,4.3,,1.47,10.01,19.49,0.14,0.2,,117.0,Moderate
+Lucknow,2015-09-07,57.19,,4.5,10.96,4.22,,1.29,8.22,15.24,0.14,0.18,,114.0,Moderate
+Lucknow,2015-09-08,66.99,,4.32,9.99,4.22,,1.45,9.24,11.43,0.15,0.2,,143.0,Moderate
+Lucknow,2015-09-09,66.88,,5.19,9.82,4.22,,1.4,6.78,13.45,0.14,0.17,,151.0,Moderate
+Lucknow,2015-09-10,62.73,,6.37,9.76,4.47,,1.3,10.45,18.61,0.15,0.21,,132.0,Moderate
+Lucknow,2015-09-11,65.64,,5.5,12.2,4.05,,1.67,11.42,16.67,0.2,0.27,,148.0,Moderate
+Lucknow,2015-09-12,72.15,,5.13,9.92,4.3,,1.55,8.9,12.37,0.51,0.44,,149.0,Moderate
+Lucknow,2015-09-13,68.23,,4.89,9.36,4.3,,2.47,8.66,11.04,0.14,0.2,,232.0,Poor
+Lucknow,2015-09-14,66.15,,4.95,9.69,4.22,,1.61,10.2,11.49,0.17,0.24,,154.0,Moderate
+Lucknow,2015-09-15,71.73,,6.01,9.83,4.28,,1.53,8.61,20.31,0.16,0.2,,171.0,Moderate
+Lucknow,2015-09-16,64.24,,6.28,13.09,4.22,,1.38,8.12,34.96,0.12,0.21,,152.0,Moderate
+Lucknow,2015-09-17,66.17,,7.9,31.55,4.22,,1.49,11.76,38.06,0.13,0.38,,145.0,Moderate
+Lucknow,2015-09-18,64.64,,7.03,21.08,4.22,,1.65,6.88,58.73,2.04,3.76,,160.0,Moderate
+Lucknow,2015-09-19,70.56,,4.84,10.97,4.22,,1.32,6.92,59.26,0.12,0.23,,154.0,Moderate
+Lucknow,2015-09-20,74.68,,4.57,10.38,4.22,,1.95,9.75,30.49,0.17,0.34,,196.0,Moderate
+Lucknow,2015-09-21,28.82,,4.78,6.75,4.22,,1.39,7.41,13.21,0.94,1.04,,130.0,Moderate
+Lucknow,2015-09-22,28.26,,4.18,5.87,3.72,,1.62,2.54,14.26,2.65,2.65,,90.0,Satisfactory
+Lucknow,2015-09-23,39.66,,1.77,6.08,2.21,,1.52,1.23,18.51,1.17,1.17,,91.0,Satisfactory
+Lucknow,2015-09-24,48.54,,2.51,4.55,2.21,,1.44,2.2,31.76,2.2,2.2,,85.0,Satisfactory
+Lucknow,2015-09-25,49.65,,2.52,4.54,2.21,,1.43,1.61,32.62,1.61,1.61,,91.0,Satisfactory
+Lucknow,2015-09-26,42.27,,2.47,4.6,2.21,,1.61,2.1,32.05,2.1,2.1,,86.0,Satisfactory
+Lucknow,2015-09-27,49.92,,2.24,5.08,2.21,,1.49,1.84,32.05,1.84,1.84,,89.0,Satisfactory
+Lucknow,2015-09-28,63.28,,2.02,5.27,2.21,,1.75,3.18,31.91,3.18,3.18,,101.0,Moderate
+Lucknow,2015-09-29,51.42,,1.27,7.1,2.21,,1.41,2.21,31.63,0.93,0.89,,116.0,Moderate
+Lucknow,2015-09-30,47.21,,1.41,8.34,2.21,,5.68,2.26,36.79,0.2,0.14,,223.0,Poor
+Lucknow,2015-10-01,47.78,,1.2,9.97,2.21,,18.45,2.72,40.12,0.25,0.16,,244.0,Poor
+Lucknow,2015-10-02,54.13,,1.31,9.75,2.21,,12.16,1.9,40.06,0.17,0.11,,143.0,Moderate
+Lucknow,2015-10-03,60.88,,15.66,14.19,4.66,,3.44,3.67,36.79,0.33,0.22,,220.0,Poor
+Lucknow,2015-10-04,65.59,,11.5,17.08,4.89,,1.19,2.63,34.11,0.44,0.29,,154.0,Moderate
+Lucknow,2015-10-05,59.33,,4.16,7.63,4.22,,0.33,5.19,42.54,0.37,0.25,,118.0,Moderate
+Lucknow,2015-10-06,34.68,,3.73,6.72,4.22,,12.5,7.2,47.45,,,,148.0,Moderate
+Lucknow,2015-10-07,53.63,,12.82,10.14,4.22,,5.89,6.39,46.48,,,,100.0,Satisfactory
+Lucknow,2015-10-08,68.67,,10.39,22.65,4.22,,9.97,4.54,36.18,9.54,9.54,,183.0,Moderate
+Lucknow,2015-10-09,57.76,,9.86,24.06,4.22,,18.63,7.64,45.53,5.89,5.84,,228.0,Poor
+Lucknow,2015-10-10,44.58,,17.34,19.22,4.3,,5.54,5.18,36.33,3.69,3.68,,171.0,Moderate
+Lucknow,2015-10-11,28.45,,17.76,10.31,4.22,,15.74,4.51,39.51,0.42,0.41,,191.0,Moderate
+Lucknow,2015-10-12,70.75,,3.65,9.63,4.22,,2.58,4.92,31.79,0.14,0.05,,156.0,Moderate
+Lucknow,2015-10-13,72.43,,11.06,7.7,3.88,,1.66,4.51,49.76,0.21,0.16,,146.0,Moderate
+Lucknow,2015-10-14,73.52,,9.6,4.09,3.22,,1.56,4.62,48.78,0.23,0.18,,164.0,Moderate
+Lucknow,2015-10-15,82.39,,3.09,3.77,4.22,,7.73,6.83,46.97,0.39,0.31,,240.0,Poor
+Lucknow,2015-10-16,95.47,,11.88,15.55,3.55,,1.62,3.68,40.67,0.35,0.27,,188.0,Moderate
+Lucknow,2015-10-17,112.56,,4.97,3.45,3.77,,1.61,2.73,52.04,,,,230.0,Poor
+Lucknow,2015-10-18,133.81,,3.01,4.48,3.16,,1.59,3.49,71.97,,,,267.0,Poor
+Lucknow,2015-10-19,133.94,,2.55,7.6,4.22,,2.51,3.81,67.42,3.77,3.26,,231.0,Poor
+Lucknow,2015-10-20,188.69,,16.41,7.78,4.22,,1.74,4.39,69.65,,,,323.0,Very Poor
+Lucknow,2015-10-21,185.78,,7.95,6.24,4.36,,1.52,5.33,63.32,,,,334.0,Very Poor
+Lucknow,2015-10-22,166.1,,12.73,10.89,4.22,,1.88,6.46,61.79,,,,324.0,Very Poor
+Lucknow,2015-10-23,120.87,,16.85,24.63,4.05,,1.62,6.16,54.26,,,,253.0,Poor
+Lucknow,2015-10-24,155.09,,28.27,43.54,3.47,,5.07,5.95,69.01,,,,331.0,Very Poor
+Lucknow,2015-10-25,162.6,,11.96,28.63,4.22,,5.99,3.98,51.08,,,,345.0,Very Poor
+Lucknow,2015-10-26,190.97,,22.35,32.94,4.14,,2.49,4.95,56.56,,,,340.0,Very Poor
+Lucknow,2015-10-27,192.37,,35.79,39.5,4.9,,2.01,4.81,42.39,,,,365.0,Very Poor
+Lucknow,2015-10-28,156.6,,33.88,31.43,4.14,,1.56,4.94,20.85,,,,345.0,Very Poor
+Lucknow,2015-10-29,123.29,,9.34,15.4,4.22,,9.56,3.03,26.72,,,,341.0,Very Poor
+Lucknow,2015-10-30,123.44,,15.19,16.92,4.22,,8.69,5.91,32.81,,,,319.0,Very Poor
+Lucknow,2015-10-31,140.75,,24.02,29.73,4.22,,2.39,6.41,36.74,,,,305.0,Very Poor
+Lucknow,2015-11-01,154.01,,14.6,25.19,4.81,,2.36,4.65,38.51,,,,329.0,Very Poor
+Lucknow,2015-11-02,162.51,,19.1,34.31,4.3,,1.8,6.14,41.41,,,,328.0,Very Poor
+Lucknow,2015-11-03,147.9,,12.9,32.52,4.22,,1.8,6.72,45.5,,,,329.0,Very Poor
+Lucknow,2015-11-04,205.62,,20.32,34.75,4.22,,4.74,7.71,53.97,,,,356.0,Very Poor
+Lucknow,2015-11-05,187.6,,16.48,28.61,4.22,,4.16,5.66,51.48,,,,389.0,Very Poor
+Lucknow,2015-11-06,127.49,,12.14,24.22,4.22,,7.24,5.23,37.04,,,,321.0,Very Poor
+Lucknow,2015-11-07,192.7,,24.97,32.98,4.22,,2.25,7.36,40.66,,,,333.0,Very Poor
+Lucknow,2015-11-08,186.9,,14.18,28.81,4.22,,1.96,5.76,41.52,,,,361.0,Very Poor
+Lucknow,2015-11-09,143.47,,22.4,32.0,4.22,,2.85,9.47,45.57,,,,264.0,Poor
+Lucknow,2015-11-10,247.11,,23.01,31.56,4.22,,2.32,8.86,44.27,,,,288.0,Poor
+Lucknow,2015-11-11,325.72,,9.27,22.08,4.47,,1.64,9.08,55.03,,,,427.0,Severe
+Lucknow,2015-11-12,344.93,,10.86,21.89,5.45,,1.38,13.5,65.32,,,,472.0,Severe
+Lucknow,2015-11-13,333.82,,11.07,21.3,4.22,,1.73,10.95,66.83,,,,482.0,Severe
+Lucknow,2015-11-14,384.4,,11.63,22.72,4.22,,4.46,10.23,61.83,,,,486.0,Severe
+Lucknow,2015-11-15,306.59,,11.42,19.84,8.33,,1.26,7.89,63.49,,,,478.0,Severe
+Lucknow,2015-11-16,258.7,,13.15,20.43,4.22,,2.31,11.45,50.15,,,,409.0,Severe
+Lucknow,2015-11-17,226.73,,12.32,19.15,4.22,,3.61,7.88,42.69,,,,402.0,Severe
+Lucknow,2015-11-18,217.75,,7.2,20.83,4.22,,1.78,11.18,55.94,,,,365.0,Very Poor
+Lucknow,2015-11-19,264.18,,8.22,21.42,4.22,,3.75,8.47,44.63,,,,395.0,Very Poor
+Lucknow,2015-11-20,305.64,,14.04,17.38,4.22,,5.99,6.8,51.15,,,,450.0,Severe
+Lucknow,2015-11-21,268.78,,10.64,18.37,4.81,,2.77,7.68,49.03,,,,422.0,Severe
+Lucknow,2015-11-22,302.85,,21.43,16.83,4.3,,3.01,9.69,47.17,,,,443.0,Severe
+Lucknow,2015-11-23,281.45,,22.68,14.84,4.22,,2.92,8.37,43.9,,,,427.0,Severe
+Lucknow,2015-11-24,287.55,,18.46,15.51,4.05,,7.74,5.21,29.16,,,,420.0,Severe
+Lucknow,2015-11-25,243.68,,12.27,18.58,4.22,,3.2,4.87,37.37,,,,427.0,Severe
+Lucknow,2015-11-26,234.54,,18.65,20.79,3.38,,17.43,6.77,26.6,,,,410.0,Severe
+Lucknow,2015-11-27,320.88,,11.79,19.83,4.81,,1.94,4.07,28.0,,,,443.0,Severe
+Lucknow,2015-11-28,327.45,,15.93,59.08,5.06,,5.2,3.16,44.59,,,,466.0,Severe
+Lucknow,2015-11-29,226.18,,21.55,16.61,4.22,,16.09,4.02,39.68,,,,424.0,Severe
+Lucknow,2015-11-30,246.37,,26.38,16.73,4.22,,5.53,5.16,39.11,,,,387.0,Very Poor
+Lucknow,2015-12-01,213.96,,39.31,70.48,4.22,,4.08,4.42,35.2,,,,417.0,Severe
+Lucknow,2015-12-02,60.54,,9.9,63.58,5.06,,1.86,3.76,20.36,,,,239.0,Poor
+Lucknow,2015-12-03,196.55,,4.82,33.38,4.22,,1.52,3.57,45.18,,,,259.0,Poor
+Lucknow,2015-12-04,245.14,,5.03,36.25,4.29,,2.88,4.61,50.81,,,,381.0,Very Poor
+Lucknow,2015-12-05,358.43,,20.06,35.22,4.38,,3.09,6.64,44.22,,,,452.0,Severe
+Lucknow,2015-12-06,371.89,,24.04,40.73,4.47,,3.52,6.34,43.58,,,,508.0,Severe
+Lucknow,2015-12-07,506.04,,42.6,48.17,4.47,,5.1,7.33,36.68,,,,508.0,Severe
+Lucknow,2015-12-08,467.37,,15.39,20.77,6.16,,2.01,4.92,45.27,37.16,67.55,,584.0,Severe
+Lucknow,2015-12-09,385.13,,71.62,18.69,6.24,,2.77,11.19,47.33,18.77,50.32,,532.0,Severe
+Lucknow,2015-12-10,384.13,,64.39,27.29,5.82,,2.38,6.2,52.64,0.55,1.05,,510.0,Severe
+Lucknow,2015-12-11,240.85,,22.85,36.73,6.27,,2.43,4.12,39.65,0.19,0.16,,426.0,Severe
+Lucknow,2015-12-12,343.82,,14.17,31.23,6.56,,1.81,4.27,36.36,18.66,47.45,,455.0,Severe
+Lucknow,2015-12-13,245.71,,9.59,20.29,4.22,,1.39,4.49,41.23,7.77,22.08,,418.0,Severe
+Lucknow,2015-12-14,269.97,,14.06,8.73,4.22,,1.69,5.02,41.6,5.99,17.61,,421.0,Severe
+Lucknow,2015-12-15,206.35,,15.78,8.79,4.22,,1.99,5.53,48.63,5.21,19.67,,372.0,Very Poor
+Lucknow,2015-12-16,207.43,,18.92,9.44,3.8,,3.12,5.86,55.09,14.38,39.01,,377.0,Very Poor
+Lucknow,2015-12-17,174.5,,15.73,11.88,4.22,,3.41,5.02,49.4,16.16,40.56,,344.0,Very Poor
+Lucknow,2015-12-18,171.81,,8.65,9.87,4.22,,1.77,3.35,41.62,7.14,22.1,,339.0,Very Poor
+Lucknow,2015-12-19,130.02,,31.42,9.73,4.22,,2.56,4.85,53.82,0.43,1.33,,270.0,Poor
+Lucknow,2015-12-20,216.6,,18.61,11.33,4.22,,5.87,4.8,55.72,0.44,1.35,,376.0,Very Poor
+Lucknow,2015-12-21,209.5,,20.35,10.65,4.22,,4.66,5.66,55.87,0.36,1.09,,362.0,Very Poor
+Lucknow,2015-12-22,263.23,,21.02,11.61,4.22,,3.95,7.0,56.99,0.32,0.95,,381.0,Very Poor
+Lucknow,2015-12-23,277.97,,10.47,13.02,4.22,,2.67,5.33,46.88,0.26,0.79,,442.0,Severe
+Lucknow,2015-12-24,176.88,,6.39,13.01,4.22,,2.39,4.68,40.87,0.3,0.89,,366.0,Very Poor
+Lucknow,2015-12-25,119.88,,5.24,12.53,4.89,,11.6,5.07,48.63,0.43,1.28,,325.0,Very Poor
+Lucknow,2015-12-26,143.01,,16.43,12.78,7.22,,5.09,7.73,54.57,0.42,1.27,,291.0,Poor
+Lucknow,2015-12-27,145.11,,20.03,11.88,10.93,,1.3,4.23,44.31,0.39,1.16,,332.0,Very Poor
+Lucknow,2015-12-28,157.54,,4.92,16.34,6.15,,2.11,5.59,48.38,0.41,1.23,,314.0,Very Poor
+Lucknow,2015-12-29,152.87,,2.7,15.2,2.21,,3.77,5.87,50.53,0.41,1.22,,346.0,Very Poor
+Lucknow,2015-12-30,162.39,,9.36,18.2,3.92,,2.46,6.0,51.92,0.34,1.02,,324.0,Very Poor
+Lucknow,2015-12-31,207.99,,21.55,17.98,3.3,,4.27,8.1,50.82,0.21,0.63,,359.0,Very Poor
+Lucknow,2016-01-01,203.43,,11.64,13.27,2.68,,3.4,6.53,38.97,0.23,0.69,,375.0,Very Poor
+Lucknow,2016-01-02,188.05,,7.22,14.56,3.37,,2.49,4.82,40.81,0.23,0.69,,366.0,Very Poor
+Lucknow,2016-01-03,135.82,,4.57,15.12,2.21,,2.58,5.49,50.04,0.33,0.98,,315.0,Very Poor
+Lucknow,2016-01-04,137.98,,8.89,15.24,2.21,,2.95,5.99,61.74,0.33,1.0,,304.0,Very Poor
+Lucknow,2016-01-05,137.01,,19.46,13.94,3.15,,4.69,8.53,47.95,0.26,0.78,,313.0,Very Poor
+Lucknow,2016-01-06,173.33,,14.07,14.34,4.22,,4.04,6.95,64.96,0.37,1.0,,327.0,Very Poor
+Lucknow,2016-01-07,149.68,,7.59,11.58,4.22,,3.46,7.04,77.59,0.3,0.89,,336.0,Very Poor
+Lucknow,2016-01-08,155.57,,5.74,10.45,4.22,,2.01,6.77,45.41,2.43,3.26,,318.0,Very Poor
+Lucknow,2016-01-09,119.03,,2.87,12.75,3.38,,2.46,4.68,41.17,46.87,46.87,,322.0,Very Poor
+Lucknow,2016-01-10,120.45,,3.05,12.88,2.38,,2.31,6.93,51.24,45.09,45.09,,245.0,Poor
+Lucknow,2016-01-11,192.61,,6.95,11.88,3.3,,3.39,6.61,38.63,0.34,0.41,,337.0,Very Poor
+Lucknow,2016-01-12,237.84,,5.66,10.01,4.39,,2.66,5.8,36.95,0.4,1.01,,376.0,Very Poor
+Lucknow,2016-01-13,250.73,,7.72,10.49,3.97,,2.24,7.17,42.9,,,,403.0,Severe
+Lucknow,2016-01-14,250.67,,9.21,9.74,2.38,,1.85,6.86,38.05,13.83,14.25,,402.0,Severe
+Lucknow,2016-01-15,169.86,,4.67,10.83,3.38,,2.31,8.97,34.72,,,,362.0,Very Poor
+Lucknow,2016-01-16,174.76,,2.69,11.94,4.22,,7.15,5.03,30.67,,,,349.0,Very Poor
+Lucknow,2016-01-17,168.21,,3.34,11.81,4.3,,2.06,6.02,37.2,,,,338.0,Very Poor
+Lucknow,2016-01-18,232.46,,5.09,11.48,4.22,,1.93,7.1,36.08,2.85,3.84,,369.0,Very Poor
+Lucknow,2016-01-19,273.85,,3.88,12.37,4.22,,2.51,6.42,17.32,,,,404.0,Severe
+Lucknow,2016-01-20,139.7,,2.38,12.38,4.22,,3.1,5.65,30.12,41.94,42.04,,375.0,Very Poor
+Lucknow,2016-01-21,166.38,,2.57,12.16,4.22,,3.95,6.09,25.12,20.88,20.88,,330.0,Very Poor
+Lucknow,2016-01-22,255.63,,2.5,12.22,4.22,,7.43,6.49,46.69,,,,372.0,Very Poor
+Lucknow,2016-01-23,253.71,,5.89,11.06,3.88,,1.37,7.69,21.28,19.5,19.5,,415.0,Severe
+Lucknow,2016-01-24,241.9,,11.64,9.29,3.13,,1.88,8.44,28.9,23.34,23.34,,404.0,Severe
+Lucknow,2016-01-25,238.8,,9.63,10.09,3.96,,2.42,8.85,39.7,24.05,24.07,,388.0,Very Poor
+Lucknow,2016-01-26,248.76,,7.27,9.88,3.55,,1.76,7.45,47.57,,,,404.0,Severe
+Lucknow,2016-01-27,212.94,,4.67,11.53,4.22,,1.68,8.48,45.31,5.34,31.09,,372.0,Very Poor
+Lucknow,2016-01-28,255.85,,5.38,13.93,4.22,,1.4,7.75,44.62,0.4,3.23,,393.0,Very Poor
+Lucknow,2016-01-29,259.11,,7.18,12.09,3.78,,2.02,8.84,47.42,0.19,0.77,,407.0,Severe
+Lucknow,2016-01-30,277.66,,4.29,14.85,4.22,,1.61,7.22,39.27,0.13,,,418.0,Severe
+Lucknow,2016-01-31,210.94,,3.91,15.64,8.87,,1.53,7.0,38.06,,,,399.0,Very Poor
+Lucknow,2016-02-01,151.38,,4.26,14.99,8.81,,1.64,6.69,37.27,,,,337.0,Very Poor
+Lucknow,2016-02-02,153.42,,4.02,14.34,4.74,,17.2,7.69,52.05,,,,339.0,Very Poor
+Lucknow,2016-02-03,130.88,,4.1,15.06,4.22,,1.87,4.67,71.66,67.52,70.79,,316.0,Very Poor
+Lucknow,2016-02-04,115.55,,4.52,14.03,4.3,,2.58,5.24,59.45,,,,252.0,Poor
+Lucknow,2016-02-05,178.06,,2.57,13.51,4.05,,1.47,5.55,64.32,,,,315.0,Very Poor
+Lucknow,2016-02-06,253.19,,8.98,10.93,4.05,,1.65,6.68,64.37,155.68,157.69,,384.0,Very Poor
+Lucknow,2016-02-07,255.81,,7.04,14.19,4.3,,1.3,6.08,54.25,,,,394.0,Very Poor
+Lucknow,2016-02-08,290.47,,8.79,16.52,5.15,,1.6,5.96,38.88,,,,420.0,Severe
+Lucknow,2016-02-09,206.49,,6.49,13.74,4.22,,1.33,7.04,54.66,167.93,173.07,,394.0,Very Poor
+Lucknow,2016-02-10,206.95,,7.2,11.6,4.22,,1.4,7.74,62.94,186.43,210.75,,366.0,Very Poor
+Lucknow,2016-02-11,209.99,,5.97,8.03,4.47,,5.16,8.61,51.53,,,,392.0,Very Poor
+Lucknow,2016-02-12,168.23,,5.74,13.61,4.22,,7.45,6.23,50.12,,,,377.0,Very Poor
+Lucknow,2016-02-13,147.08,,6.05,13.14,4.22,,1.35,6.38,45.07,,,,319.0,Very Poor
+Lucknow,2016-02-14,162.7,,6.12,13.6,4.22,,2.54,7.18,56.83,,,,335.0,Very Poor
+Lucknow,2016-02-15,171.76,,5.77,13.81,4.22,,1.37,6.96,55.8,0.3,0.41,,330.0,Very Poor
+Lucknow,2016-02-16,186.0,,5.96,12.22,4.48,,2.38,10.14,58.94,,,,344.0,Very Poor
+Lucknow,2016-02-17,195.12,,6.47,10.89,4.81,,1.68,6.7,57.27,,,,358.0,Very Poor
+Lucknow,2016-02-18,112.33,,6.82,16.21,4.3,,1.21,4.71,65.02,0.28,,,320.0,Very Poor
+Lucknow,2016-02-19,105.53,,5.16,16.33,4.22,,1.27,4.95,54.73,1.46,1.33,,252.0,Poor
+Lucknow,2016-02-20,109.4,,14.9,27.77,3.72,,1.36,4.91,46.03,1.29,0.96,,245.0,Poor
+Lucknow,2016-02-21,86.47,,3.75,41.05,2.21,,1.09,3.53,46.49,0.82,0.31,,238.0,Poor
+Lucknow,2016-02-22,72.62,,3.43,39.03,3.55,,1.26,4.68,66.08,2.74,4.26,,172.0,Moderate
+Lucknow,2016-02-23,94.93,,7.04,39.06,4.22,,1.45,6.18,69.74,4.83,7.28,,190.0,Moderate
+Lucknow,2016-02-24,147.59,,19.6,44.96,4.22,,1.69,5.96,53.88,3.66,6.13,,303.0,Very Poor
+Lucknow,2016-02-25,151.15,,6.62,35.68,5.13,,1.4,5.65,70.73,3.65,5.23,,322.0,Very Poor
+Lucknow,2016-02-26,161.14,,4.75,26.25,4.79,,1.37,5.26,59.13,2.36,3.02,,327.0,Very Poor
+Lucknow,2016-02-27,152.14,,6.42,22.59,4.22,,2.14,5.2,44.25,1.22,2.11,,335.0,Very Poor
+Lucknow,2016-02-28,155.6,,10.26,19.55,4.39,,1.71,5.45,57.22,0.84,2.27,,323.0,Very Poor
+Lucknow,2016-02-29,203.51,,6.48,15.05,4.22,,1.37,3.72,56.33,1.36,2.59,,349.0,Very Poor
+Lucknow,2016-03-01,132.24,,3.45,0.97,6.24,,1.36,3.3,70.0,6.46,8.27,,326.0,Very Poor
+Lucknow,2016-03-02,166.73,,5.37,12.9,4.6,,1.66,6.16,88.12,2.85,4.02,,314.0,Very Poor
+Lucknow,2016-03-03,180.27,,22.84,18.53,4.22,,1.91,6.23,60.42,2.44,2.35,,347.0,Very Poor
+Lucknow,2016-03-04,164.73,,9.68,20.65,4.05,,1.47,6.49,54.17,1.11,2.38,,332.0,Very Poor
+Lucknow,2016-03-05,182.82,,8.86,13.21,3.55,,1.39,4.61,62.8,0.66,2.47,,337.0,Very Poor
+Lucknow,2016-03-06,122.08,,10.23,17.37,4.22,,1.51,3.33,52.64,1.63,3.51,,305.0,Very Poor
+Lucknow,2016-03-07,141.32,,12.37,27.7,5.15,,1.37,5.83,51.56,1.33,4.21,,335.0,Very Poor
+Lucknow,2016-03-08,79.23,,7.04,15.65,4.22,,1.35,4.45,54.03,0.72,4.33,,228.0,Poor
+Lucknow,2016-03-09,106.54,,6.35,12.33,4.22,,1.22,5.24,73.34,0.55,3.01,,229.0,Poor
+Lucknow,2016-03-10,87.27,,6.89,24.98,4.22,,1.31,6.1,82.64,0.59,2.22,,220.0,Poor
+Lucknow,2016-03-11,110.24,,5.17,46.44,4.22,,1.45,6.24,75.53,0.93,2.86,,243.0,Poor
+Lucknow,2016-03-12,85.74,,6.04,39.66,5.75,,1.28,5.13,47.69,0.47,2.24,,229.0,Poor
+Lucknow,2016-03-13,59.85,,5.45,33.58,5.47,,1.14,4.58,55.61,0.28,1.13,,140.0,Moderate
+Lucknow,2016-03-14,58.33,,13.27,35.99,4.22,,1.8,5.17,48.82,0.59,1.58,,100.0,Satisfactory
+Lucknow,2016-03-15,79.82,,16.27,37.32,4.22,,2.15,4.43,41.68,0.64,3.06,,173.0,Moderate
+Lucknow,2016-03-16,76.06,,4.59,36.12,4.22,,1.26,4.02,57.35,1.45,2.98,,134.0,Moderate
+Lucknow,2016-03-17,67.43,,11.32,37.83,3.88,,5.23,5.6,59.75,0.74,2.1,,194.0,Moderate
+Lucknow,2016-03-18,65.14,,21.58,33.51,3.22,,1.55,6.71,54.79,0.64,1.61,,120.0,Moderate
+Lucknow,2016-03-19,89.05,,11.94,24.13,4.22,,3.21,6.68,46.87,0.32,2.17,,215.0,Poor
+Lucknow,2016-03-20,86.68,,4.62,30.2,4.52,,1.41,6.46,55.92,0.4,3.48,,178.0,Moderate
+Lucknow,2016-03-21,91.67,,6.37,38.62,4.25,,1.64,6.05,67.82,0.83,2.55,,194.0,Moderate
+Lucknow,2016-03-22,79.28,,24.14,36.03,4.21,,1.28,6.59,74.48,0.95,3.55,,173.0,Moderate
+Lucknow,2016-03-23,84.62,,38.05,35.94,4.22,,1.44,7.85,92.24,1.56,3.28,,201.0,Poor
+Lucknow,2016-03-24,97.75,,12.76,49.13,4.39,,1.57,7.96,95.29,0.91,3.39,,232.0,Poor
+Lucknow,2016-03-25,73.09,,15.45,51.44,4.22,,1.53,8.07,78.65,0.77,1.82,,219.0,Poor
+Lucknow,2016-03-26,85.56,,11.91,41.59,4.22,,3.17,6.73,68.96,0.76,2.19,,194.0,Moderate
+Lucknow,2016-03-27,64.82,,4.59,32.51,4.22,,1.17,5.25,60.39,0.95,1.28,,188.0,Moderate
+Lucknow,2016-03-28,75.89,,6.62,40.51,4.22,,1.94,5.72,65.46,0.96,2.01,,137.0,Moderate
+Lucknow,2016-03-29,67.0,,5.68,48.25,4.22,,1.34,8.27,76.87,0.84,1.51,,149.0,Moderate
+Lucknow,2016-03-30,76.98,,5.48,49.12,4.22,,1.85,11.71,87.97,0.37,0.67,,186.0,Moderate
+Lucknow,2016-03-31,72.23,,5.88,57.98,4.22,,1.38,11.63,75.08,0.36,0.63,,171.0,Moderate
+Lucknow,2016-04-01,83.71,,4.13,41.42,4.81,,1.51,10.69,69.45,0.05,0.13,,185.0,Moderate
+Lucknow,2016-04-02,79.49,,3.82,2.36,6.24,,1.42,6.26,79.62,0.04,0.07,,165.0,Moderate
+Lucknow,2016-04-03,75.75,,15.55,10.04,6.24,,1.45,6.4,76.31,0.04,0.06,,165.0,Moderate
+Lucknow,2016-04-04,99.67,,10.97,46.94,4.81,,1.75,6.2,53.42,0.51,1.17,,199.0,Moderate
+Lucknow,2016-04-05,117.04,,20.91,57.12,4.22,,1.48,7.63,50.74,0.27,0.53,,253.0,Poor
+Lucknow,2016-04-06,99.19,,12.07,46.52,4.53,,1.49,7.84,59.81,0.29,0.28,,248.0,Poor
+Lucknow,2016-04-07,82.81,,14.48,54.52,13.68,,1.47,8.56,49.26,0.3,0.21,,218.0,Poor
+Lucknow,2016-04-08,101.32,,7.81,50.45,4.73,,1.34,8.25,59.67,0.25,0.13,,191.0,Moderate
+Lucknow,2016-04-09,103.59,,5.84,52.17,4.56,,1.17,8.8,68.46,0.83,0.27,,221.0,Poor
+Lucknow,2016-04-10,111.2,,8.08,53.1,4.22,,1.31,5.2,69.38,0.26,0.16,,274.0,Poor
+Lucknow,2016-04-11,119.16,,9.45,49.47,4.22,,1.36,6.84,78.2,0.35,0.37,,254.0,Poor
+Lucknow,2016-04-12,112.53,,14.69,46.78,4.14,,6.04,3.79,85.92,1.38,5.77,,322.0,Very Poor
+Lucknow,2016-04-13,110.04,,6.11,49.29,4.14,,1.35,5.24,83.56,1.3,2.03,,258.0,Poor
+Lucknow,2016-04-14,119.51,,5.54,66.31,4.22,,1.47,5.48,74.93,1.22,3.25,,302.0,Very Poor
+Lucknow,2016-04-15,109.97,,10.17,64.66,4.14,,1.38,5.86,64.14,1.34,5.09,,256.0,Poor
+Lucknow,2016-04-16,139.58,,6.32,54.43,4.22,,1.38,6.99,75.74,0.64,0.71,,297.0,Poor
+Lucknow,2016-04-17,145.96,,11.41,56.17,3.88,,1.44,6.55,53.57,0.67,0.73,,321.0,Very Poor
+Lucknow,2016-04-18,138.17,,9.74,53.53,4.22,,1.59,4.57,32.06,1.39,1.62,,308.0,Very Poor
+Lucknow,2016-04-19,105.97,,21.5,74.75,4.14,,1.99,5.6,52.02,2.42,3.43,,293.0,Poor
+Lucknow,2016-04-20,90.36,,8.88,58.03,4.3,,1.8,5.47,68.63,1.73,3.54,,239.0,Poor
+Lucknow,2016-04-21,86.79,,3.14,40.59,4.22,,1.34,4.81,80.78,1.28,1.94,,175.0,Moderate
+Lucknow,2016-04-22,98.82,,3.8,42.45,4.22,,1.33,6.2,73.3,0.79,0.67,,225.0,Poor
+Lucknow,2016-04-23,108.68,,3.49,44.97,4.22,,2.86,5.67,78.77,0.82,0.74,,258.0,Poor
+Lucknow,2016-04-24,73.52,,3.76,46.08,4.22,,1.36,4.32,94.18,1.34,0.96,,219.0,Poor
+Lucknow,2016-04-25,78.87,,4.79,50.39,4.22,,1.53,4.55,77.58,1.23,0.91,,152.0,Moderate
+Lucknow,2016-04-26,99.92,,5.89,49.62,4.22,,3.74,5.51,75.72,1.1,0.96,,240.0,Poor
+Lucknow,2016-04-27,86.41,,17.98,84.12,9.56,,1.61,4.59,74.05,2.34,2.36,,221.0,Poor
+Lucknow,2016-04-28,98.31,,10.04,77.6,12.02,,1.97,9.35,70.92,2.46,4.24,,211.0,Poor
+Lucknow,2016-04-29,95.0,,9.63,76.07,4.22,,1.52,9.31,59.39,3.86,5.05,,232.0,Poor
+Lucknow,2016-04-30,126.96,,22.24,105.8,4.22,,1.95,6.85,53.71,3.98,5.95,,257.0,Poor
+Lucknow,2016-05-01,101.39,,5.08,74.63,4.22,,1.51,8.97,80.96,1.89,4.37,,261.0,Poor
+Lucknow,2016-05-02,99.74,,5.41,82.57,4.22,,1.52,9.24,82.62,1.89,4.5,,224.0,Poor
+Lucknow,2016-05-03,94.7,,6.45,44.48,4.22,,1.36,6.08,42.27,1.53,3.0,,232.0,Poor
+Lucknow,2016-05-04,86.62,,5.47,45.42,4.22,,1.28,5.02,61.22,1.35,1.94,,196.0,Moderate
+Lucknow,2016-05-05,70.07,,6.68,47.45,6.95,,1.27,6.92,53.55,0.98,1.18,,175.0,Moderate
+Lucknow,2016-05-06,77.91,,10.62,63.46,4.72,,1.53,6.44,58.54,1.08,0.75,,143.0,Moderate
+Lucknow,2016-05-07,102.44,,2.91,41.6,4.81,,1.27,7.17,82.58,,,,161.0,Moderate
+Lucknow,2016-05-08,81.73,,0.72,39.84,6.24,,1.23,9.14,91.33,3.67,4.8,,234.0,Poor
+Lucknow,2016-05-09,77.87,,0.11,55.2,6.24,,1.05,21.09,49.59,3.62,4.21,,170.0,Moderate
+Lucknow,2016-05-10,,,,,,,,,,,,,,
+Lucknow,2016-05-11,,,,,,,,,,,,,,
+Lucknow,2016-05-12,26.7,,8.54,30.61,3.72,,1.23,18.96,149.19,,,,,
+Lucknow,2016-05-13,,,,,,,,,,,,,,
+Lucknow,2016-05-14,,,,,,,,,,,,,,
+Lucknow,2016-05-15,,,,,,,,,,,,,,
+Lucknow,2016-05-16,,,,,,,,,,,,,,
+Lucknow,2016-05-17,,,,,,,,,,,,,,
+Lucknow,2016-05-18,,,,,,,,,,,,,,
+Lucknow,2016-05-19,,,,,,,,,,,,,,
+Lucknow,2016-05-20,,,,,,,,,,,,,,
+Lucknow,2016-05-21,,,,,,,,,,,,,,
+Lucknow,2016-05-22,,,,,,,,,,,,,,
+Lucknow,2016-05-23,,,,,,,,,,,,,,
+Lucknow,2016-05-24,,,,,,,,,,,,,,
+Lucknow,2016-05-25,,,,,,,,,,,,,,
+Lucknow,2016-05-26,64.1,,8.02,37.91,4.05,,1.41,10.21,52.22,4.0,0.96,,,
+Lucknow,2016-05-27,118.85,,9.83,46.4,4.22,,1.68,7.31,42.15,2.62,1.15,,240.0,Poor
+Lucknow,2016-05-28,163.59,,5.58,39.84,4.3,,2.7,9.65,51.68,1.66,2.19,,192.0,Moderate
+Lucknow,2016-05-29,46.87,,4.77,43.08,4.4,,1.97,4.37,47.25,1.42,3.09,,329.0,Very Poor
+Lucknow,2016-05-30,55.2,,6.68,27.6,3.8,,1.8,5.74,43.01,1.84,2.49,,106.0,Moderate
+Lucknow,2016-05-31,77.29,,13.97,52.8,4.22,,2.37,8.54,30.08,1.7,3.02,,207.0,Poor
+Lucknow,2016-06-01,138.37,,9.84,27.15,3.72,,1.55,6.91,37.68,2.09,2.03,,207.0,Poor
+Lucknow,2016-06-02,143.4,,7.82,12.32,2.21,,5.57,12.52,24.82,3.08,0.62,,330.0,Very Poor
+Lucknow,2016-06-03,42.82,,5.51,5.97,2.21,,1.3,6.35,61.81,2.77,0.91,,442.0,Severe
+Lucknow,2016-06-04,60.66,,5.86,6.38,2.21,,1.05,5.96,15.95,2.84,0.86,,,
+Lucknow,2016-06-05,45.28,,5.98,6.36,2.21,,1.04,5.56,56.86,1.76,0.77,,106.0,Moderate
+Lucknow,2016-06-06,65.55,,5.07,5.79,2.21,,1.33,5.63,48.36,1.97,0.66,,106.0,Moderate
+Lucknow,2016-06-07,45.09,,5.48,6.3,2.21,,1.77,6.0,52.59,2.21,0.88,,124.0,Moderate
+Lucknow,2016-06-08,52.68,,5.36,6.36,2.21,,,8.07,47.24,2.34,0.32,,,
+Lucknow,2016-06-09,62.91,,5.53,35.56,5.38,,3.47,4.38,79.6,0.74,2.23,,,
+Lucknow,2016-06-10,56.17,,8.12,27.61,5.03,,1.24,6.93,66.55,0.63,1.83,,116.0,Moderate
+Lucknow,2016-06-11,70.14,,9.46,28.17,4.69,,1.63,6.02,30.91,0.61,1.77,,113.0,Moderate
+Lucknow,2016-06-12,94.7,,12.26,45.97,4.89,,1.72,4.99,35.02,0.87,0.42,,185.0,Moderate
+Lucknow,2016-06-13,64.0,,7.99,35.9,4.56,,1.36,5.27,38.24,0.9,0.95,,151.0,Moderate
+Lucknow,2016-06-14,84.02,,5.72,30.46,5.57,,1.22,4.89,56.89,0.36,0.28,,179.0,Moderate
+Lucknow,2016-06-15,64.23,,8.76,38.29,4.22,,2.21,5.65,30.46,0.59,0.58,,144.0,Moderate
+Lucknow,2016-06-16,59.3,,6.97,32.5,3.17,,1.12,6.5,28.43,0.96,0.9,,105.0,Moderate
+Lucknow,2016-06-17,63.49,,6.89,33.62,3.38,,5.68,5.78,39.51,0.79,0.94,,172.0,Moderate
+Lucknow,2016-06-18,94.36,,8.49,36.28,4.14,,1.5,8.33,34.91,0.74,1.01,,121.0,Moderate
+Lucknow,2016-06-19,246.56,,7.27,27.47,4.14,,1.15,5.53,33.97,0.53,1.09,,308.0,Very Poor
+Lucknow,2016-06-20,59.89,,7.11,29.41,4.22,,1.09,4.81,32.57,0.66,0.94,,203.0,Poor
+Lucknow,2016-06-21,151.3,,5.61,37.76,5.82,,1.12,4.28,12.49,0.3,0.87,,244.0,Poor
+Lucknow,2016-06-22,35.58,,5.71,47.24,5.54,,1.65,4.25,8.13,0.87,0.75,,141.0,Moderate
+Lucknow,2016-06-23,33.78,,6.21,23.23,2.5,,1.52,5.15,26.09,1.74,0.86,,49.0,Good
+Lucknow,2016-06-24,25.9,,7.02,30.18,6.24,,,4.17,18.25,,,,46.0,Good
+Lucknow,2016-06-25,,,,,,,,,,,,,43.0,Good
+Lucknow,2016-06-26,,,,,,,,,,,,,,
+Lucknow,2016-06-27,95.89,,3.64,28.02,4.62,,4.1,6.75,29.62,0.44,0.03,,,
+Lucknow,2016-06-28,180.93,,3.69,31.37,8.55,,1.26,5.03,29.41,0.57,,,75.0,Satisfactory
+Lucknow,2016-06-29,45.45,,8.34,33.81,7.08,,1.01,5.43,17.6,0.65,,,47.0,Good
+Lucknow,2016-06-30,89.0,,4.56,31.34,9.45,,2.02,6.95,20.56,1.19,0.32,,59.0,Satisfactory
+Lucknow,2016-07-01,53.51,,4.49,26.72,4.22,,1.12,6.38,15.78,0.32,,,181.0,Moderate
+Lucknow,2016-07-02,49.41,,5.03,25.36,4.22,,1.18,6.25,18.96,0.28,,,99.0,Satisfactory
+Lucknow,2016-07-03,69.19,,7.06,17.43,4.3,,1.17,9.04,18.59,0.33,0.74,,122.0,Moderate
+Lucknow,2016-07-04,65.4,,3.67,17.83,4.8,,1.17,6.41,18.14,0.31,,,147.0,Moderate
+Lucknow,2016-07-05,48.63,,3.79,26.22,4.81,,1.12,5.53,22.87,0.23,,,,
+Lucknow,2016-07-06,76.9,,5.71,14.35,2.29,,1.06,5.59,4.68,0.22,,,151.0,Moderate
+Lucknow,2016-07-07,61.42,,11.22,23.6,3.88,,1.63,9.7,12.47,0.44,,,179.0,Moderate
+Lucknow,2016-07-08,71.74,,4.57,23.9,4.22,,2.74,5.33,18.89,0.4,,,136.0,Moderate
+Lucknow,2016-07-09,54.5,,3.8,28.82,4.22,,1.11,6.25,23.03,0.52,,,160.0,Moderate
+Lucknow,2016-07-10,66.78,,3.54,24.47,4.3,,2.25,4.16,23.41,0.68,,,133.0,Moderate
+Lucknow,2016-07-11,71.22,,4.98,17.15,2.71,,,5.63,4.41,0.61,,,192.0,Moderate
+Lucknow,2016-07-12,87.96,,5.23,15.03,2.21,,1.23,5.74,3.41,0.32,,,177.0,Moderate
+Lucknow,2016-07-13,76.73,,6.08,17.17,6.18,,1.1,6.66,7.14,0.42,0.08,,186.0,Moderate
+Lucknow,2016-07-14,82.95,,8.22,19.61,13.25,,1.36,6.32,8.81,0.55,,,175.0,Moderate
+Lucknow,2016-07-15,67.3,,7.58,17.1,11.12,,1.09,5.66,8.48,0.49,0.08,,164.0,Moderate
+Lucknow,2016-07-16,80.77,,7.04,24.37,3.3,,1.14,5.68,17.07,0.56,0.33,,157.0,Moderate
+Lucknow,2016-07-17,53.21,,5.77,26.23,4.13,,1.08,5.39,14.14,0.31,0.05,,168.0,Moderate
+Lucknow,2016-07-18,28.6,,7.47,25.83,4.22,,1.5,5.37,21.94,0.39,0.06,,67.0,Satisfactory
+Lucknow,2016-07-19,31.64,,16.91,32.15,4.33,,2.03,4.84,21.32,0.49,0.12,,62.0,Satisfactory
+Lucknow,2016-07-20,35.35,,6.39,21.94,4.44,,1.07,4.95,24.46,0.37,0.08,,72.0,Satisfactory
+Lucknow,2016-07-21,27.85,,3.61,22.38,5.23,,1.05,3.75,47.5,0.16,0.08,,52.0,Satisfactory
+Lucknow,2016-07-22,28.41,,5.66,28.17,4.22,,1.02,6.12,30.02,0.28,0.08,,,
+Lucknow,2016-07-23,21.57,,3.56,18.83,4.22,,5.08,6.46,24.75,0.15,0.04,,68.0,Satisfactory
+Lucknow,2016-07-24,30.83,,4.01,25.51,4.8,,,4.37,37.92,0.26,0.19,,,
+Lucknow,2016-07-25,37.68,,4.76,24.6,4.32,,1.81,5.56,27.15,0.25,0.23,,63.0,Satisfactory
+Lucknow,2016-07-26,28.88,,5.51,12.82,2.21,,2.96,4.97,28.06,0.13,0.07,,56.0,Satisfactory
+Lucknow,2016-07-27,31.22,,11.4,18.66,4.65,,3.03,3.93,48.32,0.2,0.06,,,
+Lucknow,2016-07-28,17.17,,24.18,25.08,5.69,,,4.94,33.9,0.32,0.04,,47.0,Good
+Lucknow,2016-07-29,41.88,,8.02,17.17,6.24,,1.15,9.64,25.12,0.19,0.04,,46.0,Good
+Lucknow,2016-07-30,17.7,,2.39,16.99,6.07,,1.04,15.07,33.26,0.29,0.03,,64.0,Satisfactory
+Lucknow,2016-07-31,41.89,,2.9,16.52,6.24,,,3.62,19.31,0.12,,,39.0,Good
+Lucknow,2016-08-01,46.72,,4.83,20.48,5.23,,1.19,3.94,31.42,0.46,0.04,,,
+Lucknow,2016-08-02,99.97,,12.05,17.95,4.22,,8.04,4.86,30.98,0.55,0.03,,191.0,Moderate
+Lucknow,2016-08-03,18.79,,13.94,19.46,4.04,,1.15,6.06,37.89,0.31,0.06,,129.0,Moderate
+Lucknow,2016-08-04,23.47,,3.11,13.44,3.74,,1.1,2.96,40.23,0.28,0.05,,58.0,Satisfactory
+Lucknow,2016-08-05,38.89,,2.17,26.34,3.96,,1.62,3.38,30.99,0.31,0.04,,67.0,Satisfactory
+Lucknow,2016-08-06,31.9,,2.63,10.59,4.3,,0.0,3.48,48.88,0.11,0.02,,72.0,Satisfactory
+Lucknow,2016-08-07,,,,,4.14,,0.0,,,0.0,0.0,,,
+Lucknow,2016-08-08,,,,,4.22,,0.0,,,0.0,0.0,,,
+Lucknow,2016-08-09,,,,,4.22,,0.0,,,0.0,0.0,,,
+Lucknow,2016-08-10,,,,,4.39,,0.0,,,0.0,0.0,,,
+Lucknow,2016-08-11,22.06,,8.09,24.21,8.42,,0.55,6.79,21.24,0.31,0.08,,,
+Lucknow,2016-08-12,42.06,,4.27,20.21,6.24,,2.42,5.8,26.36,0.48,0.26,,69.0,Satisfactory
+Lucknow,2016-08-13,37.8,,2.62,13.62,6.24,,,5.45,35.9,0.34,0.03,,155.0,Moderate
+Lucknow,2016-08-14,44.97,,5.64,15.24,6.24,,1.54,5.54,33.51,0.65,1.37,,109.0,Moderate
+Lucknow,2016-08-15,30.92,,13.79,22.15,6.24,,3.61,5.57,25.12,0.82,3.19,,126.0,Moderate
+Lucknow,2016-08-16,119.04,,2.65,8.68,,,2.35,6.12,43.86,0.26,0.18,,223.0,Poor
+Lucknow,2016-08-17,16.79,,13.29,21.77,,,1.96,4.01,35.27,0.45,0.73,,125.0,Moderate
+Lucknow,2016-08-18,16.3,,3.54,11.54,,,1.09,4.69,29.27,0.38,,,72.0,Satisfactory
+Lucknow,2016-08-19,18.26,,2.54,9.67,,,1.16,5.4,22.85,0.3,,,53.0,Satisfactory
+Lucknow,2016-08-20,21.68,,5.08,15.75,6.24,,1.98,4.35,26.53,0.66,0.52,,51.0,Satisfactory
+Lucknow,2016-08-21,21.64,,5.02,16.3,,,9.89,5.78,21.66,0.34,0.3,,125.0,Moderate
+Lucknow,2016-08-22,22.27,,4.3,16.84,,,2.78,6.08,15.09,0.18,1.16,,69.0,Satisfactory
+Lucknow,2016-08-23,20.59,,1.92,12.05,,,,4.15,17.73,0.14,0.15,,52.0,Satisfactory
+Lucknow,2016-08-24,29.38,,13.19,23.54,6.24,,1.22,2.56,17.51,0.51,0.31,,49.0,Good
+Lucknow,2016-08-25,60.75,,5.75,23.63,6.24,,1.33,1.9,31.2,0.59,11.17,,78.0,Satisfactory
+Lucknow,2016-08-26,43.91,,2.95,17.78,,,1.16,1.67,29.99,0.6,16.84,,91.0,Satisfactory
+Lucknow,2016-08-27,32.56,,1.82,12.76,,,1.91,1.84,43.01,1.02,6.8,,96.0,Satisfactory
+Lucknow,2016-08-28,40.9,,3.23,15.78,,,1.41,1.79,32.45,0.48,,,85.0,Satisfactory
+Lucknow,2016-08-29,59.7,,14.83,32.1,,,1.55,2.9,39.05,0.54,,,110.0,Moderate
+Lucknow,2016-08-30,46.78,,18.56,34.22,,,1.25,1.27,23.67,0.46,,,97.0,Satisfactory
+Lucknow,2016-08-31,22.25,,6.23,18.85,,,1.26,1.88,23.46,0.37,,,59.0,Satisfactory
+Lucknow,2016-09-01,30.06,,3.78,22.34,,,1.19,1.45,35.93,0.51,,,92.0,Satisfactory
+Lucknow,2016-09-02,39.09,,3.3,22.75,,,1.22,1.68,25.89,0.51,,,71.0,Satisfactory
+Lucknow,2016-09-03,52.59,,2.22,27.45,,,1.3,1.59,38.42,0.76,,,89.0,Satisfactory
+Lucknow,2016-09-04,41.44,,2.01,25.43,,,1.41,1.51,39.37,0.47,,,93.0,Satisfactory
+Lucknow,2016-09-05,35.94,,5.22,23.35,,,1.52,1.48,37.02,0.63,,,85.0,Satisfactory
+Lucknow,2016-09-06,38.71,,6.11,25.44,,,1.24,1.93,41.12,0.54,,,87.0,Satisfactory
+Lucknow,2016-09-07,45.48,,4.81,21.88,,,1.29,1.82,35.45,0.6,,,76.0,Satisfactory
+Lucknow,2016-09-08,63.59,,4.92,37.1,,,4.71,2.04,42.43,0.58,,,136.0,Moderate
+Lucknow,2016-09-09,67.75,,3.12,44.96,,,1.16,1.81,45.89,0.56,,,129.0,Moderate
+Lucknow,2016-09-10,54.84,,2.86,49.57,,,1.04,2.9,43.95,0.62,,,109.0,Moderate
+Lucknow,2016-09-11,50.96,,3.97,32.46,6.24,,1.06,4.02,48.05,0.44,,,115.0,Moderate
+Lucknow,2016-09-12,51.27,,5.81,21.9,6.24,,1.2,3.33,50.31,0.3,1.56,,123.0,Moderate
+Lucknow,2016-09-13,28.89,,8.92,13.71,6.24,,2.18,2.97,30.61,0.44,,,102.0,Moderate
+Lucknow,2016-09-14,21.04,,10.14,17.45,6.24,,2.34,3.91,24.85,0.4,1.04,,91.0,Satisfactory
+Lucknow,2016-09-15,25.22,,27.84,19.81,6.24,,3.62,4.92,25.32,0.42,0.6,,125.0,Moderate
+Lucknow,2016-09-16,45.14,,20.7,22.41,6.24,,1.77,4.55,24.9,0.33,0.19,,135.0,Moderate
+Lucknow,2016-09-17,23.79,,19.93,24.01,6.24,,5.69,5.72,20.87,0.23,0.62,,138.0,Moderate
+Lucknow,2016-09-18,36.25,,12.56,31.16,,,1.37,5.94,13.6,0.75,,,62.0,Satisfactory
+Lucknow,2016-09-19,55.18,,13.83,26.15,,,1.84,7.16,20.33,0.53,0.25,,89.0,Satisfactory
+Lucknow,2016-09-20,192.52,,20.39,31.96,,,2.27,7.5,23.4,0.47,0.15,,284.0,Poor
+Lucknow,2016-09-21,36.62,,3.86,24.82,,,8.61,4.54,25.26,0.15,0.13,,191.0,Moderate
+Lucknow,2016-09-22,17.39,,2.16,15.27,,,,4.82,24.12,0.13,0.1,,44.0,Good
+Lucknow,2016-09-23,28.4,,3.37,25.35,,,9.49,5.08,17.49,0.2,0.07,,100.0,Satisfactory
+Lucknow,2016-09-24,17.35,,2.51,20.01,,,3.29,4.92,24.59,0.12,0.58,,73.0,Satisfactory
+Lucknow,2016-09-25,11.39,,2.48,14.24,6.24,,32.22,6.08,15.14,0.08,0.48,,154.0,Moderate
+Lucknow,2016-09-26,16.44,,4.16,13.81,6.24,,1.86,4.9,14.28,0.16,1.21,,48.0,Good
+Lucknow,2016-09-27,29.35,,10.36,12.62,6.24,,1.94,5.25,17.63,0.38,0.3,,85.0,Satisfactory
+Lucknow,2016-09-28,36.11,,10.32,14.55,6.24,,1.81,5.51,17.84,0.53,0.13,,96.0,Satisfactory
+Lucknow,2016-09-29,26.86,,4.92,14.36,6.24,,1.72,3.63,16.5,0.26,0.16,,75.0,Satisfactory
+Lucknow,2016-09-30,37.28,,5.72,18.13,6.24,,1.32,3.77,24.91,0.42,0.03,,74.0,Satisfactory
+Lucknow,2016-10-01,60.08,,3.83,16.2,6.24,,1.36,2.47,28.42,0.48,0.26,,90.0,Satisfactory
+Lucknow,2016-10-02,59.63,,3.39,29.33,,,1.45,2.72,26.65,0.54,,,110.0,Moderate
+Lucknow,2016-10-03,55.53,,9.37,30.87,,,1.4,4.18,23.14,0.45,0.19,,104.0,Moderate
+Lucknow,2016-10-04,54.69,,8.36,27.75,6.24,,1.4,3.15,24.69,0.44,0.08,,94.0,Satisfactory
+Lucknow,2016-10-05,63.44,,13.13,35.31,6.24,,1.61,3.72,21.37,0.61,8.42,,127.0,Moderate
+Lucknow,2016-10-06,32.21,,19.58,36.03,6.24,,1.63,4.25,28.72,0.3,3.8,,97.0,Satisfactory
+Lucknow,2016-10-07,60.85,,11.95,40.89,11.19,,1.59,4.13,26.41,0.42,1.7,,95.0,Satisfactory
+Lucknow,2016-10-08,81.43,,13.48,38.01,,,1.55,4.36,24.18,0.51,1.67,,178.0,Moderate
+Lucknow,2016-10-09,47.15,,3.55,23.52,,,1.39,4.94,24.64,0.34,1.01,,98.0,Satisfactory
+Lucknow,2016-10-10,89.92,,7.24,35.56,,,1.44,4.56,17.18,0.51,0.94,,142.0,Moderate
+Lucknow,2016-10-11,111.37,,3.19,42.49,,,1.43,5.8,23.73,0.53,3.65,,223.0,Poor
+Lucknow,2016-10-12,125.86,,2.23,41.1,,,1.48,6.21,36.75,1.03,2.01,,301.0,Very Poor
+Lucknow,2016-10-13,108.06,,6.33,57.39,,,1.63,6.88,33.27,1.16,2.66,,265.0,Poor
+Lucknow,2016-10-14,113.77,,25.62,67.74,,,2.02,8.49,33.33,1.0,2.62,,244.0,Poor
+Lucknow,2016-10-15,141.57,,49.68,93.07,,,2.35,9.34,49.32,2.15,3.47,,312.0,Very Poor
+Lucknow,2016-10-16,172.85,,84.99,93.99,,,2.8,8.12,39.03,2.36,3.08,,333.0,Very Poor
+Lucknow,2016-10-17,175.18,,36.54,67.34,46.41,,2.01,9.56,52.93,1.51,2.98,,349.0,Very Poor
+Lucknow,2016-10-18,147.37,,35.77,60.78,22.93,,2.02,7.84,78.91,1.21,3.79,,326.0,Very Poor
+Lucknow,2016-10-19,134.61,,68.75,67.39,8.96,,2.56,9.43,38.45,1.48,3.8,,322.0,Very Poor
+Lucknow,2016-10-20,142.65,,37.32,60.91,6.24,,2.16,8.57,26.96,1.2,3.36,,310.0,Very Poor
+Lucknow,2016-10-21,126.14,,21.03,62.02,6.24,,1.98,9.19,22.17,1.13,3.22,,317.0,Very Poor
+Lucknow,2016-10-22,85.04,,25.84,52.25,6.24,,1.74,7.3,24.0,1.08,3.01,,222.0,Poor
+Lucknow,2016-10-23,123.78,,30.56,65.88,6.24,,1.82,7.56,29.44,1.27,3.32,,200.0,Moderate
+Lucknow,2016-10-24,141.16,,6.48,58.26,6.24,,1.88,9.65,37.6,1.34,3.99,,323.0,Very Poor
+Lucknow,2016-10-25,130.7,,13.52,67.37,6.24,,1.89,21.12,32.71,1.36,4.11,,292.0,Poor
+Lucknow,2016-10-26,120.82,,26.54,56.94,6.24,,1.81,26.69,33.65,1.39,2.32,,302.0,Very Poor
+Lucknow,2016-10-27,139.8,,62.83,70.97,6.24,,2.93,20.23,38.51,0.89,4.36,,305.0,Very Poor
+Lucknow,2016-10-28,141.16,,73.74,67.32,6.24,,2.79,9.46,41.48,0.6,2.75,,308.0,Very Poor
+Lucknow,2016-10-29,189.77,,64.66,95.0,6.24,,2.07,11.37,51.61,2.02,1.63,,341.0,Very Poor
+Lucknow,2016-10-30,238.17,,26.13,70.32,6.24,,1.71,11.44,28.86,1.12,0.84,,357.0,Very Poor
+Lucknow,2016-10-31,431.69,,41.9,62.38,6.24,,1.89,22.13,25.35,1.74,3.82,,509.0,Severe
+Lucknow,2016-11-01,243.78,,31.32,56.84,6.24,,2.24,10.23,32.19,1.52,3.77,,448.0,Severe
+Lucknow,2016-11-02,153.13,,54.95,52.36,6.24,,5.05,8.73,22.07,1.7,3.69,,359.0,Very Poor
+Lucknow,2016-11-03,152.95,,89.05,65.56,6.24,,2.51,9.66,16.92,1.72,3.97,,299.0,Poor
+Lucknow,2016-11-04,139.46,,72.32,68.03,6.24,,2.48,9.22,16.54,1.81,4.18,,301.0,Very Poor
+Lucknow,2016-11-05,159.87,,34.06,68.85,,,2.33,10.59,28.57,2.27,3.95,,280.0,Poor
+Lucknow,2016-11-06,411.23,,15.53,69.86,,,1.72,11.56,30.82,2.06,4.09,,450.0,Severe
+Lucknow,2016-11-07,495.65,,32.1,74.57,,,1.93,13.19,23.07,2.43,6.99,,526.0,Severe
+Lucknow,2016-11-08,499.06,,52.95,75.44,,,1.66,12.0,45.86,2.82,8.59,,604.0,Severe
+Lucknow,2016-11-09,345.54,,58.36,63.08,,,3.15,10.5,40.58,2.82,8.02,,568.0,Severe
+Lucknow,2016-11-10,290.26,,34.28,69.81,6.24,,1.65,6.03,41.28,4.23,11.18,,398.0,Very Poor
+Lucknow,2016-11-11,305.4,,94.14,98.34,6.24,,5.76,4.69,38.3,3.14,11.02,,450.0,Severe
+Lucknow,2016-11-12,214.41,,110.74,121.8,6.24,,3.14,4.07,39.62,2.31,7.16,,390.0,Very Poor
+Lucknow,2016-11-13,133.9,,81.27,71.31,6.24,,3.55,2.78,46.12,2.28,5.87,,311.0,Very Poor
+Lucknow,2016-11-14,116.66,,38.08,69.78,6.24,,3.22,2.98,49.91,2.26,5.56,,272.0,Poor
+Lucknow,2016-11-15,128.79,,99.32,80.58,6.24,,2.87,4.91,51.18,2.28,6.04,,236.0,Poor
+Lucknow,2016-11-16,149.73,,42.22,78.27,15.59,,3.02,6.8,55.53,1.92,4.89,,312.0,Very Poor
+Lucknow,2016-11-17,206.45,,6.45,71.35,12.03,,0.41,7.19,75.67,1.21,3.58,,346.0,Very Poor
+Lucknow,2016-11-18,251.32,,5.51,77.78,9.11,,0.6,2.95,71.42,2.0,3.65,,394.0,Very Poor
+Lucknow,2016-11-19,331.04,,74.46,88.03,6.24,,2.89,4.25,70.68,2.47,7.71,,423.0,Severe
+Lucknow,2016-11-20,314.46,,120.65,108.12,6.24,,3.26,7.18,48.85,9.29,21.33,,487.0,Severe
+Lucknow,2016-11-21,244.33,,54.96,92.85,6.24,,2.05,6.9,62.79,8.76,21.46,,416.0,Severe
+Lucknow,2016-11-22,179.82,,7.0,72.6,6.24,,1.73,3.88,83.59,3.77,9.59,,369.0,Very Poor
+Lucknow,2016-11-23,152.49,,7.7,70.17,6.24,,1.17,4.13,62.75,2.56,7.99,,329.0,Very Poor
+Lucknow,2016-11-24,193.96,,5.44,69.22,6.24,,1.61,5.65,64.29,3.36,8.82,,343.0,Very Poor
+Lucknow,2016-11-25,183.51,,6.19,65.28,6.24,,1.12,4.71,102.91,3.44,8.67,,359.0,Very Poor
+Lucknow,2016-11-26,188.38,,32.98,100.59,6.24,,2.18,4.43,65.4,4.94,11.97,,337.0,Very Poor
+Lucknow,2016-11-27,232.64,,6.69,83.64,6.24,,1.52,3.71,53.47,4.79,10.35,,382.0,Very Poor
+Lucknow,2016-11-28,181.25,,78.75,91.36,6.24,,2.58,6.62,52.92,5.36,12.63,,358.0,Very Poor
+Lucknow,2016-11-29,309.53,,106.54,91.0,6.24,,2.98,6.55,21.15,7.85,16.86,,401.0,Severe
+Lucknow,2016-11-30,221.57,,81.19,73.28,6.24,,6.9,6.75,28.74,6.88,14.52,,421.0,Severe
+Lucknow,2016-12-01,238.99,,28.25,65.72,6.24,,2.12,10.72,25.1,5.49,14.55,,370.0,Very Poor
+Lucknow,2016-12-02,213.29,,20.13,35.7,,,1.42,12.72,13.58,4.26,13.81,,396.0,Very Poor
+Lucknow,2016-12-03,192.84,,7.96,29.62,,,1.21,10.05,19.75,4.38,11.37,,354.0,Very Poor
+Lucknow,2016-12-04,171.01,,10.72,47.52,,,1.73,8.93,24.94,3.97,9.12,,347.0,Very Poor
+Lucknow,2016-12-05,171.8,,35.5,62.38,,,4.28,12.24,22.05,4.34,10.39,,339.0,Very Poor
+Lucknow,2016-12-06,231.07,,7.64,40.01,,,0.84,10.35,26.16,3.44,8.14,,359.0,Very Poor
+Lucknow,2016-12-07,145.09,,27.25,35.84,,,1.71,10.7,28.82,3.89,8.96,,360.0,Very Poor
+Lucknow,2016-12-08,147.56,,32.4,42.41,,,1.68,13.89,14.26,4.45,9.59,,309.0,Very Poor
+Lucknow,2016-12-09,184.44,,59.12,55.06,,,2.57,15.02,27.98,5.13,11.18,,328.0,Very Poor
+Lucknow,2016-12-10,345.98,,49.68,62.0,,,1.64,19.17,21.86,5.67,12.63,,423.0,Severe
+Lucknow,2016-12-11,235.85,,11.25,47.37,,,1.44,12.73,36.47,4.26,8.45,,431.0,Severe
+Lucknow,2016-12-12,236.24,,13.25,49.75,,,1.39,12.83,20.21,4.19,8.41,,391.0,Very Poor
+Lucknow,2016-12-13,237.81,,34.9,60.86,,,2.14,12.47,33.56,4.5,10.99,,395.0,Very Poor
+Lucknow,2016-12-14,271.83,,71.5,57.11,,,1.63,21.96,30.52,3.28,13.16,,430.0,Severe
+Lucknow,2016-12-15,188.21,,51.21,54.76,,,3.04,9.72,42.66,3.13,10.12,,364.0,Very Poor
+Lucknow,2016-12-16,256.7,,16.99,52.84,,,1.37,9.56,28.08,3.86,10.48,,386.0,Very Poor
+Lucknow,2016-12-17,273.9,,37.24,47.51,,,2.02,9.53,34.64,3.53,13.6,,408.0,Severe
+Lucknow,2016-12-18,274.78,,31.32,43.05,,,1.91,8.53,41.88,2.95,12.71,,432.0,Severe
+Lucknow,2016-12-19,221.75,,13.23,47.66,,,1.64,11.47,52.68,3.01,10.36,,394.0,Very Poor
+Lucknow,2016-12-20,212.41,,11.52,51.85,,,1.52,10.33,61.73,3.77,15.39,,370.0,Very Poor
+Lucknow,2016-12-21,203.62,,17.61,54.12,,,1.43,7.76,49.94,4.25,14.39,,358.0,Very Poor
+Lucknow,2016-12-22,373.48,,58.67,76.98,,,2.02,13.24,48.78,6.47,22.63,,436.0,Severe
+Lucknow,2016-12-23,266.72,,33.19,58.2,,,2.09,10.68,37.73,6.84,35.2,,478.0,Severe
+Lucknow,2016-12-24,276.9,,86.91,72.76,,,3.01,9.1,51.97,8.31,20.96,,410.0,Severe
+Lucknow,2016-12-25,329.55,,130.41,67.21,,,4.49,7.69,41.32,11.29,24.7,,441.0,Severe
+Lucknow,2016-12-26,294.09,,38.48,48.04,,,1.74,6.54,27.5,5.74,18.18,,444.0,Severe
+Lucknow,2016-12-27,208.2,,52.99,69.58,,,2.21,11.42,48.98,6.14,17.56,,389.0,Very Poor
+Lucknow,2016-12-28,292.53,,37.99,53.82,,,1.57,9.16,31.52,5.99,12.77,,425.0,Severe
+Lucknow,2016-12-29,225.89,,21.54,40.65,,,1.65,6.99,37.77,4.27,10.81,,389.0,Very Poor
+Lucknow,2016-12-30,184.15,,24.52,40.82,,,1.51,9.27,29.16,5.17,9.25,,371.0,Very Poor
+Lucknow,2016-12-31,171.27,,43.21,50.95,,,1.41,13.92,38.03,2.82,11.86,,342.0,Very Poor
+Lucknow,2017-01-01,166.35,,15.18,33.39,,,1.39,12.15,21.3,2.02,5.18,,350.0,Very Poor
+Lucknow,2017-01-02,183.84,,17.7,37.34,,,1.41,12.01,23.46,2.07,5.43,,324.0,Very Poor
+Lucknow,2017-01-03,159.29,,15.1,31.69,,,1.44,9.57,23.4,2.06,6.82,,360.0,Very Poor
+Lucknow,2017-01-04,154.3,,48.75,35.61,,,1.9,8.11,21.68,4.05,8.92,,296.0,Poor
+Lucknow,2017-01-05,197.95,,72.68,42.66,,,2.75,9.57,20.3,5.7,15.91,,357.0,Very Poor
+Lucknow,2017-01-06,189.36,,29.06,36.81,,,2.14,8.56,20.66,4.8,9.33,,365.0,Very Poor
+Lucknow,2017-01-07,181.88,,17.55,37.62,,,1.89,6.88,29.13,3.61,8.46,,346.0,Very Poor
+Lucknow,2017-01-08,215.86,,18.8,48.27,,,2.13,8.4,17.02,3.9,9.33,,366.0,Very Poor
+Lucknow,2017-01-09,171.95,,26.79,46.3,,,2.03,9.44,20.6,3.54,12.95,,366.0,Very Poor
+Lucknow,2017-01-10,115.7,,9.2,36.47,,,1.43,5.67,42.01,1.89,6.03,,318.0,Very Poor
+Lucknow,2017-01-11,109.72,,10.64,43.28,,,1.6,7.96,53.13,1.59,6.13,,251.0,Poor
+Lucknow,2017-01-12,145.41,,16.16,54.4,,,1.73,8.29,62.81,1.77,5.85,,306.0,Very Poor
+Lucknow,2017-01-13,222.28,,61.28,70.21,,,3.15,8.98,50.93,2.0,8.8,,350.0,Very Poor
+Lucknow,2017-01-14,256.58,,30.74,73.21,,,2.53,10.52,40.4,2.29,11.08,,404.0,Severe
+Lucknow,2017-01-15,272.01,,48.16,73.74,,,2.74,9.84,37.74,2.5,14.06,,407.0,Severe
+Lucknow,2017-01-16,336.07,,102.44,83.21,,,3.41,11.41,35.47,3.17,14.21,,455.0,Severe
+Lucknow,2017-01-17,240.42,,17.87,50.7,,,2.02,7.72,31.55,1.76,6.09,,419.0,Severe
+Lucknow,2017-01-18,222.17,,25.34,47.68,,,1.96,7.78,25.42,1.84,6.34,,373.0,Very Poor
+Lucknow,2017-01-19,245.59,,22.92,57.49,,,2.23,9.6,44.53,2.21,13.12,,394.0,Very Poor
+Lucknow,2017-01-20,132.55,,11.02,41.19,,,1.59,6.22,60.3,1.59,6.16,,362.0,Very Poor
+Lucknow,2017-01-21,143.2,,14.65,50.02,,,1.82,9.34,58.58,1.78,7.54,,282.0,Poor
+Lucknow,2017-01-22,211.77,,11.0,48.61,,,1.79,8.12,52.92,1.33,6.18,,352.0,Very Poor
+Lucknow,2017-01-23,153.33,,12.07,40.84,,,1.69,8.8,57.27,1.23,7.41,,342.0,Very Poor
+Lucknow,2017-01-24,158.46,,25.49,44.38,,,2.14,9.07,63.08,2.12,10.74,,324.0,Very Poor
+Lucknow,2017-01-25,222.64,,103.59,53.87,,,3.63,13.31,45.84,2.95,21.95,,368.0,Very Poor
+Lucknow,2017-01-26,198.86,,30.98,48.81,,,2.06,7.72,53.82,1.67,5.95,,373.0,Very Poor
+Lucknow,2017-01-27,70.65,,22.23,30.22,,,1.92,7.84,59.01,1.11,7.26,,258.0,Poor
+Lucknow,2017-01-28,61.96,,9.78,22.32,,,1.47,6.94,39.17,0.95,4.49,,138.0,Moderate
+Lucknow,2017-01-29,81.64,,8.79,19.92,,,1.38,6.69,49.63,0.99,4.59,,111.0,Moderate
+Lucknow,2017-01-30,116.04,,26.36,36.55,,,1.96,9.07,36.78,2.15,7.24,,203.0,Poor
+Lucknow,2017-01-31,179.6,,27.8,39.97,,,2.32,9.62,48.99,4.51,13.19,,328.0,Very Poor
+Lucknow,2017-02-01,175.53,,27.63,40.42,,,2.36,8.42,66.29,4.33,11.46,,345.0,Very Poor
+Lucknow,2017-02-02,207.97,,75.8,54.15,73.63,,3.91,10.81,48.13,4.39,10.22,,383.0,Very Poor
+Lucknow,2017-02-03,172.73,,35.5,46.63,,,2.39,9.0,66.82,4.16,11.43,,360.0,Very Poor
+Lucknow,2017-02-04,161.52,,40.53,52.27,,,2.54,9.0,69.82,4.2,9.75,,337.0,Very Poor
+Lucknow,2017-02-05,89.37,,35.91,47.91,,,2.16,8.25,72.01,3.67,8.38,,263.0,Poor
+Lucknow,2017-02-06,108.07,,16.63,44.83,,,1.78,8.4,66.52,3.5,9.21,,238.0,Poor
+Lucknow,2017-02-07,88.79,,8.14,17.18,,,1.54,5.07,93.16,2.38,4.8,,243.0,Poor
+Lucknow,2017-02-08,95.98,,11.51,29.4,,,1.76,7.3,93.98,0.76,2.67,,178.0,Moderate
+Lucknow,2017-02-09,118.4,,8.42,31.12,,,1.62,9.14,97.45,1.45,3.68,,286.0,Poor
+Lucknow,2017-02-10,112.25,,9.36,31.71,,,1.67,7.84,102.19,1.4,4.71,,264.0,Poor
+Lucknow,2017-02-11,153.45,,40.59,41.02,,,2.26,9.81,98.26,1.81,5.88,,300.0,Poor
+Lucknow,2017-02-12,202.86,,36.86,52.5,,,2.2,9.01,85.21,1.88,6.56,,358.0,Very Poor
+Lucknow,2017-02-13,175.3,,13.22,44.47,,,1.79,8.44,92.44,1.73,5.09,,351.0,Very Poor
+Lucknow,2017-02-14,145.02,,19.01,37.16,,,1.94,9.71,106.14,1.54,4.82,,327.0,Very Poor
+Lucknow,2017-02-15,154.22,,17.59,49.81,,,2.02,9.53,100.51,1.66,6.77,,321.0,Very Poor
+Lucknow,2017-02-16,197.39,,24.03,52.52,,,2.31,10.66,94.62,3.19,10.88,,341.0,Very Poor
+Lucknow,2017-02-17,237.51,,28.05,45.82,,,2.52,7.01,72.86,3.54,8.45,,378.0,Very Poor
+Lucknow,2017-02-18,226.67,,21.93,32.84,,,2.53,4.82,94.06,,,,388.0,Very Poor
+Lucknow,2017-02-19,184.29,,14.42,29.58,,,2.1,5.0,107.45,0.0,0.0,,371.0,Very Poor
+Lucknow,2017-02-20,115.03,,32.81,29.67,,,2.44,5.65,110.71,,,,309.0,Very Poor
+Lucknow,2017-02-21,143.07,,27.2,32.36,,,3.95,5.58,82.82,2.43,5.68,,356.0,Very Poor
+Lucknow,2017-02-22,102.52,,9.2,27.71,,,1.49,6.72,104.83,2.84,6.88,,273.0,Poor
+Lucknow,2017-02-23,93.39,,9.07,26.39,,,1.36,7.65,122.82,2.58,6.79,,223.0,Poor
+Lucknow,2017-02-24,81.25,,8.78,25.61,,,1.29,9.07,134.37,2.59,7.35,,216.0,Poor
+Lucknow,2017-02-25,88.87,,9.51,30.81,,,1.32,9.3,96.73,2.72,6.68,,204.0,Poor
+Lucknow,2017-02-26,94.81,,9.74,30.64,,,1.38,9.08,64.91,2.68,8.47,,224.0,Poor
+Lucknow,2017-02-27,96.22,,9.28,30.62,,,1.56,6.71,63.28,3.06,9.97,,205.0,Poor
+Lucknow,2017-02-28,116.96,,12.73,40.06,,,1.68,6.76,60.93,2.94,11.64,,257.0,Poor
+Lucknow,2017-03-01,148.25,,49.62,55.62,,,3.7,8.45,48.09,3.15,12.0,,339.0,Very Poor
+Lucknow,2017-03-02,147.23,,43.63,33.49,,,2.1,6.82,40.72,3.44,9.34,,342.0,Very Poor
+Lucknow,2017-03-03,96.8,,8.73,26.56,,,1.61,5.13,60.5,2.54,6.33,,218.0,Poor
+Lucknow,2017-03-04,89.16,,9.63,29.14,,,1.43,6.16,63.27,2.02,4.8,,214.0,Poor
+Lucknow,2017-03-05,89.04,,8.52,26.44,,,1.35,6.06,85.68,1.2,3.05,,190.0,Moderate
+Lucknow,2017-03-06,84.15,,9.68,29.89,,,1.5,5.32,75.65,1.31,4.11,,197.0,Moderate
+Lucknow,2017-03-07,108.32,,22.89,43.83,,,1.81,7.05,52.0,1.46,6.46,,211.0,Poor
+Lucknow,2017-03-08,163.19,,27.94,57.12,,,1.84,7.5,40.04,1.48,4.44,,321.0,Very Poor
+Lucknow,2017-03-09,140.39,,8.8,38.71,,,1.87,6.08,49.43,1.38,4.41,,321.0,Very Poor
+Lucknow,2017-03-10,51.28,,8.28,23.45,,,1.47,4.03,54.51,1.14,3.08,,202.0,Poor
+Lucknow,2017-03-11,58.33,,12.29,29.05,,,1.24,4.2,43.07,1.15,3.02,,97.0,Satisfactory
+Lucknow,2017-03-12,48.32,,7.98,19.35,,,1.3,5.03,48.95,0.08,0.24,,88.0,Satisfactory
+Lucknow,2017-03-13,79.11,,9.24,19.42,,,1.32,4.13,58.4,0.0,0.0,,144.0,Moderate
+Lucknow,2017-03-14,75.43,,7.76,23.71,,,1.24,5.39,72.02,0.67,1.85,,148.0,Moderate
+Lucknow,2017-03-15,75.27,,10.59,33.1,,,1.39,5.11,71.76,1.24,3.81,,138.0,Moderate
+Lucknow,2017-03-16,92.96,,23.83,39.88,,,2.01,6.13,69.38,1.4,4.93,,173.0,Moderate
+Lucknow,2017-03-17,105.21,,14.48,37.09,,,1.58,5.19,62.64,1.34,3.65,,262.0,Poor
+Lucknow,2017-03-18,79.46,,16.86,32.9,,,6.05,5.09,66.67,1.21,3.42,,227.0,Poor
+Lucknow,2017-03-19,113.28,,14.98,48.87,,,1.79,6.38,67.65,1.97,7.95,,226.0,Poor
+Lucknow,2017-03-20,106.88,,11.73,41.73,,,1.44,6.5,57.34,4.12,9.04,,285.0,Poor
+Lucknow,2017-03-21,110.31,,9.29,35.25,,,1.5,6.81,81.12,2.73,8.37,,232.0,Poor
+Lucknow,2017-03-22,142.68,,24.32,52.59,,,1.94,9.21,57.99,3.25,11.49,,303.0,Very Poor
+Lucknow,2017-03-23,172.13,,14.32,40.43,,,1.89,6.72,79.98,3.03,8.69,,325.0,Very Poor
+Lucknow,2017-03-24,187.46,,16.07,41.96,,,2.36,7.5,77.01,3.17,14.79,,349.0,Very Poor
+Lucknow,2017-03-25,118.0,,8.36,27.9,,,1.83,7.5,63.47,2.59,7.25,,329.0,Very Poor
+Lucknow,2017-03-26,96.39,,8.61,31.85,,,1.25,9.46,79.85,2.68,6.45,,230.0,Poor
+Lucknow,2017-03-27,122.3,,9.78,37.1,,,1.56,8.05,92.53,3.01,8.71,,254.0,Poor
+Lucknow,2017-03-28,168.85,,10.47,38.27,,,2.28,9.39,71.93,3.04,30.63,,335.0,Very Poor
+Lucknow,2017-03-29,161.81,,11.32,34.5,,,1.4,8.02,67.76,3.18,11.31,,335.0,Very Poor
+Lucknow,2017-03-30,120.82,,9.77,29.76,,,2.34,7.46,65.19,2.6,7.38,,325.0,Very Poor
+Lucknow,2017-03-31,133.84,,13.31,40.63,,,1.43,7.6,71.47,2.93,9.49,,299.0,Poor
+Lucknow,2017-04-01,128.32,,17.61,43.23,,,1.87,9.24,60.12,3.81,13.28,,318.0,Very Poor
+Lucknow,2017-04-02,92.48,,8.29,32.52,,,1.34,7.76,74.08,2.52,6.68,,240.0,Poor
+Lucknow,2017-04-03,88.72,,12.76,39.43,,,2.56,7.73,71.64,2.79,8.39,,212.0,Poor
+Lucknow,2017-04-04,103.43,,10.72,39.06,,,2.54,7.64,74.3,2.79,7.21,,252.0,Poor
+Lucknow,2017-04-05,81.51,,7.28,26.48,,,1.4,4.72,80.64,2.18,5.74,,196.0,Moderate
+Lucknow,2017-04-06,82.94,,7.86,24.61,,,1.61,4.91,84.98,2.36,5.8,,174.0,Moderate
+Lucknow,2017-04-07,107.18,,8.45,27.98,,,1.77,5.73,93.6,2.28,6.28,,215.0,Poor
+Lucknow,2017-04-08,119.46,,7.61,25.03,,,1.42,6.29,96.31,2.18,7.78,,230.0,Poor
+Lucknow,2017-04-09,102.6,,7.74,25.85,,,1.34,8.2,119.65,3.83,7.22,,298.0,Poor
+Lucknow,2017-04-10,77.6,,9.12,36.26,,,1.39,7.52,112.79,2.5,7.8,,202.0,Poor
+Lucknow,2017-04-11,70.96,,8.79,41.23,,,1.54,8.71,109.3,2.69,11.79,,208.0,Poor
+Lucknow,2017-04-12,93.58,,12.18,63.25,,,1.59,8.6,87.94,3.07,9.34,,186.0,Moderate
+Lucknow,2017-04-13,123.91,,15.04,58.3,,,1.64,9.4,98.05,3.38,9.07,,246.0,Poor
+Lucknow,2017-04-14,80.27,,8.98,29.7,,,1.44,7.97,118.79,2.36,5.39,,287.0,Poor
+Lucknow,2017-04-15,72.42,,8.29,23.5,,,1.66,6.81,114.27,,,,194.0,Moderate
+Lucknow,2017-04-16,72.64,,7.54,19.11,,,1.33,7.0,114.72,,,,180.0,Moderate
+Lucknow,2017-04-17,87.25,,7.29,19.82,,,1.55,7.47,113.96,2.21,5.31,,198.0,Moderate
+Lucknow,2017-04-18,122.86,,8.32,27.02,,,1.36,5.09,113.56,2.33,5.87,,254.0,Poor
+Lucknow,2017-04-19,151.83,,8.79,29.38,,,1.47,4.8,108.42,2.34,5.69,,317.0,Very Poor
+Lucknow,2017-04-20,130.52,,8.82,23.19,,,1.34,4.66,85.96,2.29,5.51,,321.0,Very Poor
+Lucknow,2017-04-21,79.89,,10.22,13.74,,,1.33,4.23,107.34,2.2,5.62,,239.0,Poor
+Lucknow,2017-04-22,112.19,,11.6,11.9,,,1.42,5.68,84.75,2.3,6.86,,235.0,Poor
+Lucknow,2017-04-23,122.7,,9.11,22.56,,,2.13,4.16,69.35,1.51,3.78,,278.0,Poor
+Lucknow,2017-04-24,122.53,,11.28,35.52,,,1.88,5.19,94.63,1.67,3.67,,290.0,Poor
+Lucknow,2017-04-25,143.97,,8.65,38.64,,,2.4,6.33,97.46,1.46,3.8,,272.0,Poor
+Lucknow,2017-04-26,130.82,,9.9,40.52,,,1.37,6.8,102.2,1.8,4.73,,313.0,Very Poor
+Lucknow,2017-04-27,119.93,,9.88,36.53,,,1.38,6.98,96.12,1.45,3.53,,304.0,Very Poor
+Lucknow,2017-04-28,100.51,,8.38,31.68,,,1.2,6.05,103.57,1.35,3.33,,260.0,Poor
+Lucknow,2017-04-29,124.07,,18.11,57.45,,,1.64,7.71,96.8,2.0,5.18,,264.0,Poor
+Lucknow,2017-04-30,83.5,,12.28,46.16,,,3.23,5.54,127.74,2.0,5.18,,302.0,Very Poor
+Lucknow,2017-05-01,95.31,,9.46,45.99,,,1.27,5.05,108.83,2.0,5.18,,226.0,Poor
+Lucknow,2017-05-02,113.81,,25.75,59.07,,,1.97,6.03,96.07,2.0,5.18,,234.0,Poor
+Lucknow,2017-05-03,138.46,,31.4,82.86,,,1.5,9.89,62.12,2.0,5.18,,309.0,Very Poor
+Lucknow,2017-05-04,100.95,,15.34,66.08,,,1.77,6.92,90.9,2.0,5.18,,312.0,Very Poor
+Lucknow,2017-05-05,140.85,,12.5,57.5,,,1.38,9.81,105.68,2.0,5.18,,302.0,Very Poor
+Lucknow,2017-05-06,208.65,,15.65,79.26,,,1.57,10.12,91.64,2.0,5.18,,346.0,Very Poor
+Lucknow,2017-05-07,301.46,,18.44,54.86,,,1.44,5.99,83.13,2.0,5.18,,422.0,Severe
+Lucknow,2017-05-08,140.01,,7.78,23.93,6.24,,1.33,4.27,111.37,1.81,4.25,,350.0,Very Poor
+Lucknow,2017-05-09,71.84,,7.42,25.41,6.24,,1.09,3.51,108.01,1.35,2.73,,237.0,Poor
+Lucknow,2017-05-10,56.41,,6.59,19.99,6.24,,1.19,3.66,81.45,1.65,2.9,,137.0,Moderate
+Lucknow,2017-05-11,71.62,,7.79,35.11,6.24,,1.37,3.88,67.61,2.37,3.69,,125.0,Moderate
+Lucknow,2017-05-12,99.51,,7.38,38.81,6.24,,1.33,3.7,70.2,2.91,4.82,,205.0,Poor
+Lucknow,2017-05-13,98.49,,6.94,38.54,6.24,,1.3,4.29,57.11,2.68,4.38,,227.0,Poor
+Lucknow,2017-05-14,117.21,,9.86,24.15,6.24,,4.29,4.79,7.59,2.24,3.33,,279.0,Poor
+Lucknow,2017-05-15,137.79,,14.18,30.67,6.24,,1.55,3.88,15.99,2.61,3.82,,319.0,Very Poor
+Lucknow,2017-05-16,157.17,,17.19,34.09,6.24,,1.59,2.24,21.36,2.54,3.74,,314.0,Very Poor
+Lucknow,2017-05-17,79.81,,6.46,8.75,6.24,,1.2,2.24,7.08,1.15,1.46,,263.0,Poor
+Lucknow,2017-05-18,102.13,,7.12,18.73,6.24,,1.29,2.94,33.03,2.12,3.94,,146.0,Moderate
+Lucknow,2017-05-19,143.66,,9.48,34.67,6.24,,1.27,3.59,13.5,2.38,3.66,,289.0,Poor
+Lucknow,2017-05-20,122.47,,9.2,34.29,6.24,,1.18,3.82,15.7,2.49,3.97,,326.0,Very Poor
+Lucknow,2017-05-21,139.19,,7.81,23.7,6.24,,1.21,2.38,14.86,1.87,2.07,,288.0,Poor
+Lucknow,2017-05-22,163.59,,7.66,23.25,6.24,,1.22,3.04,17.02,1.97,2.93,,317.0,Very Poor
+Lucknow,2017-05-23,125.66,,8.53,23.33,6.24,,1.22,5.1,15.66,2.2,3.58,,314.0,Very Poor
+Lucknow,2017-05-24,152.46,,8.35,41.85,16.3,,1.27,4.16,21.4,2.31,3.37,,312.0,Very Poor
+Lucknow,2017-05-25,151.47,,9.58,39.1,7.09,,2.95,4.25,46.73,2.49,3.64,,346.0,Very Poor
+Lucknow,2017-05-26,131.7,,9.17,30.43,6.24,,4.99,4.24,44.63,2.11,3.06,,339.0,Very Poor
+Lucknow,2017-05-27,65.4,,5.64,7.83,6.24,,1.6,4.69,60.87,0.54,0.51,,210.0,Poor
+Lucknow,2017-05-28,57.72,,5.16,8.69,6.24,,1.97,3.67,35.16,1.1,1.38,,81.0,Satisfactory
+Lucknow,2017-05-29,60.92,,6.13,14.29,6.24,,1.43,3.55,33.64,2.1,2.34,,100.0,Satisfactory
+Lucknow,2017-05-30,40.0,,6.3,9.02,6.24,,1.09,4.13,50.48,0.7,0.68,,74.0,Satisfactory
+Lucknow,2017-05-31,39.74,,6.47,10.23,6.24,,1.16,4.04,46.76,0.71,0.68,,70.0,Satisfactory
+Lucknow,2017-06-01,85.74,,10.72,32.57,6.24,,1.42,4.41,33.71,2.08,2.68,,101.0,Moderate
+Lucknow,2017-06-02,77.99,,6.17,16.37,6.24,,1.14,5.69,44.74,2.57,3.55,,182.0,Moderate
+Lucknow,2017-06-03,115.52,,7.88,26.03,6.24,,1.72,6.13,51.77,3.49,4.69,,179.0,Moderate
+Lucknow,2017-06-04,150.57,,10.5,45.77,6.24,,1.4,4.87,36.67,3.75,6.02,,304.0,Very Poor
+Lucknow,2017-06-05,147.38,,7.72,27.01,6.24,,1.36,4.18,27.98,4.06,5.41,,321.0,Very Poor
+Lucknow,2017-06-06,54.14,,3.65,13.17,6.24,,1.18,4.66,9.41,2.73,4.17,,221.0,Poor
+Lucknow,2017-06-07,45.04,,3.62,12.7,6.24,,1.2,4.09,8.36,2.91,4.5,,73.0,Satisfactory
+Lucknow,2017-06-08,74.54,,5.27,17.12,6.24,,1.2,5.22,15.85,3.03,4.61,,106.0,Moderate
+Lucknow,2017-06-09,70.03,,5.8,17.65,6.24,,1.12,5.11,28.79,2.9,4.16,,150.0,Moderate
+Lucknow,2017-06-10,99.83,,5.37,18.44,6.24,,4.39,4.58,35.01,3.08,3.71,,253.0,Poor
+Lucknow,2017-06-11,95.04,,4.98,16.05,6.24,,1.15,4.5,51.08,3.08,4.94,,190.0,Moderate
+Lucknow,2017-06-12,111.82,,5.45,21.52,7.15,,1.19,5.26,54.38,3.01,4.96,,231.0,Poor
+Lucknow,2017-06-13,144.61,,9.21,40.14,12.7,,1.57,4.21,33.68,2.98,5.0,,256.0,Poor
+Lucknow,2017-06-14,,,,,,,,,,,,,,
+Lucknow,2017-06-15,,,,,,,,,,,,,,
+Lucknow,2017-06-16,212.17,,9.11,29.65,,,1.32,3.48,19.38,2.97,4.98,,,
+Lucknow,2017-06-17,402.47,,7.35,24.59,,,1.31,3.85,27.63,3.01,5.02,,458.0,Severe
+Lucknow,2017-06-18,54.0,,9.23,27.83,,,1.5,3.14,31.87,3.04,4.98,,323.0,Very Poor
+Lucknow,2017-06-19,71.85,,8.45,23.64,,,1.26,3.96,40.94,2.3,5.1,,93.0,Satisfactory
+Lucknow,2017-06-20,55.41,,6.31,11.26,,,16.0,3.89,54.02,1.06,2.15,,328.0,Very Poor
+Lucknow,2017-06-21,67.89,,7.41,14.44,,,3.14,4.24,19.89,1.79,2.69,,183.0,Moderate
+Lucknow,2017-06-22,51.28,,6.61,14.26,,,1.15,4.08,17.81,1.39,2.93,,97.0,Satisfactory
+Lucknow,2017-06-23,66.93,,7.12,19.39,,,1.28,3.9,19.07,2.34,4.32,,111.0,Moderate
+Lucknow,2017-06-24,72.07,,7.05,20.75,,,1.25,4.64,21.96,2.77,4.57,,152.0,Moderate
+Lucknow,2017-06-25,54.58,,6.37,14.33,,,1.29,3.77,18.72,1.83,3.05,,128.0,Moderate
+Lucknow,2017-06-26,39.02,,5.78,12.17,,,1.22,3.2,17.87,1.52,2.68,,78.0,Satisfactory
+Lucknow,2017-06-27,38.85,,6.04,12.47,,,1.3,3.04,17.94,1.49,2.68,,66.0,Satisfactory
+Lucknow,2017-06-28,44.5,,6.76,15.31,,,1.18,4.38,16.62,1.5,2.58,,70.0,Satisfactory
+Lucknow,2017-06-29,47.07,,6.99,14.71,,,1.4,4.0,17.99,1.59,2.99,,80.0,Satisfactory
+Lucknow,2017-06-30,39.21,,7.69,16.37,,,1.34,3.91,29.09,1.73,3.34,,79.0,Satisfactory
+Lucknow,2017-07-01,38.16,,10.09,20.32,,,2.65,4.42,19.08,2.0,4.21,,89.0,Satisfactory
+Lucknow,2017-07-02,34.75,,8.41,18.36,,,1.19,3.25,21.33,1.56,3.16,,106.0,Moderate
+Lucknow,2017-07-03,28.98,,9.13,17.27,,,1.2,3.46,26.4,1.46,3.04,,78.0,Satisfactory
+Lucknow,2017-07-04,28.2,,7.78,13.45,,,1.42,3.35,22.26,1.56,3.14,,61.0,Satisfactory
+Lucknow,2017-07-05,30.74,,7.62,13.2,,,1.09,3.0,22.87,1.14,2.9,,61.0,Satisfactory
+Lucknow,2017-07-06,24.48,,9.65,21.06,,,1.26,3.59,14.5,0.63,2.6,,53.0,Satisfactory
+Lucknow,2017-07-07,29.46,,8.7,13.61,,,1.32,2.87,13.87,0.6,3.14,,58.0,Satisfactory
+Lucknow,2017-07-08,25.21,,8.83,13.3,,,1.34,3.66,13.64,0.59,2.48,,69.0,Satisfactory
+Lucknow,2017-07-09,18.4,,7.44,14.22,,,1.23,4.29,13.79,0.66,2.15,,64.0,Satisfactory
+Lucknow,2017-07-10,30.2,,9.35,16.64,,,1.37,3.61,12.47,0.59,2.32,,75.0,Satisfactory
+Lucknow,2017-07-11,16.02,,8.0,11.99,,,1.86,2.79,13.01,0.62,1.97,,58.0,Satisfactory
+Lucknow,2017-07-12,21.53,,9.11,14.36,,,1.21,3.01,13.23,0.52,1.55,,43.0,Good
+Lucknow,2017-07-13,28.37,,8.84,15.31,,,1.35,4.0,16.19,0.66,1.99,,55.0,Satisfactory
+Lucknow,2017-07-14,55.44,,8.41,13.94,,,1.65,3.56,18.06,0.55,1.9,,82.0,Satisfactory
+Lucknow,2017-07-15,57.07,,8.81,15.99,,,1.59,3.67,14.93,0.5,1.68,,96.0,Satisfactory
+Lucknow,2017-07-16,47.24,,7.66,11.49,,,1.63,2.85,19.58,0.31,1.07,,87.0,Satisfactory
+Lucknow,2017-07-17,40.79,,8.68,14.62,,,1.98,2.19,15.33,0.46,1.53,,73.0,Satisfactory
+Lucknow,2017-07-18,46.12,,16.12,26.27,,,1.44,3.5,15.11,0.52,1.68,,78.0,Satisfactory
+Lucknow,2017-07-19,41.46,,19.46,29.1,,,1.93,3.99,11.18,0.47,1.56,,83.0,Satisfactory
+Lucknow,2017-07-20,41.48,,14.66,24.74,,,1.27,3.45,9.69,0.5,1.5,,69.0,Satisfactory
+Lucknow,2017-07-21,56.67,,15.64,25.77,,,4.62,3.79,9.71,0.43,1.31,,83.0,Satisfactory
+Lucknow,2017-07-22,47.17,,14.87,24.2,,,1.52,2.72,10.49,0.5,1.53,,122.0,Moderate
+Lucknow,2017-07-23,47.46,,14.62,23.2,,,1.21,3.5,14.95,0.5,1.48,,79.0,Satisfactory
+Lucknow,2017-07-24,45.11,,16.78,26.67,,,1.25,3.35,12.65,0.5,1.53,,80.0,Satisfactory
+Lucknow,2017-07-25,37.14,,15.81,25.15,,,1.2,4.3,10.83,0.5,1.54,,68.0,Satisfactory
+Lucknow,2017-07-26,46.49,,12.49,31.82,,,1.13,4.31,10.83,0.83,2.03,,66.0,Satisfactory
+Lucknow,2017-07-27,47.36,,6.93,14.54,,,12.12,4.42,13.47,1.48,3.08,,149.0,Moderate
+Lucknow,2017-07-28,49.58,,7.75,14.39,,,1.14,4.4,13.69,1.49,3.08,,84.0,Satisfactory
+Lucknow,2017-07-29,38.49,,10.44,21.49,,,1.91,3.64,10.35,1.49,3.1,,85.0,Satisfactory
+Lucknow,2017-07-30,40.43,,8.2,23.18,,,3.36,3.68,10.78,1.55,2.99,,78.0,Satisfactory
+Lucknow,2017-07-31,28.38,,9.31,14.31,,,1.18,4.39,10.29,0.76,1.98,,64.0,Satisfactory
+Lucknow,2017-08-01,32.39,,10.17,17.62,,,1.18,4.47,10.84,1.5,3.09,,57.0,Satisfactory
+Lucknow,2017-08-02,37.85,,12.39,23.02,,,1.57,4.55,9.17,1.49,3.08,,76.0,Satisfactory
+Lucknow,2017-08-03,42.88,,13.19,21.6,,,1.35,4.81,8.33,1.5,3.09,,78.0,Satisfactory
+Lucknow,2017-08-04,57.19,,15.81,22.19,,,2.52,4.51,27.11,1.53,3.1,,125.0,Moderate
+Lucknow,2017-08-05,66.28,,23.68,21.63,,,1.8,5.64,38.87,1.55,3.11,,156.0,Moderate
+Lucknow,2017-08-06,35.62,,10.99,18.3,,,1.39,4.78,27.85,1.5,3.11,,158.0,Moderate
+Lucknow,2017-08-07,46.27,,11.76,74.77,,,1.87,3.84,11.44,1.54,3.1,,126.0,Moderate
+Lucknow,2017-08-08,26.24,,9.44,24.89,,,1.83,5.63,8.35,1.5,3.07,,80.0,Satisfactory
+Lucknow,2017-08-09,42.18,,15.98,17.26,,,1.68,7.82,7.31,1.56,3.1,,70.0,Satisfactory
+Lucknow,2017-08-10,88.74,,11.43,22.55,,,1.44,7.15,6.31,1.48,3.06,,146.0,Moderate
+Lucknow,2017-08-11,39.71,,13.29,31.26,,,1.46,7.36,8.05,1.51,3.09,,126.0,Moderate
+Lucknow,2017-08-12,38.97,,9.37,30.55,,,1.47,6.97,10.19,1.55,3.1,,84.0,Satisfactory
+Lucknow,2017-08-13,46.39,,6.52,24.96,,,1.16,6.86,8.89,1.49,3.11,,81.0,Satisfactory
+Lucknow,2017-08-14,119.08,,14.02,27.26,,,1.33,7.16,9.1,1.49,3.12,,175.0,Moderate
+Lucknow,2017-08-15,50.79,,7.19,27.91,,,1.48,6.77,9.68,1.5,3.1,,134.0,Moderate
+Lucknow,2017-08-16,67.23,,6.26,41.39,,,1.71,7.68,6.52,1.66,3.13,,97.0,Satisfactory
+Lucknow,2017-08-17,76.76,,4.81,43.53,,,3.77,10.36,5.69,1.87,3.11,,172.0,Moderate
+Lucknow,2017-08-18,39.01,,7.95,57.74,,,2.05,6.94,5.22,1.55,3.12,,129.0,Moderate
+Lucknow,2017-08-19,44.23,,3.71,16.23,,,1.12,3.0,11.1,1.0,3.0,,66.0,Satisfactory
+Lucknow,2017-08-20,45.75,,2.89,13.93,,,2.68,2.61,8.87,1.01,3.0,,110.0,Moderate
+Lucknow,2017-08-21,47.44,,6.93,40.65,,,0.88,6.18,13.03,1.26,2.85,,72.0,Satisfactory
+Lucknow,2017-08-22,43.99,,12.14,47.89,,,1.23,6.19,14.16,1.5,3.1,,75.0,Satisfactory
+Lucknow,2017-08-23,43.33,,22.04,46.85,,,1.32,6.27,8.38,1.51,3.1,,75.0,Satisfactory
+Lucknow,2017-08-24,49.51,,19.4,32.88,,,1.1,6.1,12.04,1.5,3.09,,73.0,Satisfactory
+Lucknow,2017-08-25,34.82,,14.23,50.54,,,1.15,6.41,11.49,1.56,3.11,,76.0,Satisfactory
+Lucknow,2017-08-26,36.6,,21.37,29.57,,,1.24,5.98,12.11,1.5,3.09,,63.0,Satisfactory
+Lucknow,2017-08-27,21.59,,24.06,72.49,,,1.29,5.97,13.56,1.49,3.11,,56.0,Satisfactory
+Lucknow,2017-08-28,11.61,,11.22,17.95,,,1.34,6.46,13.54,1.63,3.14,,50.0,Good
+Lucknow,2017-08-29,22.21,,5.27,15.26,,,1.13,4.85,18.2,1.5,3.11,,41.0,Good
+Lucknow,2017-08-30,33.11,,9.59,13.48,,,1.65,4.41,26.77,1.11,2.87,,55.0,Satisfactory
+Lucknow,2017-08-31,31.44,,7.56,16.14,,,4.68,4.64,19.36,1.37,2.89,,108.0,Moderate
+Lucknow,2017-09-01,20.76,,7.39,14.04,,,1.62,4.62,18.1,1.5,3.1,,70.0,Satisfactory
+Lucknow,2017-09-02,21.69,,6.56,13.09,,,1.68,4.69,18.2,1.5,3.1,,72.0,Satisfactory
+Lucknow,2017-09-03,25.72,,8.26,11.18,,,1.62,4.61,14.84,1.7,3.14,,66.0,Satisfactory
+Lucknow,2017-09-04,32.27,,10.02,14.94,,,1.54,5.54,14.14,1.71,3.15,,83.0,Satisfactory
+Lucknow,2017-09-05,41.31,,6.4,19.7,,,1.31,5.11,14.73,1.5,3.11,,73.0,Satisfactory
+Lucknow,2017-09-06,47.98,,11.35,33.03,,,1.49,4.62,18.19,1.5,3.1,,84.0,Satisfactory
+Lucknow,2017-09-07,48.66,,12.7,31.39,,,1.17,5.11,15.15,1.54,3.11,,77.0,Satisfactory
+Lucknow,2017-09-08,57.46,,14.32,32.49,,,1.09,5.14,20.56,1.61,3.12,,96.0,Satisfactory
+Lucknow,2017-09-09,59.67,,14.04,43.52,,,1.13,5.02,19.36,1.73,3.14,,95.0,Satisfactory
+Lucknow,2017-09-10,72.6,,17.81,48.73,,,1.2,4.38,30.02,1.61,3.13,,116.0,Moderate
+Lucknow,2017-09-11,86.0,,18.06,29.13,,,1.18,5.37,26.2,1.5,3.11,,171.0,Moderate
+Lucknow,2017-09-12,74.71,,17.14,52.22,,,1.17,4.28,29.4,1.5,3.1,,163.0,Moderate
+Lucknow,2017-09-13,81.77,,15.46,51.42,,,1.14,4.75,29.14,1.5,3.11,,153.0,Moderate
+Lucknow,2017-09-14,76.58,,10.17,18.06,,,1.11,4.9,23.29,1.49,3.09,,173.0,Moderate
+Lucknow,2017-09-15,53.51,,10.91,24.96,,,1.28,5.46,30.61,1.61,3.14,,120.0,Moderate
+Lucknow,2017-09-16,43.46,,9.4,32.36,,,1.25,4.64,32.14,1.5,3.11,,79.0,Satisfactory
+Lucknow,2017-09-17,44.81,,12.03,33.74,,,1.16,4.83,31.59,1.5,3.11,,76.0,Satisfactory
+Lucknow,2017-09-18,40.76,,9.45,34.34,,,3.23,5.15,27.24,1.5,3.1,,75.0,Satisfactory
+Lucknow,2017-09-19,22.15,,7.67,23.0,,,8.13,4.91,18.66,1.5,3.1,,141.0,Moderate
+Lucknow,2017-09-20,41.19,,9.36,25.2,,,1.33,4.93,16.73,2.21,3.01,,61.0,Satisfactory
+Lucknow,2017-09-21,21.08,,6.89,22.99,,,1.14,5.53,15.47,2.37,3.41,,67.0,Satisfactory
+Lucknow,2017-09-22,23.0,,5.02,16.09,,,7.52,4.49,14.94,2.5,3.59,,176.0,Moderate
+Lucknow,2017-09-23,30.87,,5.69,13.79,,,1.33,5.59,12.27,2.34,3.46,,59.0,Satisfactory
+Lucknow,2017-09-24,40.25,,4.69,11.11,,,1.25,5.08,16.39,2.39,3.52,,79.0,Satisfactory
+Lucknow,2017-09-25,33.76,,5.04,12.3,,,1.26,4.72,19.63,2.5,3.61,,76.0,Satisfactory
+Lucknow,2017-09-26,68.45,,3.77,16.86,16.98,8.91,0.95,4.79,20.53,2.2,3.18,,89.0,Satisfactory
+Lucknow,2017-09-27,80.19,,4.73,19.01,17.41,9.35,1.18,6.4,26.15,2.48,3.57,,151.0,Moderate
+Lucknow,2017-09-28,75.01,,11.19,37.57,26.17,7.95,0.89,7.7,30.48,1.83,2.64,,160.0,Moderate
+Lucknow,2017-09-29,65.98,,13.34,34.9,33.63,6.44,0.94,6.95,29.53,2.51,3.59,,140.0,Moderate
+Lucknow,2017-09-30,77.33,,6.96,31.24,28.62,7.72,0.95,7.67,29.65,2.51,3.59,,135.0,Moderate
+Lucknow,2017-10-01,61.56,,12.61,26.32,16.22,16.68,0.8,6.78,23.32,2.33,3.47,,140.0,Moderate
+Lucknow,2017-10-02,68.78,,7.94,24.24,22.14,10.73,0.71,8.56,16.98,1.71,2.74,,115.0,Moderate
+Lucknow,2017-10-03,58.8,,15.79,34.36,32.38,6.59,0.78,8.82,15.38,2.07,5.11,,122.0,Moderate
+Lucknow,2017-10-04,42.05,,8.89,25.47,23.2,9.52,0.96,7.04,20.42,2.49,7.57,,100.0,Satisfactory
+Lucknow,2017-10-05,59.02,,17.64,36.5,36.06,7.47,1.02,7.37,17.38,2.66,2.61,,95.0,Satisfactory
+Lucknow,2017-10-06,60.54,,12.67,37.58,31.85,6.51,1.04,7.04,20.43,1.89,2.0,,103.0,Moderate
+Lucknow,2017-10-07,83.04,,16.71,43.59,37.13,6.7,1.18,6.75,25.48,1.92,1.96,,138.0,Moderate
+Lucknow,2017-10-08,82.36,,12.31,34.46,31.31,8.45,1.0,6.95,28.6,1.73,2.0,,188.0,Moderate
+Lucknow,2017-10-09,81.08,,20.44,41.3,35.01,8.47,1.02,7.04,19.71,1.85,1.99,,165.0,Moderate
+Lucknow,2017-10-10,100.7,,14.66,34.8,41.09,7.19,1.11,8.1,22.94,1.46,1.86,,207.0,Poor
+Lucknow,2017-10-11,73.41,,8.57,30.57,22.52,7.55,1.1,5.91,18.43,1.06,1.41,,200.0,Moderate
+Lucknow,2017-10-12,95.02,,12.35,44.26,29.05,10.09,0.79,6.5,23.52,1.59,4.44,,182.0,Moderate
+Lucknow,2017-10-13,140.41,,32.53,62.28,46.9,6.28,1.0,5.6,21.43,2.25,2.6,,259.0,Poor
+Lucknow,2017-10-14,138.31,,14.45,53.25,29.84,5.27,0.87,5.22,31.1,2.15,2.06,,311.0,Very Poor
+Lucknow,2017-10-15,128.71,,15.4,59.68,41.41,3.6,0.89,7.14,39.88,2.01,2.77,,308.0,Very Poor
+Lucknow,2017-10-16,169.38,,29.6,72.26,65.79,2.8,0.73,11.86,28.96,1.1,0.52,,319.0,Very Poor
+Lucknow,2017-10-17,176.38,,39.23,71.24,57.02,4.5,0.67,17.23,19.74,0.77,1.29,,348.0,Very Poor
+Lucknow,2017-10-18,194.31,,47.62,55.68,71.46,13.23,0.97,21.34,18.81,2.11,1.32,,354.0,Very Poor
+Lucknow,2017-10-19,173.5,,13.34,36.49,33.42,37.12,1.61,31.73,17.24,2.91,2.88,,330.0,Very Poor
+Lucknow,2017-10-20,172.87,,11.81,29.79,29.91,37.6,1.51,15.66,15.35,2.24,2.53,,362.0,Very Poor
+Lucknow,2017-10-21,130.42,,9.04,30.05,25.23,40.06,1.22,15.55,17.32,2.23,2.31,,265.0,Poor
+Lucknow,2017-10-22,229.03,,34.06,57.38,56.2,31.47,1.44,19.69,26.57,1.89,3.26,,339.0,Very Poor
+Lucknow,2017-10-23,196.91,,56.94,80.44,84.66,25.43,1.53,23.36,28.24,2.06,4.03,,391.0,Very Poor
+Lucknow,2017-10-24,199.31,,59.11,75.27,70.3,27.82,1.76,21.03,26.58,2.43,5.71,,353.0,Very Poor
+Lucknow,2017-10-25,209.09,,68.98,86.12,84.92,23.24,1.78,26.05,31.97,2.33,6.13,,363.0,Very Poor
+Lucknow,2017-10-26,204.12,,65.77,89.66,108.75,19.03,1.34,26.34,25.79,1.97,4.31,,379.0,Very Poor
+Lucknow,2017-10-27,161.98,,51.75,83.17,98.16,22.42,1.66,19.57,33.02,2.04,4.17,,343.0,Very Poor
+Lucknow,2017-10-28,171.39,,52.81,84.41,113.9,20.45,1.44,19.45,29.39,2.08,3.4,,338.0,Very Poor
+Lucknow,2017-10-29,184.47,,10.52,55.4,45.39,29.86,1.14,14.33,42.12,9.43,2.47,,333.0,Very Poor
+Lucknow,2017-10-30,155.1,,29.63,59.52,55.14,21.02,1.28,10.32,37.37,2.71,3.21,,344.0,Very Poor
+Lucknow,2017-10-31,136.84,,39.08,61.21,62.96,17.79,0.87,10.32,45.65,0.54,2.08,,237.0,Poor
+Lucknow,2017-11-01,151.16,,16.17,44.85,36.76,27.52,1.15,7.29,37.03,1.46,2.48,,312.0,Very Poor
+Lucknow,2017-11-02,172.33,,21.31,51.53,44.44,31.08,1.17,7.06,47.5,0.95,2.32,,323.0,Very Poor
+Lucknow,2017-11-03,195.75,,20.56,56.67,46.54,33.57,1.75,6.81,46.69,1.48,4.33,,354.0,Very Poor
+Lucknow,2017-11-04,198.64,,31.33,52.58,52.5,33.37,1.38,7.25,44.73,0.39,1.42,,369.0,Very Poor
+Lucknow,2017-11-05,195.99,,48.24,49.04,66.41,36.48,2.76,8.52,46.58,0.62,0.72,,388.0,Very Poor
+Lucknow,2017-11-06,200.8,,40.04,50.59,60.42,35.47,1.22,9.71,42.18,0.15,1.19,,339.0,Very Poor
+Lucknow,2017-11-07,230.94,,32.32,59.57,58.14,38.07,1.35,10.21,46.2,0.4,2.22,,362.0,Very Poor
+Lucknow,2017-11-08,334.9,,42.34,60.72,66.12,41.97,1.51,9.79,57.2,0.35,1.14,,425.0,Severe
+Lucknow,2017-11-09,387.84,,65.64,55.77,82.14,51.92,1.65,9.39,56.13,0.56,2.87,,495.0,Severe
+Lucknow,2017-11-10,378.39,,45.74,51.14,63.79,42.02,2.05,8.94,50.44,1.16,1.11,,503.0,Severe
+Lucknow,2017-11-11,258.15,,21.19,52.54,44.84,34.8,1.31,10.15,60.8,1.33,1.54,,463.0,Severe
+Lucknow,2017-11-12,239.63,,13.34,38.8,30.59,34.76,1.17,10.89,60.88,1.28,1.06,,386.0,Very Poor
+Lucknow,2017-11-13,446.68,,60.76,62.1,76.25,55.7,1.81,10.83,45.74,1.18,1.76,,454.0,Severe
+Lucknow,2017-11-14,425.31,,103.0,60.79,116.02,77.23,1.58,10.19,35.99,1.2,1.98,,581.0,Severe
+Lucknow,2017-11-15,237.11,,49.14,56.89,69.47,44.19,1.85,9.5,37.48,1.22,1.47,,444.0,Severe
+Lucknow,2017-11-16,191.15,,51.97,54.05,70.19,36.71,1.79,9.39,29.43,1.26,2.88,,360.0,Very Poor
+Lucknow,2017-11-17,181.72,,26.03,46.83,45.63,44.11,1.28,8.03,37.44,1.28,1.07,,361.0,Very Poor
+Lucknow,2017-11-18,190.16,,13.86,50.47,37.86,40.6,1.07,9.27,42.82,1.28,0.99,,341.0,Very Poor
+Lucknow,2017-11-19,192.63,,11.75,49.27,35.5,55.39,0.89,24.02,40.77,1.48,0.8,,360.0,Very Poor
+Lucknow,2017-11-20,139.29,,10.67,42.64,31.15,52.54,0.85,13.4,58.37,1.32,0.76,,324.0,Very Poor
+Lucknow,2017-11-21,171.74,,11.57,48.07,34.77,55.5,1.0,6.62,69.72,1.34,0.67,,316.0,Very Poor
+Lucknow,2017-11-22,187.09,,13.66,59.73,42.64,55.77,1.18,8.11,61.73,1.33,0.94,,350.0,Very Poor
+Lucknow,2017-11-23,167.77,,13.14,60.97,43.51,58.61,1.19,8.36,54.78,1.35,0.9,,344.0,Very Poor
+Lucknow,2017-11-24,171.75,,11.99,63.91,43.54,59.47,1.22,9.02,52.9,1.33,2.52,,336.0,Very Poor
+Lucknow,2017-11-25,194.67,,25.07,73.69,59.61,64.29,1.28,11.13,54.83,1.29,2.79,,342.0,Very Poor
+Lucknow,2017-11-26,181.66,,11.0,59.21,40.24,58.07,0.82,11.19,64.86,1.35,0.68,,360.0,Very Poor
+Lucknow,2017-11-27,230.28,,11.95,60.42,41.65,57.76,1.03,12.16,65.26,1.3,1.55,,342.0,Very Poor
+Lucknow,2017-11-28,178.03,,25.23,66.88,55.7,67.52,1.43,8.69,51.4,1.37,1.1,,385.0,Very Poor
+Lucknow,2017-11-29,236.79,,101.11,92.62,130.14,96.77,2.29,10.96,34.01,1.34,2.98,,364.0,Very Poor
+Lucknow,2017-11-30,274.25,,72.96,80.71,101.26,66.11,2.02,8.59,31.53,1.34,3.38,,411.0,Severe
+Lucknow,2017-12-01,286.15,,106.63,73.94,124.68,65.03,2.39,8.26,29.09,1.3,3.83,,434.0,Severe
+Lucknow,2017-12-02,220.65,,54.29,68.12,79.94,54.55,1.72,8.96,31.63,1.54,2.13,,387.0,Very Poor
+Lucknow,2017-12-03,226.91,,44.37,69.83,72.57,55.3,1.68,8.77,29.46,1.4,1.66,,389.0,Very Poor
+Lucknow,2017-12-04,210.11,,29.32,68.83,60.04,53.82,1.48,9.54,27.96,1.39,1.63,,366.0,Very Poor
+Lucknow,2017-12-05,194.41,,17.21,54.82,42.85,49.47,1.25,10.58,29.49,1.47,0.73,,366.0,Very Poor
+Lucknow,2017-12-06,237.17,,12.01,48.21,36.02,48.53,1.15,11.95,44.14,1.42,4.78,,369.0,Very Poor
+Lucknow,2017-12-07,119.24,,11.68,46.04,33.79,45.96,0.96,8.77,43.58,1.41,12.75,,351.0,Very Poor
+Lucknow,2017-12-08,119.57,,12.51,53.18,38.04,47.28,0.6,13.25,51.29,1.86,4.26,,240.0,Poor
+Lucknow,2017-12-09,178.06,,54.19,64.87,77.61,49.98,1.01,15.34,38.22,4.03,3.16,,310.0,Very Poor
+Lucknow,2017-12-10,235.17,,55.31,73.96,79.86,50.87,1.52,13.86,27.02,5.24,7.82,,389.0,Very Poor
+Lucknow,2017-12-11,164.75,,36.96,73.78,68.51,49.74,1.6,10.23,28.25,2.87,4.33,,354.0,Very Poor
+Lucknow,2017-12-12,193.96,,50.36,72.23,77.96,50.39,1.82,10.5,22.08,3.47,5.0,,339.0,Very Poor
+Lucknow,2017-12-13,173.02,,11.72,60.94,41.47,51.16,0.81,8.87,29.12,1.76,1.26,,352.0,Very Poor
+Lucknow,2017-12-14,169.94,,8.44,47.79,31.95,55.73,0.68,8.43,25.2,1.57,0.79,,328.0,Very Poor
+Lucknow,2017-12-15,155.69,,8.01,49.63,33.77,52.78,0.7,11.8,24.85,1.51,0.76,,328.0,Very Poor
+Lucknow,2017-12-16,130.22,,7.63,47.58,31.24,50.33,0.51,8.63,32.47,1.14,3.23,,325.0,Very Poor
+Lucknow,2017-12-17,150.31,,15.04,56.93,42.28,50.09,1.05,10.49,37.52,1.93,1.7,,293.0,Poor
+Lucknow,2017-12-18,206.45,,14.63,67.75,47.82,51.3,1.27,9.83,29.55,1.8,1.14,,341.0,Very Poor
+Lucknow,2017-12-19,347.73,,68.28,78.85,95.55,47.94,2.57,10.93,22.79,3.46,3.02,,417.0,Severe
+Lucknow,2017-12-20,433.0,,113.36,76.92,131.19,44.06,2.78,13.64,25.31,5.82,5.27,,543.0,Severe
+Lucknow,2017-12-21,288.47,,42.66,57.72,65.06,50.96,1.79,12.24,49.22,2.92,2.56,,486.0,Severe
+Lucknow,2017-12-22,207.16,,9.61,52.36,35.32,55.77,1.19,11.66,80.06,1.16,1.11,,383.0,Very Poor
+Lucknow,2017-12-23,158.89,,27.36,54.32,51.76,51.04,0.93,9.16,77.57,1.93,1.1,,337.0,Very Poor
+Lucknow,2017-12-24,218.33,,26.01,59.58,52.15,50.56,1.88,8.54,64.36,2.89,1.52,,339.0,Very Poor
+Lucknow,2017-12-25,233.41,,18.8,49.73,41.29,52.94,2.01,7.07,61.54,1.68,0.93,,395.0,Very Poor
+Lucknow,2017-12-26,227.18,,30.87,52.13,52.01,51.05,1.81,8.41,63.43,1.8,1.13,,371.0,Very Poor
+Lucknow,2017-12-27,290.8,,41.47,59.6,64.87,49.9,1.94,8.66,64.21,2.45,1.72,,425.0,Severe
+Lucknow,2017-12-28,369.35,,65.49,53.57,73.3,49.48,2.13,9.5,51.08,3.75,2.72,,460.0,Severe
+Lucknow,2017-12-29,243.94,,37.62,46.83,50.17,53.46,2.15,10.19,39.17,2.2,1.56,,443.0,Severe
+Lucknow,2017-12-30,196.62,,19.0,56.08,44.54,53.78,2.03,7.24,28.32,1.79,1.16,,362.0,Very Poor
+Lucknow,2017-12-31,235.15,,12.19,53.25,37.95,54.29,2.14,7.64,49.5,1.78,1.12,,387.0,Very Poor
+Lucknow,2018-01-01,170.51,,9.57,41.05,28.79,54.74,1.89,6.89,60.19,2.52,1.23,,356.0,Very Poor
+Lucknow,2018-01-02,199.89,,36.7,34.35,40.59,52.31,1.39,8.56,50.44,5.56,3.19,,320.0,Very Poor
+Lucknow,2018-01-03,239.01,,12.12,38.57,28.67,52.42,1.43,7.57,42.66,2.04,6.27,,406.0,Severe
+Lucknow,2018-01-04,250.36,,13.96,46.68,34.5,51.9,1.6,7.77,30.7,2.78,7.18,,389.0,Very Poor
+Lucknow,2018-01-05,241.25,,18.05,48.41,39.93,50.49,1.45,9.07,15.74,2.25,5.87,,398.0,Very Poor
+Lucknow,2018-01-06,192.99,,30.98,49.57,50.65,49.05,1.67,8.87,27.13,3.07,4.82,,359.0,Very Poor
+Lucknow,2018-01-07,252.98,,35.25,53.94,49.26,49.78,1.81,8.86,25.4,3.45,5.49,,387.0,Very Poor
+Lucknow,2018-01-08,300.46,,25.08,58.74,40.75,50.55,1.83,9.17,25.25,3.73,5.86,,431.0,Severe
+Lucknow,2018-01-09,245.76,,25.68,45.21,44.62,51.86,1.83,8.57,22.39,2.84,5.16,,408.0,Severe
+Lucknow,2018-01-10,235.73,,18.32,46.46,39.3,52.24,2.1,8.8,27.65,2.92,5.43,,398.0,Very Poor
+Lucknow,2018-01-11,260.93,,19.85,48.82,42.21,52.21,1.62,9.82,32.01,2.17,3.11,,393.0,Very Poor
+Lucknow,2018-01-12,301.74,,15.11,54.54,40.61,52.73,1.29,9.29,17.78,1.12,2.32,,427.0,Severe
+Lucknow,2018-01-13,284.77,,33.23,52.45,59.1,51.37,1.49,10.86,22.37,1.53,2.15,,432.0,Severe
+Lucknow,2018-01-14,231.89,,38.7,62.82,65.0,50.05,1.36,9.76,26.75,1.46,3.4,,420.0,Severe
+Lucknow,2018-01-15,238.68,,46.87,61.77,70.75,49.7,2.48,8.7,29.12,2.47,4.15,,398.0,Very Poor
+Lucknow,2018-01-16,198.9,,12.28,45.9,33.04,53.15,1.57,9.81,39.04,1.57,3.46,,359.0,Very Poor
+Lucknow,2018-01-17,211.58,,26.3,47.58,43.64,52.78,1.96,10.82,16.64,2.08,4.04,,363.0,Very Poor
+Lucknow,2018-01-18,210.07,,46.68,46.32,57.82,51.67,1.97,9.9,27.45,2.57,3.89,,368.0,Very Poor
+Lucknow,2018-01-19,290.41,,93.85,54.83,104.19,46.14,1.89,9.96,22.2,6.83,12.02,,433.0,Severe
+Lucknow,2018-01-20,183.73,,21.64,49.43,43.51,52.38,2.16,10.46,24.45,2.46,4.84,,391.0,Very Poor
+Lucknow,2018-01-21,197.86,,26.7,49.76,47.75,51.64,1.16,9.56,36.88,1.27,5.79,,355.0,Very Poor
+Lucknow,2018-01-22,242.99,,43.71,51.54,60.5,47.15,1.34,8.87,33.49,2.57,4.52,,384.0,Very Poor
+Lucknow,2018-01-23,275.53,,71.72,49.56,81.59,37.18,1.83,9.71,26.45,4.4,24.62,,426.0,Severe
+Lucknow,2018-01-24,162.78,,11.42,37.49,29.79,50.41,1.05,10.27,28.72,1.24,18.98,,346.0,Very Poor
+Lucknow,2018-01-25,157.0,,12.06,31.58,24.61,50.77,1.06,8.1,20.9,1.75,18.65,,324.0,Very Poor
+Lucknow,2018-01-26,178.63,,13.42,35.09,26.22,46.37,1.31,8.58,42.45,1.92,16.63,,333.0,Very Poor
+Lucknow,2018-01-27,179.67,,12.78,36.02,26.06,45.36,1.28,9.7,57.25,2.15,13.28,,344.0,Very Poor
+Lucknow,2018-01-28,202.52,,17.7,38.93,31.53,42.65,1.53,8.36,55.88,2.94,15.75,,357.0,Very Poor
+Lucknow,2018-01-29,201.04,,17.19,45.62,33.49,41.63,1.13,9.83,59.69,3.37,18.14,,373.0,Very Poor
+Lucknow,2018-01-30,155.06,,12.86,34.43,27.1,44.78,1.14,7.78,66.28,1.92,9.56,,344.0,Very Poor
+Lucknow,2018-01-31,151.75,,11.85,26.38,21.7,54.0,0.98,8.44,71.36,1.0,5.67,,295.0,Poor
+Lucknow,2018-02-01,162.83,,15.66,33.39,27.21,55.29,1.04,8.27,61.06,1.67,3.58,,324.0,Very Poor
+Lucknow,2018-02-02,164.95,,48.6,40.26,50.47,52.78,1.37,9.1,62.13,2.88,3.57,,321.0,Very Poor
+Lucknow,2018-02-03,235.22,,98.89,54.6,85.06,40.78,2.02,12.83,56.21,4.84,5.69,,370.0,Very Poor
+Lucknow,2018-02-04,163.84,,12.92,32.99,24.26,53.87,1.39,9.75,59.09,0.76,1.91,,370.0,Very Poor
+Lucknow,2018-02-05,158.45,,9.48,34.06,24.02,53.55,0.86,10.79,71.31,0.55,0.78,,312.0,Very Poor
+Lucknow,2018-02-06,161.37,,8.8,28.92,24.7,55.88,0.69,11.05,59.51,0.56,0.4,,323.0,Very Poor
+Lucknow,2018-02-07,125.72,,11.41,35.64,27.97,54.95,1.28,9.24,46.54,0.58,0.53,,322.0,Very Poor
+Lucknow,2018-02-08,169.06,,10.91,36.42,27.34,53.47,0.81,12.08,42.86,0.49,0.8,,299.0,Poor
+Lucknow,2018-02-09,137.16,,10.14,34.68,26.29,53.26,0.95,14.02,40.36,0.52,0.75,,290.0,Poor
+Lucknow,2018-02-10,123.17,,18.07,38.79,34.48,51.39,1.12,13.01,32.64,0.86,1.04,,286.0,Poor
+Lucknow,2018-02-11,125.92,,37.72,56.72,55.4,51.52,1.49,13.29,17.54,2.1,2.25,,266.0,Poor
+Lucknow,2018-02-12,124.69,,12.11,37.19,29.17,63.55,1.09,12.54,22.29,0.68,1.14,,267.0,Poor
+Lucknow,2018-02-13,115.87,,11.67,33.81,26.82,63.85,1.14,12.22,23.1,0.63,1.52,,239.0,Poor
+Lucknow,2018-02-14,120.76,,12.45,24.51,20.07,57.59,0.65,10.56,25.01,0.23,0.13,,247.0,Poor
+Lucknow,2018-02-15,148.44,,7.98,25.39,22.13,56.2,0.62,13.72,28.0,0.28,0.14,,301.0,Very Poor
+Lucknow,2018-02-16,225.93,,7.58,21.43,21.53,63.7,0.68,15.47,30.65,0.31,0.14,,359.0,Very Poor
+Lucknow,2018-02-17,226.87,,9.38,26.73,25.88,54.65,0.71,15.7,29.86,0.46,0.26,,398.0,Very Poor
+Lucknow,2018-02-18,194.03,,13.24,36.45,30.06,54.24,0.8,15.42,25.56,0.64,0.39,,358.0,Very Poor
+Lucknow,2018-02-19,199.58,,10.31,37.62,30.55,44.14,0.8,15.91,30.61,0.77,0.58,,386.0,Very Poor
+Lucknow,2018-02-20,143.78,,23.01,41.48,39.68,42.51,0.91,19.75,28.9,0.61,0.63,,313.0,Very Poor
+Lucknow,2018-02-21,228.66,,95.81,50.36,85.51,37.55,1.23,19.24,25.85,2.48,2.11,,332.0,Very Poor
+Lucknow,2018-02-22,233.24,,45.77,48.38,55.94,42.25,1.15,20.89,23.8,1.87,1.62,,394.0,Very Poor
+Lucknow,2018-02-23,228.21,,75.28,55.31,74.73,39.33,1.41,21.32,21.08,2.74,2.48,,389.0,Very Poor
+Lucknow,2018-02-24,198.75,,38.5,54.01,52.21,43.39,1.14,21.7,42.51,1.79,1.78,,382.0,Very Poor
+Lucknow,2018-02-25,183.9,,9.7,31.02,26.11,47.51,0.87,14.64,94.71,0.66,0.61,,348.0,Very Poor
+Lucknow,2018-02-26,101.97,,6.93,19.72,23.22,49.33,0.68,11.36,87.92,0.23,0.11,,317.0,Very Poor
+Lucknow,2018-02-27,76.71,,7.25,25.24,30.83,48.61,0.72,13.5,89.05,0.39,0.25,,181.0,Moderate
+Lucknow,2018-02-28,107.99,,8.49,28.14,36.52,47.4,0.85,13.53,98.61,0.62,1.77,,202.0,Poor
+Lucknow,2018-03-01,114.94,,10.86,26.97,34.48,45.88,0.78,12.12,94.98,0.52,0.33,,264.0,Poor
+Lucknow,2018-03-02,111.57,,8.91,21.7,29.24,44.09,0.89,13.04,98.26,0.42,0.18,,236.0,Poor
+Lucknow,2018-03-03,94.86,,10.91,20.46,28.02,44.07,0.68,12.7,88.2,0.22,0.13,,202.0,Poor
+Lucknow,2018-03-04,96.12,,13.14,25.72,33.09,43.18,0.73,11.9,77.14,0.52,0.35,,227.0,Poor
+Lucknow,2018-03-05,91.04,,8.88,20.32,28.16,43.88,0.65,11.02,59.88,0.28,0.13,,187.0,Moderate
+Lucknow,2018-03-06,141.46,,8.84,21.47,27.32,44.73,0.63,12.26,61.54,0.17,0.08,,250.0,Poor
+Lucknow,2018-03-07,133.8,,11.19,28.95,33.73,43.72,0.72,13.33,61.47,0.37,0.25,,288.0,Poor
+Lucknow,2018-03-08,170.76,,19.28,44.32,51.26,41.16,0.87,15.43,42.5,1.0,0.66,,340.0,Very Poor
+Lucknow,2018-03-09,140.81,,13.76,33.39,41.19,42.61,0.73,15.73,40.57,0.73,0.5,,297.0,Poor
+Lucknow,2018-03-10,118.16,,9.53,26.41,31.44,43.44,0.63,14.59,38.13,0.37,0.2,,249.0,Poor
+Lucknow,2018-03-11,133.03,,10.28,28.51,32.65,43.47,0.69,18.02,30.69,0.36,0.23,,219.0,Poor
+Lucknow,2018-03-12,133.07,,11.36,29.11,34.97,43.39,1.05,15.34,36.22,0.52,0.31,,247.0,Poor
+Lucknow,2018-03-13,102.13,,15.6,31.03,36.52,44.14,0.68,15.46,34.42,0.52,0.35,,247.0,Poor
+Lucknow,2018-03-14,166.43,,52.89,58.62,77.86,43.37,0.87,18.86,25.22,2.22,1.88,,317.0,Very Poor
+Lucknow,2018-03-15,137.04,,27.38,50.15,48.68,44.21,0.54,20.64,22.33,1.4,1.24,,331.0,Very Poor
+Lucknow,2018-03-16,115.27,,10.59,32.71,28.47,44.54,0.39,15.59,36.08,0.4,0.27,,233.0,Poor
+Lucknow,2018-03-17,84.82,,10.09,33.09,29.87,37.1,0.3,13.7,38.68,0.28,0.19,,273.0,Poor
+Lucknow,2018-03-18,77.35,,9.06,28.74,26.57,30.3,0.27,11.51,47.83,0.18,0.08,,142.0,Moderate
+Lucknow,2018-03-19,97.05,,10.2,34.84,32.7,30.49,0.31,11.29,48.96,0.44,0.28,,196.0,Moderate
+Lucknow,2018-03-20,96.72,,11.53,35.27,31.04,30.42,0.49,10.77,39.03,0.44,0.24,,225.0,Poor
+Lucknow,2018-03-21,115.04,,28.28,56.86,50.38,30.25,0.58,13.27,24.86,1.58,1.27,,245.0,Poor
+Lucknow,2018-03-22,112.45,,15.33,36.65,34.95,30.32,0.4,10.09,32.86,0.91,0.59,,273.0,Poor
+Lucknow,2018-03-23,101.79,,9.55,28.72,26.68,30.3,0.34,10.34,46.94,0.27,0.12,,218.0,Poor
+Lucknow,2018-03-24,88.04,,9.83,31.61,27.29,30.23,0.32,11.63,51.96,0.28,0.14,,197.0,Moderate
+Lucknow,2018-03-25,93.26,,9.69,27.88,25.68,30.33,0.31,9.9,51.79,0.26,0.11,,198.0,Moderate
+Lucknow,2018-03-26,72.45,,10.28,31.96,28.35,30.18,0.34,10.38,51.08,0.32,0.15,,151.0,Moderate
+Lucknow,2018-03-27,75.58,,9.32,34.22,30.87,30.19,0.39,10.63,49.84,0.42,0.22,,137.0,Moderate
+Lucknow,2018-03-28,106.91,,38.15,54.89,63.85,30.14,0.6,13.93,33.71,1.61,1.15,,214.0,Poor
+Lucknow,2018-03-29,130.56,,28.96,42.21,52.1,30.1,0.43,13.36,37.69,1.34,0.99,,271.0,Poor
+Lucknow,2018-03-30,143.54,,21.95,49.41,45.75,30.13,0.4,11.53,34.3,0.69,0.62,,256.0,Poor
+Lucknow,2018-03-31,54.5,,12.88,47.7,30.89,30.15,0.28,10.29,37.38,0.0,0.0,,201.0,Poor
+Lucknow,2018-04-01,70.5,,36.46,81.53,52.33,30.2,0.56,10.62,32.79,0.0,0.0,,106.0,Moderate
+Lucknow,2018-04-02,100.47,,36.52,46.42,48.47,29.9,0.52,11.45,29.27,0.0,0.0,,204.0,Poor
+Lucknow,2018-04-03,158.72,,37.18,82.93,64.6,30.06,0.54,12.52,29.04,0.0,0.0,,300.0,Poor
+Lucknow,2018-04-04,163.42,,23.57,60.3,47.29,30.05,0.49,13.52,38.72,0.56,0.85,,319.0,Very Poor
+Lucknow,2018-04-05,83.45,,16.5,51.18,36.46,30.21,0.5,9.71,36.67,0.59,0.52,,252.0,Poor
+Lucknow,2018-04-06,74.21,,13.93,48.9,32.46,30.28,0.41,8.36,32.04,0.44,0.36,,153.0,Moderate
+Lucknow,2018-04-07,61.52,,16.1,43.15,30.99,30.2,0.41,7.21,30.18,0.05,0.04,,143.0,Moderate
+Lucknow,2018-04-08,58.97,,19.15,58.47,40.51,30.22,0.43,8.54,27.04,0.0,0.0,,102.0,Moderate
+Lucknow,2018-04-09,80.37,,19.02,53.26,37.22,30.16,0.39,8.84,24.52,0.0,0.0,,146.0,Moderate
+Lucknow,2018-04-10,60.77,,23.43,49.71,40.52,30.18,0.51,15.8,29.03,0.0,0.0,,126.0,Moderate
+Lucknow,2018-04-11,66.26,,15.84,49.9,35.64,30.19,0.44,10.96,30.1,0.0,0.0,,132.0,Moderate
+Lucknow,2018-04-12,36.82,,13.82,33.17,29.06,30.16,0.4,8.35,33.5,0.0,0.0,,97.0,Satisfactory
+Lucknow,2018-04-13,54.59,,12.69,37.3,32.57,30.23,0.33,10.62,39.79,0.0,0.0,,91.0,Satisfactory
+Lucknow,2018-04-14,58.68,,12.39,41.55,35.76,30.18,0.35,10.04,39.31,0.0,0.0,,97.0,Satisfactory
+Lucknow,2018-04-15,67.08,,20.18,54.0,43.54,30.13,0.48,12.0,36.2,0.0,0.0,,113.0,Moderate
+Lucknow,2018-04-16,85.99,,45.67,59.66,63.01,30.01,0.56,11.41,28.24,0.0,0.0,,180.0,Moderate
+Lucknow,2018-04-17,120.71,,21.96,59.62,51.87,30.22,0.43,12.56,36.52,0.0,0.0,,240.0,Poor
+Lucknow,2018-04-18,87.72,,10.7,36.82,30.43,30.16,0.29,10.39,38.64,0.0,0.0,,217.0,Poor
+Lucknow,2018-04-19,75.31,,15.85,39.18,37.42,30.21,0.36,10.77,39.54,0.0,0.0,,162.0,Moderate
+Lucknow,2018-04-20,116.85,,42.73,59.83,62.57,30.22,0.51,11.88,25.02,0.0,0.0,,231.0,Poor
+Lucknow,2018-04-21,76.52,,12.07,33.34,29.7,30.27,0.3,9.43,36.23,0.0,0.0,,207.0,Poor
+Lucknow,2018-04-22,91.21,,10.26,27.16,25.06,30.23,0.29,10.77,52.0,0.0,0.0,,194.0,Moderate
+Lucknow,2018-04-23,64.98,,11.31,33.33,29.31,30.17,0.3,10.81,56.54,0.0,0.0,,156.0,Moderate
+Lucknow,2018-04-24,82.47,,25.03,50.62,47.53,30.0,0.41,12.27,48.87,0.0,0.0,,160.0,Moderate
+Lucknow,2018-04-25,127.39,,60.82,75.06,80.39,30.07,0.6,14.96,39.88,0.0,0.0,,236.0,Poor
+Lucknow,2018-04-26,135.49,,16.72,58.11,37.19,27.09,0.36,12.84,41.64,0.0,0.0,,281.0,Poor
+Lucknow,2018-04-27,90.87,,19.83,54.16,28.77,23.0,0.37,10.43,42.34,0.0,0.0,,226.0,Poor
+Lucknow,2018-04-28,79.19,,21.65,62.8,30.87,23.09,0.47,12.83,41.36,0.0,0.0,,195.0,Moderate
+Lucknow,2018-04-29,92.34,,20.28,59.94,31.32,23.0,0.42,12.0,43.0,0.0,0.0,,197.0,Moderate
+Lucknow,2018-04-30,64.04,,19.61,53.32,25.82,23.05,0.43,9.26,45.07,0.0,0.0,,162.0,Moderate
+Lucknow,2018-05-01,46.01,,19.27,54.06,28.5,23.01,0.39,10.28,36.99,0.0,0.0,,98.0,Satisfactory
+Lucknow,2018-05-02,74.0,,19.68,53.33,28.28,22.96,0.53,10.77,39.69,0.0,0.0,,108.0,Moderate
+Lucknow,2018-05-03,55.94,,21.77,53.34,27.84,23.01,0.38,9.62,31.22,0.0,0.0,,170.0,Moderate
+Lucknow,2018-05-04,45.38,,24.68,64.43,33.45,23.03,0.36,10.9,33.33,0.0,0.0,,94.0,Satisfactory
+Lucknow,2018-05-05,82.48,,22.57,65.69,33.16,23.0,0.53,10.09,37.24,0.0,0.0,,126.0,Moderate
+Lucknow,2018-05-06,93.08,,21.92,63.88,34.49,22.94,0.51,11.07,44.38,0.0,0.0,,196.0,Moderate
+Lucknow,2018-05-07,111.99,,27.74,55.62,40.14,23.02,0.51,10.68,48.53,0.0,0.0,,209.0,Poor
+Lucknow,2018-05-08,215.09,,48.83,64.5,59.0,23.04,0.48,13.0,38.59,0.0,0.0,,353.0,Very Poor
+Lucknow,2018-05-09,139.75,,18.98,42.53,26.89,23.06,0.34,10.26,48.9,0.0,0.0,,322.0,Very Poor
+Lucknow,2018-05-10,106.67,,23.44,49.09,28.47,23.05,0.33,8.27,52.12,0.0,0.0,,250.0,Poor
+Lucknow,2018-05-11,171.75,,22.58,77.7,45.82,29.29,0.44,11.04,69.55,0.0,0.0,,324.0,Very Poor
+Lucknow,2018-05-12,123.16,,7.61,48.53,29.03,36.26,0.5,13.17,42.32,0.0,0.0,,336.0,Very Poor
+Lucknow,2018-05-13,191.59,,5.83,43.8,25.92,36.15,0.44,10.5,39.41,0.0,0.0,,301.0,Very Poor
+Lucknow,2018-05-14,268.33,,8.23,48.23,28.58,36.18,0.42,8.98,39.44,0.0,0.0,,476.0,Severe
+Lucknow,2018-05-15,73.23,,11.67,61.01,34.12,36.16,0.5,9.89,32.0,0.0,0.0,,164.0,Moderate
+Lucknow,2018-05-16,121.81,,10.22,64.0,35.09,36.26,0.58,10.52,35.11,0.0,0.0,,204.0,Poor
+Lucknow,2018-05-17,152.65,,5.37,45.31,26.18,36.24,0.47,10.36,40.03,0.0,0.0,,301.0,Very Poor
+Lucknow,2018-05-18,112.66,,9.8,52.96,30.8,36.16,0.57,11.03,39.78,0.0,0.0,,289.0,Poor
+Lucknow,2018-05-19,133.45,,9.16,48.42,28.54,36.24,0.4,10.19,52.35,0.06,0.05,,287.0,Poor
+Lucknow,2018-05-20,157.41,,7.45,45.39,29.22,36.26,0.16,7.18,,0.0,0.0,,318.0,Very Poor
+Lucknow,2018-05-21,298.35,,7.38,45.56,41.6,36.26,0.18,6.2,,0.0,0.0,,426.0,Severe
+Lucknow,2018-05-22,151.54,,12.47,56.21,34.12,36.21,0.45,9.41,59.43,0.0,0.0,,357.0,Very Poor
+Lucknow,2018-05-23,107.17,,11.44,48.21,27.68,36.15,0.6,10.76,39.26,0.0,0.0,,257.0,Poor
+Lucknow,2018-05-24,225.11,,10.13,40.81,25.63,36.22,0.6,8.21,19.04,0.0,0.0,,291.0,Poor
+Lucknow,2018-05-25,102.37,,11.88,31.65,32.67,36.22,0.5,8.63,36.92,0.0,0.0,,250.0,Poor
+Lucknow,2018-05-26,125.89,,34.37,51.6,56.48,35.74,0.66,9.37,74.57,0.0,0.0,,242.0,Poor
+Lucknow,2018-05-27,125.34,,9.0,41.14,31.7,34.31,0.53,7.56,49.39,0.0,0.0,,273.0,Poor
+Lucknow,2018-05-28,104.31,,7.21,36.21,28.06,34.19,0.53,7.09,124.7,0.0,0.0,,269.0,Poor
+Lucknow,2018-05-29,92.65,,6.01,33.23,22.9,34.27,0.35,7.03,135.66,0.0,0.0,,246.0,Poor
+Lucknow,2018-05-30,84.9,,7.4,45.48,29.11,34.3,0.21,6.64,,0.0,0.0,,214.0,Poor
+Lucknow,2018-05-31,81.53,,23.26,72.12,34.78,34.22,0.37,6.46,76.86,0.0,0.0,,174.0,Moderate
+Lucknow,2018-06-01,72.29,,14.15,60.91,33.75,34.14,0.43,7.22,74.77,0.0,0.0,,139.0,Moderate
+Lucknow,2018-06-02,77.82,,4.47,28.84,21.65,34.2,0.47,7.39,7.48,0.0,0.0,,151.0,Moderate
+Lucknow,2018-06-03,94.26,,4.28,28.97,21.89,34.28,0.66,7.86,8.51,0.0,0.0,,179.0,Moderate
+Lucknow,2018-06-04,117.76,,4.28,29.4,22.07,34.29,0.58,7.28,9.83,0.0,0.0,,225.0,Poor
+Lucknow,2018-06-05,96.54,,4.19,28.77,21.61,34.0,0.58,8.05,13.17,0.0,0.0,,219.0,Poor
+Lucknow,2018-06-06,59.98,,2.42,20.37,21.02,33.97,0.66,8.73,13.16,0.0,0.0,,175.0,Moderate
+Lucknow,2018-06-07,85.89,,2.18,15.65,22.53,38.07,0.68,9.96,11.79,0.0,0.0,,127.0,Moderate
+Lucknow,2018-06-08,62.91,,2.03,13.02,22.24,29.8,0.58,9.92,9.48,0.0,0.0,,161.0,Moderate
+Lucknow,2018-06-09,62.85,,2.66,16.06,22.05,34.9,0.56,10.68,10.32,0.0,0.0,,108.0,Moderate
+Lucknow,2018-06-10,54.84,,2.15,13.45,19.79,36.67,0.48,10.4,11.82,0.0,0.0,,133.0,Moderate
+Lucknow,2018-06-11,57.9,,3.91,15.31,24.31,40.34,0.51,10.0,19.91,0.0,0.0,,107.0,Moderate
+Lucknow,2018-06-12,71.02,,9.31,25.79,26.12,40.94,0.58,10.03,22.67,0.49,0.55,,125.0,Moderate
+Lucknow,2018-06-13,80.85,,7.3,24.58,24.02,40.98,0.64,9.01,18.83,0.16,0.27,,147.0,Moderate
+Lucknow,2018-06-14,100.83,,14.51,28.15,25.59,41.02,1.03,10.09,16.96,2.87,2.74,,181.0,Moderate
+Lucknow,2018-06-15,124.13,,8.67,28.86,22.02,40.93,1.11,9.1,14.06,1.09,1.86,,240.0,Poor
+Lucknow,2018-06-16,126.34,,8.39,26.36,20.72,41.2,1.03,9.48,12.78,0.61,1.34,,301.0,Very Poor
+Lucknow,2018-06-17,155.05,,8.86,28.43,22.14,41.15,0.82,8.56,14.93,0.61,1.35,,321.0,Very Poor
+Lucknow,2018-06-18,127.74,,9.8,31.83,24.63,41.19,0.87,8.72,15.71,0.64,0.95,,279.0,Poor
+Lucknow,2018-06-19,70.44,,10.13,32.94,25.58,41.18,0.92,7.24,14.85,0.68,0.7,,179.0,Moderate
+Lucknow,2018-06-20,90.31,,9.45,36.14,26.69,41.19,0.89,8.89,18.51,0.86,0.99,,186.0,Moderate
+Lucknow,2018-06-21,107.2,,9.48,37.4,26.64,41.24,0.93,11.23,21.68,1.07,1.24,,228.0,Poor
+Lucknow,2018-06-22,86.56,,10.78,28.77,21.66,41.11,0.82,9.06,25.46,1.03,1.19,,215.0,Poor
+Lucknow,2018-06-23,140.01,,9.97,27.02,21.0,39.46,0.84,7.89,30.78,0.48,1.1,,229.0,Poor
+Lucknow,2018-06-24,63.36,,9.34,27.8,21.97,36.61,0.84,7.96,29.73,0.26,0.66,,157.0,Moderate
+Lucknow,2018-06-25,71.89,,9.58,32.87,24.72,36.79,0.94,8.24,28.16,0.71,0.93,,116.0,Moderate
+Lucknow,2018-06-26,83.15,,9.84,28.52,23.0,36.68,0.96,8.46,27.6,0.61,0.91,,184.0,Moderate
+Lucknow,2018-06-27,47.6,,9.33,26.26,20.77,36.73,0.78,8.77,19.32,0.12,0.59,,136.0,Moderate
+Lucknow,2018-06-28,50.14,,9.56,24.33,20.45,36.79,0.78,8.2,21.49,0.04,0.16,,124.0,Moderate
+Lucknow,2018-06-29,40.13,,11.46,25.51,21.22,36.82,0.9,7.9,21.56,0.04,0.15,,93.0,Satisfactory
+Lucknow,2018-06-30,39.75,,11.5,26.48,21.76,36.86,0.83,7.89,27.47,0.04,0.16,,83.0,Satisfactory
+Lucknow,2018-07-01,38.35,,19.68,26.7,28.09,36.67,0.91,9.93,67.47,0.11,0.32,,125.0,Moderate
+Lucknow,2018-07-02,56.83,,17.1,26.85,27.8,36.72,0.7,11.07,52.09,0.17,0.2,,117.0,Moderate
+Lucknow,2018-07-03,43.54,,13.47,27.02,25.08,37.67,0.67,6.68,49.14,0.21,0.16,,111.0,Moderate
+Lucknow,2018-07-04,29.95,,12.11,26.46,23.7,38.86,0.64,5.46,52.85,0.03,0.04,,81.0,Satisfactory
+Lucknow,2018-07-05,35.47,,12.14,27.49,24.25,38.9,0.71,5.36,41.84,0.01,0.03,,74.0,Satisfactory
+Lucknow,2018-07-06,69.98,,11.9,31.56,26.12,38.81,0.9,6.03,40.88,0.0,0.05,,110.0,Moderate
+Lucknow,2018-07-07,96.52,,11.28,30.29,25.02,38.86,0.9,8.27,45.35,0.07,0.07,,195.0,Moderate
+Lucknow,2018-07-08,67.77,,12.03,23.81,21.96,38.71,0.79,7.23,57.16,0.08,0.06,,174.0,Moderate
+Lucknow,2018-07-09,48.77,,11.42,24.3,21.26,34.09,0.74,5.88,47.74,0.05,0.06,,132.0,Moderate
+Lucknow,2018-07-10,33.11,,9.6,23.38,20.06,26.91,0.69,6.69,44.21,0.06,0.04,,88.0,Satisfactory
+Lucknow,2018-07-11,32.77,,10.77,25.75,22.32,25.53,0.85,6.62,57.39,0.04,0.05,,100.0,Satisfactory
+Lucknow,2018-07-12,26.27,,11.61,25.94,22.96,23.15,0.88,8.67,44.56,0.0,0.08,,89.0,Satisfactory
+Lucknow,2018-07-13,27.48,,11.78,27.2,23.02,21.18,0.87,6.54,45.58,0.02,0.08,,90.0,Satisfactory
+Lucknow,2018-07-14,32.23,,11.66,27.28,23.07,21.11,1.25,7.59,54.31,0.0,0.11,,95.0,Satisfactory
+Lucknow,2018-07-15,35.31,,10.42,26.88,21.38,21.22,0.99,6.13,53.59,0.0,0.08,,101.0,Moderate
+Lucknow,2018-07-16,29.57,,10.58,27.09,22.15,22.87,1.02,5.74,50.48,0.0,0.05,,90.0,Satisfactory
+Lucknow,2018-07-17,33.6,,10.65,26.16,22.24,24.28,1.0,6.6,30.64,0.24,1.59,,84.0,Satisfactory
+Lucknow,2018-07-18,40.93,,9.95,27.34,21.78,27.17,0.73,7.75,22.34,0.36,0.23,,75.0,Satisfactory
+Lucknow,2018-07-19,58.27,,9.54,30.03,23.46,29.49,0.8,8.38,18.59,0.4,0.49,,125.0,Moderate
+Lucknow,2018-07-20,32.85,,10.07,30.06,23.35,29.59,0.92,7.26,15.08,0.35,0.53,,94.0,Satisfactory
+Lucknow,2018-07-21,24.25,,10.68,29.87,24.11,29.57,0.94,6.49,13.76,0.31,0.47,,71.0,Satisfactory
+Lucknow,2018-07-22,23.63,,9.46,27.46,22.11,29.52,1.13,5.85,10.97,0.26,0.28,,77.0,Satisfactory
+Lucknow,2018-07-23,22.34,,10.1,32.02,24.99,29.71,1.22,6.36,8.76,0.25,0.33,,76.0,Satisfactory
+Lucknow,2018-07-24,37.91,,8.93,27.5,21.56,29.67,1.1,5.55,11.42,0.24,0.31,,80.0,Satisfactory
+Lucknow,2018-07-25,28.26,,9.83,27.73,22.52,29.67,1.08,6.31,12.88,0.25,0.35,,78.0,Satisfactory
+Lucknow,2018-07-26,18.08,,15.25,28.61,23.99,29.31,1.14,6.17,10.88,0.24,0.86,,77.0,Satisfactory
+Lucknow,2018-07-27,46.07,,12.5,28.22,24.8,29.56,1.09,6.35,13.84,0.26,0.63,,72.0,Satisfactory
+Lucknow,2018-07-28,43.02,,17.04,30.75,29.64,29.61,1.22,5.46,13.61,0.27,0.47,,83.0,Satisfactory
+Lucknow,2018-07-29,40.79,,16.02,30.41,28.56,29.7,1.11,5.51,12.36,0.28,0.48,,99.0,Satisfactory
+Lucknow,2018-07-30,22.68,,10.36,27.87,22.91,29.65,0.94,4.93,12.74,0.28,0.44,,73.0,Satisfactory
+Lucknow,2018-07-31,18.21,,10.67,28.27,23.39,23.68,0.68,5.77,38.62,0.24,0.29,,84.0,Satisfactory
+Lucknow,2018-08-01,15.6,,10.66,26.68,22.69,12.91,0.59,5.21,19.64,0.18,0.13,,41.0,Good
+Lucknow,2018-08-02,31.51,,13.5,29.66,26.26,10.62,0.76,5.23,22.6,0.21,0.28,,55.0,Satisfactory
+Lucknow,2018-08-03,42.01,,11.51,28.11,23.74,11.25,0.74,5.51,11.97,0.25,0.33,,75.0,Satisfactory
+Lucknow,2018-08-04,72.38,,19.48,28.79,28.82,16.67,0.78,5.05,11.71,0.2,0.29,,99.0,Satisfactory
+Lucknow,2018-08-05,133.47,,18.02,26.51,24.32,23.05,1.01,5.78,10.78,0.15,0.47,,210.0,Poor
+Lucknow,2018-08-06,92.95,,19.71,27.86,25.92,24.06,0.81,6.1,12.7,0.21,0.39,,204.0,Poor
+Lucknow,2018-08-07,62.39,,12.83,29.47,22.16,22.89,0.86,7.55,19.71,0.18,0.4,,183.0,Moderate
+Lucknow,2018-08-08,32.23,,11.91,26.33,20.13,22.93,0.68,7.87,16.2,1.89,0.25,,99.0,Satisfactory
+Lucknow,2018-08-09,48.4,,11.2,27.2,20.3,23.8,0.74,7.5,16.25,0.19,0.26,,80.0,Satisfactory
+Lucknow,2018-08-10,49.25,,9.35,36.65,24.73,28.87,0.92,6.57,15.47,0.22,0.38,,96.0,Satisfactory
+Lucknow,2018-08-11,44.96,,8.66,34.12,23.07,28.41,0.89,5.79,16.01,0.32,0.34,,94.0,Satisfactory
+Lucknow,2018-08-12,33.21,,9.78,41.08,27.27,28.62,0.92,5.97,7.65,0.23,0.26,,77.0,Satisfactory
+Lucknow,2018-08-13,29.48,,13.17,44.17,32.41,28.95,0.9,7.42,14.01,0.23,0.31,,80.0,Satisfactory
+Lucknow,2018-08-14,52.39,,18.35,44.57,38.36,30.87,0.97,8.37,22.36,0.19,0.43,,73.0,Satisfactory
+Lucknow,2018-08-15,53.24,,18.09,36.47,33.74,29.29,0.87,9.32,6.79,0.12,0.2,,122.0,Moderate
+Lucknow,2018-08-16,18.45,,9.27,27.26,22.15,28.57,0.59,9.56,7.37,0.16,0.12,,55.0,Satisfactory
+Lucknow,2018-08-17,42.07,,8.79,27.52,24.31,28.91,0.62,9.14,6.19,0.14,1.33,,60.0,Satisfactory
+Lucknow,2018-08-18,57.75,,10.93,29.83,27.91,28.96,0.85,9.14,5.23,0.12,0.22,,123.0,Moderate
+Lucknow,2018-08-19,44.44,,11.13,28.22,26.34,28.81,0.82,8.68,6.53,0.1,0.28,,144.0,Moderate
+Lucknow,2018-08-20,31.45,,10.61,28.04,26.04,28.57,0.8,8.31,7.92,0.21,0.28,,69.0,Satisfactory
+Lucknow,2018-08-21,31.04,,10.83,24.24,24.15,24.98,0.68,7.8,8.9,0.12,0.21,,82.0,Satisfactory
+Lucknow,2018-08-22,42.25,,9.94,22.78,21.86,22.98,0.72,7.46,16.37,0.1,0.13,,89.0,Satisfactory
+Lucknow,2018-08-23,35.86,,11.84,25.31,24.86,23.08,0.86,7.19,10.55,0.08,1.65,,97.0,Satisfactory
+Lucknow,2018-08-24,31.25,,11.49,26.75,25.1,22.98,0.79,7.6,10.44,0.16,0.39,,88.0,Satisfactory
+Lucknow,2018-08-25,29.39,,9.89,27.9,25.05,26.02,0.65,12.86,9.56,1.79,0.22,,78.0,Satisfactory
+Lucknow,2018-08-26,159.64,,11.5,27.44,26.96,29.23,0.73,11.13,9.19,0.15,0.17,,163.0,Moderate
+Lucknow,2018-08-27,73.24,,13.04,27.68,27.38,28.99,0.88,10.8,23.38,0.13,0.25,,183.0,Moderate
+Lucknow,2018-08-28,33.84,,10.05,24.29,22.8,23.2,0.65,4.62,27.96,0.11,0.29,,72.0,Satisfactory
+Lucknow,2018-08-29,32.44,,11.48,24.84,24.35,22.97,0.75,5.17,24.95,0.1,0.3,,81.0,Satisfactory
+Lucknow,2018-08-30,33.21,,13.04,28.0,28.2,26.06,0.74,5.59,8.75,0.05,0.19,,72.0,Satisfactory
+Lucknow,2018-08-31,22.04,,9.7,30.23,26.38,28.68,0.87,6.26,9.44,0.1,0.29,,57.0,Satisfactory
+Lucknow,2018-09-01,24.62,,8.14,27.01,23.49,28.97,0.9,5.61,13.12,0.1,0.33,,63.0,Satisfactory
+Lucknow,2018-09-02,16.66,,7.44,28.0,23.79,28.83,0.82,5.03,14.32,0.09,0.21,,69.0,Satisfactory
+Lucknow,2018-09-03,30.93,,9.59,30.37,26.72,28.84,0.84,5.27,11.39,0.08,0.23,,61.0,Satisfactory
+Lucknow,2018-09-04,41.71,,10.46,29.19,26.07,28.44,0.99,6.44,9.69,0.1,0.46,,83.0,Satisfactory
+Lucknow,2018-09-05,27.31,,7.74,25.52,22.51,28.54,0.77,6.08,26.17,0.09,0.29,,107.0,Moderate
+Lucknow,2018-09-06,46.25,,10.39,30.02,27.3,28.85,1.21,6.34,15.44,0.1,0.42,,101.0,Moderate
+Lucknow,2018-09-07,31.52,,8.23,26.1,23.35,28.67,0.82,4.85,19.61,0.08,0.24,,94.0,Satisfactory
+Lucknow,2018-09-08,36.95,,7.69,26.09,22.8,28.72,0.99,5.0,18.05,0.07,0.12,,87.0,Satisfactory
+Lucknow,2018-09-09,26.64,,7.78,27.39,23.88,28.99,1.28,4.78,16.49,0.08,0.16,,90.0,Satisfactory
+Lucknow,2018-09-10,39.0,,7.65,26.62,23.46,28.84,1.33,4.54,13.89,0.09,0.1,,92.0,Satisfactory
+Lucknow,2018-09-11,38.68,,8.25,25.81,23.33,29.16,1.58,4.62,17.87,0.08,0.09,,101.0,Moderate
+Lucknow,2018-09-12,38.51,,9.98,27.41,26.3,28.82,1.34,3.94,23.28,0.05,1.33,,96.0,Satisfactory
+Lucknow,2018-09-13,39.92,,9.17,25.74,24.72,28.85,0.72,3.62,17.88,0.04,0.07,,76.0,Satisfactory
+Lucknow,2018-09-14,46.81,,11.38,23.43,24.69,28.91,0.68,4.18,19.32,0.08,0.1,,84.0,Satisfactory
+Lucknow,2018-09-15,55.15,,6.95,23.31,21.17,29.28,0.76,3.95,20.7,0.08,0.09,,100.0,Satisfactory
+Lucknow,2018-09-16,57.48,,7.05,24.46,22.25,29.35,0.73,3.82,21.74,0.06,0.07,,103.0,Moderate
+Lucknow,2018-09-17,68.6,,6.35,20.97,18.61,29.19,0.91,4.08,19.98,0.1,0.17,,130.0,Moderate
+Lucknow,2018-09-18,73.05,,6.59,21.56,19.82,29.24,0.89,5.05,24.56,0.1,0.2,,123.0,Moderate
+Lucknow,2018-09-19,77.9,,9.81,27.9,25.92,30.56,1.08,4.77,20.78,0.12,0.26,,172.0,Moderate
+Lucknow,2018-09-20,87.71,,9.83,29.55,26.7,32.07,1.17,4.36,23.37,0.14,0.31,,173.0,Moderate
+Lucknow,2018-09-21,24.6,,6.36,17.07,17.31,31.94,0.82,3.75,15.11,0.09,0.1,,116.0,Moderate
+Lucknow,2018-09-22,29.47,,7.13,18.33,18.35,32.02,0.87,3.39,14.26,0.08,0.11,,64.0,Satisfactory
+Lucknow,2018-09-23,55.13,,7.6,21.84,20.88,32.16,1.11,3.36,20.64,0.09,0.16,,82.0,Satisfactory
+Lucknow,2018-09-24,57.32,,9.22,27.21,24.75,32.14,1.1,4.44,19.56,0.17,0.24,,124.0,Moderate
+Lucknow,2018-09-25,39.53,,9.92,23.78,24.3,31.87,0.99,5.61,14.19,0.35,0.26,,109.0,Moderate
+Lucknow,2018-09-26,41.87,,6.97,21.35,19.76,31.98,1.1,4.0,21.61,0.47,0.22,,93.0,Satisfactory
+Lucknow,2018-09-27,59.19,,8.42,27.66,23.93,31.96,1.06,4.47,23.42,0.7,0.32,,102.0,Moderate
+Lucknow,2018-09-28,76.75,,8.1,29.35,21.52,32.07,1.09,4.75,27.33,0.64,0.36,,132.0,Moderate
+Lucknow,2018-09-29,106.14,,7.27,34.36,23.71,32.75,1.14,4.61,27.64,0.42,0.35,,224.0,Poor
+Lucknow,2018-09-30,81.75,,6.17,30.08,20.42,37.24,0.85,5.15,30.17,0.3,0.27,,177.0,Moderate
+Lucknow,2018-10-01,88.36,,6.62,30.43,20.9,37.05,0.97,5.46,38.74,0.25,0.28,,200.0,Moderate
+Lucknow,2018-10-02,95.24,,8.5,33.28,18.76,37.15,1.0,4.94,36.84,0.24,0.31,,191.0,Moderate
+Lucknow,2018-10-03,104.4,,10.28,35.35,22.99,37.12,1.17,4.99,35.07,0.23,0.41,,228.0,Poor
+Lucknow,2018-10-04,116.81,,18.92,43.65,38.03,37.39,1.42,4.93,17.01,0.22,0.56,,249.0,Poor
+Lucknow,2018-10-05,97.28,,15.53,40.02,33.49,37.65,1.04,5.1,20.68,0.2,0.41,,226.0,Poor
+Lucknow,2018-10-06,123.5,,18.05,45.87,38.52,37.36,1.11,6.17,29.63,0.2,0.48,,251.0,Poor
+Lucknow,2018-10-07,133.77,,12.53,42.11,31.8,37.01,0.95,5.93,29.79,0.69,0.4,,270.0,Poor
+Lucknow,2018-10-08,106.14,,21.02,48.29,41.67,37.08,1.16,6.38,30.61,0.82,0.41,,272.0,Poor
+Lucknow,2018-10-09,89.92,,10.32,40.53,29.3,37.53,1.04,6.41,37.14,0.45,0.4,,235.0,Poor
+Lucknow,2018-10-10,124.48,,8.72,34.22,24.85,37.51,0.86,6.66,33.67,0.38,0.29,,233.0,Poor
+Lucknow,2018-10-11,114.24,,7.96,31.93,22.91,37.62,0.85,7.08,33.75,0.31,0.25,,262.0,Poor
+Lucknow,2018-10-12,75.05,,11.01,33.9,25.83,37.46,1.16,6.55,19.54,0.17,0.32,,175.0,Moderate
+Lucknow,2018-10-13,65.19,,8.45,31.11,22.38,41.21,0.87,6.39,28.03,0.21,0.27,,109.0,Moderate
+Lucknow,2018-10-14,87.21,,7.02,35.56,22.59,49.15,0.94,5.69,43.29,0.22,0.24,,170.0,Moderate
+Lucknow,2018-10-15,105.49,,8.21,44.6,28.72,49.08,1.1,6.72,41.59,0.25,0.25,,218.0,Poor
+Lucknow,2018-10-16,121.24,,16.77,50.16,39.62,49.25,1.26,7.0,32.5,0.28,0.36,,292.0,Poor
+Lucknow,2018-10-17,128.3,,15.76,46.95,37.01,49.33,1.57,8.04,41.64,0.8,1.28,,306.0,Very Poor
+Lucknow,2018-10-18,125.01,,27.57,49.83,48.84,49.16,1.58,6.08,37.67,0.41,0.57,,296.0,Poor
+Lucknow,2018-10-19,123.98,,23.5,51.55,46.77,49.25,1.31,4.73,28.91,0.41,0.54,,294.0,Poor
+Lucknow,2018-10-20,112.69,,23.35,47.79,40.75,49.31,1.28,5.45,31.21,0.39,0.42,,246.0,Poor
+Lucknow,2018-10-21,116.62,,15.52,54.88,42.75,49.22,1.3,5.22,30.31,0.4,0.48,,268.0,Poor
+Lucknow,2018-10-22,123.77,,15.99,41.35,34.18,49.32,1.19,6.6,31.92,0.29,0.35,,275.0,Poor
+Lucknow,2018-10-23,129.95,,10.34,53.21,35.55,49.3,1.15,10.34,30.71,0.26,0.44,,273.0,Poor
+Lucknow,2018-10-24,166.67,,42.64,58.31,62.44,64.43,1.43,9.36,31.61,0.3,0.46,,313.0,Very Poor
+Lucknow,2018-10-25,189.48,,54.51,90.95,91.04,75.89,2.2,8.1,21.2,0.68,0.98,,355.0,Very Poor
+Lucknow,2018-10-26,168.41,,52.26,75.24,81.44,67.51,1.5,8.52,25.6,0.73,0.94,,342.0,Very Poor
+Lucknow,2018-10-27,174.27,,56.42,76.26,84.15,92.26,1.79,10.29,26.93,1.16,1.07,,338.0,Very Poor
+Lucknow,2018-10-28,163.73,,38.15,62.28,63.47,61.3,1.87,7.41,23.82,1.2,1.0,,344.0,Very Poor
+Lucknow,2018-10-29,165.78,,101.1,67.07,111.56,148.11,1.83,7.13,20.51,0.94,0.8,,329.0,Very Poor
+Lucknow,2018-10-30,147.83,,87.2,78.79,109.83,136.55,1.63,8.71,24.58,0.7,0.76,,332.0,Very Poor
+Lucknow,2018-10-31,138.52,,46.72,68.95,74.42,66.56,1.3,9.8,24.6,0.45,0.75,,311.0,Very Poor
+Lucknow,2018-11-01,146.28,,68.11,70.3,93.21,31.52,1.55,10.77,28.62,0.94,1.04,,307.0,Very Poor
+Lucknow,2018-11-02,186.57,,81.63,82.88,108.27,44.63,2.31,11.77,30.11,0.57,1.43,,340.0,Very Poor
+Lucknow,2018-11-03,165.8,,29.6,76.48,63.46,35.75,1.72,7.61,32.63,0.43,1.04,,344.0,Very Poor
+Lucknow,2018-11-04,139.28,,12.0,50.08,35.72,34.78,1.2,5.09,48.28,0.46,1.57,,321.0,Very Poor
+Lucknow,2018-11-05,113.48,,10.9,39.64,29.36,28.99,1.19,6.89,47.1,0.67,1.76,,292.0,Poor
+Lucknow,2018-11-06,185.64,,10.08,40.27,28.33,27.78,1.32,6.35,54.67,0.56,1.41,,326.0,Very Poor
+Lucknow,2018-11-07,218.8,,25.03,55.44,49.28,35.55,1.69,13.34,51.55,0.52,1.52,,332.0,Very Poor
+Lucknow,2018-11-08,400.97,,24.17,54.59,47.4,42.51,2.0,16.73,39.74,0.8,1.73,,485.0,Severe
+Lucknow,2018-11-09,254.56,,35.78,52.55,56.68,53.87,1.96,10.04,46.86,0.53,0.94,,430.0,Severe
+Lucknow,2018-11-10,242.63,,47.14,59.83,68.35,69.68,2.13,10.69,40.94,1.36,1.35,,412.0,Severe
+Lucknow,2018-11-11,198.19,,32.25,62.06,58.38,46.8,1.8,8.22,40.5,0.98,1.14,,367.0,Very Poor
+Lucknow,2018-11-12,214.85,,59.74,69.47,84.84,50.8,2.01,9.17,38.12,1.27,1.35,,355.0,Very Poor
+Lucknow,2018-11-13,233.96,,94.34,83.09,118.49,61.13,1.84,10.35,36.14,1.55,1.75,,394.0,Very Poor
+Lucknow,2018-11-14,185.54,,36.19,59.14,60.15,49.19,1.88,8.48,33.35,0.22,1.32,,367.0,Very Poor
+Lucknow,2018-11-15,159.24,,30.07,50.62,50.0,45.88,2.16,8.04,32.19,0.19,1.09,,342.0,Very Poor
+Lucknow,2018-11-16,110.37,,13.23,30.61,25.77,34.97,1.98,7.51,42.7,0.16,0.59,,282.0,Poor
+Lucknow,2018-11-17,155.14,,9.46,41.79,29.4,32.21,2.74,9.33,47.15,0.19,2.1,,274.0,Poor
+Lucknow,2018-11-18,212.78,,37.51,66.97,65.15,41.62,2.84,11.68,41.96,0.23,1.04,,345.0,Very Poor
+Lucknow,2018-11-19,203.65,,46.98,87.45,83.48,50.54,2.98,9.93,36.48,2.17,1.55,,371.0,Very Poor
+Lucknow,2018-11-20,242.99,,70.41,84.92,100.43,56.71,2.77,10.39,33.63,1.19,1.66,,378.0,Very Poor
+Lucknow,2018-11-21,218.3,,40.37,66.59,65.02,42.51,2.44,9.37,30.57,0.65,1.47,,392.0,Very Poor
+Lucknow,2018-11-22,162.5,,26.53,65.27,54.87,39.92,1.95,9.07,26.57,1.0,1.26,,341.0,Very Poor
+Lucknow,2018-11-23,142.38,,18.07,63.59,47.99,36.57,1.96,8.49,39.37,0.57,1.12,,323.0,Very Poor
+Lucknow,2018-11-24,135.5,,18.76,61.83,45.74,38.81,1.8,9.05,33.89,0.56,0.94,,308.0,Very Poor
+Lucknow,2018-11-25,153.5,,30.49,59.19,54.6,58.91,1.5,9.07,26.0,1.08,1.15,,294.0,Poor
+Lucknow,2018-11-26,229.22,,64.45,73.13,90.57,68.46,2.51,10.05,19.52,0.86,1.75,,366.0,Very Poor
+Lucknow,2018-11-27,255.17,,102.18,83.37,124.82,60.66,2.58,10.39,19.57,2.05,2.06,,400.0,Very Poor
+Lucknow,2018-11-28,194.98,,76.89,72.25,99.86,36.71,2.03,10.0,13.86,2.88,2.33,,387.0,Very Poor
+Lucknow,2018-11-29,165.85,,33.98,57.9,57.85,23.23,2.05,7.94,16.44,1.57,2.03,,326.0,Very Poor
+Lucknow,2018-11-30,199.95,,11.53,55.45,38.48,28.45,2.01,7.15,29.72,0.91,1.81,,347.0,Very Poor
+Lucknow,2018-12-01,181.48,,27.99,57.18,52.47,32.65,2.03,7.82,25.7,1.64,1.86,,361.0,Very Poor
+Lucknow,2018-12-02,188.15,,81.1,74.59,104.37,47.66,2.18,8.52,21.72,1.12,1.82,,354.0,Very Poor
+Lucknow,2018-12-03,163.02,,25.45,60.3,51.88,38.46,2.03,7.83,27.87,0.79,1.56,,327.0,Very Poor
+Lucknow,2018-12-04,224.13,,44.75,72.27,73.75,41.4,2.21,8.77,22.96,2.72,2.58,,361.0,Very Poor
+Lucknow,2018-12-05,215.02,,23.29,56.12,47.87,33.82,1.97,7.25,28.35,1.04,1.74,,373.0,Very Poor
+Lucknow,2018-12-06,217.33,,23.94,65.41,53.62,38.33,2.09,7.77,28.7,1.03,2.31,,381.0,Very Poor
+Lucknow,2018-12-07,190.39,,21.81,55.29,46.55,32.84,2.02,7.53,27.51,0.65,1.7,,362.0,Very Poor
+Lucknow,2018-12-08,187.66,,33.39,64.2,60.28,34.51,1.83,6.67,25.08,0.63,2.07,,353.0,Very Poor
+Lucknow,2018-12-09,191.1,,53.07,62.52,75.26,42.06,2.25,6.98,24.21,0.35,2.26,,353.0,Very Poor
+Lucknow,2018-12-10,269.3,,156.78,80.22,168.23,52.95,3.06,9.42,20.17,1.07,4.64,,394.0,Very Poor
+Lucknow,2018-12-11,194.03,,37.45,71.15,67.28,23.32,2.27,7.83,21.5,0.55,2.33,,381.0,Very Poor
+Lucknow,2018-12-12,191.15,,33.87,67.55,62.66,21.1,2.13,6.82,17.88,0.28,2.8,,362.0,Very Poor
+Lucknow,2018-12-13,147.38,,12.38,49.54,35.67,23.83,1.68,6.97,19.2,0.08,0.6,,333.0,Very Poor
+Lucknow,2018-12-14,104.92,,11.3,38.27,28.84,23.02,1.69,7.06,20.41,0.09,0.29,,269.0,Poor
+Lucknow,2018-12-15,103.65,,10.98,39.05,28.82,28.27,1.74,6.9,22.84,0.09,0.33,,235.0,Poor
+Lucknow,2018-12-16,127.74,,41.75,49.22,58.93,48.66,2.21,7.59,23.53,0.75,0.99,,252.0,Poor
+Lucknow,2018-12-17,157.84,,35.11,56.53,57.35,43.52,2.33,7.67,24.04,0.08,1.71,,317.0,Very Poor
+Lucknow,2018-12-18,145.81,,26.41,50.78,47.69,45.99,2.03,7.36,23.91,1.28,0.65,,330.0,Very Poor
+Lucknow,2018-12-19,157.54,,12.15,50.68,36.4,44.27,2.0,7.75,32.04,0.07,0.84,,310.0,Very Poor
+Lucknow,2018-12-20,185.2,,10.78,53.32,36.56,46.67,1.74,7.28,28.53,0.08,1.28,,349.0,Very Poor
+Lucknow,2018-12-21,180.46,,12.21,53.25,37.62,44.1,0.99,8.74,32.96,0.09,0.58,,343.0,Very Poor
+Lucknow,2018-12-22,236.91,,60.02,70.06,86.36,62.39,1.76,9.91,28.51,0.11,1.35,,363.0,Very Poor
+Lucknow,2018-12-23,232.81,,31.19,56.29,54.66,53.29,1.25,8.32,26.44,0.07,1.26,,414.0,Severe
+Lucknow,2018-12-24,166.0,,14.77,53.54,38.8,43.56,1.13,7.96,33.07,0.1,0.88,,345.0,Very Poor
+Lucknow,2018-12-25,165.37,,12.58,44.5,31.82,39.51,1.05,10.46,38.3,0.18,0.37,,338.0,Very Poor
+Lucknow,2018-12-26,178.64,,18.71,49.62,40.92,41.88,1.06,9.22,33.34,0.09,0.36,,346.0,Very Poor
+Lucknow,2018-12-27,159.21,,12.88,46.26,33.69,40.11,0.87,10.99,28.24,0.07,2.58,,324.0,Very Poor
+Lucknow,2018-12-28,153.63,,8.28,35.07,24.82,34.77,0.72,8.72,29.98,0.08,0.28,,325.0,Very Poor
+Lucknow,2018-12-29,200.84,,17.8,45.98,38.3,43.22,0.81,13.86,36.71,0.57,0.2,,339.0,Very Poor
+Lucknow,2018-12-30,258.08,,41.93,60.69,65.59,65.01,0.95,14.27,32.4,0.06,0.86,,388.0,Very Poor
+Lucknow,2018-12-31,248.51,,40.06,61.89,64.7,61.3,1.01,14.7,31.43,0.08,0.9,,403.0,Severe
+Lucknow,2019-01-01,272.75,,45.79,62.96,69.19,48.72,1.03,15.52,29.14,0.09,1.04,,413.0,Severe
+Lucknow,2019-01-02,342.7,,107.42,78.56,127.24,65.39,1.26,16.56,23.3,0.16,2.8,,457.0,Severe
+Lucknow,2019-01-03,218.08,,18.21,58.14,44.7,34.08,0.99,9.0,24.84,0.09,0.99,,410.0,Severe
+Lucknow,2019-01-04,205.72,,47.54,48.86,63.12,41.41,1.05,8.46,26.35,0.08,1.19,,374.0,Very Poor
+Lucknow,2019-01-05,256.56,,55.4,64.58,77.95,51.0,1.12,9.5,21.6,0.1,0.69,,390.0,Very Poor
+Lucknow,2019-01-06,185.35,,9.71,38.08,26.99,31.5,0.89,6.86,27.44,0.04,0.27,,383.0,Very Poor
+Lucknow,2019-01-07,91.92,,27.44,34.94,40.1,35.87,1.06,7.8,21.14,0.05,0.62,,246.0,Poor
+Lucknow,2019-01-08,100.13,,11.32,35.23,27.47,29.36,0.91,5.87,25.19,0.04,0.27,,239.0,Poor
+Lucknow,2019-01-09,113.44,,8.26,35.21,25.04,27.3,0.92,6.76,30.25,0.03,0.29,,239.0,Poor
+Lucknow,2019-01-10,123.15,,34.17,45.12,52.2,32.95,1.1,8.18,35.39,0.05,1.35,,270.0,Poor
+Lucknow,2019-01-11,189.97,,46.48,67.86,72.65,36.73,1.16,8.36,17.19,0.12,1.59,,339.0,Very Poor
+Lucknow,2019-01-12,196.35,,47.93,64.1,72.04,43.75,1.27,14.64,21.35,0.11,0.8,,346.0,Very Poor
+Lucknow,2019-01-13,247.31,,49.66,57.64,69.4,52.35,0.95,11.44,21.44,0.07,0.73,,396.0,Very Poor
+Lucknow,2019-01-14,123.74,,9.43,29.47,22.63,26.73,0.8,6.75,21.1,0.04,0.14,,347.0,Very Poor
+Lucknow,2019-01-15,93.46,,11.95,36.8,28.64,28.32,0.85,8.14,23.64,0.03,0.14,,184.0,Moderate
+Lucknow,2019-01-16,201.61,,41.62,59.97,64.84,39.84,1.1,9.01,25.62,0.05,0.3,,305.0,Very Poor
+Lucknow,2019-01-17,266.0,,41.15,48.05,58.21,45.63,0.96,8.31,21.83,0.06,0.52,,415.0,Severe
+Lucknow,2019-01-18,166.95,,12.42,43.9,32.96,31.04,1.04,6.77,28.03,0.03,0.31,,363.0,Very Poor
+Lucknow,2019-01-19,146.52,,12.04,47.99,34.34,34.77,1.2,8.94,30.68,0.03,0.28,,310.0,Very Poor
+Lucknow,2019-01-20,200.11,,43.44,57.68,65.11,47.8,1.41,10.39,31.84,0.08,0.51,,337.0,Very Poor
+Lucknow,2019-01-21,221.07,,50.93,53.49,68.52,61.31,1.44,8.37,30.66,0.08,0.54,,391.0,Very Poor
+Lucknow,2019-01-22,199.91,,11.12,36.59,27.72,34.31,1.17,8.31,40.16,0.03,0.24,,350.0,Very Poor
+Lucknow,2019-01-23,107.47,,13.12,33.59,27.42,33.18,1.19,8.18,24.96,0.04,0.26,,331.0,Very Poor
+Lucknow,2019-01-24,117.88,,55.18,42.98,66.82,48.76,1.45,9.77,19.5,0.07,0.43,,218.0,Poor
+Lucknow,2019-01-25,176.21,,66.45,38.96,72.12,54.07,1.49,9.04,11.27,0.08,0.54,,341.0,Very Poor
+Lucknow,2019-01-26,58.65,,13.4,22.82,22.42,28.83,1.14,6.41,15.62,0.03,0.17,,208.0,Poor
+Lucknow,2019-01-27,74.33,,9.48,25.51,20.66,28.15,1.03,5.81,24.53,0.06,0.13,,142.0,Moderate
+Lucknow,2019-01-28,98.43,,10.66,28.08,21.36,27.88,1.0,7.05,27.44,0.06,0.11,,204.0,Poor
+Lucknow,2019-01-29,103.41,,11.53,28.06,20.76,28.24,1.05,7.75,30.81,0.07,0.13,,214.0,Poor
+Lucknow,2019-01-30,130.59,,30.56,39.6,43.25,36.93,0.96,8.53,24.29,0.05,0.09,,285.0,Poor
+Lucknow,2019-01-31,173.26,,82.8,60.3,98.18,54.68,1.14,9.86,15.54,5.83,0.21,,334.0,Very Poor
+Lucknow,2019-02-01,170.24,,37.03,57.06,59.29,43.14,1.29,9.8,18.87,0.06,0.35,,329.0,Very Poor
+Lucknow,2019-02-02,165.91,,17.09,46.98,37.83,37.32,0.97,9.25,22.52,0.05,0.24,,316.0,Very Poor
+Lucknow,2019-02-03,181.48,,5.77,33.37,21.29,26.2,0.84,6.58,19.59,0.08,0.1,,354.0,Very Poor
+Lucknow,2019-02-04,133.58,,6.42,36.58,23.33,25.71,1.13,6.89,19.64,0.07,0.15,,283.0,Poor
+Lucknow,2019-02-05,173.33,,35.74,57.52,58.32,38.6,1.25,8.62,19.34,0.07,0.35,,280.0,Poor
+Lucknow,2019-02-06,204.17,,53.57,59.33,73.63,43.74,1.95,10.4,8.89,0.14,0.89,,374.0,Very Poor
+Lucknow,2019-02-07,70.36,,7.24,33.02,23.15,30.06,1.01,7.33,14.14,0.05,0.25,,274.0,Poor
+Lucknow,2019-02-08,87.57,,14.7,39.51,35.78,32.55,1.16,7.85,15.71,0.05,0.29,,132.0,Moderate
+Lucknow,2019-02-09,81.51,,7.51,27.17,22.39,27.48,0.75,6.73,26.11,0.07,0.1,,204.0,Poor
+Lucknow,2019-02-10,70.83,,6.51,29.99,23.52,28.14,0.82,6.83,28.68,0.08,0.08,,175.0,Moderate
+Lucknow,2019-02-11,101.7,,13.14,44.08,37.8,35.53,0.98,8.57,29.79,0.05,0.19,,189.0,Moderate
+Lucknow,2019-02-12,129.67,,38.2,60.47,64.09,45.36,1.38,10.07,25.59,0.06,0.37,,253.0,Poor
+Lucknow,2019-02-13,171.14,,86.31,57.48,97.46,63.21,1.58,9.9,22.79,0.12,0.64,,311.0,Very Poor
+Lucknow,2019-02-14,206.21,,74.04,51.57,85.74,74.76,1.62,9.37,19.44,0.03,0.14,,367.0,Very Poor
+Lucknow,2019-02-15,111.88,,7.01,32.71,22.06,35.25,0.84,6.82,22.07,0.04,0.05,,304.0,Very Poor
+Lucknow,2019-02-16,66.67,,6.56,26.45,18.38,34.32,0.77,6.41,24.59,0.27,0.44,,170.0,Moderate
+Lucknow,2019-02-17,85.17,,5.09,21.48,14.32,29.52,0.74,5.16,24.89,0.37,0.73,,166.0,Moderate
+Lucknow,2019-02-18,82.72,,15.17,35.84,29.36,34.08,0.96,6.77,25.9,0.27,0.68,,161.0,Moderate
+Lucknow,2019-02-19,119.84,,31.16,45.19,48.2,50.89,1.28,7.62,25.7,0.35,1.19,,228.0,Poor
+Lucknow,2019-02-20,168.15,,32.13,50.2,51.45,49.59,1.24,7.43,23.11,0.14,1.4,,330.0,Very Poor
+Lucknow,2019-02-21,102.76,,32.56,51.08,52.14,55.23,1.16,8.61,20.83,0.11,1.18,,271.0,Poor
+Lucknow,2019-02-22,135.37,,17.09,38.45,33.72,42.76,1.07,7.48,27.55,0.14,0.98,,258.0,Poor
+Lucknow,2019-02-23,71.89,,4.57,22.49,14.67,21.88,0.7,5.74,35.48,0.21,0.33,,198.0,Moderate
+Lucknow,2019-02-24,71.83,,5.11,40.99,23.71,10.72,0.79,7.03,33.63,0.11,0.26,,139.0,Moderate
+Lucknow,2019-02-25,103.62,,18.89,67.36,48.76,17.38,1.19,7.92,29.92,0.13,0.3,,183.0,Moderate
+Lucknow,2019-02-26,105.19,,6.3,54.95,32.18,15.82,1.33,7.86,34.13,0.17,0.37,,239.0,Poor
+Lucknow,2019-02-27,56.13,,5.76,29.85,18.81,12.87,1.68,7.53,30.93,0.34,0.69,,196.0,Moderate
+Lucknow,2019-02-28,41.13,,4.38,25.1,14.77,11.74,1.56,5.77,32.48,0.31,0.61,,122.0,Moderate
+Lucknow,2019-03-01,80.97,,11.59,41.59,29.96,10.43,1.51,6.55,31.31,0.15,0.48,,136.0,Moderate
+Lucknow,2019-03-02,150.97,,12.13,58.75,40.0,7.06,1.6,9.54,29.87,0.24,1.46,,274.0,Poor
+Lucknow,2019-03-03,142.49,,10.01,31.52,29.57,16.9,1.51,8.29,24.5,0.31,1.45,,319.0,Very Poor
+Lucknow,2019-03-04,95.72,,6.74,25.97,21.91,33.83,1.32,8.17,22.58,0.25,1.26,,230.0,Poor
+Lucknow,2019-03-05,94.8,,8.24,30.31,26.53,24.4,1.1,9.53,27.63,0.34,1.47,,228.0,Poor
+Lucknow,2019-03-06,85.41,,6.6,31.28,28.4,10.01,1.05,11.23,34.01,1.1,29.69,,173.0,Moderate
+Lucknow,2019-03-07,107.74,,16.81,34.56,37.61,9.25,1.29,8.87,35.45,0.46,4.53,,220.0,Poor
+Lucknow,2019-03-08,134.05,,10.09,40.62,34.04,12.66,1.2,9.7,28.26,0.47,7.2,,288.0,Poor
+Lucknow,2019-03-09,95.73,,8.29,39.4,34.44,13.67,1.01,10.92,24.54,0.28,1.61,,234.0,Poor
+Lucknow,2019-03-10,87.66,,9.14,39.07,37.86,14.91,1.05,10.5,28.93,0.26,1.69,,198.0,Moderate
+Lucknow,2019-03-11,114.03,,14.21,51.18,44.46,14.53,1.59,11.57,33.53,0.36,1.73,,222.0,Poor
+Lucknow,2019-03-12,119.49,,9.55,50.69,39.86,22.07,1.25,12.22,37.18,0.34,2.59,,279.0,Poor
+Lucknow,2019-03-13,95.71,,7.89,48.46,37.06,12.2,1.14,12.57,37.47,0.38,2.24,,207.0,Poor
+Lucknow,2019-03-14,111.27,,9.58,44.45,34.49,15.68,1.63,11.09,33.1,0.3,1.88,,218.0,Poor
+Lucknow,2019-03-15,77.39,,5.23,38.8,27.92,12.61,1.0,9.74,39.39,1.33,19.15,,212.0,Poor
+Lucknow,2019-03-16,61.98,,5.43,37.47,26.01,3.94,0.95,9.37,38.74,0.51,5.67,,130.0,Moderate
+Lucknow,2019-03-17,83.08,,4.23,29.17,22.65,7.23,1.14,11.81,43.96,0.39,3.45,,149.0,Moderate
+Lucknow,2019-03-18,107.51,,5.67,29.06,24.64,9.31,1.19,11.73,44.76,1.69,17.94,,237.0,Poor
+Lucknow,2019-03-19,99.81,,4.76,31.67,24.73,10.09,1.29,11.56,44.18,0.79,10.08,,212.0,Poor
+Lucknow,2019-03-20,110.71,,10.26,49.06,38.24,12.74,2.04,10.38,40.83,0.32,3.53,,254.0,Poor
+Lucknow,2019-03-21,114.58,,6.94,34.14,28.14,9.44,1.51,8.01,44.33,0.31,1.5,,270.0,Poor
+Lucknow,2019-03-22,59.16,,4.43,21.08,17.87,5.12,1.22,7.39,47.14,0.31,1.37,,139.0,Moderate
+Lucknow,2019-03-23,58.24,,4.54,16.2,12.66,4.95,1.01,7.65,52.6,0.25,1.3,,110.0,Moderate
+Lucknow,2019-03-24,66.42,,5.39,26.21,17.67,5.45,1.15,8.7,37.14,0.83,2.79,,134.0,Moderate
+Lucknow,2019-03-25,97.85,,9.7,46.89,31.79,9.51,1.76,9.21,30.84,1.5,10.71,,190.0,Moderate
+Lucknow,2019-03-26,77.36,,8.44,39.58,26.67,3.63,1.12,8.7,29.4,1.1,7.96,,217.0,Poor
+Lucknow,2019-03-27,84.31,,7.68,32.99,22.67,1.95,1.28,9.23,36.16,1.12,3.45,,172.0,Moderate
+Lucknow,2019-03-28,109.08,,14.37,54.82,39.57,5.37,1.37,10.35,34.49,1.48,4.43,,215.0,Poor
+Lucknow,2019-03-29,159.65,,22.04,90.13,62.64,19.2,1.83,12.14,33.22,1.82,4.72,,304.0,Very Poor
+Lucknow,2019-03-30,142.6,,21.63,67.79,51.61,21.72,1.68,10.69,43.71,1.65,6.1,,315.0,Very Poor
+Lucknow,2019-03-31,86.06,,12.99,105.89,59.62,24.74,1.29,8.89,35.92,0.52,2.28,,261.0,Poor
+Lucknow,2019-04-01,62.23,,9.27,98.09,48.85,,1.17,10.1,39.72,0.7,1.79,,137.0,Moderate
+Lucknow,2019-04-02,107.33,,8.68,106.43,45.79,,1.5,9.21,38.18,1.17,3.08,,204.0,Poor
+Lucknow,2019-04-03,136.13,,11.21,55.58,35.46,3.7,1.97,10.67,44.11,1.36,4.77,,291.0,Poor
+Lucknow,2019-04-04,175.0,,10.52,55.78,36.5,4.18,2.07,7.76,40.34,1.35,3.58,,336.0,Very Poor
+Lucknow,2019-04-05,132.84,,10.29,35.22,26.69,30.81,1.68,7.29,42.04,0.98,1.89,,315.0,Very Poor
+Lucknow,2019-04-06,109.96,,9.08,31.29,23.68,27.33,1.6,8.04,33.79,0.82,2.16,,232.0,Poor
+Lucknow,2019-04-07,72.32,,8.61,30.7,23.0,22.47,1.3,6.75,32.68,0.48,1.2,,195.0,Moderate
+Lucknow,2019-04-08,62.99,,9.75,38.28,27.94,23.44,1.53,6.6,40.69,0.46,1.38,,153.0,Moderate
+Lucknow,2019-04-09,75.07,,12.86,43.93,31.56,22.06,1.61,6.91,53.66,0.23,1.27,,155.0,Moderate
+Lucknow,2019-04-10,84.56,,9.32,39.37,27.98,16.44,1.65,6.81,53.46,0.25,1.28,,197.0,Moderate
+Lucknow,2019-04-11,99.92,,10.02,41.73,29.32,19.17,1.36,7.25,48.94,0.27,1.95,,197.0,Moderate
+Lucknow,2019-04-12,129.92,,10.18,37.55,26.89,19.2,1.87,8.25,34.46,0.3,1.94,,278.0,Poor
+Lucknow,2019-04-13,96.67,,6.79,43.17,27.87,16.57,1.14,7.44,37.47,0.22,1.62,,253.0,Poor
+Lucknow,2019-04-14,74.99,,5.86,28.8,19.61,17.72,1.09,7.58,41.94,0.19,1.25,,169.0,Moderate
+Lucknow,2019-04-15,70.01,,7.0,33.33,22.74,17.63,1.14,7.29,38.41,0.19,1.1,,150.0,Moderate
+Lucknow,2019-04-16,82.71,,7.12,26.79,19.35,21.83,1.1,5.86,27.93,0.23,0.92,,171.0,Moderate
+Lucknow,2019-04-17,46.96,,6.66,30.69,21.3,21.95,1.16,5.38,29.37,0.21,0.86,,136.0,Moderate
+Lucknow,2019-04-18,54.78,,6.3,27.78,19.44,18.87,1.06,5.69,39.08,0.21,0.78,,115.0,Moderate
+Lucknow,2019-04-19,48.72,,5.91,30.36,20.43,15.26,1.05,6.65,43.57,0.25,0.82,,95.0,Satisfactory
+Lucknow,2019-04-20,79.74,,5.64,29.53,19.59,14.5,1.28,8.06,47.16,0.22,0.79,,132.0,Moderate
+Lucknow,2019-04-21,107.92,,8.42,36.21,25.53,16.8,1.48,7.82,46.26,0.22,0.79,,230.0,Poor
+Lucknow,2019-04-22,140.88,,10.15,49.29,33.57,17.93,1.62,9.92,46.37,0.25,1.14,,258.0,Poor
+Lucknow,2019-04-23,123.56,,5.82,35.22,22.6,19.94,1.24,8.04,42.78,0.31,1.03,,314.0,Very Poor
+Lucknow,2019-04-24,86.39,,6.84,36.59,24.4,18.62,1.24,7.71,46.65,0.26,1.1,,223.0,Poor
+Lucknow,2019-04-25,121.98,,9.95,38.49,28.16,18.28,1.54,10.23,47.59,0.27,1.06,,218.0,Poor
+Lucknow,2019-04-26,126.11,,10.79,38.0,27.8,19.53,1.45,10.62,37.25,0.24,1.48,,298.0,Poor
+Lucknow,2019-04-27,148.62,,6.07,22.33,16.51,9.63,0.88,8.43,39.02,0.19,0.88,,222.0,Poor
+Lucknow,2019-04-28,145.0,,6.15,21.97,16.1,8.16,0.96,8.2,38.15,0.29,1.42,,283.0,Poor
+Lucknow,2019-04-29,138.55,,7.66,30.78,22.21,10.49,1.33,8.28,37.53,0.29,1.51,,287.0,Poor
+Lucknow,2019-04-30,151.26,,19.24,50.61,41.53,27.55,1.7,11.83,44.06,0.44,1.76,,287.0,Poor
+Lucknow,2019-05-01,167.31,,8.31,38.12,26.57,23.82,1.63,9.23,33.47,0.48,1.24,,322.0,Very Poor
+Lucknow,2019-05-02,93.19,,7.11,29.42,20.91,15.3,1.31,7.74,34.24,0.44,1.15,,277.0,Poor
+Lucknow,2019-05-03,64.16,,7.95,27.25,20.02,15.34,1.09,7.64,30.11,0.45,1.11,,151.0,Moderate
+Lucknow,2019-05-04,61.07,,6.93,27.6,19.8,15.87,1.25,7.49,31.6,0.49,1.0,,141.0,Moderate
+Lucknow,2019-05-05,57.79,,7.88,27.59,20.19,6.88,1.1,6.78,51.09,0.72,5.21,,124.0,Moderate
+Lucknow,2019-05-06,49.24,,8.85,20.81,16.38,15.66,1.04,5.58,60.4,0.72,18.71,,112.0,Moderate
+Lucknow,2019-05-07,67.74,,11.2,32.39,25.72,8.97,1.3,6.84,50.92,1.27,42.04,,121.0,Moderate
+Lucknow,2019-05-08,85.04,,9.57,33.07,24.01,9.94,1.12,7.45,45.54,1.86,106.61,,183.0,Moderate
+Lucknow,2019-05-09,97.59,,7.27,25.31,18.95,11.64,1.03,7.29,47.37,1.62,126.18,,197.0,Moderate
+Lucknow,2019-05-10,91.98,,7.76,25.98,19.78,21.82,1.15,7.77,39.75,1.46,132.47,,219.0,Poor
+Lucknow,2019-05-11,82.16,,7.72,32.83,23.28,16.54,1.61,9.18,31.5,1.18,88.46,,210.0,Poor
+Lucknow,2019-05-12,78.3,,7.48,23.23,18.11,17.9,1.4,6.72,47.31,0.61,32.61,,164.0,Moderate
+Lucknow,2019-05-13,72.91,,7.58,24.94,18.85,17.33,1.24,5.09,37.99,0.83,58.25,,183.0,Moderate
+Lucknow,2019-05-14,71.58,,6.11,19.31,13.07,14.83,1.27,6.31,43.47,0.52,12.65,,178.0,Moderate
+Lucknow,2019-05-15,85.72,,5.97,22.09,13.35,16.12,1.5,6.83,45.17,0.59,11.78,,198.0,Moderate
+Lucknow,2019-05-16,86.79,,7.1,18.63,12.29,13.91,1.26,6.56,42.82,0.47,6.92,,223.0,Poor
+Lucknow,2019-05-17,84.52,,5.8,19.65,11.68,12.63,1.11,6.59,37.23,0.43,3.5,,192.0,Moderate
+Lucknow,2019-05-18,63.96,,6.06,16.72,10.04,13.47,1.06,5.52,27.47,0.38,3.45,,167.0,Moderate
+Lucknow,2019-05-19,82.43,,5.59,15.15,9.22,12.82,1.15,5.62,39.72,0.38,2.48,,144.0,Moderate
+Lucknow,2019-05-20,86.76,,6.82,18.12,11.39,12.37,1.38,6.45,44.33,0.36,2.56,,196.0,Moderate
+Lucknow,2019-05-21,84.27,,7.58,20.14,13.28,10.62,1.42,7.8,44.1,0.59,2.9,,189.0,Moderate
+Lucknow,2019-05-22,90.35,,9.41,22.26,17.16,20.24,1.47,8.52,38.63,0.77,2.98,,203.0,Poor
+Lucknow,2019-05-23,73.06,,11.02,29.43,17.44,28.03,1.32,7.02,35.97,0.77,3.08,,189.0,Moderate
+Lucknow,2019-05-24,70.32,,10.32,27.1,13.53,27.99,1.15,4.63,31.33,0.77,2.93,,150.0,Moderate
+Lucknow,2019-05-25,63.6,,10.34,26.3,13.22,27.99,1.38,4.58,35.36,0.76,2.86,,142.0,Moderate
+Lucknow,2019-05-26,63.22,,10.33,26.49,13.16,28.01,1.26,4.92,40.74,0.75,2.86,,125.0,Moderate
+Lucknow,2019-05-27,83.69,,10.31,27.86,14.04,28.01,1.49,5.65,38.31,0.82,2.98,,160.0,Moderate
+Lucknow,2019-05-28,86.09,,10.39,26.58,15.67,28.01,1.67,6.61,40.29,0.79,3.1,,211.0,Poor
+Lucknow,2019-05-29,86.52,,11.24,28.12,19.67,27.99,1.2,6.92,43.66,0.81,3.1,,175.0,Moderate
+Lucknow,2019-05-30,111.94,,9.28,26.13,19.33,27.99,1.24,5.95,40.37,0.9,3.12,,231.0,Poor
+Lucknow,2019-05-31,92.22,,7.37,23.99,18.52,28.0,0.92,4.23,50.75,0.87,2.98,,230.0,Poor
+Lucknow,2019-06-01,68.09,,7.33,22.19,17.49,28.0,0.88,4.81,49.58,0.87,2.91,,167.0,Moderate
+Lucknow,2019-06-02,96.37,,7.25,21.19,16.83,27.99,1.12,4.68,51.18,0.86,2.89,,176.0,Moderate
+Lucknow,2019-06-03,76.36,,7.31,20.99,16.82,28.02,1.04,4.73,51.5,0.85,2.82,,184.0,Moderate
+Lucknow,2019-06-04,95.09,,7.6,22.47,17.44,28.0,0.91,5.59,50.36,0.85,2.86,,174.0,Moderate
+Lucknow,2019-06-05,84.49,,7.87,21.32,17.5,28.0,0.9,6.67,52.26,0.87,2.88,,195.0,Moderate
+Lucknow,2019-06-06,102.45,,7.91,20.87,17.23,28.0,0.9,5.1,50.88,0.86,2.84,,205.0,Poor
+Lucknow,2019-06-07,47.49,,8.39,21.55,18.04,28.0,0.77,4.45,46.9,0.93,3.17,,145.0,Moderate
+Lucknow,2019-06-08,61.01,,8.15,22.05,17.8,28.03,0.97,6.32,52.49,0.84,2.79,,104.0,Moderate
+Lucknow,2019-06-09,82.55,,8.0,22.69,18.21,28.0,0.97,5.03,56.29,0.83,2.77,,151.0,Moderate
+Lucknow,2019-06-10,84.51,,9.85,21.84,19.79,28.97,1.0,8.71,50.92,0.84,2.78,,183.0,Moderate
+Lucknow,2019-06-11,72.91,,12.28,20.28,22.17,29.95,0.71,8.01,49.19,0.86,2.8,,173.0,Moderate
+Lucknow,2019-06-12,59.04,,8.62,20.82,21.08,30.02,0.93,4.6,40.71,0.8,2.74,,144.0,Moderate
+Lucknow,2019-06-13,94.34,,8.49,21.79,21.27,30.03,0.9,4.33,39.25,0.86,2.96,,162.0,Moderate
+Lucknow,2019-06-14,75.84,,6.55,20.54,18.87,29.99,0.93,3.64,34.76,0.63,3.3,,202.0,Poor
+Lucknow,2019-06-15,115.06,,5.7,23.81,20.24,29.98,0.84,6.06,50.72,0.7,5.38,,225.0,Poor
+Lucknow,2019-06-16,66.13,,7.49,21.13,19.9,30.0,0.74,3.43,34.18,0.59,2.85,,199.0,Moderate
+Lucknow,2019-06-17,58.23,,6.03,18.65,16.39,30.0,0.84,3.93,26.62,0.4,2.24,,113.0,Moderate
+Lucknow,2019-06-18,66.8,,6.1,26.68,21.2,30.02,1.04,4.55,43.19,0.34,2.26,,114.0,Moderate
+Lucknow,2019-06-19,78.08,,6.11,23.5,18.21,30.01,1.26,5.82,42.75,0.63,2.31,,160.0,Moderate
+Lucknow,2019-06-20,60.93,,6.22,22.01,17.78,29.99,1.18,6.34,47.38,0.4,1.76,,138.0,Moderate
+Lucknow,2019-06-21,81.44,,6.52,24.04,19.16,30.02,1.43,5.06,49.3,0.52,3.76,,164.0,Moderate
+Lucknow,2019-06-22,82.08,,6.51,25.72,19.69,27.14,1.04,4.48,35.87,0.8,4.04,,207.0,Poor
+Lucknow,2019-06-23,41.2,,6.98,26.77,19.82,46.39,1.02,3.06,31.48,0.38,1.06,,112.0,Moderate
+Lucknow,2019-06-24,71.26,,6.84,31.43,21.87,34.79,1.15,4.71,43.74,0.56,1.89,,115.0,Moderate
+Lucknow,2019-06-25,63.03,,7.51,27.36,20.11,31.32,1.26,5.08,34.39,0.85,2.8,,151.0,Moderate
+Lucknow,2019-06-26,73.65,,8.99,33.25,24.48,40.93,1.14,4.55,31.31,0.84,7.18,,143.0,Moderate
+Lucknow,2019-06-27,79.54,,9.76,30.24,23.81,27.3,1.06,5.11,42.03,0.8,4.87,,161.0,Moderate
+Lucknow,2019-06-28,91.73,,12.63,26.47,24.06,8.49,1.07,4.28,64.68,1.35,7.82,,199.0,Moderate
+Lucknow,2019-06-29,108.96,,14.11,26.17,25.04,15.11,1.23,4.7,33.39,1.85,9.01,,226.0,Poor
+Lucknow,2019-06-30,87.76,,13.05,21.59,21.73,14.03,1.17,4.72,42.98,0.77,2.67,,239.0,Poor
+Lucknow,2019-07-01,67.45,,13.47,20.34,21.15,17.44,1.1,4.37,39.57,0.56,1.81,,124.0,Moderate
+Lucknow,2019-07-02,75.85,,14.05,20.45,22.04,16.97,1.24,4.37,25.61,0.8,8.79,,172.0,Moderate
+Lucknow,2019-07-03,32.12,,18.53,20.67,25.74,7.48,1.08,5.13,21.47,0.84,3.79,,104.0,Moderate
+Lucknow,2019-07-04,42.34,,11.67,22.68,21.38,16.65,1.04,5.67,24.11,0.87,2.62,,94.0,Satisfactory
+Lucknow,2019-07-05,50.97,,9.37,28.71,22.71,12.51,1.57,7.37,26.49,0.56,1.47,,98.0,Satisfactory
+Lucknow,2019-07-06,31.56,,8.77,28.67,22.2,10.55,1.23,5.74,40.07,0.68,2.82,,105.0,Moderate
+Lucknow,2019-07-07,20.26,,7.72,28.66,22.04,16.89,1.35,4.67,14.2,1.2,4.37,,107.0,Moderate
+Lucknow,2019-07-08,27.27,,8.24,26.64,21.8,24.09,1.38,4.46,31.5,0.7,4.01,,104.0,Moderate
+Lucknow,2019-07-09,23.2,,8.03,26.16,20.27,20.63,1.14,3.96,11.11,0.27,6.97,,80.0,Satisfactory
+Lucknow,2019-07-10,35.86,,7.54,25.66,19.6,24.23,1.26,4.57,14.5,0.28,1.43,,90.0,Satisfactory
+Lucknow,2019-07-11,41.57,,8.85,27.09,21.44,21.25,1.06,3.03,15.33,0.35,1.95,,92.0,Satisfactory
+Lucknow,2019-07-12,47.8,,8.85,28.82,22.39,24.89,1.22,3.82,20.69,0.31,7.05,,91.0,Satisfactory
+Lucknow,2019-07-13,51.37,,9.26,22.37,19.31,14.08,1.28,5.73,22.49,1.29,24.28,,95.0,Satisfactory
+Lucknow,2019-07-14,54.98,,8.07,22.05,18.16,12.2,1.11,5.81,17.6,0.93,11.9,,84.0,Satisfactory
+Lucknow,2019-07-15,55.45,,7.97,23.03,18.86,11.71,1.37,5.98,31.84,0.66,1.39,,114.0,Moderate
+Lucknow,2019-07-16,37.99,,7.92,24.0,19.11,11.05,1.05,6.3,24.56,0.45,1.61,,78.0,Satisfactory
+Lucknow,2019-07-17,46.6,,7.7,23.89,18.76,10.92,0.89,4.97,24.45,0.03,0.5,,102.0,Moderate
+Lucknow,2019-07-18,45.67,,7.87,25.97,20.11,10.56,0.88,5.03,28.11,0.41,0.88,,88.0,Satisfactory
+Lucknow,2019-07-19,60.65,,9.28,24.98,20.71,10.43,1.0,6.51,23.27,0.96,1.31,,103.0,Moderate
+Lucknow,2019-07-20,52.96,,8.39,24.47,19.72,10.82,0.82,6.48,36.02,0.73,4.04,,112.0,Moderate
+Lucknow,2019-07-21,39.05,,8.78,23.01,19.22,12.23,0.79,14.1,28.19,0.18,1.74,,86.0,Satisfactory
+Lucknow,2019-07-22,40.14,,9.26,22.39,19.31,10.91,1.0,14.27,36.33,0.47,4.23,,81.0,Satisfactory
+Lucknow,2019-07-23,44.28,,9.26,21.66,18.93,10.57,0.93,8.93,31.33,0.21,3.2,,86.0,Satisfactory
+Lucknow,2019-07-24,23.53,,9.2,23.2,19.7,10.27,0.92,3.98,33.65,0.03,1.28,,78.0,Satisfactory
+Lucknow,2019-07-25,19.09,,8.4,22.15,18.28,9.59,0.89,4.12,33.36,0.06,1.82,,72.0,Satisfactory
+Lucknow,2019-07-26,22.01,,7.63,19.05,16.74,9.43,0.83,5.05,37.51,0.14,0.71,,79.0,Satisfactory
+Lucknow,2019-07-27,25.45,,8.12,19.92,17.07,11.41,0.8,4.68,31.56,0.32,1.09,,67.0,Satisfactory
+Lucknow,2019-07-28,36.63,,7.7,17.69,15.18,11.46,1.12,5.19,20.97,0.74,0.74,,95.0,Satisfactory
+Lucknow,2019-07-29,20.89,,7.72,17.66,15.5,11.11,0.96,5.06,19.34,0.87,1.9,,80.0,Satisfactory
+Lucknow,2019-07-30,24.05,,7.49,19.71,16.47,10.88,1.05,4.65,28.68,0.87,2.01,,75.0,Satisfactory
+Lucknow,2019-07-31,30.74,,8.14,17.66,15.93,11.2,1.31,4.01,32.6,1.08,9.43,,91.0,Satisfactory
+Lucknow,2019-08-01,46.89,,7.34,20.03,16.54,11.31,1.16,4.28,22.55,0.68,4.21,,91.0,Satisfactory
+Lucknow,2019-08-02,75.32,,11.53,19.13,19.76,11.4,1.13,5.88,34.08,0.79,3.88,,145.0,Moderate
+Lucknow,2019-08-03,41.9,,6.88,18.09,14.88,9.74,1.06,5.57,31.81,1.29,3.28,,108.0,Moderate
+Lucknow,2019-08-04,36.86,,7.62,19.88,16.31,9.68,1.13,5.46,43.73,0.55,3.44,,108.0,Moderate
+Lucknow,2019-08-05,38.05,,7.15,21.92,17.4,11.18,1.36,5.58,37.16,0.62,1.44,,103.0,Moderate
+Lucknow,2019-08-06,25.74,,7.35,17.34,14.8,7.69,1.21,5.39,24.45,0.77,1.8,,86.0,Satisfactory
+Lucknow,2019-08-07,26.5,,9.22,17.16,15.0,7.49,1.62,6.02,25.04,0.65,1.29,,98.0,Satisfactory
+Lucknow,2019-08-08,27.16,,5.5,21.18,14.06,11.33,1.59,5.44,25.33,0.56,1.85,,107.0,Moderate
+Lucknow,2019-08-09,26.69,,7.89,17.36,14.85,8.11,1.4,4.82,27.54,1.15,2.86,,94.0,Satisfactory
+Lucknow,2019-08-10,33.83,,8.92,18.28,15.57,6.67,1.8,5.09,24.37,0.68,4.12,,92.0,Satisfactory
+Lucknow,2019-08-11,36.43,,9.74,19.76,17.2,8.41,1.78,4.27,19.8,0.49,5.35,,100.0,Satisfactory
+Lucknow,2019-08-12,27.48,,8.46,21.88,17.97,9.51,2.37,4.29,23.17,0.54,6.64,,103.0,Moderate
+Lucknow,2019-08-13,26.94,,9.3,20.51,17.01,14.01,2.77,3.85,24.96,0.7,3.04,,116.0,Moderate
+Lucknow,2019-08-14,27.9,,5.67,19.63,13.65,11.14,2.01,4.18,24.87,0.7,2.94,,105.0,Moderate
+Lucknow,2019-08-15,27.22,,5.93,19.13,14.93,11.24,1.08,3.71,33.65,0.63,2.86,,83.0,Satisfactory
+Lucknow,2019-08-16,17.57,,5.95,19.0,14.85,9.93,1.29,4.16,20.28,0.62,2.56,,81.0,Satisfactory
+Lucknow,2019-08-17,21.25,,5.61,18.33,14.21,8.33,1.1,3.89,20.82,0.46,2.23,,60.0,Satisfactory
+Lucknow,2019-08-18,23.98,,6.12,21.17,16.06,9.37,1.0,3.62,20.15,0.06,0.8,,64.0,Satisfactory
+Lucknow,2019-08-19,34.31,,6.27,22.21,16.71,9.56,1.07,4.15,21.69,0.03,0.51,,69.0,Satisfactory
+Lucknow,2019-08-20,33.56,,6.83,21.78,16.98,7.73,1.13,4.33,19.55,0.18,0.8,,80.0,Satisfactory
+Lucknow,2019-08-21,32.74,,14.01,30.85,24.17,40.16,1.08,4.27,19.34,0.34,0.97,,74.0,Satisfactory
+Lucknow,2019-08-22,28.99,,7.12,18.5,14.78,9.24,1.11,3.64,21.46,0.41,1.5,,78.0,Satisfactory
+Lucknow,2019-08-23,32.59,,6.27,19.81,15.58,7.21,1.13,4.61,28.83,2.41,5.82,,72.0,Satisfactory
+Lucknow,2019-08-24,28.96,,7.27,17.83,14.94,5.31,0.97,6.26,36.69,3.06,8.73,,78.0,Satisfactory
+Lucknow,2019-08-25,24.95,,7.32,15.28,13.25,4.16,0.78,5.98,43.38,2.9,10.45,,74.0,Satisfactory
+Lucknow,2019-08-26,29.82,,7.64,19.25,15.76,6.01,0.98,5.85,32.03,1.75,5.98,,66.0,Satisfactory
+Lucknow,2019-08-27,36.52,,6.56,24.37,18.06,11.7,1.03,5.08,29.05,1.62,6.2,,85.0,Satisfactory
+Lucknow,2019-08-28,34.82,,7.09,23.64,17.91,14.39,0.9,4.89,31.39,1.58,5.32,,73.0,Satisfactory
+Lucknow,2019-08-29,34.99,,5.49,23.51,16.36,13.87,1.54,4.56,29.97,1.4,5.75,,93.0,Satisfactory
+Lucknow,2019-08-30,38.3,,9.79,21.34,18.81,29.44,2.29,5.47,26.45,2.29,4.13,,104.0,Moderate
+Lucknow,2019-08-31,44.99,,9.19,24.77,19.3,30.65,2.65,6.45,25.16,3.08,6.86,,110.0,Moderate
+Lucknow,2019-09-01,46.37,,4.47,26.67,13.36,29.8,2.51,5.01,26.21,1.47,7.79,,103.0,Moderate
+Lucknow,2019-09-02,36.07,,6.08,21.93,14.33,29.93,1.91,4.9,24.49,0.98,9.25,,102.0,Moderate
+Lucknow,2019-09-03,40.88,,7.59,19.38,16.36,29.65,0.97,4.82,23.47,1.32,7.71,,85.0,Satisfactory
+Lucknow,2019-09-04,33.81,,7.65,20.93,16.04,29.66,0.93,5.87,24.92,1.34,6.56,,73.0,Satisfactory
+Lucknow,2019-09-05,36.0,,7.86,18.91,13.98,29.64,1.01,4.78,30.05,1.69,8.4,,72.0,Satisfactory
+Lucknow,2019-09-06,41.64,,8.65,17.35,17.78,29.6,1.09,4.83,29.74,1.17,4.39,,75.0,Satisfactory
+Lucknow,2019-09-07,28.29,,8.51,18.2,18.15,29.59,1.08,4.47,25.21,0.86,3.53,,73.0,Satisfactory
+Lucknow,2019-09-08,22.19,,8.11,18.21,17.51,29.6,1.1,4.21,25.75,1.35,4.24,,63.0,Satisfactory
+Lucknow,2019-09-09,26.93,,7.87,18.53,17.17,29.61,0.96,4.42,26.43,2.23,6.47,,67.0,Satisfactory
+Lucknow,2019-09-10,35.24,,8.21,18.6,17.79,29.6,1.02,4.65,35.66,2.1,5.48,,74.0,Satisfactory
+Lucknow,2019-09-11,45.2,,8.59,17.89,17.54,29.65,1.03,5.05,34.3,2.26,6.9,,76.0,Satisfactory
+Lucknow,2019-09-12,50.13,,8.53,17.84,17.39,30.15,1.03,4.06,31.22,2.0,5.63,,92.0,Satisfactory
+Lucknow,2019-09-13,26.46,,9.15,18.02,18.6,29.67,1.08,5.11,22.44,1.39,5.11,,95.0,Satisfactory
+Lucknow,2019-09-14,30.97,,8.7,17.13,17.46,29.58,0.97,5.13,30.95,1.63,4.34,,77.0,Satisfactory
+Lucknow,2019-09-15,34.33,,8.75,16.81,17.3,29.61,0.79,4.61,29.4,1.14,4.09,,81.0,Satisfactory
+Lucknow,2019-09-16,28.45,,9.25,18.11,18.48,22.78,0.91,4.71,24.53,2.32,8.04,,69.0,Satisfactory
+Lucknow,2019-09-17,32.1,,8.29,17.52,16.96,11.37,0.92,4.07,26.48,1.58,13.47,,69.0,Satisfactory
+Lucknow,2019-09-18,25.43,,7.94,19.72,16.64,11.58,1.09,4.59,32.39,1.2,5.12,,81.0,Satisfactory
+Lucknow,2019-09-19,28.32,,8.11,20.64,17.43,11.65,1.07,4.7,24.93,1.82,7.47,,72.0,Satisfactory
+Lucknow,2019-09-20,33.75,,7.97,22.21,18.19,11.25,1.01,5.28,19.91,1.46,5.77,,86.0,Satisfactory
+Lucknow,2019-09-21,37.33,,7.34,22.11,17.64,11.43,0.95,5.6,20.55,2.06,5.95,,89.0,Satisfactory
+Lucknow,2019-09-22,28.43,,7.34,21.21,17.14,11.36,0.97,4.85,23.77,2.86,11.33,,81.0,Satisfactory
+Lucknow,2019-09-23,33.05,,6.59,21.38,16.67,10.77,0.93,6.11,23.93,3.85,12.94,,72.0,Satisfactory
+Lucknow,2019-09-24,34.53,,7.4,22.6,17.82,2.88,1.03,4.99,22.55,2.42,8.71,,85.0,Satisfactory
+Lucknow,2019-09-25,33.36,,7.22,20.5,16.71,2.06,1.09,3.94,25.16,1.64,6.41,,92.0,Satisfactory
+Lucknow,2019-09-26,21.75,,7.97,18.64,16.24,2.02,0.91,4.19,26.03,1.05,3.61,,70.0,Satisfactory
+Lucknow,2019-09-27,12.76,,8.84,18.32,16.78,4.87,0.97,4.46,22.06,0.74,2.6,,67.0,Satisfactory
+Lucknow,2019-09-28,16.17,,8.89,16.9,16.12,22.98,0.84,3.04,23.48,0.81,1.95,,54.0,Satisfactory
+Lucknow,2019-09-29,16.06,,8.86,16.65,15.95,40.1,0.67,3.02,23.23,0.7,4.41,,52.0,Satisfactory
+Lucknow,2019-09-30,17.44,,8.96,21.12,18.41,40.69,0.78,3.9,19.91,0.56,2.11,,52.0,Satisfactory
+Lucknow,2019-10-01,30.24,,12.49,23.71,22.62,41.04,0.97,5.04,19.96,0.5,1.92,,65.0,Satisfactory
+Lucknow,2019-10-02,29.31,,7.96,22.62,18.41,40.73,0.81,3.73,23.17,1.49,5.85,,66.0,Satisfactory
+Lucknow,2019-10-03,36.25,,12.64,21.23,21.39,40.43,1.12,4.52,22.97,2.08,7.95,,76.0,Satisfactory
+Lucknow,2019-10-04,40.55,,20.62,21.78,28.13,38.64,1.35,4.4,21.49,2.49,10.99,,91.0,Satisfactory
+Lucknow,2019-10-05,63.48,,11.39,20.84,20.2,35.5,1.23,3.74,31.16,2.06,9.44,,104.0,Moderate
+Lucknow,2019-10-06,64.84,,14.47,25.5,25.1,35.63,1.19,3.93,31.45,1.85,7.76,,126.0,Moderate
+Lucknow,2019-10-07,80.3,,12.71,29.57,25.22,35.3,1.18,5.04,29.82,2.39,10.32,,146.0,Moderate
+Lucknow,2019-10-08,84.3,,11.93,28.62,24.73,35.79,1.18,5.65,35.11,2.27,10.98,,167.0,Moderate
+Lucknow,2019-10-09,89.18,,14.22,25.94,25.38,36.06,1.36,4.46,31.29,2.57,10.33,,197.0,Moderate
+Lucknow,2019-10-10,63.28,,11.76,30.13,25.34,38.89,1.38,5.5,30.3,2.18,6.89,,149.0,Moderate
+Lucknow,2019-10-11,84.96,,20.52,37.12,36.22,39.94,1.48,6.61,28.13,3.73,19.01,,160.0,Moderate
+Lucknow,2019-10-12,70.45,,17.6,33.32,31.77,39.75,1.16,4.46,32.11,3.0,14.36,,162.0,Moderate
+Lucknow,2019-10-13,85.66,,17.91,34.97,32.95,41.7,1.08,4.56,43.56,2.54,13.9,,160.0,Moderate
+Lucknow,2019-10-14,92.1,,20.04,35.65,34.97,38.21,1.1,5.75,35.88,3.13,15.69,,208.0,Poor
+Lucknow,2019-10-15,84.95,,10.76,30.27,24.71,35.69,1.12,4.11,35.32,2.17,8.25,,198.0,Moderate
+Lucknow,2019-10-16,88.51,,17.62,29.76,29.93,39.51,1.27,8.83,33.1,2.3,7.59,,198.0,Moderate
+Lucknow,2019-10-17,100.53,,22.35,32.92,34.63,44.14,1.32,4.86,36.99,2.55,7.41,,222.0,Poor
+Lucknow,2019-10-18,97.48,,20.19,38.47,36.01,45.85,1.36,4.22,27.79,2.78,9.42,,226.0,Poor
+Lucknow,2019-10-19,100.9,,20.73,45.03,40.52,43.12,1.37,5.17,26.61,2.25,10.88,,210.0,Poor
+Lucknow,2019-10-20,132.03,,11.25,36.05,28.1,42.82,1.36,5.37,23.94,2.95,19.35,,260.0,Poor
+Lucknow,2019-10-21,130.14,,13.22,36.43,29.98,43.0,1.19,4.38,29.96,2.78,14.89,,301.0,Very Poor
+Lucknow,2019-10-22,132.12,,39.25,48.15,46.27,47.67,1.19,6.85,28.34,3.67,11.82,,288.0,Poor
+Lucknow,2019-10-23,136.04,,36.51,56.8,58.92,29.83,1.19,6.27,26.49,3.19,15.0,,280.0,Poor
+Lucknow,2019-10-24,119.54,,26.38,58.47,48.22,30.03,1.24,5.88,26.03,1.52,6.22,,293.0,Poor
+Lucknow,2019-10-25,92.62,,9.07,38.17,26.1,30.86,1.02,6.15,32.01,2.29,7.25,,235.0,Poor
+Lucknow,2019-10-26,74.94,,35.9,62.62,50.12,33.08,1.32,6.64,26.0,1.84,6.56,,180.0,Moderate
+Lucknow,2019-10-27,115.56,,19.51,64.36,46.27,31.94,0.99,9.5,26.24,3.2,8.51,,193.0,Moderate
+Lucknow,2019-10-28,212.66,,31.7,67.87,61.07,33.4,1.42,11.27,28.37,1.85,5.94,,356.0,Very Poor
+Lucknow,2019-10-29,172.24,,27.21,68.2,57.93,31.7,1.22,9.43,26.64,1.74,4.56,,356.0,Very Poor
+Lucknow,2019-10-30,180.88,,18.63,61.6,51.36,31.26,1.28,7.83,24.85,3.26,9.87,,330.0,Very Poor
+Lucknow,2019-10-31,226.63,,24.34,80.61,61.41,18.85,1.16,9.22,24.81,3.68,10.91,,364.0,Very Poor
+Lucknow,2019-11-01,239.79,,26.51,81.36,58.9,10.4,1.33,11.59,37.76,4.19,43.06,,383.0,Very Poor
+Lucknow,2019-11-02,296.73,,40.71,94.87,69.53,10.28,1.22,13.13,49.12,4.52,25.82,,428.0,Severe
+Lucknow,2019-11-03,262.62,,13.93,67.88,47.15,10.16,0.73,9.95,55.48,4.08,16.76,,431.0,Severe
+Lucknow,2019-11-04,382.96,,14.55,55.83,41.39,9.83,0.99,7.8,47.57,2.83,12.67,,453.0,Severe
+Lucknow,2019-11-05,230.03,,16.36,49.05,39.12,9.16,0.84,8.92,41.37,3.21,10.78,,455.0,Severe
+Lucknow,2019-11-06,184.59,,19.35,57.36,46.3,11.19,0.93,9.32,24.88,3.91,12.67,,353.0,Very Poor
+Lucknow,2019-11-07,221.38,,45.51,72.7,73.07,17.31,1.33,13.16,29.59,4.61,19.53,,369.0,Very Poor
+Lucknow,2019-11-08,188.06,,42.16,66.58,70.2,16.35,1.27,14.77,32.97,4.38,22.45,,362.0,Very Poor
+Lucknow,2019-11-09,161.6,,33.33,60.77,59.48,29.8,1.18,10.19,31.36,2.97,10.3,,332.0,Very Poor
+Lucknow,2019-11-10,105.68,,22.75,44.77,42.04,29.81,1.53,7.82,26.51,2.46,7.92,,265.0,Poor
+Lucknow,2019-11-11,137.17,,9.48,39.5,28.59,11.61,1.63,8.25,39.84,2.34,13.19,,245.0,Poor
+Lucknow,2019-11-12,180.1,,21.72,49.0,43.45,11.77,1.56,10.11,47.48,2.97,8.32,,307.0,Very Poor
+Lucknow,2019-11-13,205.01,,35.97,58.81,57.71,11.76,2.1,13.71,42.41,3.58,12.39,,362.0,Very Poor
+Lucknow,2019-11-14,178.75,,51.87,66.02,73.59,24.54,1.31,15.81,54.08,4.33,17.08,,357.0,Very Poor
+Lucknow,2019-11-15,160.59,,36.92,56.97,59.61,39.62,1.66,15.97,47.44,3.15,8.91,,342.0,Very Poor
+Lucknow,2019-11-16,150.74,,31.51,57.04,55.69,36.21,1.42,14.16,44.06,3.78,14.22,,326.0,Very Poor
+Lucknow,2019-11-17,104.57,,24.41,45.35,40.72,26.29,0.89,9.9,41.61,2.07,6.67,,289.0,Poor
+Lucknow,2019-11-18,90.98,,17.21,42.48,35.22,26.39,1.56,7.92,42.89,1.49,4.26,,187.0,Moderate
+Lucknow,2019-11-19,110.45,,21.65,54.57,46.52,26.34,1.56,12.68,39.72,2.31,9.54,,225.0,Poor
+Lucknow,2019-11-20,160.93,,14.97,46.02,36.42,26.4,1.54,11.39,51.19,2.67,9.99,,300.0,Poor
+Lucknow,2019-11-21,159.64,,24.64,49.1,45.72,26.36,1.14,11.22,48.28,3.3,10.2,,330.0,Very Poor
+Lucknow,2019-11-22,152.58,,15.23,54.4,40.9,26.31,1.05,11.77,42.84,2.55,8.68,,327.0,Very Poor
+Lucknow,2019-11-23,149.87,,15.13,48.49,37.99,26.35,1.26,9.73,38.32,2.31,8.0,,330.0,Very Poor
+Lucknow,2019-11-24,118.61,,14.21,42.33,32.58,24.44,0.79,8.64,43.71,2.29,15.34,,292.0,Poor
+Lucknow,2019-11-25,157.04,,13.09,63.58,39.9,20.29,1.13,10.04,47.0,2.28,9.12,,276.0,Poor
+Lucknow,2019-11-26,230.11,,39.48,76.96,71.13,20.32,1.63,18.23,49.53,3.37,17.15,,365.0,Very Poor
+Lucknow,2019-11-27,207.97,,12.66,46.79,34.59,20.42,1.32,13.69,50.64,2.16,4.98,,373.0,Very Poor
+Lucknow,2019-11-28,212.9,,8.7,37.0,26.59,20.42,1.09,9.28,49.72,1.84,3.6,,377.0,Very Poor
+Lucknow,2019-11-29,73.1,,23.39,34.38,36.72,21.75,1.15,10.41,35.63,2.84,7.01,,262.0,Poor
+Lucknow,2019-11-30,83.77,,15.05,35.81,31.14,30.11,1.06,9.31,30.34,5.64,6.55,,178.0,Moderate
+Lucknow,2019-12-01,97.5,,10.32,32.7,25.65,30.13,1.22,6.17,45.73,3.11,2.66,,207.0,Poor
+Lucknow,2019-12-02,107.21,,13.97,38.19,31.56,30.12,1.42,7.81,49.6,2.93,6.32,,246.0,Poor
+Lucknow,2019-12-03,134.98,,12.56,39.7,31.19,30.12,1.82,6.73,56.45,3.04,4.06,,275.0,Poor
+Lucknow,2019-12-04,153.91,,37.45,56.83,60.23,30.11,2.1,8.96,46.86,4.23,6.71,,291.0,Poor
+Lucknow,2019-12-05,186.49,,40.71,71.21,70.5,30.11,0.95,15.7,41.39,5.41,10.32,,340.0,Very Poor
+Lucknow,2019-12-06,198.7,,45.23,59.47,67.92,30.11,1.02,16.09,28.97,4.45,8.45,,362.0,Very Poor
+Lucknow,2019-12-07,161.68,,67.22,56.84,84.03,30.11,1.18,20.77,26.27,3.78,17.34,,343.0,Very Poor
+Lucknow,2019-12-08,184.31,,38.92,53.69,59.6,30.12,1.12,18.48,22.69,3.64,9.84,,352.0,Very Poor
+Lucknow,2019-12-09,148.87,,20.55,53.29,44.55,30.99,1.3,12.07,24.75,3.75,10.27,,308.0,Very Poor
+Lucknow,2019-12-10,162.21,,41.42,56.73,59.81,33.57,1.9,14.18,15.74,4.47,13.65,,314.0,Very Poor
+Lucknow,2019-12-11,207.35,,40.01,87.6,73.2,22.01,1.82,15.6,18.73,4.59,13.67,,361.0,Very Poor
+Lucknow,2019-12-12,159.23,,31.42,81.37,58.51,5.25,1.24,16.29,16.58,3.58,6.27,,348.0,Very Poor
+Lucknow,2019-12-13,107.6,,9.75,17.29,16.0,1.46,1.08,11.24,19.93,2.32,1.55,,304.0,Very Poor
+Lucknow,2019-12-14,58.15,,12.93,15.38,18.03,1.39,1.18,10.77,20.46,1.93,4.98,,147.0,Moderate
+Lucknow,2019-12-15,66.88,,12.97,19.78,20.85,1.35,1.25,13.06,17.99,2.65,3.93,,126.0,Moderate
+Lucknow,2019-12-16,76.28,,9.35,18.23,15.41,1.11,1.69,9.81,18.38,2.54,6.84,,153.0,Moderate
+Lucknow,2019-12-17,82.48,,10.48,10.94,12.1,1.14,1.76,8.51,18.36,3.09,4.62,,164.0,Moderate
+Lucknow,2019-12-18,92.47,,9.02,12.47,13.78,1.11,1.93,8.12,17.47,3.36,5.72,,170.0,Moderate
+Lucknow,2019-12-19,139.59,,10.0,19.67,16.88,1.18,1.35,11.74,13.58,3.04,7.28,,251.0,Poor
+Lucknow,2019-12-20,185.45,,16.12,30.62,29.06,1.41,1.86,12.57,12.75,2.97,18.78,,323.0,Very Poor
+Lucknow,2019-12-21,215.0,,28.06,42.09,44.87,1.41,1.89,27.4,17.22,4.61,28.7,,366.0,Very Poor
+Lucknow,2019-12-22,177.24,,11.75,30.53,25.65,1.07,1.73,12.27,13.55,3.48,10.19,,365.0,Very Poor
+Lucknow,2019-12-23,140.5,,9.51,19.6,17.99,1.27,1.56,13.91,12.52,3.79,9.99,,306.0,Very Poor
+Lucknow,2019-12-24,158.8,,9.03,19.94,17.81,7.9,1.52,15.12,11.28,3.64,7.71,,315.0,Very Poor
+Lucknow,2019-12-25,186.34,,11.27,18.74,19.02,15.24,1.63,24.4,11.47,2.94,9.08,,307.0,Very Poor
+Lucknow,2019-12-26,162.49,,8.21,33.24,24.25,12.86,1.06,11.49,16.71,3.15,7.15,,327.0,Very Poor
+Lucknow,2019-12-27,180.21,,11.65,74.98,49.95,13.63,1.11,10.2,34.48,4.0,8.64,,326.0,Very Poor
+Lucknow,2019-12-28,184.93,,17.43,82.19,57.03,32.89,1.53,12.63,25.59,2.77,22.44,,352.0,Very Poor
+Lucknow,2019-12-29,148.01,,12.94,76.29,51.12,32.73,1.18,12.61,29.92,2.44,12.94,,339.0,Very Poor
+Lucknow,2019-12-30,157.85,,26.55,59.32,49.67,32.46,1.23,10.24,29.28,3.41,10.92,,320.0,Very Poor
+Lucknow,2019-12-31,244.22,,60.88,92.38,85.91,33.48,1.91,21.58,26.22,7.15,35.48,,350.0,Very Poor
+Lucknow,2020-01-01,286.23,,91.75,86.74,118.48,34.45,2.35,26.48,26.13,8.67,44.56,,442.0,Severe
+Lucknow,2020-01-02,182.39,,42.06,83.43,83.02,32.23,2.5,28.94,23.98,5.17,34.33,,361.0,Very Poor
+Lucknow,2020-01-03,123.99,,26.23,80.79,61.45,31.45,1.38,8.49,19.37,2.89,5.49,,313.0,Very Poor
+Lucknow,2020-01-04,109.44,,23.24,76.78,57.73,31.48,1.9,11.96,20.27,3.13,11.06,,245.0,Poor
+Lucknow,2020-01-05,99.13,,13.04,67.26,46.25,31.03,1.52,9.43,19.38,1.55,15.93,,210.0,Poor
+Lucknow,2020-01-06,135.19,,40.05,70.42,69.59,31.18,2.35,15.94,19.15,1.97,27.11,,262.0,Poor
+Lucknow,2020-01-07,156.42,,29.29,104.77,78.58,29.93,1.45,18.43,18.09,1.01,14.9,,308.0,Very Poor
+Lucknow,2020-01-08,190.4,,13.07,77.03,51.08,40.88,1.18,13.23,22.01,1.52,8.51,,344.0,Very Poor
+Lucknow,2020-01-09,100.5,,18.41,50.72,39.14,40.71,1.15,9.52,28.78,2.91,4.32,,247.0,Poor
+Lucknow,2020-01-10,107.48,,19.5,46.27,35.09,40.46,1.38,9.53,29.36,2.41,8.41,,198.0,Moderate
+Lucknow,2020-01-11,179.95,,43.94,79.2,66.13,40.51,1.52,12.16,30.66,2.76,26.69,,281.0,Poor
+Lucknow,2020-01-12,227.28,,73.36,86.61,90.26,42.74,1.76,27.16,30.04,6.2,44.71,,377.0,Very Poor
+Lucknow,2020-01-13,210.89,,22.88,56.48,43.38,41.06,1.23,20.11,24.18,3.31,10.6,,377.0,Very Poor
+Lucknow,2020-01-14,165.2,,41.47,82.31,63.95,40.18,1.85,7.87,34.9,3.43,17.73,,323.0,Very Poor
+Lucknow,2020-01-15,179.18,,50.39,97.65,82.0,40.33,2.24,9.84,17.6,5.12,29.09,,354.0,Very Poor
+Lucknow,2020-01-16,103.3,,9.15,49.16,30.77,34.82,1.59,6.44,30.7,1.32,4.61,,294.0,Poor
+Lucknow,2020-01-17,54.54,,24.8,61.42,51.64,19.96,1.86,10.21,30.24,2.26,8.56,,122.0,Moderate
+Lucknow,2020-01-18,79.13,,14.35,56.21,41.39,19.93,1.45,10.02,16.38,2.52,16.62,,161.0,Moderate
+Lucknow,2020-01-19,68.76,,11.23,55.46,38.53,19.94,1.37,8.2,14.33,1.97,11.51,,138.0,Moderate
+Lucknow,2020-01-20,110.74,,11.66,56.48,39.0,20.06,1.42,8.96,20.22,2.17,6.93,,191.0,Moderate
+Lucknow,2020-01-21,139.53,,60.79,81.18,80.41,14.85,1.32,11.34,23.55,3.74,17.24,,256.0,Poor
+Lucknow,2020-01-22,166.91,,54.32,73.59,73.94,5.77,1.74,13.29,21.36,4.6,16.38,,356.0,Very Poor
+Lucknow,2020-01-23,91.35,,12.53,45.54,34.1,5.77,1.07,10.29,28.89,1.9,7.05,,249.0,Poor
+Lucknow,2020-01-24,90.23,,23.46,53.63,44.3,5.95,1.45,11.11,29.38,2.75,10.72,,156.0,Moderate
+Lucknow,2020-01-25,132.72,,24.44,77.48,64.83,5.5,1.68,11.22,28.27,3.98,8.78,,267.0,Poor
+Lucknow,2020-01-26,153.83,,30.88,80.18,57.59,5.98,2.25,10.76,23.44,3.01,8.45,,303.0,Very Poor
+Lucknow,2020-01-27,150.69,,36.21,84.52,72.79,6.5,2.12,11.15,23.99,5.55,16.88,,337.0,Very Poor
+Lucknow,2020-01-28,168.34,,16.79,48.86,38.85,7.92,1.88,10.07,34.09,4.02,8.33,,325.0,Very Poor
+Lucknow,2020-01-29,137.5,,6.01,28.59,17.61,9.95,1.92,7.79,36.45,1.65,2.52,,313.0,Very Poor
+Lucknow,2020-01-30,52.72,,11.12,36.79,22.33,20.06,2.45,6.94,29.62,1.23,3.06,,195.0,Moderate
+Lucknow,2020-01-31,70.64,,16.69,45.07,30.3,19.99,2.82,10.6,28.41,1.82,8.33,,147.0,Moderate
+Lucknow,2020-02-01,111.69,,9.79,47.88,30.33,16.46,2.29,8.9,24.82,1.76,5.1,,224.0,Poor
+Lucknow,2020-02-02,102.35,,11.66,41.78,30.67,20.38,1.62,8.33,26.28,1.4,4.68,,216.0,Poor
+Lucknow,2020-02-03,126.7,,21.77,54.62,46.46,22.34,1.75,9.01,23.89,2.25,8.32,,239.0,Poor
+Lucknow,2020-02-04,151.07,,45.18,65.73,71.28,24.97,2.51,10.4,24.37,3.5,11.28,,307.0,Very Poor
+Lucknow,2020-02-05,126.3,,9.41,42.87,30.36,22.44,1.67,9.27,26.77,2.14,4.78,,278.0,Poor
+Lucknow,2020-02-06,117.93,,23.45,44.36,42.4,0.1,1.71,7.83,25.75,1.53,4.0,,230.0,Poor
+Lucknow,2020-02-07,144.71,,10.75,45.01,31.96,21.38,1.38,6.4,35.96,1.65,3.8,,309.0,Very Poor
+Lucknow,2020-02-08,127.6,,20.0,53.58,44.47,19.08,1.33,7.71,26.75,1.65,3.91,,248.0,Poor
+Lucknow,2020-02-09,135.9,,24.68,77.57,60.7,6.17,1.41,7.32,26.62,1.94,5.77,,272.0,Poor
+Lucknow,2020-02-10,128.8,,20.91,69.99,52.76,10.26,1.29,6.96,28.12,1.58,3.42,,275.0,Poor
+Lucknow,2020-02-11,125.22,,25.5,65.86,55.47,11.12,1.53,9.3,27.96,1.57,5.13,,267.0,Poor
+Lucknow,2020-02-12,117.26,,25.03,55.38,49.52,9.13,1.1,10.3,29.97,1.16,3.03,,253.0,Poor
+Lucknow,2020-02-13,105.78,,25.4,47.2,45.13,11.8,1.02,8.81,24.55,1.03,2.65,,244.0,Poor
+Lucknow,2020-02-14,102.62,,9.48,31.79,24.24,1.28,0.84,10.2,26.94,0.67,1.35,,192.0,Moderate
+Lucknow,2020-02-15,78.38,,18.8,37.93,35.28,3.24,1.03,9.76,23.03,0.78,4.54,,214.0,Poor
+Lucknow,2020-02-16,118.46,,20.87,53.08,44.98,6.78,1.18,8.15,24.11,1.26,5.7,,209.0,Poor
+Lucknow,2020-02-17,131.9,,19.29,47.02,40.52,5.3,1.14,7.32,25.15,1.35,3.32,,283.0,Poor
+Lucknow,2020-02-18,94.18,,14.65,38.99,32.47,2.11,0.96,8.1,39.35,0.87,4.13,,232.0,Poor
+Lucknow,2020-02-19,109.26,,33.16,64.63,60.97,9.8,1.25,11.26,40.48,1.16,6.89,,249.0,Poor
+Lucknow,2020-02-20,110.53,,10.82,36.81,25.81,,0.82,7.15,55.78,0.67,1.14,,227.0,Poor
+Lucknow,2020-02-21,76.06,,9.15,15.99,15.54,0.04,1.06,8.27,55.98,0.64,0.72,,198.0,Moderate
+Lucknow,2020-02-22,43.32,,10.02,22.72,20.03,,1.13,8.27,37.41,0.54,2.22,,103.0,Moderate
+Lucknow,2020-02-23,112.99,,13.93,32.13,28.23,,1.19,7.23,21.28,1.24,27.51,,173.0,Moderate
+Lucknow,2020-02-24,100.96,,13.42,35.17,29.39,1.8,1.36,6.47,26.32,0.2,22.46,,222.0,Poor
+Lucknow,2020-02-25,50.83,,8.93,20.95,18.12,1.65,1.17,5.31,39.24,0.52,7.69,,167.0,Moderate
+Lucknow,2020-02-26,43.62,,9.86,32.74,25.11,4.66,1.24,5.29,37.33,1.13,3.97,,97.0,Satisfactory
+Lucknow,2020-02-27,50.0,,8.1,35.33,25.25,8.96,1.28,6.44,35.12,0.53,9.79,,92.0,Satisfactory
+Lucknow,2020-02-28,63.36,,8.88,44.43,30.59,12.93,1.29,6.4,42.81,9.79,19.47,,116.0,Moderate
+Lucknow,2020-02-29,76.54,,8.74,40.11,28.17,12.63,1.35,6.87,47.24,16.66,23.41,,147.0,Moderate
+Lucknow,2020-03-01,66.13,,7.19,34.18,23.27,15.5,1.25,6.22,42.76,19.47,26.37,,148.0,Moderate
+Lucknow,2020-03-02,65.34,,9.64,41.53,29.8,14.87,1.19,6.52,37.2,16.22,28.9,,136.0,Moderate
+Lucknow,2020-03-03,77.06,,5.88,41.29,26.55,15.3,1.12,7.18,38.34,17.75,26.69,,144.0,Moderate
+Lucknow,2020-03-04,89.44,,9.13,45.89,31.62,11.65,1.1,8.28,42.33,36.85,41.16,,191.0,Moderate
+Lucknow,2020-03-05,83.4,,5.23,33.11,21.35,12.64,1.1,5.96,38.37,10.34,13.22,,182.0,Moderate
+Lucknow,2020-03-06,46.58,,4.84,23.29,15.52,15.18,1.08,4.83,38.6,8.19,7.12,,125.0,Moderate
+Lucknow,2020-03-07,33.25,,5.93,20.67,15.38,16.95,1.18,5.36,39.7,6.66,9.43,,80.0,Satisfactory
+Lucknow,2020-03-08,61.96,,4.58,24.5,16.55,16.71,1.08,6.77,37.03,12.94,12.44,,91.0,Satisfactory
+Lucknow,2020-03-09,45.29,,4.91,25.74,17.5,18.02,1.1,5.9,36.14,12.43,26.48,,128.0,Moderate
+Lucknow,2020-03-10,95.33,,3.5,27.43,17.11,16.31,1.12,6.98,31.35,16.97,17.98,,163.0,Moderate
+Lucknow,2020-03-11,65.48,,4.5,31.13,19.34,14.84,1.1,8.3,35.62,17.28,15.86,,165.0,Moderate
+Lucknow,2020-03-12,62.4,,5.99,30.62,20.78,16.04,1.09,7.94,45.8,5.5,11.01,,112.0,Moderate
+Lucknow,2020-03-13,44.03,,6.73,20.47,16.11,16.86,1.09,5.19,34.83,5.02,4.4,,111.0,Moderate
+Lucknow,2020-03-14,40.6,,18.0,21.79,25.87,16.44,1.09,5.9,29.84,5.42,13.23,,74.0,Satisfactory
+Lucknow,2020-03-15,44.07,,22.6,19.24,28.06,19.62,1.1,6.45,34.5,3.39,3.06,,96.0,Satisfactory
+Lucknow,2020-03-16,51.06,,27.17,24.55,34.29,22.2,1.08,5.95,31.11,7.08,13.42,,86.0,Satisfactory
+Lucknow,2020-03-17,75.48,,38.86,32.31,45.35,19.38,1.06,7.61,31.53,16.76,10.18,,134.0,Moderate
+Lucknow,2020-03-18,74.41,,37.05,29.84,39.94,20.11,1.03,6.88,34.27,8.52,23.57,,164.0,Moderate
+Lucknow,2020-03-19,108.53,,22.96,30.95,32.38,18.74,1.16,6.4,39.61,17.3,28.32,,183.0,Moderate
+Lucknow,2020-03-20,115.54,,29.1,40.02,44.61,20.46,1.13,7.88,44.36,22.32,54.62,,252.0,Poor
+Lucknow,2020-03-21,80.01,,17.01,23.66,26.71,21.94,1.03,5.51,38.06,27.17,27.41,,219.0,Poor
+Lucknow,2020-03-22,60.47,,11.33,16.31,15.47,29.94,1.07,4.27,35.96,39.47,8.55,,128.0,Moderate
+Lucknow,2020-03-23,72.86,,11.28,13.21,15.56,28.56,1.05,4.55,37.21,26.46,5.31,,122.0,Moderate
+Lucknow,2020-03-24,100.15,,11.93,16.12,17.97,28.31,1.07,4.6,34.65,38.68,9.06,,207.0,Poor
+Lucknow,2020-03-25,88.32,,9.75,13.21,14.18,32.24,0.99,4.89,31.82,46.0,9.04,,237.0,Poor
+Lucknow,2020-03-26,45.41,,7.12,8.3,9.05,37.42,1.01,6.54,37.84,20.32,2.53,,108.0,Moderate
+Lucknow,2020-03-27,45.85,,10.59,8.91,12.92,30.36,1.0,7.84,25.53,5.48,1.02,,77.0,Satisfactory
+Lucknow,2020-03-28,35.31,,11.3,10.39,12.15,31.79,1.01,4.93,32.18,6.93,2.84,,73.0,Satisfactory
+Lucknow,2020-03-29,33.5,,8.42,8.84,10.26,34.24,0.99,5.46,38.54,21.56,2.8,,64.0,Satisfactory
+Lucknow,2020-03-30,39.91,,9.02,8.8,10.79,35.48,1.02,5.94,42.16,19.98,3.01,,69.0,Satisfactory
+Lucknow,2020-03-31,46.17,,8.17,8.99,11.2,35.37,1.01,6.21,37.28,13.26,4.59,,85.0,Satisfactory
+Lucknow,2020-04-01,66.67,,12.71,18.07,13.26,33.27,0.99,5.92,27.68,9.99,4.31,,116.0,Moderate
+Lucknow,2020-04-02,49.02,,6.84,10.05,10.17,34.96,0.96,6.27,33.27,9.04,2.2,,115.0,Moderate
+Lucknow,2020-04-03,36.76,,5.85,11.08,10.17,36.08,0.97,6.07,35.36,13.67,3.83,,81.0,Satisfactory
+Lucknow,2020-04-04,37.82,,4.98,10.56,9.6,37.7,0.99,6.43,33.08,16.74,4.79,,71.0,Satisfactory
+Lucknow,2020-04-05,54.39,,4.78,12.55,10.41,36.13,0.99,6.64,29.91,17.8,5.93,,91.0,Satisfactory
+Lucknow,2020-04-06,46.26,,4.23,11.21,9.2,37.59,0.99,6.49,31.38,14.41,3.69,,90.0,Satisfactory
+Lucknow,2020-04-07,41.85,,3.98,12.09,8.95,38.46,0.98,5.85,27.77,21.91,4.49,,75.0,Satisfactory
+Lucknow,2020-04-08,46.3,,4.27,17.44,12.6,34.95,1.01,6.72,27.87,12.12,7.4,,77.0,Satisfactory
+Lucknow,2020-04-09,43.45,,3.42,12.21,9.22,38.71,0.92,6.66,30.0,23.28,3.18,,94.0,Satisfactory
+Lucknow,2020-04-10,53.91,,3.07,15.51,10.61,38.32,1.0,7.23,37.27,7.4,3.47,,81.0,Satisfactory
+Lucknow,2020-04-11,65.52,,3.15,21.42,13.83,34.8,0.99,8.08,29.1,14.88,8.59,,121.0,Moderate
+Lucknow,2020-04-12,62.39,,3.41,17.93,12.23,33.83,0.98,6.93,24.84,13.65,7.26,,151.0,Moderate
+Lucknow,2020-04-13,55.36,,4.78,21.13,14.6,35.08,1.04,7.6,18.6,20.3,11.96,,93.0,Satisfactory
+Lucknow,2020-04-14,80.7,,4.96,25.73,17.62,15.29,0.88,7.33,22.11,22.36,12.04,,157.0,Moderate
+Lucknow,2020-04-15,65.8,,4.66,20.53,13.63,5.98,0.91,7.25,20.48,21.78,10.94,,138.0,Moderate
+Lucknow,2020-04-16,84.4,,3.66,21.96,15.56,5.71,0.87,8.79,22.13,15.37,12.65,,160.0,Moderate
+Lucknow,2020-04-17,79.72,,5.3,25.3,19.69,5.43,0.99,10.04,19.8,18.92,17.28,,211.0,Poor
+Lucknow,2020-04-18,64.07,,3.53,16.42,11.4,38.46,1.04,8.71,21.16,26.56,12.74,,140.0,Moderate
+Lucknow,2020-04-19,59.38,,5.06,19.31,13.81,37.37,1.07,10.59,21.52,19.46,10.89,,125.0,Moderate
+Lucknow,2020-04-20,49.13,,2.34,14.48,9.47,42.2,1.03,6.62,19.7,28.58,6.37,,91.0,Satisfactory
+Lucknow,2020-04-21,43.27,,2.35,13.5,8.87,43.96,1.0,6.54,22.41,22.5,3.63,,81.0,Satisfactory
+Lucknow,2020-04-22,52.6,,2.63,16.38,10.81,41.15,1.0,6.36,23.51,28.26,6.74,,84.0,Satisfactory
+Lucknow,2020-04-23,68.37,,2.95,23.71,14.66,37.14,1.05,8.37,24.39,16.01,9.93,,112.0,Moderate
+Lucknow,2020-04-24,64.63,,2.42,15.6,10.23,41.4,1.02,6.67,33.12,37.12,8.29,,142.0,Moderate
+Lucknow,2020-04-25,62.85,,2.46,16.97,10.94,30.69,1.05,8.67,24.99,22.31,6.71,,120.0,Moderate
+Lucknow,2020-04-26,45.35,,2.31,10.89,7.53,35.06,1.0,5.78,23.97,12.27,2.83,,95.0,Satisfactory
+Lucknow,2020-04-27,29.19,,2.09,12.94,8.48,32.95,0.96,6.16,23.11,12.08,3.53,,69.0,Satisfactory
+Lucknow,2020-04-28,41.72,,2.31,12.78,8.54,33.89,0.98,6.71,23.16,10.34,4.21,,64.0,Satisfactory
+Lucknow,2020-04-29,44.77,,2.19,13.74,8.89,31.81,1.0,6.54,23.39,9.76,2.69,,74.0,Satisfactory
+Lucknow,2020-04-30,49.27,,2.16,15.08,9.66,32.67,0.98,8.36,31.42,25.15,6.18,,83.0,Satisfactory
+Lucknow,2020-05-01,45.79,,2.26,11.85,7.72,33.17,1.0,5.44,28.24,11.95,3.2,,82.0,Satisfactory
+Lucknow,2020-05-02,37.81,,2.12,11.21,7.62,34.3,1.01,6.0,26.78,31.82,4.17,,67.0,Satisfactory
+Lucknow,2020-05-03,39.83,,2.13,11.84,7.91,34.11,1.0,7.72,28.22,10.43,3.08,,63.0,Satisfactory
+Lucknow,2020-05-04,42.14,,2.81,15.63,10.16,30.26,1.07,7.42,19.64,22.28,7.3,,73.0,Satisfactory
+Lucknow,2020-05-05,35.49,,2.14,13.75,8.83,20.34,0.99,6.38,21.55,23.12,6.62,,83.0,Satisfactory
+Lucknow,2020-05-06,32.63,,2.05,14.18,9.15,9.1,0.87,6.14,26.63,21.19,7.05,,64.0,Satisfactory
+Lucknow,2020-05-07,39.25,,2.97,13.8,8.98,8.23,0.85,6.02,33.77,14.76,6.08,,73.0,Satisfactory
+Lucknow,2020-05-08,50.91,,4.36,14.74,11.11,8.04,0.82,7.13,40.69,15.77,7.47,,77.0,Satisfactory
+Lucknow,2020-05-09,56.14,,4.57,12.32,10.16,8.07,0.88,7.08,44.38,12.83,6.69,,103.0,Moderate
+Lucknow,2020-05-10,63.31,,4.36,8.97,7.76,8.05,0.88,7.05,38.5,18.83,8.22,,122.0,Moderate
+Lucknow,2020-05-11,59.8,,7.17,12.38,10.81,8.55,0.87,7.18,33.78,14.87,7.35,,140.0,Moderate
+Lucknow,2020-05-12,58.92,,6.05,12.95,10.83,8.77,0.81,7.7,34.29,22.57,8.02,,106.0,Moderate
+Lucknow,2020-05-13,59.92,,6.82,16.64,12.56,8.41,0.88,9.44,31.25,31.23,9.22,,143.0,Moderate
+Lucknow,2020-05-14,55.4,,5.84,14.28,12.24,8.89,0.92,8.0,22.81,36.63,13.09,,107.0,Moderate
+Lucknow,2020-05-15,77.19,,6.54,19.73,15.48,8.48,0.83,8.44,22.08,35.8,23.79,,142.0,Moderate
+Lucknow,2020-05-16,52.42,,6.87,18.53,15.27,7.69,0.82,5.39,21.61,35.83,14.31,,143.0,Moderate
+Lucknow,2020-05-17,64.24,,8.12,22.86,18.66,9.51,0.89,5.94,22.52,37.71,20.64,,107.0,Moderate
+Lucknow,2020-05-18,68.13,,9.97,22.77,19.06,10.84,0.83,7.35,26.95,25.51,21.28,,151.0,Moderate
+Lucknow,2020-05-19,59.78,,8.1,23.51,18.93,9.53,0.87,7.79,28.31,31.48,23.22,,113.0,Moderate
+Lucknow,2020-05-20,101.41,,8.94,15.03,15.16,9.58,0.81,10.59,28.45,28.63,11.58,,209.0,Poor
+Lucknow,2020-05-21,60.52,,8.36,13.77,13.92,8.37,0.83,8.71,35.42,22.67,11.85,,152.0,Moderate
+Lucknow,2020-05-22,81.15,,6.17,14.57,12.97,10.46,1.01,8.22,39.65,29.57,18.42,,158.0,Moderate
+Lucknow,2020-05-23,57.56,,5.22,9.61,9.22,11.72,1.14,5.57,36.74,26.11,7.08,,164.0,Moderate
+Lucknow,2020-05-24,71.25,,6.49,17.58,13.12,16.12,1.33,6.25,33.04,30.21,7.7,,134.0,Moderate
+Lucknow,2020-05-25,67.24,,7.09,18.61,15.61,15.04,1.1,5.89,31.37,29.01,12.59,,173.0,Moderate
+Lucknow,2020-05-26,71.23,,6.95,18.97,15.95,14.73,1.17,6.39,38.78,24.85,15.0,,147.0,Moderate
+Lucknow,2020-05-27,107.05,,6.48,14.3,13.41,13.64,1.18,6.03,37.29,12.95,9.28,,205.0,Poor
+Lucknow,2020-05-28,38.92,,4.79,8.42,8.86,9.01,1.02,4.66,36.68,5.0,1.37,,135.0,Moderate
+Lucknow,2020-05-29,46.61,,5.07,9.2,9.12,9.63,1.08,4.95,36.09,0.69,12.08,,78.0,Satisfactory
+Lucknow,2020-05-30,46.72,,5.93,11.29,10.25,11.72,1.24,5.62,29.22,0.54,0.9,,97.0,Satisfactory
+Lucknow,2020-05-31,37.56,,7.98,12.38,10.77,10.74,1.15,4.31,26.35,0.59,0.78,,81.0,Satisfactory
+Lucknow,2020-06-01,47.72,,7.5,14.45,12.7,14.06,1.19,5.78,38.02,1.07,1.6,,85.0,Satisfactory
+Lucknow,2020-06-02,48.38,,10.32,16.23,16.23,15.72,1.07,5.57,40.95,1.05,2.03,,99.0,Satisfactory
+Lucknow,2020-06-03,65.45,,12.34,18.09,20.08,18.26,1.13,7.3,37.94,1.48,4.75,,110.0,Moderate
+Lucknow,2020-06-04,61.74,,11.51,10.59,15.36,17.99,1.09,5.65,39.31,1.32,2.49,,142.0,Moderate
+Lucknow,2020-06-05,51.38,,6.16,16.4,14.22,27.53,1.11,5.57,37.11,0.82,2.23,,100.0,Satisfactory
+Lucknow,2020-06-06,31.01,,8.3,14.54,14.95,21.37,1.13,5.69,30.8,4.66,4.01,,84.0,Satisfactory
+Lucknow,2020-06-07,29.99,,7.15,13.52,13.44,20.11,1.12,5.82,36.71,29.74,4.85,,70.0,Satisfactory
+Lucknow,2020-06-08,53.23,,7.15,16.9,15.53,21.85,1.12,6.52,34.27,24.99,24.48,,77.0,Satisfactory
+Lucknow,2020-06-09,79.9,,6.29,22.28,17.66,26.99,1.19,4.98,42.58,20.81,13.57,,148.0,Moderate
+Lucknow,2020-06-10,91.02,,6.11,15.44,13.81,20.58,1.13,6.39,51.12,6.83,6.94,,193.0,Moderate
+Lucknow,2020-06-11,79.09,,5.06,15.07,13.79,19.48,1.18,6.0,44.3,15.04,4.57,,183.0,Moderate
+Lucknow,2020-06-12,71.59,,5.42,10.4,10.62,12.06,1.19,6.89,42.83,15.65,5.01,,166.0,Moderate
+Lucknow,2020-06-13,51.8,,5.87,10.32,10.55,12.07,1.06,6.05,47.41,11.53,6.68,,117.0,Moderate
+Lucknow,2020-06-14,41.87,,5.57,9.22,10.09,11.83,1.03,6.44,45.48,11.3,4.8,,91.0,Satisfactory
+Lucknow,2020-06-15,46.39,,5.99,11.68,11.5,11.74,1.07,6.84,48.03,11.1,11.6,,79.0,Satisfactory
+Lucknow,2020-06-16,31.6,,5.23,9.35,9.23,11.91,1.11,5.93,51.25,10.26,5.56,,76.0,Satisfactory
+Lucknow,2020-06-17,39.69,,7.56,12.42,12.46,11.71,1.14,6.76,46.7,7.81,7.39,,73.0,Satisfactory
+Lucknow,2020-06-18,35.98,,5.84,9.99,9.9,11.72,1.18,6.05,51.53,7.68,8.58,,75.0,Satisfactory
+Lucknow,2020-06-19,35.25,,6.23,8.1,9.18,11.89,1.07,5.3,48.21,13.7,6.18,,70.0,Satisfactory
+Lucknow,2020-06-20,36.49,,6.83,7.85,9.3,11.69,1.01,5.34,54.11,19.92,5.19,,78.0,Satisfactory
+Lucknow,2020-06-21,29.43,,7.07,7.92,9.59,11.8,1.06,5.08,49.52,15.74,3.9,,71.0,Satisfactory
+Lucknow,2020-06-22,29.44,,6.49,7.97,9.31,11.42,1.02,5.27,49.16,10.45,6.21,,64.0,Satisfactory
+Lucknow,2020-06-23,34.52,,7.86,11.73,12.35,11.8,1.11,5.17,47.86,5.96,9.41,,72.0,Satisfactory
+Lucknow,2020-06-24,45.74,,8.94,23.96,19.87,11.87,1.2,4.86,47.33,7.36,9.17,,90.0,Satisfactory
+Lucknow,2020-06-25,54.97,,8.68,28.99,22.33,11.93,1.16,4.93,42.23,8.81,15.01,,116.0,Moderate
+Lucknow,2020-06-26,38.9,,7.93,20.1,17.02,11.9,0.98,3.97,46.84,8.8,12.49,,81.0,Satisfactory
+Lucknow,2020-06-27,32.23,,9.47,19.22,17.78,11.63,0.8,3.77,56.36,10.16,24.19,,74.0,Satisfactory
+Lucknow,2020-06-28,34.58,,10.39,17.67,17.6,11.68,0.81,2.85,56.4,10.98,13.78,,77.0,Satisfactory
+Lucknow,2020-06-29,30.19,,12.14,18.47,18.87,11.63,0.8,3.36,43.61,15.05,11.58,,65.0,Satisfactory
+Lucknow,2020-06-30,38.27,,6.14,11.94,11.95,11.79,0.72,4.31,41.17,21.78,7.49,,69.0,Satisfactory
+Lucknow,2020-07-01,34.97,,8.5,14.44,6.73,11.75,0.73,6.02,36.07,7.79,2.62,,76.0,Satisfactory
+Mumbai,2015-01-01,,,,,27.38,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-02,,,,,26.2,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-03,,,,,26.04,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-04,,,,,25.97,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-05,,,,,25.18,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-06,,,,,26.41,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-07,,,,,27.08,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-08,,,,,27.48,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-09,,,,,27.22,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-10,,,,,28.03,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-11,,,,,27.57,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-12,,,,,28.44,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-13,,,,,29.15,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-14,,,,,28.59,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-15,,,,,27.83,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-16,,,,,27.1,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-17,,,,,27.21,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-18,,,,,27.89,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-19,,,,,26.78,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-20,,,,,25.39,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-21,,,,,25.04,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-22,,,,,24.28,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-23,,,,,26.51,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-24,,,,,26.59,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-25,,,,,26.27,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-26,,,,,26.86,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-27,,,,,27.26,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-28,,,,,26.45,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-29,,,,,26.3,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-30,,,,,25.64,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-01-31,,,,,27.34,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-01,,,,,27.25,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-02,,,,,26.0,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-03,,,,,28.16,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-04,,,,,29.13,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-05,,,,,28.98,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-06,,,,,28.69,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-07,,,,,27.46,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-08,,,,,26.77,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-09,,,,,28.25,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-10,,,,,28.48,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-11,,,,,27.56,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-12,,,,,27.86,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-13,,,,,28.0,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-14,,,,,28.2,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-15,,,,,25.99,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-16,,,,,25.47,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-17,,,,,26.31,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-18,,,,,25.14,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-19,,,,,25.22,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-20,,,,,25.44,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-21,,,,,26.82,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-22,,,,,27.54,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-23,,,,,29.02,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-24,,,,,26.68,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-25,,,,,26.41,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-26,,,,,26.85,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-27,,,,,26.84,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-02-28,,,,,25.4,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-01,,,,,24.76,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-02,,,,,27.32,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-03,,,,,27.16,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-04,,,,,27.37,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-05,,,,,28.75,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-06,,,,,30.51,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-07,,,,,27.12,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-08,,,,,27.07,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-09,,,,,44.83,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-10,,,,,148.63,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-11,,,,,159.94,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-12,,,,,141.44,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-13,,,,,143.29,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-14,,,,,96.51,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-15,,,,,68.31,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-16,,,,,77.33,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-17,,,,,147.88,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-18,,,,,146.64,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-19,,,,,192.23,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-20,,,,,216.78,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-21,,,,,146.9,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-22,,,,,129.06,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-23,,,,,69.39,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-24,,,,,126.4,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-25,,,,,133.37,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-26,,,,,75.96,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-27,,,,,68.16,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-28,,,,,50.92,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-29,,,,,74.38,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-30,,,,,83.22,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-03-31,,,,,93.38,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-04-01,,,,,149.29,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-04-02,,,,,89.25,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-04-03,,,,,73.5,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-04-04,,,,,80.04,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-04-05,,,,,65.24,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-04-06,,,,,74.24,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-04-07,,,,,103.3,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-04-08,,,,,88.63,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-04-09,,,,,53.0,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-04-10,,,,,62.0,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-04-11,,,,,41.87,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-04-12,,,,,57.21,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-04-13,,,,,66.13,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-04-14,,,,,68.25,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-04-15,,,,,14.12,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2015-04-16,,,,,25.34,,0.0,,,0.0,0.0,0.0,,
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+Mumbai,2018-02-01,,,,,143.92,,1.4,,,0.0,0.0,0.0,,
+Mumbai,2018-02-02,,,,,94.33,,1.3,,3.77,0.0,0.0,0.0,,
+Mumbai,2018-02-03,,,,,44.52,,1.06,,,0.0,0.0,0.0,,
+Mumbai,2018-02-04,,,,,127.49,,1.79,,95.71,0.0,0.0,0.0,,
+Mumbai,2018-02-05,,,,,101.68,,1.59,,,0.0,0.0,0.0,,
+Mumbai,2018-02-06,,,,,95.36,,1.69,,,0.0,0.0,0.0,,
+Mumbai,2018-02-07,,,,,68.63,,1.62,,,0.0,0.0,0.0,,
+Mumbai,2018-02-08,,,,,62.84,,1.6,,,0.0,0.0,0.0,,
+Mumbai,2018-02-09,,,,,51.04,,1.37,,,0.0,0.0,0.0,,
+Mumbai,2018-02-10,,,,,88.28,,1.54,,,0.0,0.0,0.0,,
+Mumbai,2018-02-11,,,,,41.31,,1.33,,,0.0,0.0,0.0,,
+Mumbai,2018-02-12,,,,,33.95,,1.04,,,0.0,0.0,0.0,,
+Mumbai,2018-02-13,,,,,64.53,,1.41,,,0.0,0.0,0.0,,
+Mumbai,2018-02-14,,,,,93.35,,1.5,,4.23,0.0,0.0,0.0,,
+Mumbai,2018-02-15,,,,,40.8,,1.01,,,0.0,0.0,0.0,,
+Mumbai,2018-02-16,,,,,58.1,,0.96,,,0.0,0.0,0.0,,
+Mumbai,2018-02-17,,,,,51.66,,0.99,,,0.0,0.0,0.0,,
+Mumbai,2018-02-18,,,,,66.03,,0.98,,,0.0,0.0,0.0,,
+Mumbai,2018-02-19,,,,,83.43,,1.08,,,0.0,0.0,0.0,,
+Mumbai,2018-02-20,,,,,57.73,,1.18,68.43,66.1,0.0,0.0,0.0,,
+Mumbai,2018-02-21,,,,,51.36,,1.2,,64.74,0.0,0.0,0.0,,
+Mumbai,2018-02-22,,,202.14,,116.57,,1.53,,,0.0,0.0,0.0,,
+Mumbai,2018-02-23,,,,,107.44,,1.37,,,0.0,0.0,0.0,,
+Mumbai,2018-02-24,,,151.34,,195.92,,1.55,,,0.0,0.0,0.0,,
+Mumbai,2018-02-25,,,195.15,,185.01,,1.71,,,0.0,0.0,0.0,,
+Mumbai,2018-02-26,,,127.13,,200.29,,1.65,,,0.0,0.0,0.0,,
+Mumbai,2018-02-27,,,,8.94,271.94,,1.81,,,0.0,0.0,0.0,,
+Mumbai,2018-02-28,,,42.81,,267.06,,1.93,,7.09,0.0,0.0,0.0,,
+Mumbai,2018-03-01,,,39.08,,255.18,,1.97,,,0.0,0.0,0.0,,
+Mumbai,2018-03-02,,,,,119.47,,2.07,,,0.0,0.0,0.0,,
+Mumbai,2018-03-03,,,,,120.64,,1.88,,,0.0,0.0,0.0,,
+Mumbai,2018-03-04,,,,,57.87,,1.7,,,0.0,0.0,0.0,,
+Mumbai,2018-03-05,,,,,74.6,,1.7,,,0.0,0.0,0.0,,
+Mumbai,2018-03-06,,,,,70.27,,1.78,,,0.0,0.0,0.0,,
+Mumbai,2018-03-07,,,,,44.13,,1.72,,,0.0,0.0,0.0,,
+Mumbai,2018-03-08,,,,,104.37,,1.73,,,0.0,0.0,0.0,,
+Mumbai,2018-03-09,,,,,118.72,,1.8,,,0.0,0.0,0.0,,
+Mumbai,2018-03-10,,,,,21.7,,1.74,,,0.0,0.0,0.0,,
+Mumbai,2018-03-11,,,61.16,,76.15,,1.86,,,0.0,0.0,0.0,,
+Mumbai,2018-03-12,,,100.18,,110.99,,1.67,,,0.0,0.0,0.0,,
+Mumbai,2018-03-13,,,,,63.2,,1.34,,,0.0,0.0,0.0,,
+Mumbai,2018-03-14,,,,,33.58,,1.26,,145.42,0.0,0.0,0.0,,
+Mumbai,2018-03-15,,,,,53.56,,1.31,,,0.0,0.0,0.0,,
+Mumbai,2018-03-16,,,,,59.86,,1.5,,3.36,0.0,0.0,0.0,,
+Mumbai,2018-03-17,,,,,58.81,,1.48,,,0.0,0.0,0.0,,
+Mumbai,2018-03-18,,,,,60.39,,1.36,,,0.0,0.0,0.0,,
+Mumbai,2018-03-19,,,,,47.85,,1.4,,,0.0,0.0,0.0,,
+Mumbai,2018-03-20,,,,,50.96,,1.44,,,0.0,0.0,0.0,,
+Mumbai,2018-03-21,,,,,40.09,,1.53,,,0.0,0.0,0.0,,
+Mumbai,2018-03-22,,,,,67.51,,1.91,,,0.0,0.0,0.0,,
+Mumbai,2018-03-23,,,,,80.68,,1.72,,,0.0,0.0,0.0,,
+Mumbai,2018-03-24,,,,,56.04,,1.7,,,0.0,0.0,0.0,,
+Mumbai,2018-03-25,,,,,80.13,,1.67,,,0.0,0.0,0.0,,
+Mumbai,2018-03-26,,,,,67.93,,1.66,164.37,,0.0,0.0,0.0,,
+Mumbai,2018-03-27,,,,,38.38,,1.05,,,0.0,0.0,0.0,,
+Mumbai,2018-03-28,,,,,42.56,,1.36,,,0.0,0.0,0.0,,
+Mumbai,2018-03-29,,,,,45.33,,1.17,,,0.0,0.0,0.0,,
+Mumbai,2018-03-30,,,,,59.32,,1.11,,,0.0,0.0,0.0,,
+Mumbai,2018-03-31,,,,,50.75,,1.1,,,0.0,0.0,0.0,,
+Mumbai,2018-04-01,,,,,87.87,,1.37,,30.84,0.0,0.0,0.0,,
+Mumbai,2018-04-02,,,,,62.32,,1.27,,90.35,0.0,0.0,0.0,,
+Mumbai,2018-04-03,,,,,65.69,,1.32,,,0.0,0.0,0.0,,
+Mumbai,2018-04-04,,,,,49.2,,1.16,,,0.0,0.0,0.0,,
+Mumbai,2018-04-05,,,,,62.54,,1.23,,,0.0,0.0,0.0,,
+Mumbai,2018-04-06,,,,,81.13,,1.29,,,0.0,0.0,0.0,,
+Mumbai,2018-04-07,,,,,83.74,,1.29,,,0.0,0.0,0.0,,
+Mumbai,2018-04-08,,,,,98.44,,1.44,,,0.0,0.0,0.0,,
+Mumbai,2018-04-09,,,,,111.33,,1.55,,,0.0,0.0,0.0,,
+Mumbai,2018-04-10,,,,,60.39,,1.36,,,1.44,1.32,0.66,,
+Mumbai,2018-04-11,,,,,76.87,,1.37,,,0.0,0.0,0.0,,
+Mumbai,2018-04-12,,,,,44.32,,1.31,11.18,3.92,0.0,0.0,0.0,,
+Mumbai,2018-04-13,,,,,55.5,,1.34,,,0.0,0.0,0.0,,
+Mumbai,2018-04-14,,,,,52.03,,1.32,,,0.0,0.0,0.0,,
+Mumbai,2018-04-15,,,,,37.38,,1.28,,,0.0,0.0,0.0,,
+Mumbai,2018-04-16,,,,,40.71,,1.29,,,0.0,0.0,0.0,,
+Mumbai,2018-04-17,,,,,56.06,,1.44,,,1.87,1.21,0.71,,
+Mumbai,2018-04-18,,,,,42.79,,1.44,,,0.22,1.14,0.19,,
+Mumbai,2018-04-19,,,,,65.51,,1.47,,,0.26,2.04,0.82,,
+Mumbai,2018-04-20,,,,,76.67,,1.37,,,0.24,2.39,2.51,,
+Mumbai,2018-04-21,,,,,104.79,,1.48,,,0.24,1.59,0.65,,
+Mumbai,2018-04-22,,,,,,,,,,,,,,
+Mumbai,2018-04-23,,,,,,,,,,,,,,
+Mumbai,2018-04-24,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Mumbai,2018-04-25,,,18.99,,50.74,,1.83,,41.42,0.09,0.59,0.4,,
+Mumbai,2018-04-26,25.5,58.53,73.45,20.08,110.9,,1.96,30.86,46.37,0.23,1.44,0.45,,
+Mumbai,2018-04-27,,,,,,,,,,,,,,
+Mumbai,2018-04-28,,,,,,,,,,,,,,
+Mumbai,2018-04-29,,,,,,,,,,,,,,
+Mumbai,2018-04-30,,,,,,,,,,,,,,
+Mumbai,2018-05-01,,,,,,,,,,,,,,
+Mumbai,2018-05-02,,,,,,,,,,,,,,
+Mumbai,2018-05-03,,,,,,,,,,,,,,
+Mumbai,2018-05-04,,,,,,,,,,,,,,
+Mumbai,2018-05-05,,,,,,,,,,,,,,
+Mumbai,2018-05-06,16.74,,16.21,17.31,33.53,,1.29,25.48,43.73,0.12,,,,
+Mumbai,2018-05-07,18.44,,23.53,22.6,46.03,,1.3,22.0,34.0,0.29,,,73.0,Satisfactory
+Mumbai,2018-05-08,18.07,48.8,34.2,29.98,64.12,,1.36,19.58,35.44,0.35,,,82.0,Satisfactory
+Mumbai,2018-05-09,18.55,62.07,34.5,28.9,63.4,,1.35,18.59,35.91,0.44,,,84.0,Satisfactory
+Mumbai,2018-05-10,22.57,67.03,22.38,23.46,45.81,,1.3,21.3,37.26,0.32,,,77.0,Satisfactory
+Mumbai,2018-05-11,23.57,71.8,21.08,25.71,46.8,,1.26,24.83,36.59,0.44,,,73.0,Satisfactory
+Mumbai,2018-05-12,31.18,91.26,15.99,20.17,36.18,,1.23,25.71,33.41,0.24,,,86.0,Satisfactory
+Mumbai,2018-05-13,24.22,79.1,36.41,30.02,66.43,,1.36,21.32,39.09,0.62,,,90.0,Satisfactory
+Mumbai,2018-05-14,21.81,44.13,16.06,18.5,34.55,,1.25,22.25,36.71,0.35,,,70.0,Satisfactory
+Mumbai,2018-05-15,14.93,52.51,15.19,18.23,33.43,,1.22,20.01,35.06,0.5,,,64.0,Satisfactory
+Mumbai,2018-05-16,17.86,45.85,15.68,20.33,36.02,,1.21,20.6,30.81,0.46,,,64.0,Satisfactory
+Mumbai,2018-05-17,24.73,74.2,14.94,18.24,33.18,,1.25,15.89,40.12,0.49,,,66.0,Satisfactory
+Mumbai,2018-05-18,24.09,72.98,26.7,28.27,53.35,,1.27,20.46,39.23,0.68,,,85.0,Satisfactory
+Mumbai,2018-05-19,23.97,88.35,25.5,23.79,49.3,,1.32,24.61,34.83,0.5,,,83.0,Satisfactory
+Mumbai,2018-05-20,20.7,81.14,26.5,21.97,48.48,,1.34,22.61,45.24,0.35,,,90.0,Satisfactory
+Mumbai,2018-05-21,19.01,79.33,14.42,19.69,34.1,,1.27,24.7,43.26,0.63,,,76.0,Satisfactory
+Mumbai,2018-05-22,21.85,89.75,22.2,25.23,47.43,,1.32,22.67,44.85,0.63,,,90.0,Satisfactory
+Mumbai,2018-05-23,24.32,93.09,14.02,15.9,31.4,,1.31,23.83,53.32,0.38,,,81.0,Satisfactory
+Mumbai,2018-05-24,22.76,88.41,,,28.02,,1.19,20.43,50.68,0.49,,,92.0,Satisfactory
+Mumbai,2018-05-25,15.38,56.32,,,23.02,,1.06,20.99,49.28,0.64,,,75.0,Satisfactory
+Mumbai,2018-05-26,18.58,66.74,,,24.14,,1.09,22.34,50.69,0.3,,,51.0,Satisfactory
+Mumbai,2018-05-27,15.53,18.64,,,27.73,,1.23,26.74,159.18,0.26,,,61.0,Satisfactory
+Mumbai,2018-05-28,17.17,,,,104.17,,1.14,23.07,91.34,0.32,,,118.0,Moderate
+Mumbai,2018-05-29,22.54,,,,78.73,,1.16,19.44,72.08,0.34,,,115.0,Moderate
+Mumbai,2018-05-30,18.79,,,,44.37,,1.16,20.83,58.76,0.42,,,83.0,Satisfactory
+Mumbai,2018-05-31,20.14,,,,38.76,,1.18,20.35,50.01,0.34,,,69.0,Satisfactory
+Mumbai,2018-06-01,24.8,,,,48.35,,1.2,17.29,37.89,0.22,,,75.0,Satisfactory
+Mumbai,2018-06-02,19.38,,,,47.49,,1.46,20.91,45.83,0.47,,,84.0,Satisfactory
+Mumbai,2018-06-03,18.68,,,,63.7,,1.74,25.18,43.54,0.45,,,98.0,Satisfactory
+Mumbai,2018-06-04,19.98,,,,47.38,,1.46,24.02,41.12,0.67,,,82.0,Satisfactory
+Mumbai,2018-06-05,26.85,,,,73.12,,1.62,25.77,41.46,0.44,,,105.0,Moderate
+Mumbai,2018-06-06,17.66,,,,36.88,,1.07,27.29,52.91,0.42,,,77.0,Satisfactory
+Mumbai,2018-06-07,45.54,,,,56.91,,1.28,27.62,39.81,0.51,,,78.0,Satisfactory
+Mumbai,2018-06-08,17.79,,,,53.24,,1.26,26.8,38.99,0.63,,,86.0,Satisfactory
+Mumbai,2018-06-09,19.26,,,,95.53,,1.43,30.11,42.27,0.51,,,72.0,Satisfactory
+Mumbai,2018-06-10,6.2,,,,17.43,,1.04,26.72,45.84,0.27,,,,
+Mumbai,2018-06-11,12.89,,,,17.48,,1.0,26.73,41.42,0.29,,,55.0,Satisfactory
+Mumbai,2018-06-12,18.02,,,,21.61,,1.05,26.76,45.42,0.37,,,56.0,Satisfactory
+Mumbai,2018-06-13,16.97,,,,24.16,,1.03,24.88,41.43,16.24,,,56.0,Satisfactory
+Mumbai,2018-06-14,19.16,,,,33.52,,1.05,21.68,36.74,0.43,,,59.0,Satisfactory
+Mumbai,2018-06-15,19.64,,,,42.76,,1.1,22.22,33.69,0.24,,,77.0,Satisfactory
+Mumbai,2018-06-16,17.02,57.08,,,106.0,,1.44,29.82,32.68,0.71,,,101.0,Moderate
+Mumbai,2018-06-17,16.94,70.7,,,111.55,,1.52,23.46,29.05,0.59,,,118.0,Moderate
+Mumbai,2018-06-18,10.87,31.4,30.83,20.73,74.79,,1.45,24.73,30.8,1.04,,,125.0,Moderate
+Mumbai,2018-06-19,15.87,43.53,30.34,27.43,57.08,,1.4,20.43,35.72,0.75,,,88.0,Satisfactory
+Mumbai,2018-06-20,25.71,97.45,34.53,19.74,54.28,,1.42,19.86,39.04,0.51,,,82.0,Satisfactory
+Mumbai,2018-06-21,22.86,82.67,12.38,9.35,21.72,,1.15,17.32,40.96,0.39,,,71.0,Satisfactory
+Mumbai,2018-06-22,18.09,70.66,11.86,8.0,19.87,,1.19,18.99,44.93,0.63,,,75.0,Satisfactory
+Mumbai,2018-06-23,17.52,61.23,41.22,22.69,63.92,,1.45,20.7,35.33,0.69,,,89.0,Satisfactory
+Mumbai,2018-06-24,10.53,41.27,28.12,21.7,49.82,,1.35,19.23,38.32,0.51,,,91.0,Satisfactory
+Mumbai,2018-06-25,13.38,55.71,13.15,9.81,22.96,,1.19,18.61,48.68,0.36,,,77.0,Satisfactory
+Mumbai,2018-06-26,22.06,75.33,14.66,7.29,21.95,,1.17,18.95,33.79,0.39,,,68.0,Satisfactory
+Mumbai,2018-06-27,18.54,71.0,12.86,14.83,24.8,,1.21,19.25,34.73,0.33,,,72.0,Satisfactory
+Mumbai,2018-06-28,19.38,56.8,37.79,29.81,66.97,,1.4,19.79,31.45,0.66,,,80.0,Satisfactory
+Mumbai,2018-06-29,18.39,67.13,58.8,23.55,82.36,,1.72,20.16,34.69,1.02,,,109.0,Moderate
+Mumbai,2018-06-30,16.59,66.72,28.83,20.94,49.77,,1.49,16.63,28.51,0.62,,,78.0,Satisfactory
+Mumbai,2018-07-01,13.0,48.23,28.19,21.22,49.41,,1.49,19.4,22.08,0.82,,,88.0,Satisfactory
+Mumbai,2018-07-02,13.78,48.89,30.97,22.09,53.06,,1.37,15.46,22.38,0.55,,,77.0,Satisfactory
+Mumbai,2018-07-03,18.5,65.24,37.75,25.39,63.13,,1.49,18.02,26.45,0.54,,,89.0,Satisfactory
+Mumbai,2018-07-04,14.71,52.86,11.34,13.29,24.63,,1.17,15.13,29.09,0.27,,,75.0,Satisfactory
+Mumbai,2018-07-05,14.11,73.45,11.07,13.32,24.39,,1.19,13.5,27.65,0.5,,,68.0,Satisfactory
+Mumbai,2018-07-06,14.53,70.33,10.98,15.53,26.52,,1.17,12.65,26.26,0.41,,,72.0,Satisfactory
+Mumbai,2018-07-07,12.84,56.35,17.38,22.11,38.35,,1.27,12.79,28.19,0.4,,,73.0,Satisfactory
+Mumbai,2018-07-08,,,36.66,35.28,,,1.41,,,0.56,,,74.0,Satisfactory
+Mumbai,2018-07-09,12.96,38.84,48.72,32.45,130.77,,1.52,17.77,24.24,0.62,,,,
+Mumbai,2018-07-10,12.8,46.86,13.53,19.41,32.94,,1.19,14.35,34.86,0.74,,,,
+Mumbai,2018-07-11,18.15,71.77,10.39,16.33,26.73,,1.17,14.69,27.8,0.42,,,67.0,Satisfactory
+Mumbai,2018-07-12,15.31,69.04,10.59,16.32,26.92,,1.16,12.03,24.34,0.5,,,68.0,Satisfactory
+Mumbai,2018-07-13,14.72,82.21,11.01,17.39,28.4,,1.23,11.33,25.82,0.5,,,72.0,Satisfactory
+Mumbai,2018-07-14,19.26,93.35,10.72,16.22,26.96,,1.2,11.48,26.07,1.25,,,84.0,Satisfactory
+Mumbai,2018-07-15,13.43,89.58,9.86,15.37,25.24,,1.16,11.5,33.28,0.58,,,60.0,Satisfactory
+Mumbai,2018-07-16,15.67,77.37,10.53,16.43,26.96,,1.17,11.43,30.01,0.46,,,69.0,Satisfactory
+Mumbai,2018-07-17,16.43,72.12,10.75,16.38,27.14,,1.22,11.99,28.73,0.52,,,80.0,Satisfactory
+Mumbai,2018-07-18,23.32,60.58,9.09,17.66,26.75,,1.25,11.67,25.99,0.67,,,70.0,Satisfactory
+Mumbai,2018-07-19,46.76,73.6,4.55,14.7,19.23,,1.2,9.71,24.56,0.72,,,82.0,Satisfactory
+Mumbai,2018-07-20,16.52,67.74,10.53,18.31,28.85,,1.24,11.57,27.49,0.71,,,70.0,Satisfactory
+Mumbai,2018-07-21,15.0,65.59,10.13,16.98,27.11,,1.04,12.14,29.34,0.6,,,66.0,Satisfactory
+Mumbai,2018-07-22,15.37,58.9,10.26,16.35,26.61,,1.02,11.8,24.89,0.74,,,62.0,Satisfactory
+Mumbai,2018-07-23,14.24,56.91,11.01,17.29,28.31,,1.07,11.66,26.77,0.24,,,63.0,Satisfactory
+Mumbai,2018-07-24,15.24,53.79,13.13,16.18,29.31,,1.1,13.08,18.72,0.51,,,61.0,Satisfactory
+Mumbai,2018-07-25,16.28,54.45,12.84,14.54,27.38,,1.05,12.86,22.01,0.59,,,61.0,Satisfactory
+Mumbai,2018-07-26,15.88,62.28,16.02,13.72,29.75,,1.15,12.88,21.87,0.57,,,60.0,Satisfactory
+Mumbai,2018-07-27,13.23,52.16,13.76,12.4,26.17,,1.14,12.25,22.52,0.53,,,63.0,Satisfactory
+Mumbai,2018-07-28,14.11,53.33,15.2,12.74,27.95,,1.14,13.07,22.15,0.39,,,62.0,Satisfactory
+Mumbai,2018-07-29,13.39,52.3,18.68,13.83,32.49,,1.05,14.99,21.91,0.44,,,62.0,Satisfactory
+Mumbai,2018-07-30,15.45,50.4,14.19,11.65,25.84,,1.15,12.34,21.34,0.67,,,64.0,Satisfactory
+Mumbai,2018-07-31,16.22,61.49,8.42,15.83,24.25,,1.23,9.29,24.03,0.39,,,44.0,Good
+Mumbai,2018-08-01,14.71,65.57,8.07,15.46,23.54,,1.16,10.08,23.69,0.44,,,64.0,Satisfactory
+Mumbai,2018-08-02,14.87,56.31,11.9,32.71,45.5,,1.2,20.19,33.07,1.02,,,84.0,Satisfactory
+Mumbai,2018-08-03,17.72,48.66,12.25,48.29,58.01,,1.18,24.59,18.65,0.32,,,75.0,Satisfactory
+Mumbai,2018-08-04,10.36,44.69,12.66,20.48,27.66,,1.19,10.93,28.24,0.27,,,65.0,Satisfactory
+Mumbai,2018-08-05,9.21,41.44,15.48,22.23,37.71,,1.17,15.38,27.3,0.3,,,64.0,Satisfactory
+Mumbai,2018-08-06,11.21,43.37,16.13,14.63,30.76,,1.2,12.42,27.19,0.36,,,66.0,Satisfactory
+Mumbai,2018-08-07,12.65,51.97,14.45,20.24,34.7,,1.21,9.22,28.15,0.42,,,66.0,Satisfactory
+Mumbai,2018-08-08,13.33,54.43,12.68,20.09,32.78,,1.2,9.64,26.99,0.29,,,67.0,Satisfactory
+Mumbai,2018-08-09,11.61,46.49,13.13,31.78,44.92,,1.21,12.06,32.95,0.19,,,67.0,Satisfactory
+Mumbai,2018-08-10,12.59,48.67,13.29,20.2,33.44,,1.22,10.6,35.23,0.3,,,69.0,Satisfactory
+Mumbai,2018-08-11,11.7,40.69,14.08,21.17,35.26,,1.24,11.08,39.1,0.31,,,67.0,Satisfactory
+Mumbai,2018-08-12,9.7,42.34,12.42,20.86,33.28,,1.22,11.92,38.31,0.29,,,67.0,Satisfactory
+Mumbai,2018-08-13,12.94,45.15,13.18,17.76,30.93,,1.14,9.21,37.65,0.39,,,68.0,Satisfactory
+Mumbai,2018-08-14,80.13,64.24,15.43,20.85,36.28,,0.91,11.77,39.5,0.33,,,107.0,Moderate
+Mumbai,2018-08-15,26.83,90.14,16.22,22.03,38.26,,1.12,14.45,44.31,0.31,,,93.0,Satisfactory
+Mumbai,2018-08-16,26.49,91.07,15.76,22.23,38.0,,1.1,11.49,41.44,0.43,,,90.0,Satisfactory
+Mumbai,2018-08-17,23.72,74.6,14.51,21.08,35.6,,1.09,11.53,41.28,0.34,,,83.0,Satisfactory
+Mumbai,2018-08-18,24.15,73.99,16.42,23.64,40.06,,1.06,14.13,41.67,0.33,,,74.0,Satisfactory
+Mumbai,2018-08-19,22.94,84.4,15.52,19.22,34.74,,1.02,11.74,44.15,0.33,,,76.0,Satisfactory
+Mumbai,2018-08-20,26.68,75.24,17.67,20.96,38.63,,0.99,11.84,37.31,0.32,,,81.0,Satisfactory
+Mumbai,2018-08-21,30.76,69.36,18.75,24.6,43.35,,1.02,13.7,46.32,0.33,,,95.0,Satisfactory
+Mumbai,2018-08-22,25.47,61.36,14.19,22.08,36.26,,1.03,15.21,47.18,0.38,,,64.0,Satisfactory
+Mumbai,2018-08-23,23.11,62.32,16.75,26.84,43.6,,1.01,15.22,45.22,0.28,,,65.0,Satisfactory
+Mumbai,2018-08-24,18.94,53.7,14.7,26.94,41.59,,1.18,12.06,48.58,0.25,,,65.0,Satisfactory
+Mumbai,2018-08-25,25.28,55.95,14.09,26.13,40.23,,1.33,14.85,49.66,0.28,,,70.0,Satisfactory
+Mumbai,2018-08-26,23.62,54.02,14.61,24.89,39.51,,1.36,14.8,55.14,0.5,,,72.0,Satisfactory
+Mumbai,2018-08-27,26.46,65.51,36.47,30.42,66.89,,1.44,14.13,49.99,0.47,,,77.0,Satisfactory
+Mumbai,2018-08-28,30.97,75.3,22.59,33.37,55.98,,1.39,9.51,54.83,0.4,,,100.0,Satisfactory
+Mumbai,2018-08-29,28.58,70.91,10.63,32.46,43.09,,1.31,7.65,45.71,0.29,,,77.0,Satisfactory
+Mumbai,2018-08-30,26.49,67.74,9.12,31.34,40.48,,1.29,11.08,47.01,0.47,,,71.0,Satisfactory
+Mumbai,2018-08-31,25.69,61.92,12.02,29.3,41.33,,1.31,11.4,48.2,0.35,,,70.0,Satisfactory
+Mumbai,2018-09-01,28.24,71.66,14.73,27.72,42.45,,1.31,13.66,44.98,0.3,,,71.0,Satisfactory
+Mumbai,2018-09-02,24.03,56.21,13.42,25.98,39.41,,1.32,12.45,47.94,0.41,,,70.0,Satisfactory
+Mumbai,2018-09-03,26.35,57.69,15.1,23.5,38.61,,1.31,15.45,49.4,0.29,,,69.0,Satisfactory
+Mumbai,2018-09-04,23.49,54.7,17.67,20.7,38.38,,1.31,14.73,42.47,0.39,,,70.0,Satisfactory
+Mumbai,2018-09-05,22.67,56.3,13.13,24.62,37.66,,1.23,14.35,46.98,0.39,,,68.0,Satisfactory
+Mumbai,2018-09-06,25.5,60.73,10.1,26.53,35.96,,0.98,13.51,43.64,0.28,,,60.0,Satisfactory
+Mumbai,2018-09-07,27.31,67.46,14.55,31.49,46.03,,0.97,15.23,39.31,0.42,,,65.0,Satisfactory
+Mumbai,2018-09-08,26.77,64.56,13.03,30.32,43.35,,0.99,15.65,42.69,0.37,,,67.0,Satisfactory
+Mumbai,2018-09-09,24.28,67.13,18.89,31.12,49.99,,1.1,16.27,39.83,0.97,,,70.0,Satisfactory
+Mumbai,2018-09-10,21.84,63.71,55.28,26.24,80.08,,1.27,12.41,24.91,1.3,,,84.0,Satisfactory
+Mumbai,2018-09-11,26.76,72.02,51.88,23.19,74.94,,1.55,13.9,22.46,0.99,,,106.0,Moderate
+Mumbai,2018-09-12,21.64,53.58,31.75,21.46,53.21,,1.41,11.85,23.67,0.77,,,89.0,Satisfactory
+Mumbai,2018-09-13,19.28,48.32,34.93,21.2,56.14,,1.44,17.7,25.68,0.84,,,82.0,Satisfactory
+Mumbai,2018-09-14,23.52,57.14,37.65,22.87,60.46,,1.57,18.26,27.03,1.04,,,89.0,Satisfactory
+Mumbai,2018-09-15,22.09,67.31,31.31,24.76,56.08,,1.77,17.79,30.62,1.83,,,102.0,Moderate
+Mumbai,2018-09-16,25.6,76.8,29.74,25.68,55.42,,1.77,16.75,33.62,1.53,,,103.0,Moderate
+Mumbai,2018-09-17,20.37,68.0,27.73,21.88,49.61,,1.62,13.13,30.21,0.91,,,93.0,Satisfactory
+Mumbai,2018-09-18,25.51,78.16,30.13,22.65,52.76,,1.58,10.78,30.93,0.79,,,93.0,Satisfactory
+Mumbai,2018-09-19,17.68,55.13,20.54,23.5,44.02,,1.39,10.29,28.35,0.54,,,78.0,Satisfactory
+Mumbai,2018-09-20,25.44,91.8,33.4,26.19,59.59,,1.7,11.93,37.93,0.84,,,100.0,Satisfactory
+Mumbai,2018-09-21,42.73,114.46,38.25,28.18,66.41,,1.92,14.14,43.7,1.41,,,113.0,Moderate
+Mumbai,2018-09-22,31.22,59.71,16.24,21.98,38.19,,1.35,17.08,49.13,0.55,,,80.0,Satisfactory
+Mumbai,2018-09-23,35.95,66.06,22.8,25.3,48.11,,1.5,18.69,45.84,0.56,,,82.0,Satisfactory
+Mumbai,2018-09-24,33.06,70.44,33.91,23.98,57.89,,1.6,14.82,46.51,1.18,,,104.0,Moderate
+Mumbai,2018-09-25,33.86,77.88,26.2,25.06,51.09,,1.55,14.14,36.72,0.62,,,92.0,Satisfactory
+Mumbai,2018-09-26,32.52,71.2,22.16,29.12,51.22,,1.57,15.17,38.59,0.65,,,91.0,Satisfactory
+Mumbai,2018-09-27,37.21,76.15,40.21,33.05,73.08,,1.58,13.64,49.45,0.84,,,90.0,Satisfactory
+Mumbai,2018-09-28,44.86,107.68,51.26,37.4,88.2,,2.0,15.19,50.39,2.15,,,108.0,Moderate
+Mumbai,2018-09-29,44.05,112.39,41.92,31.84,73.78,,1.94,17.12,47.98,1.42,,,106.0,Moderate
+Mumbai,2018-09-30,54.77,141.2,44.46,32.42,76.87,,2.32,20.79,55.94,1.61,,,122.0,Moderate
+Mumbai,2018-10-01,49.35,130.79,40.14,31.92,71.83,,2.21,16.35,46.39,2.06,,,128.0,Moderate
+Mumbai,2018-10-02,49.52,116.69,44.32,36.92,81.23,,2.0,15.18,49.69,1.49,,,111.0,Moderate
+Mumbai,2018-10-03,50.87,122.42,25.36,34.0,59.36,,1.95,15.28,60.44,1.86,,,122.0,Moderate
+Mumbai,2018-10-04,43.4,99.57,23.44,29.79,53.24,,2.09,18.74,47.73,1.59,,,110.0,Moderate
+Mumbai,2018-10-05,42.12,103.91,33.2,29.9,63.09,,2.14,15.77,41.95,1.69,,,106.0,Moderate
+Mumbai,2018-10-06,48.16,122.98,39.6,29.55,69.14,,2.13,16.84,41.35,1.57,,,117.0,Moderate
+Mumbai,2018-10-07,54.76,118.68,30.75,31.68,62.43,,1.89,22.58,52.25,1.03,,,112.0,Moderate
+Mumbai,2018-10-08,48.6,106.14,24.79,31.1,55.91,,1.76,20.49,64.18,2.08,,,109.0,Moderate
+Mumbai,2018-10-09,45.06,100.44,22.78,24.85,47.6,,1.75,20.02,66.08,1.72,,,103.0,Moderate
+Mumbai,2018-10-10,42.82,100.02,31.63,27.69,57.87,,1.69,18.62,59.75,0.98,,,104.0,Moderate
+Mumbai,2018-10-11,34.35,89.58,37.28,21.34,58.63,,1.66,16.7,66.49,0.74,,,100.0,Satisfactory
+Mumbai,2018-10-12,44.57,118.82,35.41,31.55,66.67,,1.76,17.23,65.46,0.96,,,105.0,Moderate
+Mumbai,2018-10-13,54.92,167.05,37.1,28.09,65.19,,1.91,17.81,74.19,1.74,,,136.0,Moderate
+Mumbai,2018-10-14,48.18,166.65,43.01,30.08,73.09,,2.18,18.99,49.91,2.47,,,149.0,Moderate
+Mumbai,2018-10-15,49.42,153.48,47.95,32.3,80.26,,2.34,20.27,51.95,1.86,,,135.0,Moderate
+Mumbai,2018-10-16,54.25,158.76,48.94,33.31,82.26,,2.41,20.25,52.22,2.25,,,142.0,Moderate
+Mumbai,2018-10-17,46.14,129.95,44.23,31.55,75.79,,1.96,18.33,52.39,3.02,,,130.0,Moderate
+Mumbai,2018-10-18,26.07,71.72,42.65,29.06,71.72,,1.7,19.8,58.18,2.79,,,132.0,Moderate
+Mumbai,2018-10-19,49.65,137.14,37.8,24.75,62.56,,1.54,25.03,71.31,0.78,,,150.0,Moderate
+Mumbai,2018-10-20,48.89,120.56,31.76,26.09,57.87,,1.62,16.53,39.44,0.88,,,,
+Mumbai,2018-10-21,,,,,,,,,,,,,,
+Mumbai,2018-10-22,65.55,158.76,32.18,19.15,51.33,,1.81,17.61,38.03,0.8,,,,
+Mumbai,2018-10-23,30.7,91.46,33.47,18.44,51.91,,1.72,18.53,23.99,0.8,,,,
+Mumbai,2018-10-24,45.04,153.14,41.17,19.69,60.86,,2.38,20.83,25.53,1.28,,,123.0,Moderate
+Mumbai,2018-10-25,52.53,166.96,45.57,19.54,65.11,,2.59,21.41,26.01,1.43,,,146.0,Moderate
+Mumbai,2018-10-26,39.38,115.93,35.15,19.51,54.67,,1.93,19.11,24.46,1.16,,,118.0,Moderate
+Mumbai,2018-10-27,54.0,172.6,40.88,21.46,62.35,,2.65,21.75,27.42,2.39,,,136.0,Moderate
+Mumbai,2018-10-28,,,,,,,,,,,,,144.0,Moderate
+Mumbai,2018-10-29,34.62,96.44,29.83,26.33,56.17,,1.75,19.64,40.74,0.84,,,,
+Mumbai,2018-10-30,36.32,109.1,48.67,36.88,86.04,,1.87,18.0,32.52,1.04,,,110.0,Moderate
+Mumbai,2018-10-31,41.76,111.56,36.52,38.88,75.41,,1.95,16.61,37.97,0.96,,,106.0,Moderate
+Mumbai,2018-11-01,49.85,138.28,66.92,60.47,127.38,,2.1,16.34,39.87,2.77,,,141.0,Moderate
+Mumbai,2018-11-02,41.8,120.59,61.25,58.64,119.9,,2.02,18.88,44.23,2.3,,,138.0,Moderate
+Mumbai,2018-11-03,40.22,100.16,50.57,50.71,101.3,,1.95,14.27,41.95,2.07,,,132.0,Moderate
+Mumbai,2018-11-04,37.39,78.33,27.56,30.41,57.99,,1.71,13.1,55.14,1.89,,,100.0,Satisfactory
+Mumbai,2018-11-05,34.93,68.37,29.87,35.62,65.45,,1.74,19.92,43.27,1.72,,,102.0,Moderate
+Mumbai,2018-11-06,65.23,152.2,52.23,41.32,93.55,,2.14,28.32,47.33,2.52,,,112.0,Moderate
+Mumbai,2018-11-07,67.63,164.86,107.2,56.95,164.12,,2.32,28.2,37.62,2.57,,,184.0,Moderate
+Mumbai,2018-11-08,130.47,276.46,75.54,67.3,142.85,,2.81,40.57,48.41,3.27,,,299.0,Poor
+Mumbai,2018-11-09,93.59,222.33,94.43,50.06,144.47,,2.76,39.24,45.71,3.26,,,195.0,Moderate
+Mumbai,2018-11-10,122.18,272.19,128.76,39.76,168.54,,2.92,29.82,64.46,3.84,,,307.0,Very Poor
+Mumbai,2018-11-11,63.69,157.26,104.41,49.0,150.06,,2.65,25.82,66.27,3.23,,,179.0,Moderate
+Mumbai,2018-11-12,56.06,149.49,72.48,44.82,117.3,,2.59,24.89,58.48,3.25,,,146.0,Moderate
+Mumbai,2018-11-13,51.04,133.23,27.94,29.43,58.83,,2.1,24.14,67.98,2.28,,,123.0,Moderate
+Mumbai,2018-11-14,48.02,132.29,52.75,37.39,90.14,,2.3,24.71,56.49,2.75,,,132.0,Moderate
+Mumbai,2018-11-15,49.79,132.08,52.43,49.29,101.75,,2.33,23.56,64.87,2.86,,,122.0,Moderate
+Mumbai,2018-11-16,51.3,136.44,64.48,59.6,124.09,,2.35,21.75,57.12,2.86,,,147.0,Moderate
+Mumbai,2018-11-17,56.72,152.93,79.32,56.85,136.18,,2.75,21.46,57.58,3.33,,,150.0,Moderate
+Mumbai,2018-11-18,65.09,171.12,63.09,42.15,105.25,,2.83,19.25,79.13,3.32,,,153.0,Moderate
+Mumbai,2018-11-19,,,,,,,,,,,,,145.0,Moderate
+Mumbai,2018-11-20,73.29,177.92,13.2,24.7,37.89,,2.01,21.46,103.0,2.09,,,,
+Mumbai,2018-11-21,,,,,,,,,,,,,,
+Mumbai,2018-11-22,64.04,152.7,42.26,110.16,152.42,,2.41,21.59,69.64,2.01,,,,
+Mumbai,2018-11-23,48.49,112.45,38.46,53.66,87.21,,2.35,18.48,57.96,1.09,,,,
+Mumbai,2018-11-24,48.76,141.23,46.23,38.64,84.87,,2.61,21.5,53.93,1.46,,,125.0,Moderate
+Mumbai,2018-11-25,51.75,171.43,55.21,39.13,94.35,,2.89,21.99,64.37,2.05,,,145.0,Moderate
+Mumbai,2018-11-26,63.19,179.98,57.34,38.66,96.0,,3.07,22.39,61.74,2.18,,,169.0,Moderate
+Mumbai,2018-11-27,57.74,161.37,47.61,50.01,97.62,,2.87,18.53,51.25,1.45,,,143.0,Moderate
+Mumbai,2018-11-28,55.7,175.73,47.11,49.82,96.93,,2.83,13.92,65.33,2.3,,,149.0,Moderate
+Mumbai,2018-11-29,53.71,170.39,44.84,39.31,84.16,,2.85,14.99,65.15,2.04,,,146.0,Moderate
+Mumbai,2018-11-30,56.87,175.08,40.31,37.29,77.61,,2.93,17.34,69.6,2.2,,,158.0,Moderate
+Mumbai,2018-12-01,62.05,196.83,47.03,41.17,88.2,,3.02,17.4,63.12,2.21,,,154.0,Moderate
+Mumbai,2018-12-02,62.82,202.58,46.9,36.12,83.02,,2.21,17.88,71.9,2.73,,,172.0,Moderate
+Mumbai,2018-12-03,76.86,215.08,38.47,43.27,81.73,,1.89,16.39,74.46,2.22,,,174.0,Moderate
+Mumbai,2018-12-04,65.54,187.09,54.68,60.53,115.22,,2.42,14.82,65.87,1.87,,,168.0,Moderate
+Mumbai,2018-12-05,72.91,201.08,81.97,68.46,150.46,,3.26,15.46,75.06,2.09,,,163.0,Moderate
+Mumbai,2018-12-06,70.04,170.19,64.5,56.0,120.51,,2.63,13.9,49.86,1.91,,,176.0,Moderate
+Mumbai,2018-12-07,54.61,165.03,44.06,42.91,86.97,,2.06,19.62,44.72,1.75,,,140.0,Moderate
+Mumbai,2018-12-08,63.47,193.53,47.32,46.77,94.1,,2.34,23.26,50.4,1.7,,,152.0,Moderate
+Mumbai,2018-12-09,56.9,169.94,28.22,43.94,72.16,,2.12,22.11,50.29,2.04,,,158.0,Moderate
+Mumbai,2018-12-10,51.82,151.5,21.34,45.25,66.57,,1.79,17.96,49.03,1.38,,,137.0,Moderate
+Mumbai,2018-12-11,49.73,154.09,27.81,65.26,93.04,,1.91,18.87,43.06,1.28,,,138.0,Moderate
+Mumbai,2018-12-12,38.67,121.78,32.36,57.01,89.14,,1.81,19.96,40.93,1.27,,,124.0,Moderate
+Mumbai,2018-12-13,50.03,142.34,28.34,61.56,89.36,,1.81,22.04,45.61,1.46,,,117.0,Moderate
+Mumbai,2018-12-14,61.98,148.08,47.78,50.13,97.88,,1.81,26.36,35.55,1.05,,,123.0,Moderate
+Mumbai,2018-12-15,57.49,159.6,40.58,44.05,84.54,,1.87,29.7,38.71,1.01,,,136.0,Moderate
+Mumbai,2018-12-16,56.54,155.32,30.17,36.6,66.74,,1.8,33.29,43.55,0.94,,,146.0,Moderate
+Mumbai,2018-12-17,50.82,135.22,36.94,37.73,67.63,,1.7,23.54,43.0,1.01,,,128.0,Moderate
+Mumbai,2018-12-18,63.59,165.21,58.47,49.72,105.66,,1.9,21.82,53.08,0.95,,,136.0,Moderate
+Mumbai,2018-12-19,66.38,141.73,45.93,106.27,152.15,,1.97,20.37,49.9,1.46,,,174.0,Moderate
+Mumbai,2018-12-20,50.75,130.15,34.57,70.55,104.68,,1.74,19.4,42.96,1.17,,,135.0,Moderate
+Mumbai,2018-12-21,52.93,143.39,37.82,65.68,103.29,,1.9,17.82,47.82,1.66,,,123.0,Moderate
+Mumbai,2018-12-22,74.39,180.07,80.57,73.65,154.21,,2.58,19.18,54.17,2.49,,,160.0,Moderate
+Mumbai,2018-12-23,92.96,192.28,85.85,63.17,149.03,,2.65,21.36,53.27,1.95,,,197.0,Moderate
+Mumbai,2018-12-24,96.74,221.61,68.31,60.1,128.11,,2.75,17.33,58.67,2.14,,,219.0,Poor
+Mumbai,2018-12-25,88.48,203.0,70.22,37.83,107.87,,2.72,22.33,60.08,1.88,,,210.0,Poor
+Mumbai,2018-12-26,68.03,137.58,32.12,49.5,80.71,,1.86,18.79,46.46,1.58,,,149.0,Moderate
+Mumbai,2018-12-27,67.26,133.78,43.87,50.21,93.15,,1.81,22.18,33.39,3.54,,,119.0,Moderate
+Mumbai,2018-12-28,69.88,152.97,56.22,52.64,108.22,,2.03,26.15,37.61,1.48,,,130.0,Moderate
+Mumbai,2018-12-29,65.85,137.97,58.08,69.41,127.32,,2.05,26.23,37.22,1.55,,,143.0,Moderate
+Mumbai,2018-12-30,81.14,159.39,76.01,66.55,142.56,,2.11,38.07,35.39,1.78,,,154.0,Moderate
+Mumbai,2018-12-31,81.34,185.04,70.64,90.08,160.67,,2.57,27.19,38.87,2.21,,,188.0,Moderate
+Mumbai,2019-01-01,79.78,221.85,62.98,66.11,129.08,,2.75,21.88,45.29,2.76,,,181.0,Moderate
+Mumbai,2019-01-02,80.41,232.04,82.29,64.04,146.33,,3.14,26.7,53.3,3.04,,,175.0,Moderate
+Mumbai,2019-01-03,103.76,295.76,83.94,58.71,142.66,,3.65,25.44,68.37,4.09,,,239.0,Poor
+Mumbai,2019-01-04,84.61,250.62,80.09,59.75,139.85,,3.5,23.0,68.82,3.37,,,221.0,Poor
+Mumbai,2019-01-05,75.92,216.49,61.9,64.59,126.48,,2.76,24.93,63.06,2.5,,,180.0,Moderate
+Mumbai,2019-01-06,81.14,233.06,49.18,60.0,109.19,,2.76,21.49,62.05,2.2,,,183.0,Moderate
+Mumbai,2019-01-07,52.78,164.07,41.1,67.79,99.42,,2.18,22.27,48.85,1.48,,,156.0,Moderate
+Mumbai,2019-01-08,57.44,177.25,54.09,56.98,111.08,,2.75,32.25,67.66,2.44,,,156.0,Moderate
+Mumbai,2019-01-09,71.68,199.89,57.69,48.59,106.29,,2.49,21.75,85.19,2.56,,,150.0,Moderate
+Mumbai,2019-01-10,84.32,250.65,70.11,50.68,120.77,,3.01,18.86,69.71,3.2,,,199.0,Moderate
+Mumbai,2019-01-11,85.51,240.04,77.9,47.07,124.97,,3.32,32.67,71.31,3.09,,,201.0,Poor
+Mumbai,2019-01-12,76.86,237.89,55.52,49.1,102.22,,2.76,34.55,78.82,2.55,,,187.0,Moderate
+Mumbai,2019-01-13,75.79,235.95,63.0,35.42,98.42,,3.11,30.85,76.64,2.66,,,197.0,Moderate
+Mumbai,2019-01-14,66.32,191.3,37.01,44.04,81.05,,2.37,25.59,72.08,1.57,,,163.0,Moderate
+Mumbai,2019-01-15,68.1,188.89,52.24,50.99,103.22,,2.53,28.78,72.52,1.7,,,162.0,Moderate
+Mumbai,2019-01-16,69.37,194.79,62.3,48.31,110.55,,2.56,27.31,65.72,1.9,,,162.0,Moderate
+Mumbai,2019-01-17,83.31,245.52,118.84,48.1,166.94,,3.25,27.92,32.31,2.7,,,184.0,Moderate
+Mumbai,2019-01-18,84.99,231.12,69.76,52.87,122.63,,2.99,26.39,32.51,2.18,,,200.0,Moderate
+Mumbai,2019-01-19,82.07,254.54,94.63,50.15,144.78,,3.3,35.06,29.55,2.45,,,190.0,Moderate
+Mumbai,2019-01-20,93.45,285.55,79.17,26.93,106.1,,3.34,35.52,33.76,3.13,,,234.0,Poor
+Mumbai,2019-01-21,51.0,132.19,38.08,17.6,55.68,,2.1,28.3,20.34,1.17,,,160.0,Moderate
+Mumbai,2019-01-22,34.26,109.43,36.32,35.26,71.55,,1.94,22.76,25.59,1.03,,,114.0,Moderate
+Mumbai,2019-01-23,26.04,113.83,26.82,41.97,68.62,,1.65,21.92,29.55,0.67,,,100.0,Satisfactory
+Mumbai,2019-01-24,53.38,150.95,23.5,70.2,93.7,,1.78,18.37,37.42,0.7,,,125.0,Moderate
+Mumbai,2019-01-25,47.4,135.35,22.96,79.41,102.36,,1.83,12.39,52.07,0.84,,,133.0,Moderate
+Mumbai,2019-01-26,38.28,122.56,40.28,72.66,112.93,,1.84,12.89,54.64,0.91,,,131.0,Moderate
+Mumbai,2019-01-27,36.88,117.84,17.56,68.41,85.97,,1.79,10.85,34.26,0.79,,,117.0,Moderate
+Mumbai,2019-01-28,46.01,121.37,11.12,13.44,16.51,,2.29,12.57,35.58,1.4,,,112.0,Moderate
+Mumbai,2019-01-29,47.42,125.09,40.19,38.05,78.24,,2.12,14.45,40.56,1.82,,,118.0,Moderate
+Mumbai,2019-01-30,51.55,173.72,,,,,2.83,17.46,48.14,2.19,,,150.0,Moderate
+Mumbai,2019-01-31,51.24,174.07,,,,,2.93,24.08,47.64,4.26,,,151.0,Moderate
+Mumbai,2019-02-01,48.04,153.71,,,,,2.3,17.87,59.04,1.68,,,146.0,Moderate
+Mumbai,2019-02-02,50.63,184.82,,,,,2.27,17.97,59.69,1.88,,,152.0,Moderate
+Mumbai,2019-02-03,73.37,257.39,,,,,3.21,22.13,72.76,3.42,,,186.0,Moderate
+Mumbai,2019-02-04,66.26,217.26,54.58,17.9,72.48,,3.25,22.36,56.12,3.16,,,201.0,Poor
+Mumbai,2019-02-05,65.62,209.61,27.48,30.45,57.93,,2.73,19.76,70.86,2.9,,,164.0,Moderate
+Mumbai,2019-02-06,43.34,146.7,38.78,23.77,62.55,,1.88,14.66,65.06,1.02,,,156.0,Moderate
+Mumbai,2019-02-07,18.67,94.56,40.78,24.61,60.36,,1.59,12.31,44.44,0.59,,,103.0,Moderate
+Mumbai,2019-02-08,52.26,203.43,50.54,36.41,86.93,,1.64,13.66,38.51,0.64,,,132.0,Moderate
+Mumbai,2019-02-09,72.35,188.49,85.9,34.58,118.31,,2.0,20.72,32.65,1.26,,,170.0,Moderate
+Mumbai,2019-02-10,86.52,222.61,31.02,30.53,61.57,,2.84,26.28,55.92,3.1,,,180.0,Moderate
+Mumbai,2019-02-11,101.67,261.7,39.3,34.5,73.67,,3.17,25.97,69.16,2.93,,,213.0,Poor
+Mumbai,2019-02-12,94.74,221.18,95.62,45.67,141.28,,3.27,24.49,55.38,3.13,,,225.0,Poor
+Mumbai,2019-02-13,78.47,152.16,73.92,34.45,108.37,,2.6,21.96,56.51,2.46,,,190.0,Moderate
+Mumbai,2019-02-14,49.64,100.42,59.57,32.54,92.13,,1.91,16.76,56.4,0.84,,,139.0,Moderate
+Mumbai,2019-02-15,47.74,119.49,43.85,30.95,74.8,,1.86,15.42,68.09,0.92,,,118.0,Moderate
+Mumbai,2019-02-16,52.57,130.57,64.01,37.75,101.77,,2.16,17.91,58.37,1.58,,,125.0,Moderate
+Mumbai,2019-02-17,59.84,168.11,61.17,34.62,95.79,,2.37,19.85,90.64,1.69,,,165.0,Moderate
+Mumbai,2019-02-18,54.99,136.62,47.99,32.21,80.21,,2.25,19.18,83.46,1.31,,,155.0,Moderate
+Mumbai,2019-02-19,49.87,120.19,50.63,34.17,84.8,,2.19,18.32,76.99,1.29,,,143.0,Moderate
+Mumbai,2019-02-20,64.73,182.68,58.01,28.4,86.42,,3.0,22.73,101.76,4.0,,,166.0,Moderate
+Mumbai,2019-02-21,35.61,84.13,32.41,20.68,53.1,,1.67,17.0,70.35,0.49,,,114.0,Moderate
+Mumbai,2019-02-22,38.3,103.84,37.16,21.65,58.81,,1.85,16.77,56.96,0.78,,,105.0,Moderate
+Mumbai,2019-02-23,58.39,196.31,53.85,32.52,86.39,,2.51,21.28,78.9,1.92,,,156.0,Moderate
+Mumbai,2019-02-24,31.67,126.11,41.11,22.27,63.4,,1.84,18.07,62.79,0.9,,,140.0,Moderate
+Mumbai,2019-02-25,35.64,118.0,54.25,26.2,80.36,,1.97,15.66,57.0,0.98,,,119.0,Moderate
+Mumbai,2019-02-26,27.8,116.06,45.93,24.5,70.45,,1.69,8.13,45.78,0.56,,,118.0,Moderate
+Mumbai,2019-02-27,22.69,109.49,54.48,18.29,72.77,,1.72,7.67,37.63,0.78,,,108.0,Moderate
+Mumbai,2019-02-28,49.14,133.69,57.22,13.9,71.12,,1.92,10.0,49.84,1.12,,,106.0,Moderate
+Mumbai,2019-03-01,41.12,150.77,90.27,38.66,128.94,,2.35,17.55,70.34,2.53,,,159.0,Moderate
+Mumbai,2019-03-02,49.77,203.42,108.87,35.35,144.24,,2.78,15.04,72.01,3.01,,,184.0,Moderate
+Mumbai,2019-03-03,15.85,58.71,35.64,12.5,48.15,,1.64,7.53,63.43,0.43,,,114.0,Moderate
+Mumbai,2019-03-04,16.82,81.35,41.82,7.43,49.26,,1.64,7.72,73.28,0.36,,,95.0,Satisfactory
+Mumbai,2019-03-05,22.15,126.58,29.85,5.5,35.35,,1.54,6.83,76.26,0.31,,,106.0,Moderate
+Mumbai,2019-03-06,23.44,92.09,37.33,10.1,47.44,,1.67,7.12,80.67,0.38,,,113.0,Moderate
+Mumbai,2019-03-07,25.23,102.94,41.19,15.47,56.67,,1.75,7.22,80.8,0.6,,,113.0,Moderate
+Mumbai,2019-03-08,29.13,108.52,40.93,17.87,58.8,,1.83,8.15,81.24,0.78,,,122.0,Moderate
+Mumbai,2019-03-09,36.24,132.21,54.51,20.05,74.58,,2.14,10.39,89.05,1.0,,,151.0,Moderate
+Mumbai,2019-03-10,30.19,158.13,51.19,17.41,68.6,,1.96,9.84,61.16,1.11,,,142.0,Moderate
+Mumbai,2019-03-11,23.72,128.8,40.45,9.46,49.92,,1.67,7.23,46.22,0.58,,,127.0,Moderate
+Mumbai,2019-03-12,21.02,92.1,36.52,9.01,45.54,,1.54,6.71,60.52,0.36,,,109.0,Moderate
+Mumbai,2019-03-13,23.36,90.2,36.51,10.9,47.41,,1.58,7.4,97.63,0.39,,,142.0,Moderate
+Mumbai,2019-03-14,21.54,99.26,42.4,14.7,57.1,,1.63,5.16,68.64,0.48,,,104.0,Moderate
+Mumbai,2019-03-15,28.02,113.58,43.47,17.95,61.43,,1.73,4.28,85.43,0.62,,,124.0,Moderate
+Mumbai,2019-03-16,39.49,158.64,62.31,25.05,87.36,,2.18,6.0,89.53,1.32,,,153.0,Moderate
+Mumbai,2019-03-17,37.52,132.12,46.68,20.46,67.14,,1.93,4.04,87.21,0.92,,,135.0,Moderate
+Mumbai,2019-03-18,40.68,145.41,59.73,23.59,83.33,,2.28,5.96,86.68,1.13,,,137.0,Moderate
+Mumbai,2019-03-19,35.58,140.87,87.07,20.39,107.47,,2.34,7.17,57.91,1.56,,,140.0,Moderate
+Mumbai,2019-03-20,27.08,92.8,54.25,10.65,64.89,,1.8,4.35,65.62,0.83,,,108.0,Moderate
+Mumbai,2019-03-21,19.81,79.16,40.25,3.53,43.63,,1.58,3.2,55.06,0.41,,,98.0,Satisfactory
+Mumbai,2019-03-22,18.03,65.91,46.92,7.2,54.07,,1.44,3.15,37.28,0.35,,,81.0,Satisfactory
+Mumbai,2019-03-23,31.96,115.36,46.86,10.21,57.04,,1.44,3.86,51.37,0.75,,,90.0,Satisfactory
+Mumbai,2019-03-24,49.58,188.42,69.57,20.72,90.3,,,5.64,66.28,1.68,,,149.0,Moderate
+Mumbai,2019-03-25,55.04,206.24,85.62,34.94,120.57,,1.71,4.78,50.36,1.88,,,160.0,Moderate
+Mumbai,2019-03-26,40.69,151.14,42.96,23.48,66.44,,1.71,1.22,35.31,1.16,,,147.0,Moderate
+Mumbai,2019-03-27,34.51,127.47,26.75,10.1,36.82,,1.6,24.1,29.84,0.6,,,128.0,Moderate
+Mumbai,2019-03-28,32.94,105.11,29.22,10.48,39.7,,1.61,42.91,32.64,1.35,,,111.0,Moderate
+Mumbai,2019-03-29,29.55,100.84,20.58,5.19,25.73,,1.5,28.83,21.98,0.55,,,98.0,Satisfactory
+Mumbai,2019-03-30,24.24,89.43,25.92,5.62,31.47,,1.49,28.87,17.4,0.73,,,101.0,Moderate
+Mumbai,2019-03-31,18.43,90.53,27.07,5.77,32.73,,1.46,28.27,14.4,0.42,,,87.0,Satisfactory
+Mumbai,2019-04-01,19.8,87.09,24.96,2.49,27.18,,1.43,29.66,13.07,0.82,,,90.0,Satisfactory
+Mumbai,2019-04-02,22.9,89.81,21.03,18.8,39.82,,1.7,22.45,43.42,1.05,,,86.0,Satisfactory
+Mumbai,2019-04-03,27.35,92.65,32.87,29.36,62.24,,1.79,22.97,35.71,0.55,,,138.0,Moderate
+Mumbai,2019-04-04,16.91,66.3,33.32,19.55,52.88,,1.72,22.44,21.67,0.53,,,94.0,Satisfactory
+Mumbai,2019-04-05,19.09,60.59,36.51,19.43,55.94,,1.76,22.69,25.83,0.57,,,94.0,Satisfactory
+Mumbai,2019-04-06,17.84,66.09,43.1,21.09,64.19,,1.78,22.87,14.0,0.57,,,95.0,Satisfactory
+Mumbai,2019-04-07,18.74,71.13,52.31,22.34,74.65,,1.85,23.04,15.02,1.02,,,98.0,Satisfactory
+Mumbai,2019-04-08,16.1,59.23,44.91,21.77,66.69,,1.78,23.21,21.22,0.43,,,95.0,Satisfactory
+Mumbai,2019-04-09,16.87,60.7,38.38,18.49,56.87,,1.73,23.29,22.29,0.58,,,93.0,Satisfactory
+Mumbai,2019-04-10,14.22,52.28,40.36,17.8,58.16,,1.77,23.47,19.22,0.4,,,94.0,Satisfactory
+Mumbai,2019-04-11,17.17,64.97,29.93,15.32,45.25,,1.74,22.99,20.81,0.32,,,92.0,Satisfactory
+Mumbai,2019-04-12,22.32,76.97,44.14,20.93,65.09,,1.83,23.7,24.64,1.52,,,96.0,Satisfactory
+Mumbai,2019-04-13,33.1,114.51,71.9,34.12,103.73,,2.06,25.33,25.95,0.84,,,109.0,Moderate
+Mumbai,2019-04-14,22.7,83.82,48.02,30.65,78.67,,1.91,23.82,15.09,0.61,,,108.0,Moderate
+Mumbai,2019-04-15,20.7,84.28,32.61,28.62,61.23,,1.88,22.74,35.39,0.98,,,102.0,Moderate
+Mumbai,2019-04-16,27.28,106.52,35.04,24.92,59.96,,1.85,19.95,28.41,0.82,,,101.0,Moderate
+Mumbai,2019-04-17,13.15,50.12,21.7,20.49,42.2,,1.69,19.47,19.05,0.17,,,93.0,Satisfactory
+Mumbai,2019-04-18,21.44,88.17,37.19,34.18,71.36,,1.82,20.13,32.75,0.32,,,96.0,Satisfactory
+Mumbai,2019-04-19,21.5,95.76,34.43,27.23,61.67,,1.84,20.07,21.3,0.37,,,99.0,Satisfactory
+Mumbai,2019-04-20,22.27,75.24,49.89,34.26,84.15,,1.92,20.16,23.3,0.48,,,102.0,Moderate
+Mumbai,2019-04-21,21.17,69.22,35.8,23.45,59.26,,1.89,20.28,14.96,0.57,,,100.0,Satisfactory
+Mumbai,2019-04-22,20.98,75.94,38.67,27.14,65.82,,1.86,22.6,24.44,0.49,,,98.0,Satisfactory
+Mumbai,2019-04-23,18.09,71.69,42.5,22.31,64.82,,1.84,24.63,32.45,0.27,,,97.0,Satisfactory
+Mumbai,2019-04-24,16.24,67.42,26.75,14.65,41.4,,1.77,23.62,34.41,0.19,,,93.0,Satisfactory
+Mumbai,2019-04-25,17.48,57.09,25.69,15.74,41.43,,1.76,22.37,31.8,0.19,,,90.0,Satisfactory
+Mumbai,2019-04-26,17.19,74.24,28.67,18.72,47.4,,1.79,20.85,27.22,0.23,,,93.0,Satisfactory
+Mumbai,2019-04-27,26.23,99.86,53.5,24.73,78.23,,1.94,24.2,22.74,0.47,,,100.0,Satisfactory
+Mumbai,2019-04-28,23.77,99.29,29.63,27.13,57.84,,1.88,23.41,16.98,0.48,,,103.0,Moderate
+Mumbai,2019-04-29,22.63,88.73,29.2,22.3,51.5,,1.85,23.8,15.57,0.3,,,97.0,Satisfactory
+Mumbai,2019-04-30,21.86,85.4,31.26,19.2,50.47,,1.84,24.52,18.42,0.33,,,96.0,Satisfactory
+Mumbai,2019-05-01,19.09,89.67,22.92,12.89,35.82,,1.77,23.3,12.82,0.15,,,90.0,Satisfactory
+Mumbai,2019-05-02,21.65,114.38,22.82,13.17,36.0,,1.76,22.6,23.08,0.17,,,105.0,Moderate
+Mumbai,2019-05-03,17.93,85.82,29.42,14.87,44.64,,1.8,19.09,11.7,0.34,,,97.0,Satisfactory
+Mumbai,2019-05-04,16.54,76.05,27.84,16.35,44.2,,1.8,19.29,16.35,0.17,,,92.0,Satisfactory
+Mumbai,2019-05-05,14.8,71.97,21.85,9.55,31.4,,1.79,19.68,17.61,0.16,,,91.0,Satisfactory
+Mumbai,2019-05-06,15.73,61.85,30.79,12.71,43.5,,1.8,19.8,19.01,0.25,,,93.0,Satisfactory
+Mumbai,2019-05-07,13.48,52.14,37.16,13.09,50.76,,1.82,21.62,21.85,0.29,,,95.0,Satisfactory
+Mumbai,2019-05-08,12.89,47.56,23.64,9.3,32.94,,1.76,24.67,24.36,0.4,,,90.0,Satisfactory
+Mumbai,2019-05-09,10.95,46.73,26.4,11.28,37.68,,1.76,24.3,11.22,0.29,,,91.0,Satisfactory
+Mumbai,2019-05-10,12.8,49.69,23.09,11.68,34.78,,1.75,24.35,18.84,0.22,,,89.0,Satisfactory
+Mumbai,2019-05-11,12.96,45.38,32.79,19.48,52.27,,1.78,24.31,16.01,0.25,,,93.0,Satisfactory
+Mumbai,2019-05-12,14.62,62.45,36.73,18.89,55.62,,1.81,24.16,15.75,0.3,,,94.0,Satisfactory
+Mumbai,2019-05-13,18.73,70.93,23.25,14.77,38.03,,1.77,24.34,15.94,0.21,,,92.0,Satisfactory
+Mumbai,2019-05-14,15.43,64.72,35.17,16.34,51.52,,1.67,22.41,20.13,0.22,,,92.0,Satisfactory
+Mumbai,2019-05-15,15.19,64.91,30.53,15.87,46.41,,1.45,22.61,22.69,0.28,,,80.0,Satisfactory
+Mumbai,2019-05-16,16.01,58.49,25.31,14.07,39.38,,1.43,19.58,19.94,0.16,,,76.0,Satisfactory
+Mumbai,2019-05-17,15.25,64.12,40.23,18.31,58.54,,1.5,18.85,14.32,0.23,,,79.0,Satisfactory
+Mumbai,2019-05-18,16.14,74.72,54.67,20.05,74.73,,1.62,24.56,14.88,0.31,,,92.0,Satisfactory
+Mumbai,2019-05-19,12.37,58.55,38.35,20.27,58.63,,1.54,23.69,15.65,0.25,,,83.0,Satisfactory
+Mumbai,2019-05-20,12.04,58.33,31.5,16.87,48.37,,1.65,17.63,22.67,0.19,,,84.0,Satisfactory
+Mumbai,2019-05-21,14.62,69.48,25.94,14.59,39.98,,1.79,11.05,15.14,0.19,,,92.0,Satisfactory
+Mumbai,2019-05-22,11.08,45.31,20.11,12.09,32.21,,1.75,10.84,14.77,0.13,,,89.0,Satisfactory
+Mumbai,2019-05-23,25.61,55.67,37.17,13.9,51.08,,1.78,11.83,17.17,0.17,,,93.0,Satisfactory
+Mumbai,2019-05-24,16.84,79.74,32.58,12.8,45.39,,1.69,10.96,14.79,0.18,,,90.0,Satisfactory
+Mumbai,2019-05-25,14.03,60.49,25.71,10.11,35.83,,1.41,12.41,26.22,0.11,,,75.0,Satisfactory
+Mumbai,2019-05-26,17.07,76.72,28.86,9.62,38.49,,1.36,15.93,23.81,0.16,,,71.0,Satisfactory
+Mumbai,2019-05-27,18.11,86.81,29.58,9.78,39.36,,1.45,14.91,23.04,0.14,,,86.0,Satisfactory
+Mumbai,2019-05-28,16.57,72.77,30.56,9.8,40.36,,1.76,11.23,19.96,0.16,,,90.0,Satisfactory
+Mumbai,2019-05-29,14.93,60.16,25.94,9.83,35.78,,1.7,11.33,26.66,0.92,,,91.0,Satisfactory
+Mumbai,2019-05-30,12.88,48.56,26.93,9.69,36.62,,1.39,11.02,19.95,0.28,,,73.0,Satisfactory
+Mumbai,2019-05-31,13.92,48.68,31.28,11.04,42.32,,1.45,13.74,31.89,0.23,,,76.0,Satisfactory
+Mumbai,2019-06-01,12.38,45.97,32.6,14.13,46.54,,1.58,16.05,24.38,0.23,,,81.0,Satisfactory
+Mumbai,2019-06-02,12.49,43.71,32.2,13.65,45.85,,1.6,16.32,24.89,0.24,,,81.0,Satisfactory
+Mumbai,2019-06-03,16.91,45.9,26.45,11.69,38.15,7.21,1.29,13.11,24.56,0.23,,,81.0,Satisfactory
+Mumbai,2019-06-04,14.51,49.54,16.3,7.05,23.25,7.47,0.68,7.54,18.91,0.92,,,66.0,Satisfactory
+Mumbai,2019-06-05,16.41,53.63,12.61,6.38,18.98,8.87,0.63,9.08,17.04,0.62,,,64.0,Satisfactory
+Mumbai,2019-06-06,12.41,57.2,17.28,8.5,25.75,10.61,0.58,9.9,18.84,1.16,,,65.0,Satisfactory
+Mumbai,2019-06-07,12.86,65.7,23.87,11.45,35.29,11.13,0.5,10.37,17.37,1.88,,,72.0,Satisfactory
+Mumbai,2019-06-08,14.42,77.47,25.34,11.93,36.46,9.55,0.52,8.74,18.69,1.77,,,77.0,Satisfactory
+Mumbai,2019-06-09,16.3,85.38,27.75,11.54,38.53,8.39,0.55,9.59,15.94,1.71,,,86.0,Satisfactory
+Mumbai,2019-06-10,18.41,75.69,27.33,20.97,48.3,16.2,0.68,9.76,22.76,2.26,,,87.0,Satisfactory
+Mumbai,2019-06-11,18.13,50.39,22.23,28.04,50.27,18.1,0.7,9.34,30.22,3.18,,,90.0,Satisfactory
+Mumbai,2019-06-12,15.48,46.88,25.57,19.26,44.77,17.14,0.63,9.46,20.67,2.3,,,71.0,Satisfactory
+Mumbai,2019-06-13,13.64,57.28,21.6,15.52,36.51,15.49,0.53,8.57,21.85,1.31,,,61.0,Satisfactory
+Mumbai,2019-06-14,15.87,56.1,23.48,13.6,36.99,14.05,0.53,9.5,13.58,2.08,,,69.0,Satisfactory
+Mumbai,2019-06-15,13.97,48.22,23.56,14.4,37.27,13.96,0.51,10.38,12.83,2.05,,,62.0,Satisfactory
+Mumbai,2019-06-16,11.64,55.6,17.38,9.91,26.09,10.25,0.33,9.73,14.62,0.97,,,58.0,Satisfactory
+Mumbai,2019-06-17,12.33,59.29,17.32,9.55,26.02,9.36,0.44,10.37,14.3,0.98,,,60.0,Satisfactory
+Mumbai,2019-06-18,14.3,52.99,17.55,11.91,29.1,8.75,0.51,10.39,14.79,1.09,,,65.0,Satisfactory
+Mumbai,2019-06-19,14.45,56.82,22.59,13.23,34.57,9.6,0.53,10.8,12.38,1.69,,,61.0,Satisfactory
+Mumbai,2019-06-20,15.98,82.29,27.03,11.25,35.37,8.91,0.48,10.9,13.0,1.41,,,80.0,Satisfactory
+Mumbai,2019-06-21,16.49,78.83,26.62,11.72,35.38,9.47,0.46,11.22,12.15,1.78,,,82.0,Satisfactory
+Mumbai,2019-06-22,19.33,88.55,25.32,13.33,35.7,10.41,0.46,11.19,13.26,1.71,,,84.0,Satisfactory
+Mumbai,2019-06-23,18.81,88.85,22.83,13.27,33.94,9.22,0.43,11.77,13.74,1.32,,,90.0,Satisfactory
+Mumbai,2019-06-24,20.36,80.85,20.8,15.53,36.33,8.51,0.54,12.04,13.16,1.69,,,92.0,Satisfactory
+Mumbai,2019-06-25,17.72,53.76,30.17,14.17,44.24,12.19,0.52,11.48,14.9,3.62,,,71.0,Satisfactory
+Mumbai,2019-06-26,15.04,49.61,27.65,13.16,40.77,12.07,0.47,11.63,13.43,2.06,,,63.0,Satisfactory
+Mumbai,2019-06-27,10.52,31.79,29.74,14.18,43.92,12.66,0.51,10.94,13.41,3.15,,,60.0,Satisfactory
+Mumbai,2019-06-28,7.2,31.49,21.04,11.4,32.43,8.71,0.44,9.39,16.47,1.49,,,59.0,Satisfactory
+Mumbai,2019-06-29,10.31,34.34,19.59,15.26,34.84,7.86,0.49,9.21,19.59,1.46,,,63.0,Satisfactory
+Mumbai,2019-06-30,11.91,39.11,22.59,15.23,35.8,7.93,0.53,9.42,14.72,1.76,,,59.0,Satisfactory
+Mumbai,2019-07-01,8.73,24.69,21.26,17.34,38.51,7.62,0.55,11.08,17.01,1.5,,,59.0,Satisfactory
+Mumbai,2019-07-02,9.86,21.58,27.78,19.56,47.34,11.71,0.59,12.53,14.59,1.72,,,61.0,Satisfactory
+Mumbai,2019-07-03,13.44,31.61,37.74,17.27,54.8,12.88,0.62,13.27,12.88,4.07,,,67.0,Satisfactory
+Mumbai,2019-07-04,16.28,43.96,44.97,14.32,58.4,10.29,0.72,12.93,12.16,2.91,,,68.0,Satisfactory
+Mumbai,2019-07-05,13.97,53.1,31.89,13.72,44.87,11.0,0.57,12.61,12.64,2.19,,,84.0,Satisfactory
+Mumbai,2019-07-06,10.48,46.43,20.99,11.91,30.74,7.73,0.42,11.13,14.05,1.11,,,57.0,Satisfactory
+Mumbai,2019-07-07,17.65,82.39,20.06,9.3,29.25,5.74,0.42,11.35,15.25,1.69,,,76.0,Satisfactory
+Mumbai,2019-07-08,9.78,54.07,22.01,12.64,34.24,6.49,0.44,11.47,14.2,2.13,,,84.0,Satisfactory
+Mumbai,2019-07-09,10.49,45.85,18.6,10.51,28.55,6.16,0.41,10.75,14.75,1.09,,,61.0,Satisfactory
+Mumbai,2019-07-10,8.69,28.14,25.96,12.99,38.82,6.27,0.47,9.36,12.85,1.9,,,59.0,Satisfactory
+Mumbai,2019-07-11,11.0,49.5,28.42,10.58,37.52,8.24,0.41,7.28,12.22,2.11,,,67.0,Satisfactory
+Mumbai,2019-07-12,11.6,48.04,24.42,11.89,35.3,6.75,0.44,7.21,13.87,2.13,,,72.0,Satisfactory
+Mumbai,2019-07-13,11.06,44.93,25.43,11.47,36.87,5.61,0.44,7.38,11.65,1.71,,,63.0,Satisfactory
+Mumbai,2019-07-14,9.18,43.54,26.83,9.99,36.79,5.43,0.44,8.0,13.45,1.74,,,65.0,Satisfactory
+Mumbai,2019-07-15,10.76,57.0,22.66,9.99,32.65,6.57,0.43,8.18,13.18,1.88,,,66.0,Satisfactory
+Mumbai,2019-07-16,11.46,51.18,28.27,9.44,37.71,7.03,0.45,8.32,11.87,1.63,,,66.0,Satisfactory
+Mumbai,2019-07-17,14.55,59.21,27.74,9.47,37.14,11.05,0.49,8.6,12.26,2.68,,,69.0,Satisfactory
+Mumbai,2019-07-18,14.07,62.65,24.18,11.3,35.47,14.42,0.46,9.19,12.41,1.95,,,70.0,Satisfactory
+Mumbai,2019-07-19,18.79,78.75,28.95,13.24,42.14,17.49,0.51,10.0,12.25,2.08,,,77.0,Satisfactory
+Mumbai,2019-07-20,18.67,57.53,32.17,16.96,49.09,17.58,0.62,9.35,12.88,2.7,,,78.0,Satisfactory
+Mumbai,2019-07-21,22.6,48.5,33.18,19.66,52.83,16.54,0.71,9.54,16.46,2.69,,,79.0,Satisfactory
+Mumbai,2019-07-22,11.58,32.14,21.45,16.13,37.5,16.04,0.55,8.73,17.35,2.18,,,64.0,Satisfactory
+Mumbai,2019-07-23,7.33,25.93,22.41,15.21,37.59,14.29,0.4,8.17,15.68,2.67,,,55.0,Satisfactory
+Mumbai,2019-07-24,7.93,22.05,22.44,13.77,36.2,13.52,0.28,7.67,15.25,2.83,,,51.0,Satisfactory
+Mumbai,2019-07-25,14.23,42.48,26.43,13.12,39.55,13.69,0.31,8.02,14.15,3.44,,,56.0,Satisfactory
+Mumbai,2019-07-26,11.83,41.53,21.56,10.47,32.01,12.09,0.27,8.06,14.63,3.58,,,59.0,Satisfactory
+Mumbai,2019-07-27,11.84,43.68,17.04,10.49,26.48,10.02,0.43,7.62,17.47,2.08,,,56.0,Satisfactory
+Mumbai,2019-07-28,14.16,53.66,17.06,9.9,25.59,9.87,0.46,8.41,16.94,2.15,,,61.0,Satisfactory
+Mumbai,2019-07-29,12.93,47.19,17.86,10.8,27.06,13.77,0.51,8.57,13.16,1.92,,,65.0,Satisfactory
+Mumbai,2019-07-30,10.37,32.95,23.37,12.72,33.95,15.65,0.46,7.7,15.39,1.87,,,58.0,Satisfactory
+Mumbai,2019-07-31,9.25,33.22,18.95,11.75,30.2,18.33,0.46,7.75,14.5,2.33,,,56.0,Satisfactory
+Mumbai,2019-08-01,9.44,38.95,18.22,10.59,27.45,16.59,0.43,7.93,14.61,2.14,,,58.0,Satisfactory
+Mumbai,2019-08-02,7.97,29.55,18.23,9.89,27.33,16.34,0.4,8.6,13.84,1.8,,,56.0,Satisfactory
+Mumbai,2019-08-03,8.06,23.05,16.04,8.7,24.19,15.24,0.39,10.29,13.76,1.73,,,49.0,Good
+Mumbai,2019-08-04,10.3,35.88,15.93,7.87,23.05,12.79,0.4,10.12,13.98,1.45,,,48.0,Good
+Mumbai,2019-08-05,11.9,41.42,18.87,9.02,26.81,12.44,0.42,10.04,12.85,1.58,,,56.0,Satisfactory
+Mumbai,2019-08-06,10.6,41.04,23.34,9.73,31.87,12.25,0.44,9.83,11.1,1.54,,,59.0,Satisfactory
+Mumbai,2019-08-07,12.73,51.39,24.49,9.14,32.45,11.54,0.43,9.37,12.52,1.17,,,60.0,Satisfactory
+Mumbai,2019-08-08,18.67,72.32,23.89,9.7,32.84,11.17,0.44,9.46,12.52,1.19,,,69.0,Satisfactory
+Mumbai,2019-08-09,18.48,66.95,19.78,8.54,28.11,10.95,0.43,9.26,11.43,1.38,,,74.0,Satisfactory
+Mumbai,2019-08-10,18.71,76.53,18.0,7.54,23.54,9.67,0.41,9.13,12.07,2.46,,,78.0,Satisfactory
+Mumbai,2019-08-11,15.56,62.75,19.14,7.74,25.2,8.21,0.43,8.71,12.19,1.31,,,72.0,Satisfactory
+Mumbai,2019-08-12,12.73,56.76,20.93,7.92,28.39,8.78,0.45,7.44,11.54,1.33,,,66.0,Satisfactory
+Mumbai,2019-08-13,13.07,52.56,28.81,10.19,38.17,10.04,0.54,8.19,9.89,1.5,,,66.0,Satisfactory
+Mumbai,2019-08-14,15.06,61.4,27.53,12.45,39.97,10.91,0.57,8.64,10.8,1.25,,,69.0,Satisfactory
+Mumbai,2019-08-15,11.75,47.84,23.11,10.33,33.42,10.23,0.53,9.53,12.32,1.3,,,70.0,Satisfactory
+Mumbai,2019-08-16,11.89,51.78,21.54,9.91,31.39,8.81,0.52,9.55,12.81,1.14,,,60.0,Satisfactory
+Mumbai,2019-08-17,13.3,64.05,17.68,9.24,26.81,8.8,0.52,7.74,13.62,1.3,,,67.0,Satisfactory
+Mumbai,2019-08-18,11.37,52.68,20.6,8.69,29.22,8.62,0.55,7.38,11.22,1.59,,,65.0,Satisfactory
+Mumbai,2019-08-19,11.44,53.12,23.24,9.8,32.29,10.27,0.54,8.07,10.44,2.04,,,67.0,Satisfactory
+Mumbai,2019-08-20,13.78,63.94,25.29,11.11,35.44,8.67,0.51,8.9,10.72,1.63,,,73.0,Satisfactory
+Mumbai,2019-08-21,15.77,53.39,21.95,11.06,32.19,5.67,0.52,8.59,11.15,1.69,,,68.0,Satisfactory
+Mumbai,2019-08-22,12.96,53.14,22.39,10.74,32.56,7.52,0.55,9.01,10.33,1.68,,,62.0,Satisfactory
+Mumbai,2019-08-23,16.01,52.92,23.11,11.58,34.04,12.92,0.6,9.56,9.38,2.93,,,64.0,Satisfactory
+Mumbai,2019-08-24,18.56,49.36,18.39,10.06,27.72,12.42,0.58,9.6,11.89,1.81,,,62.0,Satisfactory
+Mumbai,2019-08-25,12.37,47.31,24.17,11.86,35.08,12.82,0.69,11.14,8.11,2.95,,,66.0,Satisfactory
+Mumbai,2019-08-26,14.76,59.08,24.26,11.3,34.95,15.1,0.64,12.3,8.62,2.71,,,73.0,Satisfactory
+Mumbai,2019-08-27,13.53,55.06,22.73,10.38,32.22,14.52,0.35,11.97,10.51,2.24,,,64.0,Satisfactory
+Mumbai,2019-08-28,12.75,45.0,18.89,9.91,28.73,19.5,0.46,11.47,9.27,2.68,,,53.0,Satisfactory
+Mumbai,2019-08-29,13.24,46.32,22.52,10.03,32.28,15.95,0.66,11.13,8.93,2.43,,,57.0,Satisfactory
+Mumbai,2019-08-30,11.17,39.63,27.41,10.86,37.62,16.12,0.67,10.95,7.12,2.08,,,62.0,Satisfactory
+Mumbai,2019-08-31,11.53,42.24,23.87,11.28,34.6,15.21,0.63,11.18,8.93,1.55,,,62.0,Satisfactory
+Mumbai,2019-09-01,9.75,32.99,25.25,10.74,35.69,11.7,0.65,11.02,10.84,1.49,,,62.0,Satisfactory
+Mumbai,2019-09-02,12.12,41.22,24.24,9.33,32.13,9.82,0.71,10.89,8.56,1.83,,,67.0,Satisfactory
+Mumbai,2019-09-03,6.72,21.31,22.59,11.46,33.25,11.08,0.64,10.98,9.87,1.39,,,60.0,Satisfactory
+Mumbai,2019-09-04,7.68,20.72,16.94,12.01,28.84,12.63,0.62,11.23,9.36,1.14,,,54.0,Satisfactory
+Mumbai,2019-09-05,5.68,20.38,13.76,10.54,24.08,12.98,0.6,11.37,10.26,1.28,,,49.0,Good
+Mumbai,2019-09-06,7.6,29.36,12.54,10.81,23.05,11.7,0.57,10.93,9.62,1.06,,,47.0,Good
+Mumbai,2019-09-07,10.71,34.27,13.36,11.97,24.75,10.07,0.62,11.08,9.12,1.24,,,49.0,Good
+Mumbai,2019-09-08,8.69,29.63,13.52,13.69,26.66,9.0,0.67,11.81,12.28,1.11,,,51.0,Satisfactory
+Mumbai,2019-09-09,12.07,46.77,14.4,12.67,26.77,9.16,0.57,12.02,9.24,1.22,,,54.0,Satisfactory
+Mumbai,2019-09-10,13.89,51.1,10.6,12.29,22.61,9.89,0.39,11.8,10.38,1.18,,,54.0,Satisfactory
+Mumbai,2019-09-11,14.62,47.04,20.44,13.79,33.46,10.31,0.52,12.02,7.52,1.27,,,55.0,Satisfactory
+Mumbai,2019-09-12,10.93,41.79,13.61,12.54,23.65,10.26,0.44,11.38,7.84,1.29,,,55.0,Satisfactory
+Mumbai,2019-09-13,12.93,39.62,24.34,13.82,38.08,11.37,0.54,12.0,7.08,1.3,,,53.0,Satisfactory
+Mumbai,2019-09-14,13.24,54.5,17.51,12.13,29.52,11.01,0.46,11.58,9.01,1.13,,,60.0,Satisfactory
+Mumbai,2019-09-15,10.85,32.85,18.68,17.71,35.25,9.14,0.62,11.31,12.04,1.12,,,57.0,Satisfactory
+Mumbai,2019-09-16,11.95,45.25,31.62,13.78,44.35,19.52,0.57,12.4,7.17,1.25,,,65.0,Satisfactory
+Mumbai,2019-09-17,16.24,43.48,31.84,12.93,44.44,15.38,0.59,11.46,8.24,1.11,,,64.0,Satisfactory
+Mumbai,2019-09-18,17.95,42.66,36.78,17.44,52.32,14.89,0.8,12.06,7.93,1.36,,,80.0,Satisfactory
+Mumbai,2019-09-19,21.73,38.49,15.81,30.97,46.79,13.33,0.83,11.61,18.46,1.44,,,83.0,Satisfactory
+Mumbai,2019-09-20,14.94,34.2,17.92,21.94,39.84,17.44,0.75,10.98,10.91,1.65,,,73.0,Satisfactory
+Mumbai,2019-09-21,12.09,33.0,20.6,16.97,37.44,15.24,0.47,8.75,11.09,2.07,,,57.0,Satisfactory
+Mumbai,2019-09-22,15.09,44.55,15.96,15.95,31.9,12.04,0.45,6.85,11.12,2.98,,,56.0,Satisfactory
+Mumbai,2019-09-23,18.6,57.85,20.12,13.64,33.08,13.89,0.55,7.6,8.68,2.6,,,64.0,Satisfactory
+Mumbai,2019-09-24,15.04,59.47,21.42,12.38,32.84,11.16,0.57,7.4,9.33,3.68,,,67.0,Satisfactory
+Mumbai,2019-09-25,16.9,37.22,20.46,22.09,42.0,11.57,0.67,7.63,10.74,2.99,,,64.0,Satisfactory
+Mumbai,2019-09-26,17.28,39.46,22.87,19.61,41.89,19.44,0.67,7.97,10.72,3.29,,,70.0,Satisfactory
+Mumbai,2019-09-27,8.39,22.71,15.69,12.29,27.95,14.47,0.39,7.44,10.11,2.41,,,49.0,Good
+Mumbai,2019-09-28,8.32,27.38,18.67,10.2,28.84,16.88,0.28,7.82,7.38,2.92,,,40.0,Good
+Mumbai,2019-09-29,9.62,32.07,17.97,9.67,27.5,12.28,0.28,8.2,7.3,2.55,,,42.0,Good
+Mumbai,2019-09-30,8.33,26.16,21.75,9.8,31.46,12.68,0.32,8.42,6.25,2.81,,,41.0,Good
+Mumbai,2019-10-01,10.46,42.8,25.55,8.67,33.31,12.79,0.35,8.4,6.29,1.95,,,50.0,Good
+Mumbai,2019-10-02,16.15,56.33,28.85,11.75,39.43,14.04,0.47,8.57,8.0,2.56,,,64.0,Satisfactory
+Mumbai,2019-10-03,17.62,52.25,27.17,14.41,40.88,13.22,0.66,8.76,8.22,2.01,,,68.0,Satisfactory
+Mumbai,2019-10-04,24.77,64.32,24.94,18.88,42.97,13.33,0.71,9.19,10.65,2.11,,,72.0,Satisfactory
+Mumbai,2019-10-05,32.11,74.94,30.47,23.52,52.77,17.09,1.19,9.91,15.35,2.48,,,96.0,Satisfactory
+Mumbai,2019-10-06,35.13,77.75,27.92,27.19,53.84,14.61,0.83,11.47,27.28,2.67,,,99.0,Satisfactory
+Mumbai,2019-10-07,45.48,88.32,17.51,26.69,42.85,14.0,0.84,10.13,26.16,2.47,,,93.0,Satisfactory
+Mumbai,2019-10-08,54.08,99.28,11.83,26.33,36.78,12.48,1.45,10.18,27.71,2.49,,,112.0,Moderate
+Mumbai,2019-10-09,21.6,49.28,17.6,27.88,45.09,13.27,1.02,10.08,20.53,2.33,,,90.0,Satisfactory
+Mumbai,2019-10-10,39.03,81.82,22.43,33.69,55.32,13.7,0.89,11.46,24.9,2.62,,,89.0,Satisfactory
+Mumbai,2019-10-11,39.11,77.93,16.68,34.85,51.5,19.65,1.12,11.26,30.85,3.98,,,118.0,Moderate
+Mumbai,2019-10-12,49.37,103.99,23.95,32.46,56.41,15.3,0.83,12.09,32.79,3.8,,,110.0,Moderate
+Mumbai,2019-10-13,42.92,88.36,19.99,30.6,50.59,13.69,1.54,12.81,27.03,3.05,,,112.0,Moderate
+Mumbai,2019-10-14,55.33,112.01,21.2,32.7,53.9,14.9,0.98,13.2,25.92,4.25,,,117.0,Moderate
+Mumbai,2019-10-15,50.61,111.2,21.49,33.54,55.03,14.75,1.15,14.05,26.74,3.22,,,116.0,Moderate
+Mumbai,2019-10-16,49.19,118.26,22.95,35.06,57.99,15.33,1.24,14.7,29.97,3.14,,,121.0,Moderate
+Mumbai,2019-10-17,56.89,126.82,18.2,34.5,52.69,15.51,1.22,13.74,38.93,3.16,,,135.0,Moderate
+Mumbai,2019-10-18,62.55,129.06,31.34,35.88,67.0,18.73,1.19,13.29,13.21,4.54,,,135.0,Moderate
+Mumbai,2019-10-19,28.56,48.57,34.93,24.93,59.86,19.56,1.08,11.67,8.47,4.52,,,99.0,Satisfactory
+Mumbai,2019-10-20,15.09,29.91,26.82,21.0,46.26,21.13,1.19,11.06,8.69,4.25,,,86.0,Satisfactory
+Mumbai,2019-10-21,17.75,41.34,20.91,20.24,39.17,19.3,1.03,10.82,15.31,4.92,,,81.0,Satisfactory
+Mumbai,2019-10-22,17.92,44.55,19.12,22.87,40.4,15.09,1.04,10.54,15.92,5.61,,,76.0,Satisfactory
+Mumbai,2019-10-23,17.85,41.64,39.34,18.52,55.43,16.18,0.89,11.87,7.6,6.3,,,72.0,Satisfactory
+Mumbai,2019-10-24,30.71,72.1,41.44,24.2,63.53,17.51,1.04,12.45,8.38,6.06,,,87.0,Satisfactory
+Mumbai,2019-10-25,20.04,46.59,24.72,23.05,47.77,16.19,0.93,10.47,6.84,4.28,,,82.0,Satisfactory
+Mumbai,2019-10-26,25.58,57.91,35.65,18.86,54.15,15.37,0.91,9.45,8.26,5.53,,,69.0,Satisfactory
+Mumbai,2019-10-27,39.09,76.14,38.01,15.53,52.34,19.28,0.93,9.28,11.02,6.71,,,105.0,Moderate
+Mumbai,2019-10-28,53.5,91.27,23.72,17.36,40.97,17.58,0.68,9.61,13.97,6.46,,,92.0,Satisfactory
+Mumbai,2019-10-29,56.28,102.53,21.95,25.2,46.88,14.21,0.67,13.83,20.94,6.53,,,113.0,Moderate
+Mumbai,2019-10-30,40.81,84.5,19.68,25.09,44.63,13.88,0.83,13.26,16.87,5.47,,,97.0,Satisfactory
+Mumbai,2019-10-31,25.37,77.85,23.35,26.43,49.77,14.51,0.8,14.56,11.5,5.92,,,81.0,Satisfactory
+Mumbai,2019-11-01,16.55,57.59,20.48,25.78,44.17,14.82,0.65,14.62,13.02,4.59,,,77.0,Satisfactory
+Mumbai,2019-11-02,11.99,39.96,18.12,23.12,41.17,16.57,0.64,14.22,9.88,5.09,,,57.0,Satisfactory
+Mumbai,2019-11-03,20.09,62.74,25.17,23.86,48.84,17.7,0.72,15.36,10.7,5.97,,,71.0,Satisfactory
+Mumbai,2019-11-04,28.41,66.83,21.88,26.02,47.57,13.52,0.84,13.21,16.42,5.52,,,78.0,Satisfactory
+Mumbai,2019-11-05,36.96,76.94,12.57,30.58,42.93,14.93,0.85,15.39,22.29,5.24,,,79.0,Satisfactory
+Mumbai,2019-11-06,52.87,101.96,25.56,37.21,62.77,15.25,1.01,12.45,20.34,5.41,,,105.0,Moderate
+Mumbai,2019-11-07,19.26,52.22,9.35,20.79,30.05,13.56,0.61,9.31,13.36,5.55,,,84.0,Satisfactory
+Mumbai,2019-11-08,12.19,41.81,13.33,22.57,35.9,11.76,0.61,8.53,15.25,5.65,,,57.0,Satisfactory
+Mumbai,2019-11-09,27.12,73.34,18.64,31.47,50.12,13.91,0.8,8.97,14.44,6.41,,,82.0,Satisfactory
+Mumbai,2019-11-10,49.51,98.73,26.17,30.33,56.49,13.09,1.02,9.21,21.17,5.78,,,97.0,Satisfactory
+Mumbai,2019-11-11,57.72,106.42,18.86,39.04,57.85,13.54,1.12,10.26,26.65,5.62,,,108.0,Moderate
+Mumbai,2019-11-12,69.7,132.42,23.32,42.53,65.85,15.99,1.21,12.41,32.22,4.81,,,134.0,Moderate
+Mumbai,2019-11-13,64.9,122.75,19.44,47.12,66.57,17.01,1.03,9.55,28.58,5.17,,,140.0,Moderate
+Mumbai,2019-11-14,62.54,123.27,17.52,45.44,62.96,17.78,0.79,11.34,31.66,5.47,,,128.0,Moderate
+Mumbai,2019-11-15,69.75,128.01,17.47,48.03,65.5,18.87,0.88,10.86,29.62,5.17,,,131.0,Moderate
+Mumbai,2019-11-16,77.05,135.69,15.82,42.82,58.64,19.51,0.86,15.39,31.08,4.55,,,149.0,Moderate
+Mumbai,2019-11-17,70.89,123.26,15.95,35.4,51.35,17.79,0.93,21.01,28.13,5.93,,,149.0,Moderate
+Mumbai,2019-11-18,72.13,125.42,10.68,41.1,51.78,16.91,0.89,14.91,40.98,5.54,,,140.0,Moderate
+Mumbai,2019-11-19,90.92,163.46,23.24,52.54,75.78,16.51,1.17,10.58,33.36,7.12,,,184.0,Moderate
+Mumbai,2019-11-20,91.86,171.91,29.09,51.64,80.72,19.47,1.22,10.92,33.38,7.07,,,209.0,Poor
+Mumbai,2019-11-21,92.37,167.92,23.58,49.5,73.07,20.64,1.16,11.59,29.5,5.79,,,209.0,Poor
+Mumbai,2019-11-22,87.03,163.02,22.99,47.1,70.08,19.7,1.07,17.75,31.78,6.81,,,208.0,Poor
+Mumbai,2019-11-23,82.21,154.89,25.47,42.15,67.69,18.22,1.08,16.27,28.57,7.37,,,184.0,Moderate
+Mumbai,2019-11-24,82.78,149.57,17.24,41.2,58.43,16.35,0.98,15.66,40.96,7.02,,,176.0,Moderate
+Mumbai,2019-11-25,89.06,159.83,20.65,44.9,65.55,16.88,1.06,13.78,36.41,6.87,,,190.0,Moderate
+Mumbai,2019-11-26,83.45,158.37,28.52,47.23,75.75,16.93,1.07,17.3,39.16,9.84,,,193.0,Moderate
+Mumbai,2019-11-27,73.81,143.06,33.12,40.31,73.44,17.02,0.94,16.55,23.19,8.81,,,173.0,Moderate
+Mumbai,2019-11-28,71.95,142.88,23.35,49.86,73.14,19.14,1.1,17.73,35.46,7.86,,,146.0,Moderate
+Mumbai,2019-11-29,81.38,148.72,32.36,43.02,75.1,19.31,1.21,16.65,28.14,8.39,,,163.0,Moderate
+Mumbai,2019-11-30,87.36,158.29,22.47,44.13,65.12,18.8,1.05,17.05,31.04,8.7,,,186.0,Moderate
+Mumbai,2019-12-01,94.89,168.1,34.82,40.69,75.49,18.47,1.27,16.74,27.11,8.78,,,212.0,Poor
+Mumbai,2019-12-02,64.67,120.78,17.63,36.01,53.64,17.11,1.02,14.84,29.09,7.7,,,174.0,Moderate
+Mumbai,2019-12-03,39.87,98.1,25.44,33.4,58.85,18.28,0.93,14.4,20.33,7.23,,,115.0,Moderate
+Mumbai,2019-12-04,49.87,109.16,22.61,33.59,56.18,18.07,0.89,10.19,25.2,6.39,,,99.0,Satisfactory
+Mumbai,2019-12-05,65.29,121.72,23.97,36.28,59.59,34.63,1.01,9.91,19.03,6.79,,,111.0,Moderate
+Mumbai,2019-12-06,83.28,149.35,21.27,37.76,57.07,21.47,1.0,11.19,25.39,6.06,,,180.0,Moderate
+Mumbai,2019-12-07,70.54,140.48,22.79,42.12,63.02,19.52,0.96,10.58,33.03,8.39,,,154.0,Moderate
+Mumbai,2019-12-08,88.13,157.73,16.35,43.61,58.8,18.82,1.05,11.77,39.85,6.71,,,174.0,Moderate
+Mumbai,2019-12-09,82.73,147.34,20.08,42.56,60.95,18.14,1.14,12.12,37.94,6.93,,,205.0,Poor
+Mumbai,2019-12-10,82.73,150.62,23.16,46.79,68.58,20.61,1.22,13.51,37.99,7.25,,,171.0,Moderate
+Mumbai,2019-12-11,95.77,169.34,28.29,44.51,71.52,21.34,1.29,14.82,28.02,7.84,,,198.0,Moderate
+Mumbai,2019-12-12,95.21,169.26,39.47,41.68,79.89,19.77,1.32,16.04,31.95,10.42,,,229.0,Poor
+Mumbai,2019-12-13,72.43,132.97,19.79,39.02,57.49,17.73,1.02,14.48,32.43,10.2,,,203.0,Poor
+Mumbai,2019-12-14,50.06,110.41,25.28,36.34,60.45,16.16,0.99,12.67,33.34,4.87,,,110.0,Moderate
+Mumbai,2019-12-15,69.63,143.27,26.16,40.24,65.19,15.63,1.15,12.47,34.86,5.39,,,128.0,Moderate
+Mumbai,2019-12-16,89.46,161.83,29.25,39.26,67.28,16.79,1.34,13.46,33.36,6.17,,,180.0,Moderate
+Mumbai,2019-12-17,80.42,149.67,29.99,37.31,66.23,17.29,1.18,10.74,38.95,7.29,,,191.0,Moderate
+Mumbai,2019-12-18,73.92,137.11,22.08,37.22,59.3,17.01,0.92,10.17,40.44,6.89,,,164.0,Moderate
+Mumbai,2019-12-19,75.17,138.83,26.2,38.8,64.03,17.47,0.98,9.88,35.35,6.69,,,164.0,Moderate
+Mumbai,2019-12-20,94.27,169.49,32.6,49.03,79.62,18.38,1.14,10.1,39.76,8.19,,,187.0,Moderate
+Mumbai,2019-12-21,94.04,174.95,43.51,45.96,88.32,18.72,1.25,10.79,27.67,7.85,,,212.0,Poor
+Mumbai,2019-12-22,94.72,171.39,32.75,41.58,72.93,19.23,1.21,11.57,26.98,7.44,,,225.0,Poor
+Mumbai,2019-12-23,94.33,167.3,35.31,37.77,72.19,20.09,1.18,13.41,30.36,7.41,,,214.0,Poor
+Mumbai,2019-12-24,122.89,205.91,30.94,46.54,77.07,23.81,1.28,11.52,41.44,8.72,,,250.0,Poor
+Mumbai,2019-12-25,134.32,215.78,24.85,44.73,69.58,23.2,1.26,10.77,28.58,8.11,,,283.0,Poor
+Mumbai,2019-12-26,87.5,152.83,24.13,34.22,58.34,21.21,0.98,10.49,29.76,7.32,,,268.0,Poor
+Mumbai,2019-12-27,88.03,154.44,30.85,39.77,70.12,19.47,1.02,10.27,32.89,6.55,,,184.0,Moderate
+Mumbai,2019-12-28,75.77,140.33,28.21,35.86,63.78,18.35,0.98,8.75,33.43,6.15,,,167.0,Moderate
+Mumbai,2019-12-29,75.81,145.75,26.83,36.07,62.91,18.59,0.98,9.36,36.88,6.83,,,160.0,Moderate
+Mumbai,2019-12-30,86.42,155.08,27.84,36.03,62.84,18.84,1.03,9.28,41.98,6.62,,,181.0,Moderate
+Mumbai,2019-12-31,65.76,127.82,16.87,37.46,54.33,15.52,0.82,10.47,56.55,5.72,,,159.0,Moderate
+Mumbai,2020-01-01,104.06,183.88,40.17,46.39,85.81,15.69,1.22,10.98,45.97,8.16,,,194.0,Moderate
+Mumbai,2020-01-02,107.87,171.73,14.73,41.14,55.87,16.86,1.02,8.03,48.34,6.89,,,260.0,Poor
+Mumbai,2020-01-03,93.64,157.8,18.77,40.42,59.18,15.47,0.97,7.94,48.31,6.12,,,221.0,Poor
+Mumbai,2020-01-04,94.05,158.44,13.92,39.68,53.59,15.1,0.96,6.66,49.76,5.86,,,225.0,Poor
+Mumbai,2020-01-05,91.04,162.68,28.01,39.93,67.61,16.3,1.1,7.9,39.59,3.51,,,229.0,Poor
+Mumbai,2020-01-06,70.2,142.64,24.3,38.91,63.21,18.3,1.01,8.68,43.46,3.18,,,157.0,Moderate
+Mumbai,2020-01-07,87.2,165.84,44.5,42.33,85.98,21.67,1.29,9.46,31.33,4.81,,,177.0,Moderate
+Mumbai,2020-01-08,64.97,120.55,23.68,29.07,50.91,18.76,0.89,7.73,36.12,2.91,,,166.0,Moderate
+Mumbai,2020-01-09,59.98,126.87,16.13,38.98,54.9,15.59,0.85,8.96,39.85,2.53,,,122.0,Moderate
+Mumbai,2020-01-10,65.06,143.74,22.62,43.01,65.51,14.29,0.93,10.04,36.59,5.41,,,127.0,Moderate
+Mumbai,2020-01-11,76.71,162.07,31.83,43.56,72.78,22.54,1.08,10.12,38.7,6.42,,,151.0,Moderate
+Mumbai,2020-01-12,98.12,194.66,57.3,38.02,92.98,26.77,1.47,10.84,33.46,8.98,,,211.0,Poor
+Mumbai,2020-01-13,68.39,120.46,18.8,29.65,47.02,23.91,0.84,6.73,28.54,5.24,,,178.0,Moderate
+Mumbai,2020-01-14,36.33,97.67,21.17,26.54,46.51,18.73,0.7,6.28,30.25,4.48,,,100.0,Satisfactory
+Mumbai,2020-01-15,30.53,91.62,18.69,30.43,49.11,15.37,0.65,6.32,37.85,3.56,,,97.0,Satisfactory
+Mumbai,2020-01-16,34.16,84.73,15.66,31.54,47.2,16.18,0.66,5.95,37.14,3.36,,,90.0,Satisfactory
+Mumbai,2020-01-17,51.0,115.87,21.31,41.19,62.5,15.45,0.68,6.3,38.68,3.72,,,93.0,Satisfactory
+Mumbai,2020-01-18,87.28,167.77,21.29,55.99,77.28,18.35,0.98,7.63,37.57,3.82,,,160.0,Moderate
+Mumbai,2020-01-19,96.1,195.03,48.56,48.29,93.9,20.81,1.12,8.28,35.96,5.51,,,213.0,Poor
+Mumbai,2020-01-20,89.26,181.54,49.49,47.23,93.54,22.7,1.3,10.52,41.83,5.53,,,205.0,Poor
+Mumbai,2020-01-21,96.99,207.73,65.0,44.95,104.64,23.11,1.58,10.32,37.38,9.97,,,227.0,Poor
+Mumbai,2020-01-22,78.69,173.23,71.62,42.07,110.22,22.24,1.49,11.8,37.74,7.48,,,192.0,Moderate
+Mumbai,2020-01-23,87.78,189.99,39.85,44.52,84.15,22.07,1.24,11.77,40.14,4.65,,,196.0,Moderate
+Mumbai,2020-01-24,73.57,163.95,36.83,40.8,76.32,20.89,1.17,11.7,39.02,4.24,,,172.0,Moderate
+Mumbai,2020-01-25,91.57,192.11,43.7,43.88,85.32,22.38,1.32,14.01,47.99,3.41,,,182.0,Moderate
+Mumbai,2020-01-26,103.35,210.51,47.34,43.92,88.43,22.89,1.4,13.46,39.74,4.32,,,253.0,Poor
+Mumbai,2020-01-27,57.22,120.42,21.19,29.0,50.18,22.26,0.76,10.5,35.14,1.99,,,183.0,Moderate
+Mumbai,2020-01-28,25.47,81.69,27.08,21.6,45.51,19.6,0.64,8.01,22.79,3.72,,,94.0,Satisfactory
+Mumbai,2020-01-29,19.77,97.0,13.46,22.88,34.71,16.2,0.56,4.22,37.65,1.54,,,85.0,Satisfactory
+Mumbai,2020-01-30,52.66,141.65,25.75,38.17,62.06,17.89,0.84,8.11,42.4,2.9,,,123.0,Moderate
+Mumbai,2020-01-31,65.97,158.62,30.65,43.82,70.91,18.82,1.03,8.65,42.66,3.17,,,145.0,Moderate
+Mumbai,2020-02-01,72.14,168.79,31.63,46.68,75.13,19.18,1.12,7.48,41.77,3.24,,,154.0,Moderate
+Mumbai,2020-02-02,80.79,186.22,51.93,38.05,81.8,22.59,1.31,8.75,37.43,5.04,,,183.0,Moderate
+Mumbai,2020-02-03,83.47,165.19,36.72,35.54,67.27,23.47,1.28,6.21,35.33,3.86,,,192.0,Moderate
+Mumbai,2020-02-04,77.73,151.8,16.67,40.07,55.74,21.14,0.77,7.25,55.83,2.96,,,178.0,Moderate
+Mumbai,2020-02-05,60.91,153.38,36.17,47.47,82.28,20.72,0.96,9.38,41.6,2.78,,,151.0,Moderate
+Mumbai,2020-02-06,47.67,127.57,16.91,36.64,51.75,21.09,0.87,7.87,52.05,2.41,,,138.0,Moderate
+Mumbai,2020-02-07,49.35,136.21,32.11,39.96,68.25,20.77,0.9,9.22,46.27,2.57,,,129.0,Moderate
+Mumbai,2020-02-08,68.47,151.73,24.39,39.85,61.71,21.46,1.0,7.72,47.02,3.5,,,133.0,Moderate
+Mumbai,2020-02-09,68.29,144.61,14.68,31.18,44.17,20.06,1.03,9.26,44.3,1.76,,,142.0,Moderate
+Mumbai,2020-02-10,56.58,129.32,17.49,36.19,51.98,18.16,0.93,8.38,45.84,1.93,,,134.0,Moderate
+Mumbai,2020-02-11,60.95,143.87,26.37,38.82,62.47,19.31,1.05,8.71,39.01,3.32,,,130.0,Moderate
+Mumbai,2020-02-12,60.53,145.25,31.29,48.17,76.66,19.98,1.1,8.9,38.14,3.02,,,136.0,Moderate
+Mumbai,2020-02-13,67.91,152.14,43.06,52.26,94.87,20.6,1.11,8.5,41.11,2.61,,,144.0,Moderate
+Mumbai,2020-02-14,58.14,149.22,33.45,48.61,82.04,19.47,0.87,9.01,46.83,4.08,,,141.0,Moderate
+Mumbai,2020-02-15,53.27,151.37,37.35,45.62,82.97,19.77,0.88,9.59,36.31,4.41,,,141.0,Moderate
+Mumbai,2020-02-16,68.93,165.51,26.61,47.33,73.92,18.7,0.95,10.41,54.41,5.14,,,147.0,Moderate
+Mumbai,2020-02-17,102.48,212.49,40.65,54.75,95.3,21.74,1.3,9.46,54.43,8.23,,,234.0,Poor
+Mumbai,2020-02-18,88.15,201.4,40.77,61.16,101.97,23.17,1.25,12.09,51.79,11.52,,,217.0,Poor
+Mumbai,2020-02-19,92.5,212.28,52.42,59.13,110.76,30.49,1.32,14.81,47.26,14.4,,,224.0,Poor
+Mumbai,2020-02-20,62.8,146.64,37.9,46.33,84.24,23.47,1.0,10.38,27.28,9.24,,,175.0,Moderate
+Mumbai,2020-02-21,39.37,100.68,26.82,35.82,62.63,23.77,0.75,9.11,23.71,4.69,,,110.0,Moderate
+Mumbai,2020-02-22,65.93,157.96,27.56,53.25,80.8,21.75,0.97,12.37,43.03,7.55,,,121.0,Moderate
+Mumbai,2020-02-23,77.63,194.83,37.84,57.94,95.9,21.11,1.19,13.28,47.06,9.84,,,185.0,Moderate
+Mumbai,2020-02-24,84.7,185.63,35.27,56.76,92.03,21.9,1.22,12.73,46.95,9.79,,,176.0,Moderate
+Mumbai,2020-02-25,48.01,152.41,38.95,49.44,86.91,20.22,0.95,11.32,32.01,6.25,,,170.0,Moderate
+Mumbai,2020-02-26,41.03,131.59,17.35,50.32,67.68,21.45,0.75,14.57,46.17,5.06,,,130.0,Moderate
+Mumbai,2020-02-27,51.74,144.95,27.45,57.91,85.28,23.77,0.92,15.46,50.93,6.58,,,136.0,Moderate
+Mumbai,2020-02-28,77.61,185.24,63.03,71.94,132.6,23.88,1.37,16.66,43.82,12.56,,,173.0,Moderate
+Mumbai,2020-02-29,74.98,183.77,61.44,58.47,120.01,26.05,1.24,16.08,27.98,12.57,,,193.0,Moderate
+Mumbai,2020-03-01,43.39,121.29,23.67,32.11,55.78,28.59,0.65,13.19,23.93,4.06,,,125.0,Moderate
+Mumbai,2020-03-02,52.18,142.49,49.03,28.46,77.28,21.12,0.77,16.93,19.25,7.63,,,123.0,Moderate
+Mumbai,2020-03-03,43.68,137.1,20.36,26.55,46.47,21.76,0.46,17.25,27.79,4.32,,,127.0,Moderate
+Mumbai,2020-03-04,36.73,122.49,21.57,27.93,48.46,19.32,0.52,15.98,27.16,5.11,,,118.0,Moderate
+Mumbai,2020-03-05,32.59,108.48,17.09,26.95,43.7,19.16,0.53,17.87,21.06,4.07,,,108.0,Moderate
+Mumbai,2020-03-06,20.15,105.77,21.05,19.07,40.01,17.49,0.43,17.17,18.27,3.78,,,102.0,Moderate
+Mumbai,2020-03-07,24.45,131.04,14.59,23.93,38.51,16.16,0.48,9.15,27.96,3.57,,,107.0,Moderate
+Mumbai,2020-03-08,27.0,125.15,20.26,31.81,52.07,14.65,0.57,9.73,30.18,4.24,,,122.0,Moderate
+Mumbai,2020-03-09,35.03,134.18,17.46,31.06,48.52,16.27,0.67,9.61,28.36,4.54,,,121.0,Moderate
+Mumbai,2020-03-10,40.47,125.98,19.71,20.36,39.93,18.29,0.77,12.7,22.31,6.98,,,128.0,Moderate
+Mumbai,2020-03-11,16.04,74.65,13.42,19.18,32.6,14.87,0.43,11.07,24.98,3.28,,,88.0,Satisfactory
+Mumbai,2020-03-12,18.59,80.55,17.93,24.74,42.67,14.78,0.49,10.72,22.72,3.65,,,80.0,Satisfactory
+Mumbai,2020-03-13,23.81,108.48,12.31,30.64,42.95,14.74,0.5,7.84,34.81,3.03,,,84.0,Satisfactory
+Mumbai,2020-03-14,30.33,126.36,11.69,34.81,46.5,15.92,0.58,7.96,41.79,5.85,,,117.0,Moderate
+Mumbai,2020-03-15,49.84,175.84,42.39,41.75,84.12,17.02,1.01,12.24,36.0,7.16,,,143.0,Moderate
+Mumbai,2020-03-16,57.99,190.49,42.84,53.12,95.94,22.98,1.24,14.86,40.61,12.13,,,154.0,Moderate
+Mumbai,2020-03-17,78.54,204.96,73.59,52.95,125.6,19.98,1.66,15.1,45.85,13.17,,,191.0,Moderate
+Mumbai,2020-03-18,52.03,150.71,47.33,42.38,89.72,20.92,1.02,11.79,40.01,13.75,,,167.0,Moderate
+Mumbai,2020-03-19,30.33,99.38,24.02,26.7,49.39,23.04,0.6,7.97,31.9,9.12,,,113.0,Moderate
+Mumbai,2020-03-20,21.08,84.44,32.78,14.85,45.69,22.48,0.5,6.6,19.03,7.94,,,91.0,Satisfactory
+Mumbai,2020-03-21,20.14,67.91,23.5,16.51,38.19,20.59,0.47,11.0,24.3,4.4,,,82.0,Satisfactory
+Mumbai,2020-03-22,16.75,53.27,12.44,9.46,20.96,16.68,0.36,12.08,27.87,3.0,,,67.0,Satisfactory
+Mumbai,2020-03-23,23.48,64.7,9.84,11.07,20.27,14.84,0.42,12.02,32.77,3.54,,,66.0,Satisfactory
+Mumbai,2020-03-24,35.58,92.81,10.91,12.34,22.74,13.82,0.52,8.75,38.04,4.72,,,86.0,Satisfactory
+Mumbai,2020-03-25,30.86,77.24,10.93,11.34,21.67,11.97,0.5,8.32,31.58,5.05,,,91.0,Satisfactory
+Mumbai,2020-03-26,27.82,65.48,11.52,11.3,21.6,11.6,0.43,10.16,26.73,6.4,,,71.0,Satisfactory
+Mumbai,2020-03-27,24.81,69.65,8.32,8.64,16.85,11.1,0.4,7.19,35.76,3.78,,,70.0,Satisfactory
+Mumbai,2020-03-28,28.14,67.46,7.49,11.9,19.07,11.2,0.48,7.55,38.94,3.96,,,78.0,Satisfactory
+Mumbai,2020-03-29,23.43,66.1,6.46,9.89,16.35,9.98,0.42,7.27,47.85,4.05,,,78.0,Satisfactory
+Mumbai,2020-03-30,23.57,63.65,7.59,9.66,17.25,9.82,0.43,6.86,39.26,4.34,,,77.0,Satisfactory
+Mumbai,2020-03-31,25.36,63.61,9.69,9.0,18.14,10.37,0.46,7.26,29.17,3.88,,,69.0,Satisfactory
+Mumbai,2020-04-01,20.08,58.94,9.72,7.77,17.03,10.35,0.4,6.55,31.73,3.3,,,63.0,Satisfactory
+Mumbai,2020-04-02,26.27,77.19,8.63,8.62,16.94,9.96,0.43,6.84,37.54,3.7,,,78.0,Satisfactory
+Mumbai,2020-04-03,24.33,83.88,8.18,7.58,15.5,9.2,0.39,6.49,29.94,3.31,,,85.0,Satisfactory
+Mumbai,2020-04-04,24.7,78.44,9.35,7.94,16.89,8.72,0.42,6.47,28.5,3.52,,,83.0,Satisfactory
+Mumbai,2020-04-05,27.36,73.53,10.76,8.48,18.47,8.25,0.44,6.67,28.81,3.65,,,78.0,Satisfactory
+Mumbai,2020-04-06,20.82,54.45,10.49,6.55,16.46,7.73,0.36,7.06,23.34,3.76,,,67.0,Satisfactory
+Mumbai,2020-04-07,24.1,79.61,12.88,6.24,18.28,7.31,0.36,7.06,18.93,3.68,,,62.0,Satisfactory
+Mumbai,2020-04-08,29.52,98.54,14.47,6.72,20.06,7.97,0.37,6.95,14.77,4.37,,,93.0,Satisfactory
+Mumbai,2020-04-09,28.3,93.39,14.81,6.81,20.89,9.05,0.38,8.89,15.14,3.24,,,95.0,Satisfactory
+Mumbai,2020-04-10,25.89,83.39,12.95,6.96,19.36,8.32,0.37,8.49,20.75,3.34,,,87.0,Satisfactory
+Mumbai,2020-04-11,29.54,82.21,12.22,7.98,19.82,6.82,0.44,7.97,21.8,2.65,,,81.0,Satisfactory
+Mumbai,2020-04-12,28.26,81.99,12.69,9.13,21.29,6.12,0.45,7.79,20.04,4.69,,,86.0,Satisfactory
+Mumbai,2020-04-13,25.58,75.31,14.18,9.18,22.44,6.31,0.44,7.39,16.16,4.16,,,79.0,Satisfactory
+Mumbai,2020-04-14,26.89,81.61,14.12,10.47,23.66,7.83,0.53,7.61,18.91,4.12,,,87.0,Satisfactory
+Mumbai,2020-04-15,26.61,66.58,14.66,9.77,23.66,8.03,0.72,7.78,19.93,6.08,,,85.0,Satisfactory
+Mumbai,2020-04-16,20.55,55.03,12.42,9.16,21.06,6.81,0.59,6.73,19.32,6.9,,,75.0,Satisfactory
+Mumbai,2020-04-17,20.54,53.53,15.73,7.89,22.75,6.21,0.64,6.36,16.09,7.81,,,73.0,Satisfactory
+Mumbai,2020-04-18,18.48,52.34,14.47,8.08,21.9,7.02,0.63,6.34,16.7,4.53,,,70.0,Satisfactory
+Mumbai,2020-04-19,19.99,63.75,12.36,9.07,21.07,7.11,0.65,6.79,21.48,6.9,,,74.0,Satisfactory
+Mumbai,2020-04-20,25.7,81.0,13.28,10.38,23.34,9.29,0.7,7.88,20.19,5.79,,,82.0,Satisfactory
+Mumbai,2020-04-21,18.64,54.81,15.42,6.97,21.67,10.49,0.57,7.59,23.39,5.45,,,76.0,Satisfactory
+Mumbai,2020-04-22,18.03,52.92,17.22,6.11,22.57,8.12,0.41,8.4,22.45,4.32,,,61.0,Satisfactory
+Mumbai,2020-04-23,19.8,54.84,18.58,6.99,24.9,7.04,0.4,10.28,19.66,3.45,,,67.0,Satisfactory
+Mumbai,2020-04-24,20.82,47.88,17.53,6.09,22.62,6.92,0.38,11.57,18.66,4.22,,,58.0,Satisfactory
+Mumbai,2020-04-25,16.78,44.63,15.01,6.5,20.87,6.74,0.32,12.46,23.08,5.06,,,57.0,Satisfactory
+Mumbai,2020-04-26,19.05,51.09,17.43,8.25,24.82,6.13,0.36,14.12,22.98,14.21,,,63.0,Satisfactory
+Mumbai,2020-04-27,17.23,45.04,15.92,5.72,20.66,6.06,0.34,14.37,17.94,8.98,,,60.0,Satisfactory
+Mumbai,2020-04-28,19.82,50.93,13.63,7.66,20.73,6.12,0.35,13.98,25.02,16.93,,,60.0,Satisfactory
+Mumbai,2020-04-29,21.01,57.68,19.66,6.68,28.03,5.42,0.36,14.49,24.01,13.9,,,77.0,Satisfactory
+Mumbai,2020-04-30,20.8,53.42,15.49,6.96,21.92,5.42,0.33,15.2,17.54,4.34,,,68.0,Satisfactory
+Mumbai,2020-05-01,15.53,43.76,14.86,5.54,19.46,5.4,0.31,14.47,18.53,2.59,,,61.0,Satisfactory
+Mumbai,2020-05-02,13.15,39.87,17.89,5.44,24.58,4.84,0.28,12.43,16.06,2.28,,,53.0,Satisfactory
+Mumbai,2020-05-03,12.02,34.64,15.73,5.28,19.74,5.47,0.27,12.04,15.22,2.57,,,53.0,Satisfactory
+Mumbai,2020-05-04,11.51,33.77,19.77,5.21,23.67,5.86,0.28,11.52,14.68,2.52,,,47.0,Good
+Mumbai,2020-05-05,11.2,42.66,24.49,6.59,28.82,6.16,0.29,10.62,16.25,2.83,,,51.0,Satisfactory
+Mumbai,2020-05-06,12.09,55.6,22.12,6.71,26.12,5.28,0.3,12.95,17.43,2.19,,,61.0,Satisfactory
+Mumbai,2020-05-07,14.3,52.48,23.01,6.24,25.71,4.3,0.35,20.98,19.58,2.77,,,65.0,Satisfactory
+Mumbai,2020-05-08,15.26,60.85,20.66,5.62,22.25,3.93,0.38,29.68,21.41,2.9,,,69.0,Satisfactory
+Mumbai,2020-05-09,14.21,54.67,17.02,5.12,18.7,4.03,0.3,32.49,21.56,3.11,,,67.0,Satisfactory
+Mumbai,2020-05-10,13.08,49.13,26.93,3.32,27.04,3.19,0.3,32.18,19.12,2.98,,,70.0,Satisfactory
+Mumbai,2020-05-11,16.85,57.84,28.97,6.4,32.83,3.6,0.36,28.8,18.86,3.15,,,75.0,Satisfactory
+Mumbai,2020-05-12,13.72,51.68,32.32,5.73,35.71,3.53,0.34,37.37,18.22,2.8,,,81.0,Satisfactory
+Mumbai,2020-05-13,14.67,53.52,21.01,7.35,27.59,3.73,0.28,29.05,19.43,2.08,,,74.0,Satisfactory
+Mumbai,2020-05-14,15.23,56.14,21.05,9.24,29.15,2.91,0.29,21.85,15.53,2.3,,,65.0,Satisfactory
+Mumbai,2020-05-15,17.67,62.36,19.37,9.47,28.12,4.07,0.31,26.61,15.69,3.23,,,70.0,Satisfactory
+Mumbai,2020-05-16,30.44,109.67,29.33,9.88,37.14,4.49,0.31,14.56,18.71,2.7,,,79.0,Satisfactory
+Mumbai,2020-05-17,29.74,110.21,17.76,8.21,23.7,4.38,0.28,13.73,23.93,2.47,,,119.0,Moderate
+Mumbai,2020-05-18,21.3,74.82,15.73,9.61,22.49,4.34,0.26,15.6,24.78,2.11,,,86.0,Satisfactory
+Mumbai,2020-05-19,15.36,65.41,22.2,9.44,28.68,4.19,0.28,14.24,19.74,1.68,,,74.0,Satisfactory
+Mumbai,2020-05-20,14.14,48.48,22.15,11.07,31.18,5.56,0.28,14.07,19.82,2.2,,,66.0,Satisfactory
+Mumbai,2020-05-21,16.44,43.01,15.41,12.93,26.23,4.12,0.27,12.22,20.84,1.89,,,57.0,Satisfactory
+Mumbai,2020-05-22,14.78,43.77,13.97,11.9,24.26,3.23,0.26,12.06,21.34,0.8,,,51.0,Satisfactory
+Mumbai,2020-05-23,15.18,52.48,16.39,10.89,27.1,3.29,0.29,10.33,18.87,1.0,,,55.0,Satisfactory
+Mumbai,2020-05-24,12.33,44.41,14.5,10.01,24.05,3.11,0.25,9.66,18.56,0.64,,,55.0,Satisfactory
+Mumbai,2020-05-25,11.81,53.97,13.1,9.36,21.39,3.07,0.25,8.85,19.15,0.7,,,54.0,Satisfactory
+Mumbai,2020-05-26,12.64,60.01,15.81,8.14,23.68,3.08,0.24,8.57,18.75,0.62,,,57.0,Satisfactory
+Mumbai,2020-05-27,11.7,49.07,16.71,8.74,25.38,4.51,0.21,6.44,19.01,0.71,,,59.0,Satisfactory
+Mumbai,2020-05-28,12.21,46.97,15.52,7.43,22.69,4.61,0.22,6.76,18.17,0.52,,,56.0,Satisfactory
+Mumbai,2020-05-29,7.33,30.7,14.79,7.02,21.64,3.74,0.26,7.58,17.14,0.63,,,50.0,Good
+Mumbai,2020-05-30,10.08,42.19,15.83,6.63,22.16,3.61,0.27,6.93,14.37,0.8,,,49.0,Good
+Mumbai,2020-05-31,8.99,41.07,13.06,6.51,19.4,3.39,0.31,6.9,15.63,1.56,,,53.0,Satisfactory
+Mumbai,2020-06-01,17.27,44.22,15.13,13.22,28.31,3.4,0.33,7.68,25.44,2.39,,,48.0,Good
+Mumbai,2020-06-02,21.94,46.59,13.56,16.61,30.17,4.66,0.43,7.71,23.44,1.92,,,52.0,Satisfactory
+Mumbai,2020-06-03,8.38,19.05,11.06,12.38,23.44,6.58,0.28,7.7,22.89,1.18,,,50.0,Good
+Mumbai,2020-06-04,20.53,47.52,14.01,15.73,29.74,6.41,0.34,10.03,17.66,1.67,,,48.0,Good
+Mumbai,2020-06-05,11.26,33.01,16.89,16.35,33.24,13.01,0.31,11.64,23.29,1.54,,,66.0,Satisfactory
+Mumbai,2020-06-06,9.38,30.27,16.51,10.81,27.32,12.51,0.28,11.76,14.98,1.83,,,46.0,Good
+Mumbai,2020-06-07,10.85,35.86,18.3,10.79,28.76,11.73,0.31,10.8,14.68,1.95,,,49.0,Good
+Mumbai,2020-06-08,8.92,25.63,13.86,13.93,27.72,11.24,0.33,11.19,20.42,1.29,,,50.0,Good
+Mumbai,2020-06-09,8.93,28.08,16.24,10.65,26.88,9.74,0.33,11.95,15.69,2.03,,,47.0,Good
+Mumbai,2020-06-10,10.43,34.98,18.59,8.75,27.17,7.54,0.33,12.71,12.88,1.83,,,48.0,Good
+Mumbai,2020-06-11,9.0,28.18,18.46,8.24,26.64,6.45,0.32,12.79,12.38,1.21,,,48.0,Good
+Mumbai,2020-06-12,10.46,31.78,20.73,11.19,31.51,8.08,0.38,13.66,10.47,1.8,,,52.0,Satisfactory
+Mumbai,2020-06-13,10.36,27.75,21.91,12.43,34.3,11.9,0.39,13.49,10.05,1.62,,,54.0,Satisfactory
+Mumbai,2020-06-14,9.87,25.02,18.38,12.87,31.24,10.7,0.38,10.2,10.15,1.88,,,51.0,Satisfactory
+Mumbai,2020-06-15,10.58,27.54,17.7,14.08,31.75,10.34,0.4,11.14,9.59,2.47,,,49.0,Good
+Mumbai,2020-06-16,9.59,22.68,16.53,13.97,30.5,10.33,0.44,11.24,13.5,1.88,,,54.0,Satisfactory
+Mumbai,2020-06-17,6.62,21.38,15.53,14.26,29.79,10.46,0.41,11.22,10.55,2.32,,,46.0,Good
+Mumbai,2020-06-18,7.46,26.97,20.39,16.02,36.41,10.77,0.43,10.89,8.84,2.34,,,50.0,Good
+Mumbai,2020-06-19,14.69,54.73,20.58,11.74,32.26,12.19,0.42,10.96,8.68,2.49,,,58.0,Satisfactory
+Mumbai,2020-06-20,11.97,52.15,14.78,8.43,23.03,10.46,0.34,10.72,8.3,0.9,,,61.0,Satisfactory
+Mumbai,2020-06-21,9.27,41.0,11.95,9.94,21.69,9.36,0.32,11.43,9.32,1.11,,,55.0,Satisfactory
+Mumbai,2020-06-22,12.61,47.23,15.68,10.56,26.17,9.03,0.39,8.82,8.49,2.26,,,51.0,Satisfactory
+Mumbai,2020-06-23,9.56,32.9,17.96,14.83,32.78,13.97,0.38,5.01,9.94,1.4,,,59.0,Satisfactory
+Mumbai,2020-06-24,8.73,30.22,22.24,11.76,34.0,12.7,0.4,4.77,9.34,1.89,,,55.0,Satisfactory
+Mumbai,2020-06-25,11.84,43.79,23.7,9.81,32.92,8.94,0.4,5.19,7.88,1.7,,,59.0,Satisfactory
+Mumbai,2020-06-26,13.82,47.1,25.81,8.6,33.63,17.45,0.42,7.66,6.02,0.73,,,57.0,Satisfactory
+Mumbai,2020-06-27,18.04,63.72,28.29,8.58,36.07,26.69,0.43,10.36,5.68,0.82,,,64.0,Satisfactory
+Mumbai,2020-06-28,12.33,44.84,27.15,8.06,34.78,26.5,0.38,10.58,5.76,0.85,,,64.0,Satisfactory
+Mumbai,2020-06-29,7.88,27.51,26.58,7.94,34.42,23.94,0.38,11.11,5.84,0.47,,,54.0,Satisfactory
+Mumbai,2020-06-30,4.66,13.87,25.25,8.02,33.25,19.89,0.36,13.4,6.94,0.73,,,54.0,Satisfactory
+Mumbai,2020-07-01,3.84,11.28,27.64,5.57,33.21,23.6,0.37,13.18,6.68,0.78,,,53.0,Satisfactory
+Patna,2015-06-01,,,14.41,25.06,39.32,,1.56,1.8,8.89,0.0,0.29,0.0,,
+Patna,2015-06-02,,,25.0,22.48,47.5,,2.35,9.69,9.9,0.08,0.83,0.09,,
+Patna,2015-06-03,,,14.29,17.16,29.81,,1.69,20.61,12.63,0.0,0.33,0.0,,
+Patna,2015-06-04,,,13.03,15.62,28.63,,1.2,4.35,9.77,0.01,0.28,0.0,,
+Patna,2015-06-05,,,10.4,10.36,20.14,,1.29,7.22,11.9,0.0,0.15,0.0,,
+Patna,2015-06-06,,,21.02,18.56,38.88,,1.44,11.02,11.24,0.0,0.32,0.0,,
+Patna,2015-06-07,,,20.35,27.97,48.2,,1.42,5.36,10.63,0.0,0.21,0.0,,
+Patna,2015-06-08,,,23.38,29.72,53.29,,1.33,4.53,10.81,0.02,0.36,0.06,,
+Patna,2015-06-09,,,26.99,28.6,55.47,,1.7,10.42,11.39,0.01,0.33,0.01,,
+Patna,2015-06-10,,,23.36,20.42,43.24,,2.28,17.55,9.75,0.0,0.23,0.0,,
+Patna,2015-06-11,,,12.19,18.38,30.39,,1.08,5.69,14.71,0.0,0.05,0.0,,
+Patna,2015-06-12,,,10.67,17.14,27.13,,1.0,5.83,12.91,0.0,0.07,0.0,,
+Patna,2015-06-13,,,3.74,16.58,19.57,,0.44,1.74,23.05,0.0,0.0,0.0,,
+Patna,2015-06-14,,,5.44,19.71,24.84,,0.59,1.56,13.25,0.0,0.06,0.0,,
+Patna,2015-06-15,,,14.37,22.41,35.88,,1.38,5.3,14.47,0.01,0.15,0.0,,
+Patna,2015-06-16,,,8.25,17.15,24.85,,1.53,2.22,11.69,0.0,0.01,0.0,,
+Patna,2015-06-17,,,27.52,22.37,48.96,,1.99,17.51,26.55,0.0,0.0,0.0,,
+Patna,2015-06-18,,,32.22,17.95,49.64,,1.71,12.88,36.26,0.0,0.0,0.0,,
+Patna,2015-06-19,,,24.47,17.43,42.03,,1.34,5.53,8.02,,,,,
+Patna,2015-06-20,,,17.33,12.65,29.82,,1.12,7.12,6.87,,,,,
+Patna,2015-06-21,,,17.2,11.84,29.1,,1.13,6.31,7.35,,,,,
+Patna,2015-06-22,,,30.72,12.45,42.94,,2.1,8.39,17.44,74.8,42.39,42.03,,
+Patna,2015-06-23,,,33.96,11.31,45.97,,1.44,8.08,9.2,0.23,1.67,0.64,,
+Patna,2015-06-24,,,35.74,20.67,56.06,,3.04,18.69,15.72,0.34,1.72,0.88,,
+Patna,2015-06-25,,,7.53,9.67,16.86,,0.62,4.41,10.98,0.16,1.28,0.38,,
+Patna,2015-06-26,,,15.62,16.48,32.08,,0.92,7.98,13.38,0.24,1.62,0.63,,
+Patna,2015-06-27,,,34.79,18.11,52.79,,1.92,6.51,12.13,0.32,2.48,0.91,,
+Patna,2015-06-28,,,13.08,14.6,26.15,,0.53,2.79,9.49,0.27,1.98,0.72,,
+Patna,2015-06-29,,,30.27,22.39,51.99,,1.57,4.18,12.77,0.38,2.58,1.13,,
+Patna,2015-06-30,,,17.85,21.23,38.93,,1.75,7.87,9.97,0.33,2.15,0.91,,
+Patna,2015-07-01,,,11.88,14.58,25.8,,1.07,1.15,12.31,0.23,1.58,0.57,,
+Patna,2015-07-02,,,7.17,14.32,21.45,,0.74,0.92,12.19,0.23,1.62,0.55,,
+Patna,2015-07-03,,,13.19,14.73,27.87,,1.23,5.62,12.28,0.23,1.68,0.56,,
+Patna,2015-07-04,,,14.19,15.31,29.45,,1.32,5.31,11.95,0.27,1.85,0.7,,
+Patna,2015-07-05,,,11.59,10.86,24.26,,1.1,5.12,12.64,0.23,2.06,0.57,,
+Patna,2015-07-06,,,26.97,16.58,46.45,,2.52,12.11,13.04,0.34,2.03,0.93,,
+Patna,2015-07-07,,,21.77,12.16,34.78,,1.8,9.63,14.64,0.31,1.74,0.82,,
+Patna,2015-07-08,,,21.41,10.1,31.4,,1.35,5.97,12.53,0.3,1.96,0.79,,
+Patna,2015-07-09,,,24.96,10.16,35.06,,1.35,6.31,12.26,0.31,2.04,0.88,,
+Patna,2015-07-10,,,22.02,7.55,30.91,,3.91,17.68,9.96,0.26,1.77,0.78,,
+Patna,2015-07-11,,,14.63,8.74,23.55,,2.02,14.23,9.97,0.28,1.74,0.66,,
+Patna,2015-07-12,,,15.01,6.82,21.9,,2.1,14.94,9.52,0.24,1.68,0.57,,
+Patna,2015-07-13,,,16.59,19.81,34.55,,1.94,23.57,10.37,0.26,1.33,0.59,,
+Patna,2015-07-14,,,27.16,19.86,45.96,,2.53,9.61,14.5,0.29,1.88,0.73,,
+Patna,2015-07-15,,,8.48,18.81,27.11,,1.03,0.57,12.03,0.27,1.92,0.71,,
+Patna,2015-07-16,,,42.75,22.63,64.99,,2.18,16.13,12.46,0.35,2.34,1.09,,
+Patna,2015-07-17,,,24.5,13.9,38.27,,2.1,13.17,11.71,0.29,1.98,0.81,,
+Patna,2015-07-18,,,14.25,14.27,28.49,,2.09,0.97,12.37,0.25,1.83,0.63,,
+Patna,2015-07-19,,,13.86,11.5,25.23,,2.01,0.92,12.55,0.24,2.0,0.63,,
+Patna,2015-07-20,,,20.77,13.13,33.85,,2.25,1.13,12.67,0.29,2.32,0.81,,
+Patna,2015-07-21,,,17.62,11.94,29.48,,2.03,4.24,10.33,0.27,1.99,0.77,,
+Patna,2015-07-22,,,34.66,13.51,47.99,,3.01,4.43,7.8,0.28,1.97,0.83,,
+Patna,2015-07-23,,,35.96,16.57,52.36,,1.78,2.51,5.93,0.35,2.31,1.08,,
+Patna,2015-07-24,,,23.98,15.2,39.1,,1.69,10.42,5.78,0.31,2.09,0.98,,
+Patna,2015-07-25,,,18.94,14.1,32.97,,1.82,2.63,6.06,0.25,1.68,0.64,,
+Patna,2015-07-26,,,27.59,14.97,42.43,,1.96,3.64,6.05,0.25,1.85,0.64,,
+Patna,2015-07-27,,,15.92,12.07,28.02,,1.74,3.73,5.95,0.24,1.76,0.62,,
+Patna,2015-07-28,,,17.32,11.93,29.17,,1.75,3.64,5.86,0.22,1.76,0.62,,
+Patna,2015-07-29,,,18.18,12.34,30.52,,1.73,3.89,5.56,0.22,1.66,0.65,,
+Patna,2015-07-30,,,15.62,11.77,27.36,,1.68,3.61,5.79,0.21,1.53,0.57,,
+Patna,2015-07-31,,,18.86,12.39,31.2,,1.78,4.16,5.89,0.24,1.8,0.61,,
+Patna,2015-08-01,,,27.52,10.31,37.82,,2.0,9.41,5.63,0.27,1.99,0.84,,
+Patna,2015-08-02,,,22.32,12.29,34.54,,1.8,5.9,5.6,0.36,2.31,0.93,,
+Patna,2015-08-03,,,23.79,30.33,54.07,,1.43,4.31,6.07,0.44,2.39,1.1,,
+Patna,2015-08-04,,,14.67,9.12,23.85,,1.9,3.92,5.56,0.23,2.12,0.71,,
+Patna,2015-08-05,,,7.78,13.1,23.56,,1.4,5.01,5.95,0.2,1.87,0.48,,
+Patna,2015-08-06,,,35.81,23.01,58.09,,1.98,5.44,7.44,0.28,2.09,0.79,,
+Patna,2015-08-07,,,22.39,13.91,36.23,,1.59,12.21,9.25,0.3,2.04,0.88,,
+Patna,2015-08-08,,,21.45,9.95,31.4,,1.92,5.7,8.54,0.35,2.31,1.06,,
+Patna,2015-08-09,,,7.73,3.93,10.96,,0.75,4.06,9.91,0.28,2.09,0.74,,
+Patna,2015-08-10,,,31.35,24.06,55.28,,1.56,4.01,9.87,0.3,2.08,0.88,,
+Patna,2015-08-11,,,22.73,18.51,41.3,,1.41,4.33,10.14,0.29,2.13,0.9,,
+Patna,2015-08-12,,,24.37,18.59,42.6,,1.34,5.82,10.11,0.3,2.02,0.84,,
+Patna,2015-08-13,,,19.37,15.57,34.88,,1.16,5.83,10.07,0.27,1.81,0.75,,
+Patna,2015-08-14,,,17.89,16.92,34.59,,0.98,5.86,10.36,0.26,1.87,0.74,,
+Patna,2015-08-15,,,17.19,15.69,32.78,,1.04,19.71,10.74,0.26,1.86,0.71,,
+Patna,2015-08-16,,,22.01,18.45,40.2,,2.73,5.7,10.33,0.23,1.64,0.6,,
+Patna,2015-08-17,,,15.03,14.22,27.79,,1.88,4.03,10.19,0.2,1.63,0.53,,
+Patna,2015-08-18,,,13.91,12.51,26.32,,1.71,4.81,10.21,0.22,1.96,0.58,,
+Patna,2015-08-19,,,10.13,10.85,20.92,,1.56,34.0,10.29,0.18,1.53,0.46,,
+Patna,2015-08-20,,,13.0,12.09,24.48,,0.87,10.39,10.01,0.18,1.5,0.46,,
+Patna,2015-08-21,,,31.3,17.3,48.54,,1.52,12.05,9.94,0.31,2.37,0.9,,
+Patna,2015-08-22,,,25.05,16.94,41.35,,1.45,13.97,9.87,0.33,2.2,0.88,,
+Patna,2015-08-23,,,24.93,15.32,39.59,,1.29,7.18,9.83,0.26,2.29,0.72,,
+Patna,2015-08-24,,,29.38,19.76,49.12,,1.5,8.9,10.03,0.3,2.31,0.86,,
+Patna,2015-08-25,,,18.63,15.99,34.55,,1.18,9.99,10.02,0.27,1.91,0.75,,
+Patna,2015-08-26,,,27.68,19.6,47.14,,1.22,10.83,9.94,0.31,2.2,0.92,,
+Patna,2015-08-27,,,33.31,16.97,50.32,,1.48,8.45,10.06,0.33,2.23,0.98,,
+Patna,2015-08-28,,,31.19,17.02,48.18,,1.45,6.53,9.83,0.33,2.14,0.97,,
+Patna,2015-08-29,,,22.85,16.68,39.32,,1.27,6.27,9.8,0.28,2.3,0.83,,
+Patna,2015-08-30,,,14.43,15.52,29.96,,0.99,6.53,9.92,0.2,1.98,0.52,,
+Patna,2015-08-31,,,11.32,12.18,23.36,,1.19,11.29,11.74,0.18,1.56,0.41,,
+Patna,2015-09-01,,,9.8,12.85,22.62,,0.98,5.25,8.51,0.19,1.61,0.48,,
+Patna,2015-09-02,,,8.27,10.16,17.83,,0.88,5.99,8.19,0.16,1.54,0.36,,
+Patna,2015-09-03,,,12.57,15.01,27.05,,1.12,4.56,8.28,0.22,1.79,0.49,,
+Patna,2015-09-04,,,9.15,13.6,22.19,,1.03,6.47,8.21,0.23,1.58,0.51,,
+Patna,2015-09-05,,,9.89,14.72,24.58,,1.1,7.16,8.21,0.22,1.84,0.51,,
+Patna,2015-09-06,,,7.17,11.87,18.96,,0.93,5.77,8.11,0.17,1.47,0.33,,
+Patna,2015-09-07,,,13.43,14.59,27.46,,1.26,6.2,8.03,0.21,1.46,0.52,,
+Patna,2015-09-08,,,10.77,9.9,20.65,,1.13,6.47,8.38,0.26,1.84,0.64,,
+Patna,2015-09-09,,,5.93,6.0,11.63,,1.22,13.38,8.89,0.23,1.78,0.51,,
+Patna,2015-09-10,,,16.47,17.68,33.98,,1.84,5.98,9.58,0.3,1.78,0.68,,
+Patna,2015-09-11,,,36.6,22.02,58.43,,2.12,5.49,9.08,0.33,2.08,0.85,,
+Patna,2015-09-12,,,53.09,25.69,78.25,,2.28,4.36,13.91,0.29,2.33,0.83,,
+Patna,2015-09-13,,,,,,,,,,,,,,
+Patna,2015-09-14,,,58.5,25.89,84.28,,1.78,5.72,11.08,0.31,2.21,0.82,,
+Patna,2015-09-15,,,47.63,25.65,73.24,,1.35,6.57,9.68,0.34,2.27,0.98,,
+Patna,2015-09-16,,,39.46,26.18,65.1,,1.16,5.94,10.43,0.27,1.99,0.8,,
+Patna,2015-09-17,,,34.71,25.29,59.37,,1.09,5.4,10.85,0.26,1.94,0.68,,
+Patna,2015-09-18,,,37.03,25.39,62.3,,1.53,8.49,9.46,0.3,1.98,0.77,,
+Patna,2015-09-19,,,39.85,27.22,67.0,,1.53,6.12,8.08,0.28,1.94,0.73,,
+Patna,2015-09-20,,,,,,,,,,,,,,
+Patna,2015-09-21,,,56.42,20.91,77.1,,2.5,4.86,10.84,0.34,2.02,1.07,,
+Patna,2015-09-22,,,48.25,21.46,69.54,,1.88,4.99,9.42,0.28,2.01,0.82,,
+Patna,2015-09-23,,,25.87,20.81,45.75,,1.03,5.43,9.88,0.19,1.59,0.48,,
+Patna,2015-09-24,,,19.81,22.92,42.57,,1.01,10.45,10.0,0.2,1.64,0.5,,
+Patna,2015-09-25,,,17.58,21.29,38.86,,0.91,9.22,9.51,0.17,1.46,0.37,,
+Patna,2015-09-26,,,53.32,18.68,72.24,,0.97,5.69,9.32,0.19,1.52,0.36,,
+Patna,2015-09-27,,,30.02,20.26,50.15,,1.01,5.93,10.05,0.21,1.82,0.44,,
+Patna,2015-09-28,,,32.78,23.25,55.88,,1.32,8.44,10.34,0.24,1.87,0.54,,
+Patna,2015-09-29,,,48.94,26.33,74.97,,1.41,7.56,9.46,0.3,1.96,0.73,,
+Patna,2015-09-30,,,29.14,31.05,60.19,,1.07,5.89,10.46,0.27,1.53,0.59,,
+Patna,2015-10-01,100.96,,46.71,28.3,74.68,,1.3,4.65,7.82,0.29,1.69,0.62,,
+Patna,2015-10-02,71.2,,35.59,21.49,55.98,,2.44,4.93,9.04,0.21,1.26,0.38,,
+Patna,2015-10-03,74.28,,23.79,21.98,45.62,,1.04,4.79,6.25,0.21,1.42,0.36,154.0,Moderate
+Patna,2015-10-04,118.5,,47.07,24.01,71.08,,1.12,7.27,4.84,0.3,1.69,0.64,156.0,Moderate
+Patna,2015-10-05,99.12,,51.83,27.6,79.26,,1.63,4.48,6.12,0.32,2.04,0.82,222.0,Poor
+Patna,2015-10-06,107.03,,50.8,22.55,72.95,,1.52,5.45,8.45,0.3,1.81,0.7,257.0,Poor
+Patna,2015-10-07,111.0,,47.1,26.21,73.08,,1.56,5.5,11.09,0.29,1.83,0.66,246.0,Poor
+Patna,2015-10-08,107.48,,61.42,24.39,86.33,,1.83,5.54,11.14,0.33,2.2,0.82,282.0,Poor
+Patna,2015-10-09,121.5,,50.94,23.53,74.48,,1.18,5.66,10.04,0.29,2.11,0.68,234.0,Poor
+Patna,2015-10-10,,,,,,,,,,,,,,
+Patna,2015-10-11,,,,,,,,,,,,,,
+Patna,2015-10-12,,,,,,,,,,,,,,
+Patna,2015-10-13,,,,,,,,,,,,,,
+Patna,2015-10-14,,,,,,,,,,,,,,
+Patna,2015-10-15,68.34,,65.77,31.56,97.33,,1.66,5.3,12.73,0.35,2.11,1.08,,
+Patna,2015-10-16,87.82,,73.26,30.75,103.79,,1.25,5.53,10.58,0.32,2.34,0.89,165.0,Moderate
+Patna,2015-10-17,95.74,,68.42,31.51,99.85,,1.56,5.16,10.66,0.33,2.44,0.93,193.0,Moderate
+Patna,2015-10-18,170.0,,161.43,24.45,185.88,,2.26,5.73,9.8,0.58,3.34,1.72,259.0,Poor
+Patna,2015-10-19,116.35,,76.34,30.0,107.75,,1.47,5.63,9.33,0.3,2.3,0.68,,
+Patna,2015-10-20,83.8,,19.47,28.08,47.56,,1.27,4.3,12.01,0.25,1.33,0.56,,
+Patna,2015-10-21,98.72,,42.19,27.44,69.41,,1.63,4.49,10.97,0.29,1.89,0.7,214.0,Poor
+Patna,2015-10-22,128.72,,43.23,30.24,73.24,,1.81,5.69,10.81,0.29,2.06,0.71,260.0,Poor
+Patna,2015-10-23,120.64,,38.14,26.28,64.28,,1.2,5.17,10.64,0.25,1.66,0.52,312.0,Very Poor
+Patna,2015-10-24,119.64,,39.43,38.79,78.22,,1.58,4.45,12.09,0.29,1.81,0.63,274.0,Poor
+Patna,2015-10-25,197.17,,116.61,40.47,157.07,,1.24,4.1,9.82,0.42,2.29,0.98,,
+Patna,2015-10-26,125.35,,59.75,34.67,94.09,,1.92,5.38,10.22,0.35,1.83,0.82,294.0,Poor
+Patna,2015-10-27,136.26,,56.63,24.67,81.3,,1.67,5.24,8.7,0.34,1.95,0.81,313.0,Very Poor
+Patna,2015-10-28,201.0,,107.88,26.66,134.55,,1.34,5.1,7.39,0.46,2.5,1.25,306.0,Very Poor
+Patna,2015-10-29,66.43,,32.93,28.0,60.89,,1.16,5.95,8.97,0.26,1.63,0.7,145.0,Moderate
+Patna,2015-10-30,66.17,,39.58,23.37,61.82,,1.59,7.15,8.92,0.21,1.39,0.49,137.0,Moderate
+Patna,2015-10-31,116.88,,54.12,30.07,84.11,,1.8,6.76,8.16,0.33,1.8,0.82,196.0,Moderate
+Patna,2015-11-01,192.0,,124.67,26.57,151.24,,1.58,7.94,6.88,0.48,2.53,1.42,306.0,Very Poor
+Patna,2015-11-02,114.42,,74.17,29.37,103.6,,2.2,7.21,8.04,0.37,2.04,1.02,253.0,Poor
+Patna,2015-11-03,132.89,,71.05,25.7,96.75,,1.42,7.61,7.97,0.38,1.97,0.98,311.0,Very Poor
+Patna,2015-11-04,124.45,,33.08,26.49,59.63,,1.42,7.6,7.97,0.29,1.56,0.61,270.0,Poor
+Patna,2015-11-05,128.25,,43.21,28.0,71.14,,1.57,7.3,8.07,0.33,1.65,0.68,305.0,Very Poor
+Patna,2015-11-06,170.54,,80.22,31.08,111.22,,2.31,7.4,8.11,0.48,2.13,1.23,330.0,Very Poor
+Patna,2015-11-07,217.82,,89.47,30.86,119.82,,2.53,7.46,8.71,0.48,2.19,1.25,355.0,Very Poor
+Patna,2015-11-08,211.84,,65.54,33.03,98.57,,2.41,4.93,8.24,0.46,2.19,1.19,377.0,Very Poor
+Patna,2015-11-09,183.37,,79.56,33.5,112.96,,1.96,3.33,9.27,0.48,2.24,1.14,354.0,Very Poor
+Patna,2015-11-10,217.98,,57.12,28.78,85.53,,1.84,7.83,8.55,0.44,1.86,0.93,361.0,Very Poor
+Patna,2015-11-11,225.05,,31.22,23.99,55.6,,1.46,5.87,6.86,0.35,1.57,0.62,367.0,Very Poor
+Patna,2015-11-12,214.09,,39.6,26.9,66.24,,1.54,8.19,9.32,0.36,1.82,0.67,385.0,Very Poor
+Patna,2015-11-13,200.98,,42.59,28.02,71.77,,1.61,6.51,9.37,0.35,1.64,0.77,374.0,Very Poor
+Patna,2015-11-14,240.12,,47.53,25.54,72.67,,1.71,5.57,9.93,0.35,1.65,0.76,375.0,Very Poor
+Patna,2015-11-15,249.21,,51.04,27.83,78.88,,1.2,4.4,8.5,0.4,1.88,0.91,392.0,Very Poor
+Patna,2015-11-16,279.32,,57.92,24.69,82.28,,2.32,5.42,10.85,0.46,1.89,0.94,402.0,Severe
+Patna,2015-11-17,222.41,,54.94,26.47,81.18,,2.03,5.89,10.7,0.41,1.92,0.87,407.0,Severe
+Patna,2015-11-18,238.43,,51.63,24.26,75.78,,1.81,5.96,10.87,0.39,1.86,0.72,388.0,Very Poor
+Patna,2015-11-19,195.85,,85.91,23.62,109.16,,2.48,6.74,11.4,0.42,1.87,1.04,362.0,Very Poor
+Patna,2015-11-20,275.71,,100.47,27.91,128.09,,2.74,12.26,13.92,0.46,1.84,1.19,394.0,Very Poor
+Patna,2015-11-21,315.16,,167.81,33.24,200.85,,3.67,8.69,23.89,0.53,1.77,1.43,441.0,Severe
+Patna,2015-11-22,422.92,,221.41,36.42,257.82,,4.1,0.73,4.17,0.76,2.62,2.28,447.0,Severe
+Patna,2015-11-23,273.82,,145.01,37.1,181.05,,3.63,4.29,10.27,0.58,1.93,1.55,407.0,Severe
+Patna,2015-11-24,305.56,,123.94,37.41,160.68,,2.67,2.26,11.87,0.5,1.59,1.28,422.0,Severe
+Patna,2015-11-25,281.76,,78.62,34.87,113.53,,3.43,13.94,11.38,0.45,1.34,1.07,426.0,Severe
+Patna,2015-11-26,253.51,,84.94,31.61,116.52,,2.66,7.21,13.87,0.4,1.24,0.96,436.0,Severe
+Patna,2015-11-27,240.39,,124.65,43.46,168.01,,3.17,5.06,13.64,0.47,1.52,1.29,389.0,Very Poor
+Patna,2015-11-28,199.25,,75.13,42.36,117.27,,1.69,2.41,11.18,0.41,1.28,0.99,381.0,Very Poor
+Patna,2015-11-29,119.5,,66.11,38.99,105.1,,0.78,2.62,8.33,0.3,0.95,0.59,348.0,Very Poor
+Patna,2015-11-30,221.33,,77.93,36.98,114.87,,3.24,7.26,12.05,0.48,1.58,1.27,365.0,Very Poor
+Patna,2015-12-01,247.61,,99.48,32.13,131.53,,3.0,5.91,13.58,0.48,1.5,1.22,394.0,Very Poor
+Patna,2015-12-02,189.19,,55.75,31.95,87.67,,1.94,5.75,12.14,0.37,1.1,0.83,395.0,Very Poor
+Patna,2015-12-03,160.84,,54.16,28.14,81.43,,2.32,6.93,12.67,0.34,1.11,0.8,309.0,Very Poor
+Patna,2015-12-04,230.61,,79.11,31.59,110.54,,3.31,6.54,18.58,0.47,1.46,1.16,359.0,Very Poor
+Patna,2015-12-05,242.71,,92.03,35.95,127.91,,2.62,5.55,9.59,0.49,1.55,1.24,416.0,Severe
+Patna,2015-12-06,174.18,,66.75,31.43,98.1,,1.89,6.05,9.49,0.39,1.12,0.75,358.0,Very Poor
+Patna,2015-12-07,186.38,,61.1,29.32,90.35,,1.97,6.17,9.81,0.41,1.14,0.81,343.0,Very Poor
+Patna,2015-12-08,198.38,,42.86,25.24,68.09,,1.88,4.89,9.83,0.41,0.94,0.58,359.0,Very Poor
+Patna,2015-12-09,169.68,,50.1,27.61,75.62,,2.67,11.43,13.29,0.4,1.0,0.66,344.0,Very Poor
+Patna,2015-12-10,150.2,,41.55,33.72,73.22,,1.79,5.72,11.9,0.34,0.9,0.6,329.0,Very Poor
+Patna,2015-12-11,194.92,,46.71,38.96,84.41,,2.0,5.81,15.19,0.39,1.11,0.77,336.0,Very Poor
+Patna,2015-12-12,276.74,,57.85,36.49,93.45,,2.58,6.15,12.67,0.46,1.33,0.96,381.0,Very Poor
+Patna,2015-12-13,250.54,,55.57,38.0,93.55,,1.86,3.25,12.85,0.42,1.11,0.71,431.0,Severe
+Patna,2015-12-14,207.56,,53.99,43.54,96.5,,1.88,6.7,12.77,0.36,1.03,0.69,387.0,Very Poor
+Patna,2015-12-15,208.42,,42.34,42.36,83.27,,1.92,6.36,12.94,0.36,1.0,0.67,353.0,Very Poor
+Patna,2015-12-16,272.46,,70.6,41.71,111.51,,2.4,6.59,11.48,0.47,1.36,1.04,405.0,Severe
+Patna,2015-12-17,321.28,,89.84,43.6,133.13,,3.15,6.53,13.86,0.55,1.54,1.2,415.0,Severe
+Patna,2015-12-18,283.03,,68.58,44.37,112.57,,2.08,6.04,12.42,0.46,1.17,0.83,463.0,Severe
+Patna,2015-12-19,322.19,,65.08,42.01,106.55,,2.98,6.64,15.57,0.48,1.32,0.96,412.0,Severe
+Patna,2015-12-20,645.5,,199.3,40.82,240.12,,5.7,3.7,8.66,0.88,2.58,2.17,490.0,Severe
+Patna,2015-12-21,299.25,,81.98,42.69,124.58,,2.55,7.84,14.36,0.49,1.5,1.25,423.0,Severe
+Patna,2015-12-22,296.46,,88.5,42.42,130.63,,2.87,7.31,18.37,0.5,1.58,1.33,444.0,Severe
+Patna,2015-12-23,281.18,,107.53,45.18,152.52,,2.82,7.66,19.77,0.53,1.65,1.43,428.0,Severe
+Patna,2015-12-24,284.03,,86.66,43.49,129.92,,2.16,8.81,22.66,0.43,1.12,0.85,430.0,Severe
+Patna,2015-12-25,255.32,,32.94,37.49,70.36,,1.86,8.02,22.07,0.39,0.99,0.66,405.0,Severe
+Patna,2015-12-26,218.97,,37.1,36.14,73.08,,1.93,7.72,20.77,0.39,1.13,0.76,379.0,Very Poor
+Patna,2015-12-27,324.5,,73.44,38.86,112.29,,2.26,3.12,13.72,0.5,1.3,0.96,390.0,Very Poor
+Patna,2015-12-28,364.83,,60.67,43.96,104.28,,2.51,7.72,37.67,0.5,1.41,1.05,477.0,Severe
+Patna,2015-12-29,391.47,,45.95,45.49,91.44,,2.35,3.46,48.04,0.51,1.28,0.88,498.0,Severe
+Patna,2015-12-30,498.75,,200.37,51.59,251.96,,8.06,4.57,42.46,0.97,3.16,3.11,507.0,Severe
+Patna,2015-12-31,498.02,,195.0,45.11,239.99,,6.15,7.32,34.48,0.91,2.83,2.52,586.0,Severe
+Patna,2016-01-01,553.63,,161.83,39.36,201.04,,5.75,6.49,36.11,0.88,2.61,2.34,619.0,Severe
+Patna,2016-01-02,454.15,,122.14,35.62,167.56,,3.45,7.22,27.27,0.73,2.0,1.67,598.0,Severe
+Patna,2016-01-03,406.49,,96.86,36.59,133.45,,3.8,2.73,14.47,0.71,2.15,1.79,522.0,Severe
+Patna,2016-01-04,361.88,,131.69,34.76,166.08,,3.55,6.62,25.2,0.66,1.93,1.63,501.0,Severe
+Patna,2016-01-05,373.44,,152.73,39.02,141.81,,3.65,7.05,38.77,0.71,2.07,1.78,490.0,Severe
+Patna,2016-01-06,451.4,,196.42,40.48,223.87,,5.48,6.59,41.75,0.79,2.4,2.16,542.0,Severe
+Patna,2016-01-07,290.05,,107.17,42.48,148.83,,2.8,7.41,13.42,0.5,1.65,1.39,488.0,Severe
+Patna,2016-01-08,260.51,,31.8,40.09,71.89,,1.79,2.93,23.52,0.44,1.33,1.09,414.0,Severe
+Patna,2016-01-09,196.61,,30.53,35.89,66.13,,1.56,7.2,20.94,0.32,0.86,0.56,383.0,Very Poor
+Patna,2016-01-10,156.03,,52.24,38.34,90.31,,1.69,3.38,20.75,0.34,1.06,0.7,330.0,Very Poor
+Patna,2016-01-11,234.13,,99.54,39.03,139.37,,2.59,6.78,18.32,0.46,1.48,1.2,366.0,Very Poor
+Patna,2016-01-12,301.41,,118.1,32.02,148.44,,4.71,11.46,16.89,0.57,1.82,1.57,417.0,Severe
+Patna,2016-01-13,355.4,,118.54,25.68,142.41,,6.21,35.97,17.07,0.58,1.79,1.59,456.0,Severe
+Patna,2016-01-14,412.87,,125.48,42.07,167.55,,4.23,13.69,13.99,0.66,2.06,1.83,512.0,Severe
+Patna,2016-01-15,312.14,,78.45,43.25,119.75,,3.26,10.52,12.36,0.52,1.54,1.26,502.0,Severe
+Patna,2016-01-16,195.43,,30.28,37.64,67.95,,2.34,4.94,16.45,0.34,0.9,0.62,393.0,Very Poor
+Patna,2016-01-17,190.89,,25.18,43.84,69.02,,2.31,2.24,17.56,0.38,1.16,0.91,341.0,Very Poor
+Patna,2016-01-18,194.96,,41.78,40.07,81.16,,2.8,13.02,18.78,0.34,0.91,0.62,364.0,Very Poor
+Patna,2016-01-19,211.12,,29.91,32.87,62.78,,1.39,1.79,9.24,0.43,1.29,1.12,357.0,Very Poor
+Patna,2016-01-20,184.21,,34.16,29.41,63.4,,1.36,5.98,7.81,0.3,0.82,0.59,347.0,Very Poor
+Patna,2016-01-21,167.6,,28.16,26.51,54.67,,1.36,5.5,7.52,0.3,0.79,0.54,354.0,Very Poor
+Patna,2016-01-22,159.71,,26.06,26.42,52.45,,1.06,3.44,7.69,0.3,0.71,0.47,328.0,Very Poor
+Patna,2016-01-23,269.74,,34.11,28.89,62.99,,1.93,6.71,12.45,0.36,0.87,0.57,346.0,Very Poor
+Patna,2016-01-24,302.58,,54.77,41.38,96.15,,2.12,2.3,14.04,0.76,1.48,1.24,454.0,Severe
+Patna,2016-01-25,335.55,,91.57,38.73,130.31,,2.98,6.6,10.85,0.56,1.51,1.34,440.0,Severe
+Patna,2016-01-26,298.3,,102.57,38.43,141.0,,2.49,6.0,13.55,0.48,1.42,1.23,468.0,Severe
+Patna,2016-01-27,248.62,,54.36,39.34,93.7,,1.84,6.57,15.69,0.41,1.15,0.95,424.0,Severe
+Patna,2016-01-28,272.65,,58.16,36.55,94.72,,1.85,9.28,14.59,0.37,0.8,0.53,395.0,Very Poor
+Patna,2016-01-29,309.87,,69.83,39.45,109.29,,2.27,7.19,10.1,0.49,1.4,1.2,443.0,Severe
+Patna,2016-01-30,337.37,,64.48,37.33,101.82,,2.38,6.48,11.12,0.51,1.45,1.29,463.0,Severe
+Patna,2016-01-31,345.73,,51.42,37.92,89.34,,2.25,7.19,12.02,0.49,1.25,0.99,453.0,Severe
+Patna,2016-02-01,239.65,,56.72,34.36,91.08,,2.02,6.88,9.28,0.47,1.25,0.99,458.0,Severe
+Patna,2016-02-02,212.25,,51.58,35.96,87.54,,1.4,2.75,10.95,0.43,1.18,0.9,368.0,Very Poor
+Patna,2016-02-03,102.21,,22.75,34.18,56.93,,1.16,6.94,21.31,0.25,0.75,0.56,320.0,Very Poor
+Patna,2016-02-04,148.58,,24.33,35.0,59.35,,1.29,6.55,18.3,0.29,0.8,0.56,280.0,Poor
+Patna,2016-02-05,365.0,,55.28,39.23,94.5,,2.22,2.26,6.03,0.42,1.2,1.03,333.0,Very Poor
+Patna,2016-02-06,,,,,,,,,,,,,,
+Patna,2016-02-07,,,,,,,,,,,,,,
+Patna,2016-02-08,,,,,,,,,,,,,,
+Patna,2016-02-09,193.44,,34.27,28.69,62.96,,1.55,2.58,9.07,0.43,1.5,1.19,,
+Patna,2016-02-10,194.24,,32.97,28.56,61.54,,1.6,6.16,14.19,0.35,0.92,0.66,359.0,Very Poor
+Patna,2016-02-11,248.22,,80.01,32.37,112.39,,2.36,7.32,12.9,0.49,1.55,1.3,374.0,Very Poor
+Patna,2016-02-12,181.54,,46.97,29.52,76.49,,1.95,11.96,15.76,0.36,1.07,0.84,373.0,Very Poor
+Patna,2016-02-13,223.92,,100.45,33.75,134.2,,2.84,3.99,15.66,0.61,2.06,1.9,361.0,Very Poor
+Patna,2016-02-14,189.19,,83.16,32.71,115.88,,1.98,8.13,11.44,0.44,1.39,1.18,362.0,Very Poor
+Patna,2016-02-15,196.19,,75.46,33.11,108.57,,1.6,3.57,8.78,0.46,1.48,1.31,359.0,Very Poor
+Patna,2016-02-16,198.92,,144.3,31.9,176.2,,1.02,3.21,2.9,0.38,1.4,1.27,350.0,Very Poor
+Patna,2016-02-17,115.71,,27.1,27.12,54.22,,1.98,13.86,13.44,0.31,1.03,0.84,,
+Patna,2016-02-18,116.36,,23.25,25.19,48.45,,1.06,6.85,19.66,0.23,0.65,0.38,303.0,Very Poor
+Patna,2016-02-19,94.58,,16.67,23.0,39.67,,1.11,7.06,20.75,0.21,0.64,0.39,222.0,Poor
+Patna,2016-02-20,122.07,,25.64,23.36,49.01,,1.33,7.48,12.88,0.31,0.95,0.66,272.0,Poor
+Patna,2016-02-21,130.5,,16.67,23.81,40.48,,0.62,3.35,11.63,0.25,0.54,0.25,301.0,Very Poor
+Patna,2016-02-22,63.6,,15.24,24.41,39.62,,0.89,5.52,23.6,0.18,0.6,0.32,148.0,Moderate
+Patna,2016-02-23,96.72,,23.64,28.3,51.9,,1.16,5.49,19.34,0.24,0.75,0.48,157.0,Moderate
+Patna,2016-02-24,131.62,,47.8,31.58,79.35,,1.36,5.11,13.84,0.36,1.22,0.87,301.0,Very Poor
+Patna,2016-02-25,161.57,,45.84,32.15,75.87,,1.37,6.1,14.02,0.38,1.2,0.91,322.0,Very Poor
+Patna,2016-02-26,112.65,,27.26,27.51,54.77,,0.79,1.62,11.55,0.33,1.08,0.77,306.0,Very Poor
+Patna,2016-02-27,113.99,,45.56,21.68,65.86,,1.41,7.49,11.01,0.36,1.19,0.83,269.0,Poor
+Patna,2016-02-28,127.13,,42.28,21.58,59.62,,2.43,2.93,12.13,0.37,1.3,1.01,298.0,Poor
+Patna,2016-02-29,146.86,,46.43,31.03,77.46,,1.46,4.86,20.18,0.3,0.9,0.51,317.0,Very Poor
+Patna,2016-03-01,91.83,,15.84,20.05,32.75,,1.24,2.97,13.36,0.4,1.51,1.23,320.0,Very Poor
+Patna,2016-03-02,144.07,,33.61,27.11,60.76,,1.57,6.15,15.78,0.32,1.06,0.71,303.0,Very Poor
+Patna,2016-03-03,180.16,,55.02,30.15,85.13,,1.51,6.04,15.7,0.36,1.6,0.85,343.0,Very Poor
+Patna,2016-03-04,175.65,,49.02,30.56,79.59,,2.68,6.45,19.27,0.37,2.46,0.83,327.0,Very Poor
+Patna,2016-03-05,247.52,,67.39,25.74,93.13,,1.67,5.76,15.35,0.42,1.61,0.9,390.0,Very Poor
+Patna,2016-03-06,205.0,,47.69,18.5,66.19,,1.26,1.74,3.12,0.38,1.25,0.8,376.0,Very Poor
+Patna,2016-03-07,94.47,,33.58,23.43,57.0,,1.05,6.81,19.85,0.2,0.86,0.38,210.0,Poor
+Patna,2016-03-08,51.77,,22.51,23.26,45.62,,0.99,5.36,19.54,0.17,0.81,0.43,156.0,Moderate
+Patna,2016-03-09,82.68,,12.71,19.81,30.08,,1.02,6.03,22.23,0.19,0.82,0.43,155.0,Moderate
+Patna,2016-03-10,79.5,,26.0,21.9,47.9,,0.39,0.8,23.16,0.14,0.62,0.23,174.0,Moderate
+Patna,2016-03-11,66.46,,4.96,28.44,23.37,,3.12,14.37,15.34,0.19,0.7,0.42,,
+Patna,2016-03-12,73.38,,5.27,28.03,19.69,,1.55,10.45,18.68,0.17,0.68,0.32,216.0,Poor
+Patna,2016-03-13,32.0,,14.55,59.54,74.08,,0.69,1.35,19.91,0.1,0.54,0.19,125.0,Moderate
+Patna,2016-03-14,61.64,,30.29,50.84,64.61,,1.49,6.66,11.69,0.21,0.86,0.52,170.0,Moderate
+Patna,2016-03-15,102.93,,22.84,2.32,15.92,,1.38,6.78,15.77,0.21,0.84,0.5,240.0,Poor
+Patna,2016-03-16,104.17,,12.81,19.89,22.09,,1.17,6.99,29.6,0.15,0.62,0.25,241.0,Poor
+Patna,2016-03-17,80.08,,28.65,26.21,54.88,,1.65,8.17,28.63,0.23,0.9,0.5,157.0,Moderate
+Patna,2016-03-18,155.15,,45.57,26.99,72.49,,1.7,10.28,25.85,0.27,0.89,0.54,314.0,Very Poor
+Patna,2016-03-19,66.5,,9.43,26.08,35.51,,1.6,2.86,32.94,0.28,1.1,0.87,280.0,Poor
+Patna,2016-03-20,,,,,,,,,,,,,,
+Patna,2016-03-21,84.45,,12.1,17.47,29.58,,1.42,6.95,22.14,0.21,0.74,0.45,193.0,Moderate
+Patna,2016-03-22,41.42,,3.58,14.03,17.61,,0.59,1.88,39.7,0.11,0.49,0.17,100.0,Satisfactory
+Patna,2016-03-23,142.92,,11.04,18.76,29.82,,1.9,13.38,34.34,0.21,0.6,0.15,176.0,Moderate
+Patna,2016-03-24,165.42,,24.97,20.3,45.27,,2.08,10.92,27.9,0.34,0.9,0.47,,
+Patna,2016-03-25,122.33,,11.72,27.77,39.47,,1.54,4.84,24.74,0.33,1.11,0.88,,
+Patna,2016-03-26,142.83,,12.38,19.8,32.13,,1.54,6.44,34.88,0.3,0.9,0.56,322.0,Very Poor
+Patna,2016-03-27,151.61,,11.23,15.07,26.3,,1.53,6.36,17.53,0.31,1.06,0.74,314.0,Very Poor
+Patna,2016-03-28,72.89,,6.08,11.5,17.58,,1.15,5.13,35.8,0.18,0.68,0.35,199.0,Moderate
+Patna,2016-03-29,81.45,,10.05,14.16,24.22,,1.3,3.76,24.63,0.24,0.9,0.58,139.0,Moderate
+Patna,2016-03-30,147.27,,10.54,13.8,24.31,,1.82,8.53,32.96,0.26,0.9,0.58,302.0,Very Poor
+Patna,2016-03-31,135.87,,5.71,8.48,14.2,,2.01,7.18,24.68,0.22,0.79,0.49,316.0,Very Poor
+Patna,2016-04-01,52.08,,5.49,12.75,18.23,,1.32,18.33,31.63,0.19,0.75,0.46,183.0,Moderate
+Patna,2016-04-02,68.82,,5.17,14.49,19.66,,1.29,2.01,25.75,0.24,0.95,0.7,91.0,Satisfactory
+Patna,2016-04-03,116.43,,7.65,10.42,18.07,,1.48,4.24,17.44,0.2,0.74,0.4,289.0,Poor
+Patna,2016-04-04,91.12,,7.84,13.56,21.41,,1.76,5.36,12.85,0.24,0.91,0.61,198.0,Moderate
+Patna,2016-04-05,95.61,,5.29,12.95,18.23,,1.15,3.06,19.09,0.24,0.82,0.54,222.0,Poor
+Patna,2016-04-06,56.0,,3.95,13.99,17.94,,1.06,2.86,23.46,0.21,0.84,0.6,211.0,Poor
+Patna,2016-04-07,64.36,,5.77,17.18,23.37,,1.1,3.78,25.43,0.18,0.64,0.32,108.0,Moderate
+Patna,2016-04-08,59.97,,8.43,16.56,22.27,,1.52,8.58,20.29,0.2,0.84,0.51,144.0,Moderate
+Patna,2016-04-09,63.68,,5.62,13.68,19.94,,1.41,9.53,23.44,0.2,0.77,0.46,140.0,Moderate
+Patna,2016-04-10,67.83,,3.95,13.31,17.27,,1.17,9.11,37.39,0.14,0.59,0.22,152.0,Moderate
+Patna,2016-04-11,68.21,,3.95,14.32,18.27,,1.4,8.61,30.21,0.18,0.7,0.42,147.0,Moderate
+Patna,2016-04-12,55.92,,2.84,9.87,9.83,,1.26,7.02,32.25,0.16,0.64,0.37,148.0,Moderate
+Patna,2016-04-13,50.42,,17.62,1.0,1.11,,1.79,7.32,39.8,0.13,0.54,0.27,166.0,Moderate
+Patna,2016-04-14,79.44,,3.29,1.89,1.63,,1.28,10.11,34.77,0.16,0.6,0.24,131.0,Moderate
+Patna,2016-04-15,70.25,,50.59,7.09,56.72,,1.36,4.02,32.31,0.29,1.08,0.84,,
+Patna,2016-04-16,119.91,,32.38,5.79,38.18,,1.47,10.54,23.13,0.2,0.77,0.45,285.0,Poor
+Patna,2016-04-17,66.73,,24.13,9.13,33.27,,1.14,5.84,16.18,0.2,0.78,0.6,226.0,Poor
+Patna,2016-04-18,66.36,,28.98,11.13,40.11,,1.44,19.03,22.79,0.19,0.76,0.47,155.0,Moderate
+Patna,2016-04-19,64.81,,28.79,10.99,39.78,,2.09,14.89,22.82,0.26,0.96,0.78,165.0,Moderate
+Patna,2016-04-20,89.45,,77.03,16.78,93.84,,1.48,8.8,22.95,0.24,0.83,0.57,194.0,Moderate
+Patna,2016-04-21,60.25,,30.21,10.8,40.99,,1.14,7.25,29.06,0.17,0.66,0.38,170.0,Moderate
+Patna,2016-04-22,66.23,,35.14,11.18,46.32,,1.1,7.57,28.72,0.19,0.75,0.42,134.0,Moderate
+Patna,2016-04-23,112.04,,52.56,13.03,63.68,,1.22,7.9,26.33,0.19,0.73,0.4,182.0,Moderate
+Patna,2016-04-24,64.0,,49.53,12.33,61.88,,0.55,1.42,19.45,0.12,0.6,0.2,280.0,Poor
+Patna,2016-04-25,62.5,,39.8,12.1,51.89,,0.87,3.1,28.07,0.21,0.82,0.48,104.0,Moderate
+Patna,2016-04-26,65.06,,32.91,10.48,44.13,,1.27,2.41,21.09,0.29,1.21,0.92,112.0,Moderate
+Patna,2016-04-27,139.0,,10.21,0.86,9.19,,2.35,15.96,23.29,0.36,1.21,0.9,262.0,Poor
+Patna,2016-04-28,103.2,,9.72,3.17,9.44,,1.49,4.06,21.94,0.34,1.31,1.08,329.0,Very Poor
+Patna,2016-04-29,112.71,,5.75,3.32,9.06,,1.23,5.15,27.84,0.23,0.86,0.54,269.0,Poor
+Patna,2016-04-30,107.22,,5.68,3.32,9.0,,2.44,18.6,25.43,0.3,1.07,0.82,225.0,Poor
+Patna,2016-05-01,94.3,,5.69,3.34,9.03,,2.7,15.5,34.04,0.27,1.01,0.78,263.0,Poor
+Patna,2016-05-02,113.64,,6.02,3.13,9.14,,1.39,7.37,18.68,0.22,0.84,0.57,305.0,Very Poor
+Patna,2016-05-03,105.17,,6.04,3.28,9.32,,1.26,7.06,20.66,0.18,0.72,0.47,252.0,Poor
+Patna,2016-05-04,69.21,,5.5,3.25,8.75,,1.32,6.68,24.64,0.19,0.78,0.56,157.0,Moderate
+Patna,2016-05-05,77.02,,5.62,3.24,8.86,,1.6,10.81,25.54,0.22,0.87,0.6,147.0,Moderate
+Patna,2016-05-06,118.74,,5.88,3.11,8.99,,1.64,7.4,23.7,0.27,0.92,0.64,262.0,Poor
+Patna,2016-05-07,74.61,,5.92,3.34,9.26,,1.28,5.76,28.58,0.19,0.73,0.44,233.0,Poor
+Patna,2016-05-08,98.17,,5.89,3.15,9.04,,1.1,6.33,37.08,0.17,0.7,0.34,230.0,Poor
+Patna,2016-05-09,76.96,,17.55,3.6,19.78,,0.89,6.63,27.73,0.21,0.81,0.53,141.0,Moderate
+Patna,2016-05-10,115.88,,76.48,15.26,91.75,,3.03,16.05,27.06,0.2,0.78,0.48,215.0,Poor
+Patna,2016-05-11,62.22,,14.56,26.51,41.05,,1.32,7.01,27.76,0.17,0.74,0.5,215.0,Poor
+Patna,2016-05-12,65.42,,13.2,26.94,40.18,,1.36,5.63,36.88,0.18,0.77,0.51,150.0,Moderate
+Patna,2016-05-13,59.59,,13.4,23.02,36.42,,1.22,5.87,34.76,0.17,0.74,0.46,147.0,Moderate
+Patna,2016-05-14,63.54,,14.77,18.56,33.3,,1.21,6.13,22.13,0.16,0.69,0.4,134.0,Moderate
+Patna,2016-05-15,58.5,,11.23,17.05,28.29,,1.14,5.13,24.2,0.14,0.64,0.31,137.0,Moderate
+Patna,2016-05-16,64.47,,20.01,23.26,43.27,,1.8,10.55,26.46,0.18,0.71,0.43,141.0,Moderate
+Patna,2016-05-17,70.67,,12.17,33.56,45.72,,1.36,4.0,39.54,0.25,1.0,0.71,109.0,Moderate
+Patna,2016-05-18,49.74,,11.87,19.44,31.3,,1.27,6.0,32.08,0.17,0.74,0.43,132.0,Moderate
+Patna,2016-05-19,41.25,,13.95,15.97,29.93,,1.21,5.91,24.95,0.17,0.75,0.43,115.0,Moderate
+Patna,2016-05-20,39.84,,13.67,14.55,28.22,,1.22,6.88,24.03,0.16,0.71,0.37,104.0,Moderate
+Patna,2016-05-21,44.05,,32.73,22.03,54.76,,2.08,7.45,14.57,0.25,1.04,0.85,68.0,Satisfactory
+Patna,2016-05-22,91.96,,18.26,18.01,36.28,,1.28,5.57,19.9,0.16,0.75,0.41,221.0,Poor
+Patna,2016-05-23,61.75,,17.1,20.31,37.41,,1.48,5.55,19.68,0.2,0.82,0.54,126.0,Moderate
+Patna,2016-05-24,59.26,,14.9,23.07,37.96,,1.42,5.52,24.72,0.18,0.75,0.46,137.0,Moderate
+Patna,2016-05-25,64.21,,14.15,24.28,38.42,,1.35,6.12,25.62,0.18,0.76,0.51,141.0,Moderate
+Patna,2016-05-26,110.88,,19.43,26.51,45.94,,1.48,6.34,24.77,0.2,0.87,0.54,219.0,Poor
+Patna,2016-05-27,150.08,,13.66,21.16,32.87,,1.19,2.16,23.53,0.19,0.75,0.46,259.0,Poor
+Patna,2016-05-28,415.43,,14.39,18.96,31.95,,1.15,9.88,28.5,0.16,0.68,0.42,494.0,Severe
+Patna,2016-05-29,66.17,,16.76,21.01,37.77,,1.34,2.41,23.73,0.17,0.74,0.39,264.0,Poor
+Patna,2016-05-30,86.67,,29.12,26.19,55.31,,1.9,2.42,16.17,0.25,0.96,0.69,180.0,Moderate
+Patna,2016-05-31,81.11,,21.94,26.47,48.41,,1.59,2.46,19.68,0.23,0.95,0.62,182.0,Moderate
+Patna,2016-06-01,68.89,,17.93,20.32,38.27,,1.51,5.21,19.77,0.19,0.8,0.45,147.0,Moderate
+Patna,2016-06-02,73.5,,16.51,25.94,42.47,,1.53,6.27,24.52,0.2,0.86,0.48,155.0,Moderate
+Patna,2016-06-03,169.52,,22.7,24.6,45.14,,1.73,3.39,20.01,0.23,0.8,0.49,244.0,Poor
+Patna,2016-06-04,66.58,,15.86,21.86,37.72,,1.32,6.61,21.45,0.18,0.74,0.43,271.0,Poor
+Patna,2016-06-05,56.37,,15.23,20.28,35.52,,1.24,6.61,21.05,0.15,0.71,0.3,128.0,Moderate
+Patna,2016-06-06,56.57,,8.83,18.2,27.03,,0.68,2.95,17.41,0.13,0.6,0.22,95.0,Satisfactory
+Patna,2016-06-07,37.5,,59.81,18.27,78.08,,6.44,52.74,25.13,0.22,0.92,0.59,,
+Patna,2016-06-08,95.61,,18.95,22.83,41.79,,1.44,9.38,19.87,0.17,0.78,0.43,235.0,Poor
+Patna,2016-06-09,77.65,,17.51,19.46,36.96,,1.48,7.72,17.79,0.17,0.68,0.26,150.0,Moderate
+Patna,2016-06-10,50.0,,6.06,21.23,27.27,,0.87,2.04,31.35,0.15,0.72,0.19,,
+Patna,2016-06-11,84.0,,6.08,23.85,29.93,,1.23,1.65,30.51,0.22,0.83,0.34,,
+Patna,2016-06-12,,,,,,,,,,,,,,
+Patna,2016-06-13,53.5,,7.8,22.26,30.06,,1.08,0.92,24.98,0.19,0.8,0.4,,
+Patna,2016-06-14,60.29,,21.39,28.03,49.43,,1.95,8.59,28.49,0.24,0.97,0.66,,
+Patna,2016-06-15,74.71,,13.23,15.64,28.87,,1.14,4.73,16.94,0.15,0.59,0.19,134.0,Moderate
+Patna,2016-06-16,43.67,,10.48,20.74,31.25,,1.09,0.74,22.23,0.21,0.9,0.48,,
+Patna,2016-06-17,48.0,,22.31,21.23,43.53,,2.44,15.11,24.92,0.17,0.84,0.46,,
+Patna,2016-06-18,43.61,,22.23,22.51,44.74,,1.89,7.99,13.56,0.24,1.02,0.73,,
+Patna,2016-06-19,45.75,,15.0,14.56,29.55,,1.11,5.24,14.9,0.13,0.65,0.23,119.0,Moderate
+Patna,2016-06-20,47.5,,16.72,18.23,34.95,,1.26,5.35,16.37,0.16,0.72,0.35,121.0,Moderate
+Patna,2016-06-21,46.67,,12.22,16.74,28.97,,1.05,11.76,15.15,0.13,0.62,0.29,123.0,Moderate
+Patna,2016-06-22,39.48,,14.85,13.03,27.88,,1.46,2.01,14.84,0.09,0.45,0.12,128.0,Moderate
+Patna,2016-06-23,67.86,,12.39,22.48,34.87,,0.91,2.42,20.88,0.16,0.68,0.33,102.0,Moderate
+Patna,2016-06-24,48.93,,12.85,15.2,28.03,,1.3,7.34,15.19,0.11,0.5,0.27,139.0,Moderate
+Patna,2016-06-25,57.6,,15.69,23.22,38.91,,1.19,2.25,19.63,0.23,0.82,0.62,80.0,Satisfactory
+Patna,2016-06-26,96.77,,17.02,17.54,34.56,,1.26,6.12,12.45,0.15,0.61,0.34,238.0,Poor
+Patna,2016-06-27,68.22,,22.29,22.89,45.18,,1.21,2.22,10.68,0.2,0.75,0.53,127.0,Moderate
+Patna,2016-06-28,83.29,,15.28,20.03,34.99,,0.9,2.06,11.55,0.17,0.68,0.44,202.0,Poor
+Patna,2016-06-29,43.12,,27.69,23.34,51.03,,1.4,6.69,9.78,0.16,0.63,0.4,139.0,Moderate
+Patna,2016-06-30,45.54,,28.05,20.88,48.93,,0.6,2.11,7.78,0.11,0.43,0.17,85.0,Satisfactory
+Patna,2016-07-01,40.3,,33.11,26.47,59.58,,1.2,2.3,9.42,0.21,0.83,0.67,,
+Patna,2016-07-02,36.96,,53.86,47.22,101.07,,1.37,6.31,9.91,0.17,0.69,0.45,136.0,Moderate
+Patna,2016-07-03,32.14,,46.55,25.72,72.27,,0.51,1.93,9.23,0.06,0.37,0.09,130.0,Moderate
+Patna,2016-07-04,36.0,,0.7,0.04,0.15,,1.7,2.39,8.18,0.28,1.15,1.0,,
+Patna,2016-07-05,37.95,,35.86,28.08,57.94,,1.3,6.38,8.29,0.14,0.69,0.36,127.0,Moderate
+Patna,2016-07-06,44.45,,78.98,52.11,131.09,,1.41,6.36,10.7,0.16,0.72,0.42,146.0,Moderate
+Patna,2016-07-07,43.0,,40.31,37.87,78.18,,1.27,7.29,11.75,0.12,0.56,0.26,157.0,Moderate
+Patna,2016-07-08,49.11,,99.66,35.89,135.55,,2.61,18.06,15.71,0.18,0.75,0.54,94.0,Satisfactory
+Patna,2016-07-09,34.4,,17.83,20.27,38.12,,1.14,2.56,13.68,0.2,0.83,0.68,,
+Patna,2016-07-10,39.08,,15.29,13.49,28.78,,1.3,6.3,12.8,0.13,0.59,0.32,137.0,Moderate
+Patna,2016-07-11,35.0,,17.98,15.23,33.21,,1.32,6.17,9.73,0.15,0.68,0.44,117.0,Moderate
+Patna,2016-07-12,32.0,,14.44,11.7,26.15,,1.24,8.15,11.44,0.11,0.57,0.26,113.0,Moderate
+Patna,2016-07-13,47.58,,34.9,20.76,55.63,,2.17,12.61,10.35,0.24,0.96,0.79,,
+Patna,2016-07-14,59.33,,14.71,15.22,29.93,,1.26,5.45,12.99,0.14,0.55,0.31,140.0,Moderate
+Patna,2016-07-15,40.91,,13.14,11.82,24.96,,1.26,1.82,13.37,0.09,0.4,0.12,128.0,Moderate
+Patna,2016-07-16,38.0,,38.31,10.37,48.63,,3.92,56.87,16.45,0.1,0.52,0.24,,
+Patna,2016-07-17,36.25,,32.83,10.73,43.57,,2.59,21.15,9.56,0.1,0.46,0.19,,
+Patna,2016-07-18,37.83,,12.02,11.57,23.63,,1.12,6.23,10.44,0.09,0.43,0.21,124.0,Moderate
+Patna,2016-07-19,42.11,,10.16,11.83,21.99,,1.06,6.08,9.13,0.11,0.5,0.25,122.0,Moderate
+Patna,2016-07-20,49.88,,14.58,15.79,30.37,,1.32,6.21,11.03,0.15,0.63,0.41,117.0,Moderate
+Patna,2016-07-21,58.33,,8.17,16.29,24.46,,0.75,2.15,11.39,0.13,0.56,0.28,108.0,Moderate
+Patna,2016-07-22,56.72,,15.93,17.69,33.62,,0.94,2.13,9.52,0.16,0.63,0.4,94.0,Satisfactory
+Patna,2016-07-23,43.43,,6.75,11.39,18.15,,0.54,2.02,9.68,0.08,0.39,0.13,81.0,Satisfactory
+Patna,2016-07-24,43.1,,25.39,16.32,41.8,,1.95,8.31,11.3,0.15,0.64,0.43,,
+Patna,2016-07-25,46.0,,26.31,13.84,40.15,,1.9,8.59,8.86,0.16,0.63,0.44,179.0,Moderate
+Patna,2016-07-26,42.62,,16.63,13.72,29.73,,1.26,6.76,8.75,0.14,0.61,0.4,124.0,Moderate
+Patna,2016-07-27,40.43,,9.65,12.21,21.86,,0.69,2.0,9.03,0.11,0.49,0.26,65.0,Satisfactory
+Patna,2016-07-28,64.13,,28.17,19.68,47.85,,1.15,2.36,8.43,0.2,0.79,0.6,95.0,Satisfactory
+Patna,2016-07-29,44.97,,5.58,6.45,10.71,,0.82,2.2,10.54,0.14,0.63,0.37,88.0,Satisfactory
+Patna,2016-07-30,54.18,,7.07,11.76,17.63,,0.93,2.18,7.71,0.16,0.65,0.4,86.0,Satisfactory
+Patna,2016-07-31,53.0,,14.1,18.64,32.73,,1.02,1.68,9.54,0.16,0.71,0.39,93.0,Satisfactory
+Patna,2016-08-01,41.62,,16.36,14.88,29.4,,0.96,2.28,7.94,0.15,0.68,0.41,84.0,Satisfactory
+Patna,2016-08-02,191.41,,27.07,15.6,41.97,,1.09,2.34,6.91,0.16,0.76,0.49,228.0,Poor
+Patna,2016-08-03,30.09,,40.33,13.29,52.93,,2.11,21.48,7.66,0.14,0.67,0.37,294.0,Poor
+Patna,2016-08-04,26.99,,10.6,11.28,21.89,,0.81,0.98,10.34,0.13,0.63,0.32,73.0,Satisfactory
+Patna,2016-08-05,68.36,,10.02,12.18,22.19,,1.27,2.76,9.18,0.14,0.67,0.34,166.0,Moderate
+Patna,2016-08-06,78.82,,9.19,10.46,19.78,,0.83,0.86,5.0,0.14,0.69,0.35,153.0,Moderate
+Patna,2016-08-07,26.13,,7.7,9.8,17.5,,1.11,2.57,5.93,0.11,0.64,0.24,111.0,Moderate
+Patna,2016-08-08,33.32,,20.84,11.75,32.6,,0.84,1.03,12.35,0.12,0.62,0.31,60.0,Satisfactory
+Patna,2016-08-09,46.89,,34.4,17.22,51.63,,1.7,5.61,6.43,0.16,0.77,0.45,134.0,Moderate
+Patna,2016-08-10,80.32,,22.91,16.43,39.35,,1.0,0.79,6.92,0.16,0.86,0.44,185.0,Moderate
+Patna,2016-08-11,24.8,,30.05,14.65,44.7,,1.48,5.84,5.35,0.13,0.82,0.37,123.0,Moderate
+Patna,2016-08-12,35.8,,36.12,24.01,60.15,,1.43,0.83,10.7,0.22,1.06,0.8,63.0,Satisfactory
+Patna,2016-08-13,36.83,,16.51,19.66,36.16,,0.93,0.61,9.73,0.15,0.81,0.39,65.0,Satisfactory
+Patna,2016-08-14,92.47,,13.65,17.36,31.04,,1.23,5.19,10.2,0.13,0.75,0.27,189.0,Moderate
+Patna,2016-08-15,53.8,,11.35,15.2,26.55,,1.25,5.87,12.75,0.12,0.66,0.2,135.0,Moderate
+Patna,2016-08-16,29.83,,16.68,17.18,33.86,,1.21,4.74,12.14,0.12,0.71,0.28,116.0,Moderate
+Patna,2016-08-17,31.27,,35.73,18.74,54.47,,1.59,5.76,7.98,0.17,0.91,0.56,119.0,Moderate
+Patna,2016-08-18,26.0,,16.77,13.79,30.51,,1.14,7.79,9.23,0.12,0.77,0.34,124.0,Moderate
+Patna,2016-08-19,39.17,,14.08,14.48,28.56,,1.09,0.92,14.17,0.11,0.67,0.27,102.0,Moderate
+Patna,2016-08-20,55.21,,12.14,17.58,29.72,,1.18,1.89,13.93,0.13,0.67,0.3,124.0,Moderate
+Patna,2016-08-21,41.88,,10.81,14.53,25.4,,1.02,1.93,14.54,0.09,0.64,0.21,126.0,Moderate
+Patna,2016-08-22,25.35,,16.19,13.83,30.03,,1.04,1.86,12.11,0.11,0.69,0.32,106.0,Moderate
+Patna,2016-08-23,45.04,,15.03,18.24,33.27,,1.11,2.7,15.48,0.14,0.76,0.34,103.0,Moderate
+Patna,2016-08-24,65.56,,18.52,18.47,37.05,,1.25,2.08,14.9,0.13,0.8,0.27,133.0,Moderate
+Patna,2016-08-25,83.62,,13.6,33.45,47.05,,1.03,2.98,17.26,0.17,0.76,0.47,125.0,Moderate
+Patna,2016-08-26,47.9,,15.9,24.67,40.57,,1.3,2.43,19.15,0.13,0.77,0.31,166.0,Moderate
+Patna,2016-08-27,38.57,,25.2,23.07,48.28,,1.66,9.27,17.78,0.17,0.88,0.46,73.0,Satisfactory
+Patna,2016-08-28,36.43,,21.22,19.98,41.2,,0.98,2.67,17.52,0.1,0.67,0.19,72.0,Satisfactory
+Patna,2016-08-29,54.38,,12.93,25.4,38.33,,0.98,2.22,11.25,0.16,0.8,0.36,84.0,Satisfactory
+Patna,2016-08-30,42.94,,24.44,21.95,46.4,,1.3,5.86,8.69,0.15,0.82,0.39,120.0,Moderate
+Patna,2016-08-31,51.75,,16.99,17.66,34.65,,1.2,5.99,10.13,0.14,0.7,0.25,127.0,Moderate
+Patna,2016-09-01,35.06,,16.39,14.25,30.64,,1.53,10.17,13.91,0.08,0.56,0.11,133.0,Moderate
+Patna,2016-09-02,38.8,,10.16,13.13,23.29,,0.89,2.27,13.56,0.12,0.64,0.23,99.0,Satisfactory
+Patna,2016-09-03,26.06,,14.5,14.57,29.03,,1.1,5.14,13.57,0.11,0.66,0.25,113.0,Moderate
+Patna,2016-09-04,45.36,,9.04,17.56,26.61,,0.79,2.11,15.97,0.12,0.74,0.24,62.0,Satisfactory
+Patna,2016-09-05,76.12,,29.89,22.33,52.14,,1.72,6.78,12.04,0.2,0.97,0.57,142.0,Moderate
+Patna,2016-09-06,43.17,,38.83,20.19,59.0,,1.57,5.72,10.53,0.19,1.04,0.53,144.0,Moderate
+Patna,2016-09-07,81.48,,37.1,20.37,57.47,,1.23,2.19,10.1,0.2,1.04,0.64,158.0,Moderate
+Patna,2016-09-08,99.07,,42.21,20.45,62.66,,1.88,20.72,10.95,0.21,1.02,0.66,202.0,Poor
+Patna,2016-09-09,48.54,,18.13,17.66,35.79,,1.24,11.43,12.1,0.15,0.8,0.32,135.0,Moderate
+Patna,2016-09-10,97.21,,27.86,21.84,49.64,,1.13,2.95,8.46,0.19,0.92,0.54,204.0,Poor
+Patna,2016-09-11,91.08,,20.86,16.8,37.66,,1.22,2.86,10.47,0.14,0.78,0.28,214.0,Poor
+Patna,2016-09-12,31.62,,20.94,18.12,39.07,,0.87,2.58,10.36,0.15,0.81,0.39,84.0,Satisfactory
+Patna,2016-09-13,40.96,,26.86,15.45,42.3,,2.05,4.76,10.07,0.15,0.77,0.33,155.0,Moderate
+Patna,2016-09-14,40.93,,23.54,16.43,39.98,,1.64,10.25,13.07,0.14,0.71,0.28,124.0,Moderate
+Patna,2016-09-15,87.32,,15.29,17.48,32.79,,1.14,6.36,13.38,0.12,0.69,0.2,186.0,Moderate
+Patna,2016-09-16,97.75,,36.94,22.36,59.31,,1.67,3.11,8.33,0.19,0.94,0.55,194.0,Moderate
+Patna,2016-09-17,35.55,,13.16,14.93,28.09,,0.76,3.36,9.79,0.2,0.75,0.25,110.0,Moderate
+Patna,2016-09-18,89.06,,15.43,16.34,31.78,,1.21,3.44,10.75,0.15,0.75,0.19,168.0,Moderate
+Patna,2016-09-19,61.78,,7.07,16.08,23.12,,0.8,2.68,21.51,0.13,0.64,0.25,138.0,Moderate
+Patna,2016-09-20,51.0,,25.86,23.03,48.86,,1.73,9.01,14.83,0.17,0.84,0.46,,
+Patna,2016-09-21,71.62,,23.06,18.75,41.81,,1.13,6.01,13.78,0.14,0.79,0.38,192.0,Moderate
+Patna,2016-09-22,38.36,,34.92,17.58,52.53,,1.16,6.3,12.79,0.15,0.81,0.42,105.0,Moderate
+Patna,2016-09-23,47.46,,19.48,16.75,36.24,,1.17,6.08,16.3,0.12,0.68,0.29,126.0,Moderate
+Patna,2016-09-24,36.96,,27.54,16.64,44.18,,1.24,6.2,10.99,0.15,0.63,0.39,117.0,Moderate
+Patna,2016-09-25,120.7,,13.4,14.21,27.61,,0.58,1.78,9.73,0.09,0.47,0.23,152.0,Moderate
+Patna,2016-09-26,39.0,,47.7,23.42,71.11,,1.32,2.47,8.68,0.21,0.92,0.77,,
+Patna,2016-09-27,51.86,,36.13,20.89,57.02,,1.44,6.88,12.75,0.17,0.72,0.5,134.0,Moderate
+Patna,2016-09-28,79.44,,40.65,19.94,60.59,,1.46,5.83,10.24,0.15,0.66,0.47,187.0,Moderate
+Patna,2016-09-29,35.66,,40.37,20.77,61.05,,1.07,2.23,9.71,0.16,0.71,0.55,95.0,Satisfactory
+Patna,2016-09-30,105.85,,29.97,16.8,46.78,,1.41,6.96,9.91,0.14,0.53,0.31,201.0,Poor
+Patna,2016-10-01,52.04,,28.51,23.18,51.7,,1.13,2.34,12.68,0.18,0.76,0.51,146.0,Moderate
+Patna,2016-10-02,296.42,,23.78,22.01,45.78,,1.05,2.38,9.42,0.17,0.61,0.34,102.0,Moderate
+Patna,2016-10-03,121.02,,34.85,20.87,55.73,,1.56,5.08,13.92,0.17,0.6,0.37,393.0,Very Poor
+Patna,2016-10-04,91.71,,31.3,26.71,58.02,,1.61,9.15,11.65,0.2,0.76,0.49,207.0,Poor
+Patna,2016-10-05,115.54,,32.5,21.09,53.63,,1.86,15.48,10.73,0.19,0.66,0.4,241.0,Poor
+Patna,2016-10-06,69.0,,44.41,24.43,68.87,,2.43,36.16,11.68,0.2,0.79,0.54,258.0,Poor
+Patna,2016-10-07,65.46,,29.26,20.97,50.25,,1.49,7.43,11.09,0.18,0.7,0.45,162.0,Moderate
+Patna,2016-10-08,48.71,,22.62,17.22,39.65,,0.85,6.1,10.34,0.14,0.6,0.33,104.0,Moderate
+Patna,2016-10-09,,,,,,,,,,,,,92.0,Satisfactory
+Patna,2016-10-10,70.85,,30.11,19.09,49.21,,1.95,8.64,14.05,0.19,0.74,0.45,,
+Patna,2016-10-11,60.92,,6.62,18.29,24.91,,0.82,0.74,17.24,0.12,0.5,0.19,,
+Patna,2016-10-12,103.94,,6.29,14.7,20.99,,1.14,5.19,23.7,0.13,0.36,0.11,195.0,Moderate
+Patna,2016-10-13,114.1,,7.77,15.32,23.09,,1.02,4.96,22.08,0.11,0.33,0.1,302.0,Very Poor
+Patna,2016-10-14,133.66,,11.96,21.0,32.97,,1.33,6.62,26.4,0.13,0.41,0.15,284.0,Poor
+Patna,2016-10-15,133.25,,16.89,24.85,41.75,,1.3,6.25,25.06,0.15,0.52,0.2,310.0,Very Poor
+Patna,2016-10-16,,,,,,,0.86,1.37,36.58,0.14,0.64,0.28,243.0,Poor
+Patna,2016-10-17,91.42,,15.27,20.31,35.65,,1.3,6.58,25.39,0.13,0.4,0.12,,
+Patna,2016-10-18,161.25,,21.14,34.18,55.24,,1.41,1.18,9.78,0.23,0.81,0.52,,
+Patna,2016-10-19,122.43,,20.12,31.12,51.24,,1.47,5.28,17.43,0.18,0.62,0.31,309.0,Very Poor
+Patna,2016-10-20,112.42,,12.25,26.08,38.34,,1.27,6.62,26.28,0.15,0.46,0.21,287.0,Poor
+Patna,2016-10-21,112.0,,9.56,21.45,31.01,,1.22,5.6,25.57,0.14,0.38,0.15,276.0,Poor
+Patna,2016-10-22,116.23,,11.17,20.81,30.07,,1.27,5.24,26.54,0.15,0.4,0.17,273.0,Poor
+Patna,2016-10-23,149.04,,8.35,18.9,27.26,,1.14,5.11,24.98,0.14,0.37,0.14,322.0,Very Poor
+Patna,2016-10-24,131.05,,10.99,25.59,36.58,,1.45,6.2,26.35,0.17,0.48,0.23,284.0,Poor
+Patna,2016-10-25,163.83,,10.97,35.43,46.41,,1.35,2.63,27.23,0.21,0.72,0.44,313.0,Very Poor
+Patna,2016-10-26,195.54,,14.76,26.36,41.12,,1.52,6.9,23.82,0.19,0.52,0.34,364.0,Very Poor
+Patna,2016-10-27,160.62,,23.88,30.24,54.13,,1.68,7.23,17.26,0.23,0.92,1.41,337.0,Very Poor
+Patna,2016-10-28,144.73,,33.5,27.65,73.62,,1.87,11.1,15.93,0.22,0.87,1.23,319.0,Very Poor
+Patna,2016-10-29,191.33,,37.49,28.01,65.49,,1.48,2.12,20.27,0.25,0.83,0.84,319.0,Very Poor
+Patna,2016-10-30,372.28,,41.67,30.28,71.94,,1.76,7.92,18.37,0.23,0.83,0.78,423.0,Severe
+Patna,2016-10-31,415.99,,28.54,30.21,58.76,,1.59,9.1,17.91,0.22,0.81,0.79,573.0,Severe
+Patna,2016-11-01,173.54,,16.92,28.01,44.95,,1.36,9.45,19.87,0.18,0.72,0.82,410.0,Severe
+Patna,2016-11-02,156.08,,22.14,33.14,55.28,,1.41,9.68,19.23,0.19,0.82,0.97,334.0,Very Poor
+Patna,2016-11-03,136.93,,40.11,30.42,70.54,,1.63,9.83,20.89,0.22,0.97,1.88,310.0,Very Poor
+Patna,2016-11-04,221.38,,67.12,31.43,98.55,,2.03,8.85,16.08,0.24,1.0,1.62,308.0,Very Poor
+Patna,2016-11-05,555.33,,43.25,25.81,69.05,,0.76,1.5,13.59,0.22,0.9,1.27,476.0,Severe
+Patna,2016-11-06,129.5,,2.2,17.65,19.85,,0.77,2.16,33.37,0.13,0.62,0.84,,
+Patna,2016-11-07,177.99,,9.66,20.26,29.93,,1.35,7.51,24.83,0.16,0.62,0.7,331.0,Very Poor
+Patna,2016-11-08,262.44,,15.02,31.13,46.15,,1.44,2.43,18.96,0.21,0.75,0.76,381.0,Very Poor
+Patna,2016-11-09,335.78,,10.26,21.14,30.77,,1.66,10.38,31.45,0.17,0.59,0.53,440.0,Severe
+Patna,2016-11-10,211.3,,39.15,37.8,76.95,,1.77,2.91,19.55,0.25,0.95,0.86,469.0,Severe
+Patna,2016-11-11,176.06,,22.0,30.7,52.71,,1.61,8.9,19.08,0.19,0.75,0.64,351.0,Very Poor
+Patna,2016-11-12,211.58,,28.01,37.76,65.77,,1.51,2.34,15.87,0.21,0.75,0.6,356.0,Very Poor
+Patna,2016-11-13,179.71,,27.35,28.36,54.57,,1.6,6.85,21.19,0.2,0.73,0.55,365.0,Very Poor
+Patna,2016-11-14,150.36,,31.12,36.95,68.08,,1.86,8.43,19.09,0.21,0.85,0.68,330.0,Very Poor
+Patna,2016-11-15,144.75,,22.73,34.09,56.82,,1.54,6.8,21.31,0.19,0.79,0.61,323.0,Very Poor
+Patna,2016-11-16,154.15,,19.5,37.96,57.46,,1.52,6.73,19.64,0.2,0.82,0.63,326.0,Very Poor
+Patna,2016-11-17,256.14,,32.52,39.88,72.4,,1.82,7.21,21.4,0.22,0.9,1.3,360.0,Very Poor
+Patna,2016-11-18,244.5,,30.13,41.3,71.44,,1.92,7.42,24.17,0.24,0.86,0.75,392.0,Very Poor
+Patna,2016-11-19,204.53,,40.34,43.63,83.96,,2.23,9.49,22.68,0.24,0.92,0.68,399.0,Very Poor
+Patna,2016-11-20,292.92,,24.34,36.69,61.04,,1.77,6.02,23.46,0.24,0.79,0.49,421.0,Severe
+Patna,2016-11-21,293.74,,27.92,35.76,63.68,,2.01,5.74,20.18,0.26,0.8,0.54,414.0,Severe
+Patna,2016-11-22,265.52,,23.9,36.2,60.11,,1.97,7.0,23.32,0.23,0.72,0.48,429.0,Severe
+Patna,2016-11-23,199.17,,89.92,41.0,130.92,,3.07,10.51,28.75,0.25,0.96,0.82,405.0,Severe
+Patna,2016-11-24,254.83,,47.54,39.57,87.11,,2.13,2.32,20.25,0.26,0.92,0.73,397.0,Very Poor
+Patna,2016-11-25,282.43,,81.46,36.49,93.77,,2.57,1.56,28.99,0.27,0.88,0.69,402.0,Severe
+Patna,2016-11-26,279.68,,111.81,37.82,131.04,,3.45,2.4,22.22,0.3,1.03,0.88,422.0,Severe
+Patna,2016-11-27,404.21,,109.35,41.19,150.54,,3.34,2.03,14.59,0.4,1.32,1.2,460.0,Severe
+Patna,2016-11-28,376.52,,60.77,34.29,95.07,,2.97,8.46,14.68,0.31,0.99,0.78,482.0,Severe
+Patna,2016-11-29,461.53,,84.95,36.2,121.15,,3.63,8.38,12.39,0.39,1.25,1.1,525.0,Severe
+Patna,2016-11-30,322.79,,84.46,37.83,122.29,,3.42,12.52,12.66,0.34,1.07,0.91,538.0,Severe
+Patna,2016-12-01,213.92,,79.32,40.84,120.15,,2.27,7.02,13.64,0.28,1.02,0.86,407.0,Severe
+Patna,2016-12-02,192.35,,90.22,50.69,140.91,,3.45,10.03,15.52,0.31,1.17,1.08,360.0,Very Poor
+Patna,2016-12-03,251.92,,35.33,25.2,60.53,,2.21,6.01,11.12,0.26,0.74,0.52,391.0,Very Poor
+Patna,2016-12-04,188.04,,22.17,26.77,48.95,,1.87,5.62,17.87,0.18,0.63,0.38,362.0,Very Poor
+Patna,2016-12-05,278.25,,50.93,31.83,82.76,,2.63,6.26,16.35,0.26,0.82,0.6,379.0,Very Poor
+Patna,2016-12-06,238.16,,42.31,35.18,77.49,,2.46,7.16,16.52,0.28,0.88,0.64,415.0,Severe
+Patna,2016-12-07,196.16,,32.08,32.81,64.88,,2.39,6.42,10.96,0.25,0.78,0.54,381.0,Very Poor
+Patna,2016-12-08,175.96,,35.83,27.05,62.9,,2.11,6.79,10.99,0.23,0.72,0.49,356.0,Very Poor
+Patna,2016-12-09,207.79,,25.95,27.46,53.41,,1.79,5.74,7.67,0.18,0.59,0.32,355.0,Very Poor
+Patna,2016-12-10,201.17,,26.56,22.1,48.63,,1.87,4.72,7.71,0.2,0.54,0.23,362.0,Very Poor
+Patna,2016-12-11,152.52,,19.51,18.88,38.38,,1.86,4.13,7.31,0.19,0.52,0.21,340.0,Very Poor
+Patna,2016-12-12,207.5,,25.35,29.14,54.5,,2.38,7.05,10.22,0.23,0.75,0.46,328.0,Very Poor
+Patna,2016-12-13,188.93,,18.5,24.18,42.69,,1.96,7.46,13.19,0.18,0.51,0.2,362.0,Very Poor
+Patna,2016-12-14,276.92,,41.72,32.83,74.56,,2.46,1.71,13.86,0.31,0.91,0.57,,
+Patna,2016-12-15,246.42,,51.17,28.44,79.62,,2.91,6.58,10.95,0.29,0.86,0.46,390.0,Very Poor
+Patna,2016-12-16,238.56,,87.29,34.18,121.35,,4.64,22.56,18.42,0.3,1.1,0.72,408.0,Severe
+Patna,2016-12-17,284.71,,56.02,31.46,87.49,,3.43,8.91,4.16,0.34,1.02,0.7,,
+Patna,2016-12-18,392.31,,28.96,18.36,47.32,,2.08,1.29,0.6,0.35,0.72,0.38,472.0,Severe
+Patna,2016-12-19,197.94,,23.47,29.47,52.95,,2.26,8.29,9.33,0.22,0.77,0.5,359.0,Very Poor
+Patna,2016-12-20,296.0,,73.86,33.41,107.28,,3.4,8.76,15.03,0.28,0.89,0.71,364.0,Very Poor
+Patna,2016-12-21,420.88,,97.13,35.34,132.49,,4.14,8.37,7.06,0.38,1.2,0.98,500.0,Severe
+Patna,2016-12-22,466.48,,100.19,36.53,136.84,,4.18,12.42,5.45,0.4,1.36,1.14,568.0,Severe
+Patna,2016-12-23,357.91,,25.66,26.5,52.16,,2.63,6.35,3.6,0.32,0.89,0.6,530.0,Severe
+Patna,2016-12-24,392.75,,153.27,37.22,190.52,,6.23,12.23,7.2,0.42,1.38,1.18,458.0,Severe
+Patna,2016-12-25,427.46,,119.32,31.64,150.94,,4.31,9.02,4.86,0.38,1.33,1.07,565.0,Severe
+Patna,2016-12-26,274.23,,31.48,19.14,50.62,,2.41,6.63,3.24,0.29,0.77,0.46,453.0,Severe
+Patna,2016-12-27,179.13,,12.1,14.69,26.78,,1.53,0.88,1.95,0.2,0.58,0.26,378.0,Very Poor
+Patna,2016-12-28,170.28,,24.86,24.61,49.48,,1.98,4.4,7.17,0.2,0.71,0.43,335.0,Very Poor
+Patna,2016-12-29,269.91,,33.53,22.76,56.3,,2.41,2.57,4.28,0.26,0.82,0.5,391.0,Very Poor
+Patna,2016-12-30,242.58,,40.33,21.6,61.94,,2.34,3.0,5.13,0.26,0.82,0.57,408.0,Severe
+Patna,2016-12-31,158.75,,35.89,20.13,56.01,,1.82,1.19,5.09,0.25,0.75,0.51,346.0,Very Poor
+Patna,2017-01-01,199.0,,8.72,18.69,27.48,,1.16,0.95,2.69,0.18,0.48,0.12,332.0,Very Poor
+Patna,2017-01-02,307.27,,100.68,28.22,128.91,,3.89,4.88,5.88,0.38,1.32,1.09,,
+Patna,2017-01-03,229.8,,37.9,18.89,56.73,,2.55,1.49,4.34,0.25,0.81,0.45,429.0,Severe
+Patna,2017-01-04,180.95,,19.14,17.02,36.16,,1.76,5.77,4.16,0.18,0.56,0.25,345.0,Very Poor
+Patna,2017-01-05,205.62,,36.6,17.87,54.46,,2.31,9.2,5.19,0.21,0.6,0.33,339.0,Very Poor
+Patna,2017-01-06,238.36,,34.01,24.54,58.56,,2.3,11.88,5.03,0.24,0.73,0.4,403.0,Severe
+Patna,2017-01-07,195.2,,43.54,32.98,76.53,,2.57,8.79,8.51,0.23,0.87,0.47,374.0,Very Poor
+Patna,2017-01-08,223.67,,72.2,27.63,99.84,,2.72,9.47,6.99,0.25,0.84,0.53,360.0,Very Poor
+Patna,2017-01-09,268.38,,102.71,35.12,137.84,,3.25,12.9,6.71,0.3,1.06,0.7,396.0,Very Poor
+Patna,2017-01-10,174.41,,35.87,30.7,66.55,,2.08,11.81,8.5,0.22,0.91,0.57,406.0,Severe
+Patna,2017-01-11,136.67,,14.58,24.84,39.42,,1.46,14.23,13.17,0.14,0.56,0.28,308.0,Very Poor
+Patna,2017-01-12,138.12,,22.26,32.3,54.55,,1.72,9.79,16.93,0.17,0.6,0.32,313.0,Very Poor
+Patna,2017-01-13,181.93,,34.0,38.0,72.0,,1.95,8.88,14.76,0.2,0.79,0.5,358.0,Very Poor
+Patna,2017-01-14,220.1,,24.91,29.58,55.47,,2.47,15.99,18.1,0.17,0.65,0.27,352.0,Very Poor
+Patna,2017-01-15,250.54,,32.92,30.79,63.74,,2.23,8.45,17.32,0.22,0.78,0.36,371.0,Very Poor
+Patna,2017-01-16,243.71,,32.77,34.81,67.58,,2.15,8.73,15.81,0.24,0.81,0.43,407.0,Severe
+Patna,2017-01-17,260.54,,44.33,42.82,87.15,,2.0,4.95,9.11,0.26,0.91,0.53,402.0,Severe
+Patna,2017-01-18,422.59,,69.36,58.09,127.45,,2.39,4.28,7.53,0.25,0.92,0.56,520.0,Severe
+Patna,2017-01-19,256.46,,55.97,55.48,111.46,,2.06,4.13,10.72,0.19,0.84,0.45,445.0,Severe
+Patna,2017-01-20,136.57,,31.87,54.87,86.74,,1.15,4.28,21.18,0.15,0.62,0.25,335.0,Very Poor
+Patna,2017-01-21,140.83,,28.93,49.75,78.68,,1.59,3.96,22.35,0.13,0.52,0.17,301.0,Very Poor
+Patna,2017-01-22,201.33,,52.48,56.87,109.35,,1.25,4.21,9.84,0.16,0.6,0.14,336.0,Very Poor
+Patna,2017-01-23,151.79,,32.35,49.08,81.44,,2.24,2.01,18.3,0.18,0.78,0.4,,
+Patna,2017-01-24,218.21,,60.44,50.27,110.68,,2.18,1.41,10.86,0.2,0.81,0.48,353.0,Very Poor
+Patna,2017-01-25,282.41,,108.87,52.7,161.57,,2.34,0.63,7.03,0.26,1.03,0.67,418.0,Severe
+Patna,2017-01-26,273.71,,141.51,53.67,195.19,,2.6,1.14,8.56,0.28,1.13,0.63,416.0,Severe
+Patna,2017-01-27,179.29,,86.81,51.11,137.92,,1.72,3.14,7.46,0.2,0.84,0.42,378.0,Very Poor
+Patna,2017-01-28,61.92,,41.66,45.71,87.37,,1.26,2.73,9.89,0.1,0.55,0.17,230.0,Poor
+Patna,2017-01-29,88.58,,46.39,51.1,97.49,,1.23,0.36,10.97,0.12,0.63,0.16,144.0,Moderate
+Patna,2017-01-30,174.62,,61.56,47.22,108.78,,1.54,0.67,6.13,0.17,0.73,0.39,304.0,Very Poor
+Patna,2017-01-31,135.36,,55.95,48.37,104.31,,1.6,1.9,10.46,0.16,0.68,0.29,321.0,Very Poor
+Patna,2017-02-01,155.23,,36.26,36.71,72.97,,1.52,1.29,12.59,0.16,0.64,0.27,315.0,Very Poor
+Patna,2017-02-02,172.17,,53.5,38.73,92.25,,1.71,8.97,5.78,0.18,0.67,0.22,331.0,Very Poor
+Patna,2017-02-03,348.58,,64.08,39.15,103.21,,3.12,14.68,10.09,0.18,0.71,0.28,429.0,Severe
+Patna,2017-02-04,263.04,,84.05,44.93,128.99,,3.3,21.77,12.33,0.26,0.93,0.54,419.0,Severe
+Patna,2017-02-05,277.0,,167.06,53.5,220.56,,3.16,4.85,15.41,0.29,1.14,0.78,442.0,Severe
+Patna,2017-02-06,290.88,,163.91,55.16,219.07,,2.95,3.48,18.03,0.28,1.09,0.74,443.0,Severe
+Patna,2017-02-07,110.38,,39.12,45.31,84.43,,1.12,2.61,23.88,0.12,0.53,0.15,336.0,Very Poor
+Patna,2017-02-08,146.47,,23.33,42.09,65.49,,1.05,4.92,34.67,0.09,0.42,0.08,304.0,Very Poor
+Patna,2017-02-09,145.0,,19.37,48.79,68.16,,1.25,2.84,33.62,0.12,0.48,0.09,,
+Patna,2017-02-10,,,,,,,,,,,,,,
+Patna,2017-02-11,,,,,,,,,,,,,,
+Patna,2017-02-12,,,,,,,,,,,,,,
+Patna,2017-02-13,,,,,,,,,,,,,,
+Patna,2017-02-14,,,,,,,,,,,,,,
+Patna,2017-02-15,,,,,,,,,,,,,,
+Patna,2017-02-16,,,,,,,,,,,,,,
+Patna,2017-02-17,,,,,,,,,,,,,,
+Patna,2017-02-18,,,,,,,,,,,,,,
+Patna,2017-02-19,,,,,,,,,,,,,,
+Patna,2017-02-20,,,,,,,,,,,,,,
+Patna,2017-02-21,,,,,,,,,,,,,,
+Patna,2017-02-22,,,,,,,,,,,,,,
+Patna,2017-02-23,70.52,,21.36,109.62,130.98,,0.94,2.08,30.97,0.1,0.46,0.16,,
+Patna,2017-02-24,65.5,,47.43,109.13,156.57,,0.66,2.51,24.84,0.06,0.31,0.03,161.0,Moderate
+Patna,2017-02-25,,,,,,,,,,,,,,
+Patna,2017-02-26,,,,,,,,,,,,,,
+Patna,2017-02-27,,,,,,,,,,,,,,
+Patna,2017-02-28,61.0,,6.3,95.21,101.5,,0.88,2.23,50.3,0.1,0.44,0.27,,
+Patna,2017-03-01,108.2,,61.5,109.84,171.34,,1.5,2.22,23.92,0.16,0.68,0.53,,
+Patna,2017-03-02,120.12,,124.7,114.26,238.96,,1.83,2.23,14.83,0.16,0.66,0.46,309.0,Very Poor
+Patna,2017-03-03,89.54,,103.4,106.38,209.79,,1.54,2.23,14.1,0.13,0.6,0.33,254.0,Poor
+Patna,2017-03-04,161.0,,102.9,92.34,186.37,,1.78,10.43,15.29,0.15,0.59,0.34,241.0,Poor
+Patna,2017-03-05,99.37,,119.24,120.15,239.39,,1.54,2.15,20.65,0.12,0.6,0.24,325.0,Very Poor
+Patna,2017-03-06,80.47,,34.65,115.06,149.72,,1.1,2.19,29.04,0.12,0.55,0.3,248.0,Poor
+Patna,2017-03-07,98.35,,78.38,120.8,181.9,,2.29,2.21,27.18,0.16,0.67,0.45,195.0,Moderate
+Patna,2017-03-08,152.52,,176.54,114.12,259.54,,1.88,2.18,23.5,0.19,0.76,0.52,315.0,Very Poor
+Patna,2017-03-09,185.6,,87.74,94.13,181.86,,2.3,2.24,22.15,0.25,0.92,0.76,314.0,Very Poor
+Patna,2017-03-10,169.79,,120.23,91.24,211.47,,1.89,2.26,14.82,0.2,0.75,0.51,356.0,Very Poor
+Patna,2017-03-11,71.61,,83.4,70.52,153.92,,1.5,2.46,12.99,0.13,0.57,0.36,252.0,Poor
+Patna,2017-03-12,97.92,,97.94,66.92,164.86,,1.68,2.71,13.82,0.11,0.42,0.14,190.0,Moderate
+Patna,2017-03-13,,,,,,,,,,,,,,
+Patna,2017-03-14,70.14,,27.38,76.12,103.5,,0.96,2.0,28.34,0.09,0.49,0.16,,
+Patna,2017-03-15,115.38,,44.41,83.11,127.52,,1.66,2.33,28.39,0.11,0.37,0.12,216.0,Poor
+Patna,2017-03-16,86.64,,13.7,38.53,47.02,,1.16,1.93,23.97,0.13,0.59,0.34,,
+Patna,2017-03-17,125.96,,4.66,4.7,10.43,,2.47,,18.72,0.21,0.75,0.56,250.0,Poor
+Patna,2017-03-18,145.47,,0.72,0.69,1.41,,1.71,,11.87,0.16,0.7,0.55,346.0,Very Poor
+Patna,2017-03-19,127.63,,0.7,0.66,1.36,,1.42,,15.86,0.15,0.53,0.26,224.0,Poor
+Patna,2017-03-20,76.75,,3.22,4.78,6.07,,1.85,,12.25,0.13,0.57,0.38,312.0,Very Poor
+Patna,2017-03-21,98.03,,6.14,8.53,10.68,,1.43,,20.24,0.13,0.53,0.3,198.0,Moderate
+Patna,2017-03-22,113.14,,5.95,8.56,10.51,,1.17,,23.76,0.15,0.68,0.45,215.0,Poor
+Patna,2017-03-23,116.57,,6.59,6.8,9.39,,1.6,1.96,9.53,0.14,0.62,0.36,287.0,Poor
+Patna,2017-03-24,253.65,,8.87,4.84,9.88,,0.87,2.17,5.82,0.12,0.66,0.2,326.0,Very Poor
+Patna,2017-03-25,,,5.17,7.34,8.51,,1.3,1.38,6.43,0.19,0.81,0.66,,
+Patna,2017-03-26,133.93,,5.09,8.05,9.15,,1.54,5.41,10.72,0.14,0.91,0.38,,
+Patna,2017-03-27,106.58,,14.33,27.21,37.56,,2.43,9.22,18.51,0.17,0.92,0.5,,
+Patna,2017-03-28,157.29,,8.56,13.28,18.78,,1.46,2.29,8.99,0.14,0.96,0.36,330.0,Very Poor
+Patna,2017-03-29,90.88,,2.05,3.0,5.04,,1.05,3.75,10.04,0.14,0.99,0.39,258.0,Poor
+Patna,2017-03-30,91.26,,2.03,2.98,5.02,,1.0,4.57,13.69,0.11,0.71,0.24,215.0,Poor
+Patna,2017-03-31,106.36,,2.12,2.97,5.09,,1.2,4.21,12.5,0.09,0.5,0.17,199.0,Moderate
+Patna,2017-04-01,105.55,,4.8,10.09,14.9,,1.3,4.58,16.12,0.09,0.52,0.12,256.0,Poor
+Patna,2017-04-02,98.16,,1.92,3.11,5.03,,1.0,3.91,15.91,0.08,0.55,0.13,226.0,Poor
+Patna,2017-04-03,114.5,,1.86,3.19,5.05,,1.33,4.01,15.59,0.11,0.51,0.18,272.0,Poor
+Patna,2017-04-04,84.86,,1.8,3.25,5.05,,1.04,4.21,18.49,0.1,0.47,0.19,299.0,Poor
+Patna,2017-04-05,58.75,,4.24,10.7,14.95,,1.21,3.99,13.35,0.06,0.48,0.09,139.0,Moderate
+Patna,2017-04-06,83.0,,2.02,3.25,5.28,,1.19,3.93,7.61,0.1,0.62,0.17,100.0,Satisfactory
+Patna,2017-04-07,96.7,,4.6,11.34,15.94,,1.5,3.97,9.87,0.08,0.53,0.14,198.0,Moderate
+Patna,2017-04-08,93.16,,4.39,10.65,15.04,,1.46,4.13,15.6,0.09,0.53,0.15,228.0,Poor
+Patna,2017-04-09,105.5,,1.67,3.2,4.87,,0.89,4.14,3.31,0.1,0.66,0.17,219.0,Poor
+Patna,2017-04-10,230.97,,1.76,3.26,5.01,,0.97,4.1,16.77,0.08,0.46,0.12,,
+Patna,2017-04-11,342.0,,4.06,10.38,14.44,,1.49,4.4,18.05,0.08,0.5,0.11,439.0,Severe
+Patna,2017-04-12,146.17,,4.12,11.63,15.76,,1.78,5.33,19.05,0.13,0.58,0.15,395.0,Very Poor
+Patna,2017-04-13,106.25,,6.59,20.17,26.76,,1.68,4.95,19.66,0.07,0.49,0.09,261.0,Poor
+Patna,2017-04-14,,,,,,,,,,,,,,
+Patna,2017-04-15,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-04-16,,,,,,,,,,,,,,
+Patna,2017-04-17,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-04-18,,,,,,,,,,,,,,
+Patna,2017-04-19,,,,,,,,,,,,,,
+Patna,2017-04-20,,,,,,,,,,,,,,
+Patna,2017-04-21,,,,,,,,,,,,,,
+Patna,2017-04-22,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-04-23,,,,,,,,,,,,,,
+Patna,2017-04-24,,,,,,,,,,,,,,
+Patna,2017-04-25,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-04-26,,,,,,,,,,,,,,
+Patna,2017-04-27,,,,,,,,,,,,,,
+Patna,2017-04-28,,,,,,,,,,,,,,
+Patna,2017-04-29,,,,,,,,,,,,,,
+Patna,2017-04-30,,,,,,,,,,,,,,
+Patna,2017-05-01,,,,,,,,,,,,,,
+Patna,2017-05-02,,,,,,,,,,,,,,
+Patna,2017-05-03,,,,,,,,,,,,,,
+Patna,2017-05-04,,,,,,,,,,,,,,
+Patna,2017-05-05,,,,,,,,,,,,,,
+Patna,2017-05-06,,,,,,,,,,,,,,
+Patna,2017-05-07,,,,,,,,,,,,,,
+Patna,2017-05-08,,,,,,,,,,,,,,
+Patna,2017-05-09,,,,,,,,,,,,,,
+Patna,2017-05-10,,,,,,,,,,,,,,
+Patna,2017-05-11,,,,,,,,,,,,,,
+Patna,2017-05-12,,,,,,,,,,,,,,
+Patna,2017-05-13,,,,,,,,,,,,,,
+Patna,2017-05-14,,,,,,,,,,,,,,
+Patna,2017-05-15,,,,,,,,,,,,,,
+Patna,2017-05-16,,,,,,,,,,,,,,
+Patna,2017-05-17,,,,,,,0.0,,,0.0,,,,
+Patna,2017-05-18,,,,,,,,,,,,,,
+Patna,2017-05-19,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-05-20,,,,,,,,,,,,,,
+Patna,2017-05-21,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-05-22,,,,,,,,,,,,,,
+Patna,2017-05-23,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-05-24,,,,,,,,,,,,,,
+Patna,2017-05-25,,,,,,,,,,,0.0,0.0,,
+Patna,2017-05-26,,,,,,,,,,,,,,
+Patna,2017-05-27,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-05-28,,,,,,,,,,,,,,
+Patna,2017-05-29,,,,,,,,,,,,,,
+Patna,2017-05-30,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-05-31,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-06-01,,,,,,,,,,,,,,
+Patna,2017-06-02,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-06-03,,,,,,,,,,,,,,
+Patna,2017-06-04,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-06-05,,,,,,,,,,,,,,
+Patna,2017-06-06,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-06-07,,,,,,,,,,,,,,
+Patna,2017-06-08,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-06-09,,,,,,,,,,,,,,
+Patna,2017-06-10,,,,,,,,,,,,,,
+Patna,2017-06-11,,,,,,,,,,,,,,
+Patna,2017-06-12,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-06-13,,,,,,,,,,,,,,
+Patna,2017-06-14,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-06-15,,,,,,,,,,,,,,
+Patna,2017-06-16,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-06-17,,,,,,,,,,,,,,
+Patna,2017-06-18,,,,,,,,,,,,,,
+Patna,2017-06-19,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-06-20,,,,,,,,,,,,,,
+Patna,2017-06-21,,,,,,,0.0,,,0.0,,0.0,,
+Patna,2017-06-22,,,,,,,,,,,,,,
+Patna,2017-06-23,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-06-24,,,,,,,,,,,,,,
+Patna,2017-06-25,,,,,,,,,,,,,,
+Patna,2017-06-26,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-06-27,,,,,,,,,,,,,,
+Patna,2017-06-28,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-06-29,,,,,,,,,,,,,,
+Patna,2017-06-30,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-07-01,,,,,,,,,,,,,,
+Patna,2017-07-02,,,,,,,,,,,,,,
+Patna,2017-07-03,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-07-04,,,,,,,,,,,,,,
+Patna,2017-07-05,,,,,,,,,,,,,,
+Patna,2017-07-06,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-07-07,,,,,,,,,,,,,,
+Patna,2017-07-08,,,,,,,,,,,,,,
+Patna,2017-07-09,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-07-10,,,,,,,,,,,,,,
+Patna,2017-07-11,,,,,,,,,,,,,,
+Patna,2017-07-12,,,,,,,,,,,,,,
+Patna,2017-07-13,,,,,,,,,,,,,,
+Patna,2017-07-14,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-07-15,,,,,,,,,,,,,,
+Patna,2017-07-16,,,,,,,,,,,,,,
+Patna,2017-07-17,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-07-18,,,,,,,,,,,,,,
+Patna,2017-07-19,,,,,,,,,,,,,,
+Patna,2017-07-20,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-07-21,,,,,,,,,,,,,,
+Patna,2017-07-22,,,,,,,,,,,,,,
+Patna,2017-07-23,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-07-24,,,,,,,,,,,,,,
+Patna,2017-07-25,,,,,,,,,,,,,,
+Patna,2017-07-26,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-07-27,,,,,,,,,,,,,,
+Patna,2017-07-28,,,,,,,,,,,,,,
+Patna,2017-07-29,,,,,,,,,,,,,,
+Patna,2017-07-30,,,,,,,,,,,,,,
+Patna,2017-07-31,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-08-01,,,,,,,,,,,,,,
+Patna,2017-08-02,,,,,,,,,,,,,,
+Patna,2017-08-03,,,,,,,,,,,,,,
+Patna,2017-08-04,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-08-05,,,,,,,,,,,,,,
+Patna,2017-08-06,,,,,,,,,,,,,,
+Patna,2017-08-07,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-08-08,,,,,,,,,,,,,,
+Patna,2017-08-09,,,,,,,,,,,,,,
+Patna,2017-08-10,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-08-11,,,,,,,,,,,,,,
+Patna,2017-08-12,,,,,,,,,,,,,,
+Patna,2017-08-13,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-08-14,,,,,,,,,,,,,,
+Patna,2017-08-15,,,,,,,,,,,,,,
+Patna,2017-08-16,,,,,,,,,,,,,,
+Patna,2017-08-17,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-08-18,,,,,,,,,,,,,,
+Patna,2017-08-19,,,,,,,,,,,,,,
+Patna,2017-08-20,,,,,,,,,,,,,,
+Patna,2017-08-21,,,,,,,,,,,,,,
+Patna,2017-08-22,,,,,,,,,,,,,,
+Patna,2017-08-23,,,,,,,,,,,,,,
+Patna,2017-08-24,,,,,,,,,,,,,,
+Patna,2017-08-25,,,,,,,,,,,,,,
+Patna,2017-08-26,,,,,,,,,,,,,,
+Patna,2017-08-27,,,,,,,,,,,,,,
+Patna,2017-08-28,,,,,,,,,,,,,,
+Patna,2017-08-29,,,,,,,,,,,,,,
+Patna,2017-08-30,,,,,,,,,,,,,,
+Patna,2017-08-31,,,,,,,,,,,,,,
+Patna,2017-09-01,,,,,,,,,,,,,,
+Patna,2017-09-02,,,,,,,,,,,,,,
+Patna,2017-09-03,,,,,,,,,,,,,,
+Patna,2017-09-04,,,,,,,,,,,,,,
+Patna,2017-09-05,,,,,,,,,,,,,,
+Patna,2017-09-06,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-09-07,,,,,,,,,,,,,,
+Patna,2017-09-08,,,,,,,,,,,,,,
+Patna,2017-09-09,,,,,,,,,,,,,,
+Patna,2017-09-10,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-09-11,,,,,,,,,,,,,,
+Patna,2017-09-12,,,,,,,,,,,,,,
+Patna,2017-09-13,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-09-14,,,,,,,,,,,,,,
+Patna,2017-09-15,,,,,,,,,,,,,,
+Patna,2017-09-16,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-09-17,,,,,,,,,,,,,,
+Patna,2017-09-18,,,,,,,,,,,,,,
+Patna,2017-09-19,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-09-20,,,,,,,,,,,,,,
+Patna,2017-09-21,,,,,,,,,,,,,,
+Patna,2017-09-22,,,,,,,,,,,,,,
+Patna,2017-09-23,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-09-24,,,,,,,,,,,,,,
+Patna,2017-09-25,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-09-26,67.0,,5.81,23.4,17.82,,0.27,7.53,16.44,0.04,0.51,0.08,,
+Patna,2017-09-27,81.75,,66.18,56.05,92.27,,0.33,11.56,3.48,0.02,0.15,0.09,,
+Patna,2017-09-28,84.56,,18.18,30.04,30.76,,0.65,11.76,13.32,0.1,0.73,0.29,,
+Patna,2017-09-29,37.5,,3.65,10.05,16.6,,0.04,4.2,,0.0,0.07,0.02,,
+Patna,2017-09-30,46.12,,7.74,13.24,13.35,,0.06,6.25,6.82,0.01,0.1,0.03,,
+Patna,2017-10-01,56.35,,7.29,22.17,19.34,,0.37,6.12,26.6,0.05,0.56,0.12,,
+Patna,2017-10-02,45.22,,8.06,16.61,19.88,,0.38,5.52,12.34,0.06,0.67,0.11,91.0,Satisfactory
+Patna,2017-10-03,24.27,,14.32,20.42,39.73,,0.27,3.5,1.9,0.04,0.32,0.12,69.0,Satisfactory
+Patna,2017-10-04,48.47,,14.63,25.61,45.4,,0.41,3.45,2.35,0.06,0.54,0.24,77.0,Satisfactory
+Patna,2017-10-05,46.4,,14.64,21.29,41.89,,0.07,5.08,2.16,0.06,0.44,0.19,81.0,Satisfactory
+Patna,2017-10-06,49.56,,14.26,27.38,42.64,,0.37,5.25,26.31,0.05,0.41,0.17,,
+Patna,2017-10-07,37.23,,5.59,22.59,23.05,,0.23,6.72,47.46,0.03,0.36,0.08,,
+Patna,2017-10-08,71.67,,16.52,49.33,40.39,,0.57,9.34,26.08,0.07,0.66,0.2,,
+Patna,2017-10-09,53.04,,15.57,23.42,35.55,,0.48,7.14,13.73,0.06,0.68,0.17,128.0,Moderate
+Patna,2017-10-10,42.42,,19.87,20.6,40.18,,0.08,5.83,4.56,0.01,0.11,0.02,84.0,Satisfactory
+Patna,2017-10-11,42.0,,96.9,57.94,109.78,,0.21,9.59,9.84,0.01,0.12,0.06,,
+Patna,2017-10-12,59.5,,12.26,34.38,28.26,,0.07,9.64,34.41,0.01,0.11,0.02,,
+Patna,2017-10-13,71.12,,10.84,31.69,25.66,,0.08,12.06,33.81,0.01,0.16,0.05,,
+Patna,2017-10-14,94.8,,4.38,29.8,19.4,,0.17,12.71,70.41,0.02,0.26,0.04,,
+Patna,2017-10-15,128.78,,17.3,63.63,47.92,,0.62,14.06,33.87,0.06,0.53,0.13,,
+Patna,2017-10-16,124.34,,16.55,44.6,39.43,,0.53,12.86,13.99,0.09,0.61,0.14,307.0,Very Poor
+Patna,2017-10-17,114.65,,13.01,48.54,44.39,,0.26,7.53,35.57,0.03,0.23,0.08,,
+Patna,2017-10-18,88.38,,13.14,44.41,44.95,,0.09,6.95,29.1,0.01,0.09,0.03,,
+Patna,2017-10-19,84.43,,15.13,35.42,33.57,,0.5,15.41,14.67,0.05,0.63,0.17,,
+Patna,2017-10-20,,,11.43,22.25,42.2,,0.02,9.8,2.2,0.0,0.03,0.01,,
+Patna,2017-10-21,44.5,,15.39,28.58,29.46,,0.17,9.83,28.96,0.02,0.25,0.07,,
+Patna,2017-10-22,,,,,,,0.0,,,0.0,0.0,0.0,,
+Patna,2017-10-23,106.42,,44.94,76.92,92.02,,0.63,10.65,34.64,0.06,0.36,0.16,,
+Patna,2017-10-24,148.2,,48.95,85.68,91.32,,1.18,12.57,40.72,0.12,0.63,0.34,,
+Patna,2017-10-25,185.62,,45.73,65.7,72.98,,1.56,13.47,13.77,0.17,0.97,0.37,342.0,Very Poor
+Patna,2017-10-26,158.58,,20.02,45.43,40.44,,1.19,9.57,37.19,0.18,1.35,0.35,341.0,Very Poor
+Patna,2017-10-27,165.01,,20.16,42.9,41.76,,1.01,7.66,39.35,0.13,1.18,0.26,335.0,Very Poor
+Patna,2017-10-28,146.45,,57.56,85.82,94.11,,0.79,21.46,36.22,0.1,0.48,0.32,331.0,Very Poor
+Patna,2017-10-29,113.67,,31.78,55.14,55.14,,0.84,10.6,33.95,0.16,1.34,0.44,305.0,Very Poor
+Patna,2017-10-30,138.54,,48.93,52.44,69.64,,0.43,3.32,12.98,0.1,0.68,0.2,296.0,Poor
+Patna,2017-10-31,43.54,,23.46,36.0,29.03,,0.29,8.42,31.24,0.08,0.74,0.22,73.0,Satisfactory
+Patna,2017-11-01,,,,,0.0,,0.0,,,0.0,0.0,0.0,75.0,Satisfactory
+Patna,2017-11-02,117.86,,36.27,51.29,26.02,,0.29,7.22,13.06,0.08,0.51,0.18,,
+Patna,2017-11-03,114.19,,216.65,226.06,67.76,,1.15,14.81,9.27,0.24,1.63,0.31,,
+Patna,2017-11-04,111.81,,131.31,163.2,122.4,,1.98,18.5,19.87,0.75,5.0,0.68,286.0,Poor
+Patna,2017-11-05,115.11,,81.14,137.49,84.83,,1.56,20.26,22.99,0.67,5.26,0.6,276.0,Poor
+Patna,2017-11-06,112.84,,45.89,136.02,63.09,,1.18,21.96,26.04,0.58,4.62,0.46,289.0,Poor
+Patna,2017-11-07,147.55,,35.54,143.99,58.85,,1.22,19.8,32.51,0.51,4.43,0.42,286.0,Poor
+Patna,2017-11-08,246.45,,64.93,173.62,84.36,,2.17,24.95,33.79,0.75,4.52,0.55,354.0,Very Poor
+Patna,2017-11-09,296.86,,56.73,173.39,79.33,,2.26,20.66,29.74,0.82,4.56,0.57,430.0,Severe
+Patna,2017-11-10,318.54,,220.86,266.46,203.0,,5.08,21.41,29.94,0.98,5.37,0.87,439.0,Severe
+Patna,2017-11-11,263.01,,120.78,178.84,132.18,,2.67,26.09,25.62,1.03,5.7,0.84,429.0,Severe
+Patna,2017-11-12,192.85,,56.27,141.94,70.91,,1.76,23.98,38.29,0.75,5.35,0.55,372.0,Very Poor
+Patna,2017-11-13,173.11,,116.65,169.82,114.74,,2.7,21.17,18.27,0.85,5.22,0.7,345.0,Very Poor
+Patna,2017-11-14,166.83,,137.77,239.18,166.51,,2.98,21.39,37.81,1.02,6.22,3.5,341.0,Very Poor
+Patna,2017-11-15,106.35,,71.19,137.59,78.83,,1.48,20.43,41.86,0.77,5.42,3.59,314.0,Very Poor
+Patna,2017-11-16,109.71,,36.38,108.12,50.08,,1.06,21.61,54.34,0.58,4.7,2.39,250.0,Poor
+Patna,2017-11-17,110.19,,68.93,130.19,75.54,,1.42,22.51,51.18,0.57,5.03,2.36,233.0,Poor
+Patna,2017-11-18,136.59,,125.54,177.7,136.55,,2.19,22.27,50.07,0.81,5.27,3.59,306.0,Very Poor
+Patna,2017-11-19,165.27,,70.47,173.97,87.81,,1.75,26.1,35.41,0.76,5.47,3.46,310.0,Very Poor
+Patna,2017-11-20,181.46,,17.17,112.13,39.46,,1.19,24.59,82.15,0.45,4.1,1.69,360.0,Very Poor
+Patna,2017-11-21,136.75,,16.6,110.96,38.81,,0.87,19.85,118.98,0.41,3.48,1.44,322.0,Very Poor
+Patna,2017-11-22,210.4,,20.28,115.89,42.31,,1.37,20.66,102.94,0.44,3.76,1.64,335.0,Very Poor
+Patna,2017-11-23,262.21,,9.56,76.32,25.56,,1.26,21.75,103.64,0.5,3.81,1.29,398.0,Very Poor
+Patna,2017-11-24,203.29,,36.01,100.81,47.96,,2.48,18.99,85.1,0.72,4.34,2.9,406.0,Severe
+Patna,2017-11-25,305.93,,37.56,53.74,36.7,,1.99,20.99,52.42,0.76,4.49,2.4,406.0,Severe
+Patna,2017-11-26,348.67,,19.26,31.58,19.86,,2.89,29.86,42.46,0.97,5.39,3.12,474.0,Severe
+Patna,2017-11-27,284.45,,11.34,28.56,14.26,,2.16,20.68,73.76,0.7,4.56,2.1,447.0,Severe
+Patna,2017-11-28,237.81,,28.68,29.44,25.02,,1.56,22.84,65.65,0.7,4.71,2.55,407.0,Severe
+Patna,2017-11-29,300.46,,62.56,31.01,45.99,,1.87,17.53,37.1,1.2,6.19,5.41,431.0,Severe
+Patna,2017-11-30,339.2,,67.29,29.49,48.46,,2.6,16.88,44.29,1.5,7.06,7.2,438.0,Severe
+Patna,2017-12-01,401.35,,34.97,28.68,28.65,,2.93,20.61,37.43,1.19,6.44,5.19,480.0,Severe
+Patna,2017-12-02,414.58,,62.58,29.81,45.69,,2.34,28.35,37.07,1.49,7.21,7.22,550.0,Severe
+Patna,2017-12-03,279.39,,21.78,20.7,18.58,,2.7,23.45,42.65,0.97,5.93,4.05,457.0,Severe
+Patna,2017-12-04,296.04,,25.96,21.84,21.4,,3.06,24.46,43.66,0.88,5.26,3.5,415.0,Severe
+Patna,2017-12-05,335.71,,32.13,23.83,25.66,,4.02,26.59,54.36,0.99,4.81,4.19,446.0,Severe
+Patna,2017-12-06,363.93,,31.09,21.09,24.32,,2.68,25.24,39.96,1.04,5.93,4.08,481.0,Severe
+Patna,2017-12-07,275.48,,18.02,14.26,14.62,,2.82,20.03,45.71,0.92,5.22,3.64,465.0,Severe
+Patna,2017-12-08,226.61,,23.4,13.0,17.91,,1.8,16.82,47.19,0.72,5.22,3.55,407.0,Severe
+Patna,2017-12-09,270.39,,136.74,166.01,129.42,,3.59,20.24,41.63,0.98,4.95,4.54,,
+Patna,2017-12-10,195.21,,112.77,142.62,107.68,,2.69,58.61,27.95,0.74,4.74,2.81,387.0,Very Poor
+Patna,2017-12-11,215.61,,110.69,166.19,114.79,,3.0,37.5,35.63,0.8,4.95,3.33,366.0,Very Poor
+Patna,2017-12-12,244.8,,42.92,152.65,67.03,,2.62,30.54,41.95,0.67,4.58,2.57,385.0,Very Poor
+Patna,2017-12-13,182.27,,28.12,121.4,57.63,,2.01,38.42,45.27,0.55,4.24,2.0,378.0,Very Poor
+Patna,2017-12-14,127.78,,27.74,114.96,47.53,,1.64,59.67,54.55,0.42,3.76,1.74,314.0,Very Poor
+Patna,2017-12-15,140.22,,25.41,104.52,43.36,,1.71,46.3,61.51,0.43,3.69,1.67,308.0,Very Poor
+Patna,2017-12-16,179.33,,24.17,78.7,35.74,,1.93,39.91,42.81,0.43,3.79,1.53,336.0,Very Poor
+Patna,2017-12-17,244.25,,17.91,36.81,20.69,,2.51,38.89,43.82,0.57,4.02,1.47,365.0,Very Poor
+Patna,2017-12-18,279.72,,63.88,73.19,65.97,,2.9,34.58,24.56,0.84,4.25,2.65,406.0,Severe
+Patna,2017-12-19,302.05,,40.76,103.91,53.79,,2.36,54.94,35.15,0.73,4.07,2.08,441.0,Severe
+Patna,2017-12-20,242.16,,61.65,55.57,51.81,,3.91,51.15,39.61,0.93,4.75,3.79,,
+Patna,2017-12-21,205.39,,12.63,15.5,11.85,,2.19,46.2,39.39,0.69,4.18,2.59,391.0,Very Poor
+Patna,2017-12-22,179.74,,30.41,89.01,45.13,,1.87,45.23,47.73,0.45,3.69,1.82,346.0,Very Poor
+Patna,2017-12-23,235.52,,70.66,122.68,75.53,,2.83,50.93,62.93,0.5,3.65,1.88,364.0,Very Poor
+Patna,2017-12-24,260.0,,13.1,95.82,32.78,,1.82,54.55,65.15,0.7,3.39,1.3,393.0,Very Poor
+Patna,2017-12-25,182.57,,33.89,127.19,53.5,,2.65,39.37,61.78,0.56,3.05,2.36,,
+Patna,2017-12-26,217.84,,21.98,44.58,25.24,,2.23,41.33,42.82,0.48,3.48,1.73,375.0,Very Poor
+Patna,2017-12-27,310.21,,33.79,31.26,28.9,,2.01,34.09,37.79,0.68,4.1,2.26,363.0,Very Poor
+Patna,2017-12-28,391.54,,18.36,11.99,14.52,,4.02,33.04,22.58,1.04,4.81,3.34,533.0,Severe
+Patna,2017-12-29,265.55,,10.77,5.83,8.19,,3.19,34.99,15.09,0.78,3.82,1.83,438.0,Severe
+Patna,2017-12-30,269.49,,43.62,34.49,35.53,,3.47,37.05,13.36,0.82,3.73,2.08,409.0,Severe
+Patna,2017-12-31,198.35,,30.96,72.24,38.14,,2.26,53.72,24.38,0.6,3.56,1.29,396.0,Very Poor
+Patna,2018-01-01,282.47,,26.43,48.77,29.5,,2.6,51.63,46.37,0.47,2.96,1.1,371.0,Very Poor
+Patna,2018-01-02,227.69,,16.8,22.89,16.12,,2.47,36.7,21.65,0.62,3.03,1.9,440.0,Severe
+Patna,2018-01-03,242.62,,73.5,89.94,68.3,,2.58,49.93,24.06,0.52,2.56,1.82,,
+Patna,2018-01-04,277.9,,24.37,54.31,29.69,,2.46,42.33,42.28,0.55,2.78,1.41,395.0,Very Poor
+Patna,2018-01-05,257.28,,12.28,21.22,13.2,,2.31,30.81,23.45,0.67,3.05,1.44,418.0,Severe
+Patna,2018-01-06,235.51,,48.42,69.63,47.68,,2.15,39.19,46.6,0.48,2.81,1.32,403.0,Severe
+Patna,2018-01-07,249.54,,69.54,96.31,67.77,,2.36,56.84,43.32,0.56,3.33,1.31,388.0,Very Poor
+Patna,2018-01-08,322.31,,60.44,93.6,61.93,,2.97,61.32,35.42,0.81,3.87,1.98,432.0,Severe
+Patna,2018-01-09,247.38,,22.22,43.78,25.19,,2.5,52.83,30.75,0.7,3.1,1.61,438.0,Severe
+Patna,2018-01-10,207.29,,51.44,56.84,53.95,,2.08,45.91,38.33,0.56,2.82,1.56,379.0,Very Poor
+Patna,2018-01-11,216.37,,52.26,78.47,52.96,,2.07,66.87,22.32,0.58,2.75,1.46,364.0,Very Poor
+Patna,2018-01-12,249.93,,66.51,92.22,65.07,,2.49,70.52,47.96,0.53,3.16,1.31,377.0,Very Poor
+Patna,2018-01-13,260.02,,34.44,69.93,39.86,,2.44,50.29,30.67,0.64,2.65,1.31,405.0,Severe
+Patna,2018-01-14,191.93,,13.0,30.04,15.67,,2.08,44.99,28.99,0.68,2.84,1.0,399.0,Very Poor
+Patna,2018-01-15,210.23,,48.43,63.83,46.99,,2.15,53.83,50.5,0.52,2.82,1.42,358.0,Very Poor
+Patna,2018-01-16,191.17,,88.3,80.13,82.87,,2.61,59.01,20.54,0.84,3.56,2.39,353.0,Very Poor
+Patna,2018-01-17,201.14,,22.41,34.98,23.04,,2.56,49.61,37.25,0.83,3.98,2.32,391.0,Very Poor
+Patna,2018-01-18,181.73,,25.15,28.23,20.22,,1.67,43.97,36.57,0.6,3.67,1.91,322.0,Very Poor
+Patna,2018-01-19,163.57,,59.13,47.74,49.99,,3.42,45.92,35.99,0.9,3.94,2.85,370.0,Very Poor
+Patna,2018-01-20,114.39,,36.34,64.21,39.44,,2.81,47.9,21.83,0.7,3.02,1.72,266.0,Poor
+Patna,2018-01-21,168.88,,25.85,65.33,33.14,,2.91,47.68,34.98,0.63,3.45,1.4,310.0,Very Poor
+Patna,2018-01-22,202.77,,28.45,44.39,29.03,,3.4,49.05,37.59,0.67,3.7,1.98,360.0,Very Poor
+Patna,2018-01-23,197.48,,54.58,70.96,52.97,,3.25,47.83,35.37,0.73,3.71,2.73,367.0,Very Poor
+Patna,2018-01-24,172.43,,24.51,38.37,24.81,,1.99,49.66,42.45,0.61,3.34,2.36,359.0,Very Poor
+Patna,2018-01-25,114.95,,7.18,22.0,10.36,,1.19,50.08,55.99,0.35,2.76,1.27,300.0,Poor
+Patna,2018-01-26,110.07,,6.89,9.39,6.68,,1.28,48.81,46.98,0.36,2.74,0.8,280.0,Poor
+Patna,2018-01-27,141.28,,40.04,45.47,38.14,,2.35,45.88,42.99,0.45,2.94,1.55,241.0,Poor
+Patna,2018-01-28,250.32,,23.92,23.39,20.84,,2.78,29.76,45.14,0.63,3.66,1.89,382.0,Very Poor
+Patna,2018-01-29,201.07,,17.11,14.36,14.09,,2.29,31.86,30.84,0.65,3.64,1.81,381.0,Very Poor
+Patna,2018-01-30,264.93,,60.26,85.07,67.17,,2.82,35.29,35.32,0.61,3.27,2.11,364.0,Very Poor
+Patna,2018-01-31,272.9,,31.92,73.46,39.23,,2.83,37.73,50.43,0.62,3.12,1.93,448.0,Severe
+Patna,2018-02-01,214.56,,11.01,15.13,10.81,,2.85,33.66,34.56,0.64,3.36,1.61,390.0,Very Poor
+Patna,2018-02-02,197.7,,12.22,8.15,9.66,,2.97,37.48,51.5,0.67,3.18,1.76,361.0,Very Poor
+Patna,2018-02-03,153.21,,43.94,94.99,78.6,,2.76,39.67,49.6,0.81,3.75,2.52,342.0,Very Poor
+Patna,2018-02-04,106.65,,35.43,121.91,53.8,,2.33,34.47,38.82,0.6,3.66,1.98,309.0,Very Poor
+Patna,2018-02-05,80.12,,11.01,51.45,20.35,,1.71,34.57,54.63,0.4,3.07,1.28,215.0,Poor
+Patna,2018-02-06,99.27,,5.38,33.34,12.17,,1.34,36.39,64.34,0.35,2.62,0.97,168.0,Moderate
+Patna,2018-02-07,128.95,,4.55,28.87,10.46,,1.16,36.33,67.38,0.35,2.97,0.85,298.0,Poor
+Patna,2018-02-08,110.05,,4.07,25.44,9.28,,1.1,28.47,74.06,0.35,2.52,0.84,289.0,Poor
+Patna,2018-02-09,100.56,,3.91,24.45,8.94,,1.12,37.08,92.29,0.33,2.7,0.77,236.0,Poor
+Patna,2018-02-10,118.69,,4.06,21.58,8.22,,1.19,39.86,78.34,0.33,2.63,0.71,283.0,Poor
+Patna,2018-02-11,159.2,,9.53,21.11,11.26,,1.68,38.42,22.82,0.35,3.22,0.83,309.0,Very Poor
+Patna,2018-02-12,182.73,,10.85,28.34,13.92,,2.13,32.37,45.44,0.36,2.78,1.56,,
+Patna,2018-02-13,151.62,,11.12,25.05,13.57,,1.43,36.21,25.15,0.35,2.9,1.22,338.0,Very Poor
+Patna,2018-02-14,107.21,,6.58,22.2,9.93,,0.88,30.96,42.16,0.35,2.9,0.88,302.0,Very Poor
+Patna,2018-02-15,94.82,,5.47,20.64,8.84,,0.85,37.8,56.85,0.25,2.3,0.68,198.0,Moderate
+Patna,2018-02-16,137.62,,6.76,22.42,10.1,,1.1,33.92,37.98,0.35,2.71,0.87,297.0,Poor
+Patna,2018-02-17,153.9,,17.22,49.33,25.73,,1.03,35.52,47.54,0.35,2.53,0.79,316.0,Very Poor
+Patna,2018-02-18,165.68,,26.08,50.97,29.26,,1.59,54.87,61.85,0.39,3.26,0.96,332.0,Very Poor
+Patna,2018-02-19,156.35,,14.87,27.98,16.43,,1.36,50.76,60.19,0.46,3.19,1.71,333.0,Very Poor
+Patna,2018-02-20,162.34,,23.56,53.98,36.75,,1.49,42.64,47.8,0.42,2.99,1.49,331.0,Very Poor
+Patna,2018-02-21,184.38,,20.78,37.18,22.49,,2.05,39.32,49.68,0.43,3.31,1.55,341.0,Very Poor
+Patna,2018-02-22,214.8,,17.23,24.31,16.93,,2.16,38.02,43.38,0.5,3.68,1.69,369.0,Very Poor
+Patna,2018-02-23,159.75,,8.04,16.69,9.39,,1.28,38.49,90.06,0.43,3.14,1.47,346.0,Very Poor
+Patna,2018-02-24,228.6,,10.55,15.04,10.54,,1.82,37.43,61.37,0.49,3.14,1.55,360.0,Very Poor
+Patna,2018-02-25,164.77,,8.85,12.49,8.73,,1.6,38.53,55.83,0.4,3.25,1.17,349.0,Very Poor
+Patna,2018-02-26,173.39,,8.01,10.87,7.83,,1.46,27.21,49.19,0.38,3.04,1.12,353.0,Very Poor
+Patna,2018-02-27,117.12,,7.3,12.2,7.74,,1.2,35.57,68.24,0.35,2.91,0.8,304.0,Very Poor
+Patna,2018-02-28,147.49,,8.88,11.46,8.48,,1.31,33.35,68.57,0.35,3.29,0.87,312.0,Very Poor
+Patna,2018-03-01,132.89,,11.4,43.3,25.26,,1.35,42.83,85.98,0.33,2.63,0.74,311.0,Very Poor
+Patna,2018-03-02,175.83,,4.53,30.15,10.7,,1.82,33.4,94.7,0.33,2.96,0.53,349.0,Very Poor
+Patna,2018-03-03,81.29,,3.13,12.22,5.18,,1.2,39.98,112.75,0.08,2.56,0.36,232.0,Poor
+Patna,2018-03-04,90.11,,6.14,15.2,7.78,,1.58,39.26,88.63,0.13,2.97,0.59,165.0,Moderate
+Patna,2018-03-05,106.56,,5.4,12.81,6.73,,1.47,35.41,79.78,0.31,3.05,0.69,263.0,Poor
+Patna,2018-03-06,76.62,,4.62,12.89,6.29,,1.36,36.22,99.76,0.29,2.89,0.62,209.0,Poor
+Patna,2018-03-07,86.95,,5.6,14.36,7.26,,1.57,35.5,106.2,0.23,2.94,0.74,179.0,Moderate
+Patna,2018-03-08,118.69,,8.13,15.37,9.06,,1.77,37.06,61.54,0.35,3.39,0.98,286.0,Poor
+Patna,2018-03-09,113.77,,6.82,15.68,8.36,,1.73,42.15,86.63,0.35,3.36,0.84,265.0,Poor
+Patna,2018-03-10,114.23,,4.65,10.91,5.79,,1.44,38.04,110.22,0.35,2.71,0.7,286.0,Poor
+Patna,2018-03-11,94.19,,6.01,11.26,6.7,,1.58,34.89,76.86,0.29,3.2,0.64,234.0,Poor
+Patna,2018-03-12,137.74,,22.56,64.69,32.2,,1.78,37.91,67.31,0.35,3.07,0.85,291.0,Poor
+Patna,2018-03-13,129.08,,43.87,133.91,63.94,,1.88,36.91,67.27,0.35,2.94,0.84,306.0,Very Poor
+Patna,2018-03-14,164.86,,42.8,136.34,62.19,,2.09,45.05,72.81,0.39,3.42,1.08,319.0,Very Poor
+Patna,2018-03-15,176.83,,16.25,91.67,34.25,,1.79,44.85,76.81,0.41,3.02,0.98,342.0,Very Poor
+Patna,2018-03-16,154.58,,17.46,60.8,26.55,,1.68,41.25,48.2,0.35,2.72,0.93,344.0,Very Poor
+Patna,2018-03-17,87.24,,8.46,35.51,14.63,,1.42,48.51,70.38,0.34,2.76,0.79,247.0,Poor
+Patna,2018-03-18,94.42,,6.1,26.89,10.85,,1.42,51.35,75.87,0.34,3.48,0.66,203.0,Poor
+Patna,2018-03-19,106.67,,23.28,59.86,37.33,,1.44,50.18,74.08,0.31,3.11,0.81,242.0,Poor
+Patna,2018-03-20,124.32,,12.95,57.93,23.1,,1.58,49.53,65.87,0.35,2.95,0.93,281.0,Poor
+Patna,2018-03-21,139.8,,12.25,25.52,14.21,,1.8,46.51,75.1,0.32,2.94,0.92,309.0,Very Poor
+Patna,2018-03-22,172.53,,11.47,24.01,13.4,,1.96,50.87,,0.41,3.89,1.36,327.0,Very Poor
+Patna,2018-03-23,128.19,,11.21,19.49,12.04,,1.74,48.0,,0.42,3.78,1.57,335.0,Very Poor
+Patna,2018-03-24,95.73,,5.78,13.32,7.04,,1.33,47.24,,0.33,2.98,0.91,225.0,Poor
+Patna,2018-03-25,106.14,,5.99,13.55,7.23,,1.23,48.42,,0.34,3.88,0.83,253.0,Poor
+Patna,2018-03-26,108.97,,8.02,19.36,10.05,,1.4,45.13,,0.33,3.11,0.89,235.0,Poor
+Patna,2018-03-27,135.34,,11.29,16.42,11.28,,2.25,54.47,,0.4,3.09,1.24,293.0,Poor
+Patna,2018-03-28,142.11,,14.26,13.69,12.35,,2.1,49.48,4.61,0.5,3.69,1.77,312.0,Very Poor
+Patna,2018-03-29,139.06,,12.09,17.46,11.98,,1.64,49.89,51.76,0.49,4.87,1.71,326.0,Very Poor
+Patna,2018-03-30,111.45,,5.35,11.04,6.24,,1.24,47.22,64.24,0.35,2.81,0.88,303.0,Very Poor
+Patna,2018-03-31,59.97,,14.68,39.14,22.93,,0.92,45.8,82.74,0.21,2.56,0.78,170.0,Moderate
+Patna,2018-04-01,73.88,,8.81,47.12,17.85,,0.85,45.56,93.64,0.28,3.0,0.66,143.0,Moderate
+Patna,2018-04-02,63.73,,8.95,44.77,17.35,,0.9,47.74,80.7,0.16,2.91,0.65,161.0,Moderate
+Patna,2018-04-03,96.56,,9.52,41.75,16.89,,1.38,52.83,94.2,0.35,2.87,1.01,197.0,Moderate
+Patna,2018-04-04,85.81,,6.18,28.06,11.21,,1.11,52.52,108.76,0.34,2.69,1.02,226.0,Poor
+Patna,2018-04-05,66.34,,7.07,19.65,9.59,,0.97,50.91,86.72,0.29,2.72,1.07,157.0,Moderate
+Patna,2018-04-06,75.17,,6.9,15.87,8.44,,1.0,51.48,66.44,0.29,2.52,0.97,130.0,Moderate
+Patna,2018-04-07,98.48,,6.53,13.98,7.72,,0.94,50.36,62.07,0.22,2.31,1.54,156.0,Moderate
+Patna,2018-04-08,88.22,,6.25,15.41,7.96,,0.93,53.89,71.69,0.15,2.47,1.69,241.0,Poor
+Patna,2018-04-09,88.76,,8.49,15.03,9.22,,1.25,47.09,60.99,0.29,2.7,1.14,195.0,Moderate
+Patna,2018-04-10,90.41,,7.13,12.71,7.62,,0.97,50.31,69.45,0.34,2.65,1.0,211.0,Poor
+Patna,2018-04-11,84.9,,8.48,12.96,8.5,,1.03,52.73,64.3,0.32,2.89,0.94,184.0,Moderate
+Patna,2018-04-12,93.84,,10.35,12.38,9.67,,1.31,49.12,57.35,0.28,3.03,0.89,194.0,Moderate
+Patna,2018-04-13,82.39,,13.36,17.19,12.78,,1.18,47.52,50.36,0.35,3.77,0.98,221.0,Poor
+Patna,2018-04-14,99.89,,26.31,44.83,32.2,,1.44,41.39,63.43,0.31,3.08,1.1,188.0,Moderate
+Patna,2018-04-15,117.04,,11.68,26.93,14.25,,1.57,42.86,65.65,0.35,3.42,1.18,282.0,Poor
+Patna,2018-04-16,97.65,,8.23,17.9,9.82,,1.38,46.85,81.41,0.31,3.15,0.85,232.0,Poor
+Patna,2018-04-17,94.45,,10.19,12.72,9.66,,1.41,48.2,70.62,0.34,3.05,1.14,218.0,Poor
+Patna,2018-04-18,97.51,,9.15,11.83,8.61,,1.26,55.42,73.88,0.31,3.04,1.08,202.0,Poor
+Patna,2018-04-19,93.83,,7.9,10.9,7.61,,1.11,53.16,77.74,0.35,3.11,0.99,235.0,Poor
+Patna,2018-04-20,146.99,,6.68,7.72,6.21,,1.14,49.72,77.55,0.24,2.69,0.81,239.0,Poor
+Patna,2018-04-21,103.02,,10.26,7.16,8.22,,1.7,49.2,54.29,0.2,2.98,0.79,310.0,Very Poor
+Patna,2018-04-22,91.41,,10.35,9.21,8.67,,1.06,51.38,63.48,0.27,3.22,1.0,237.0,Poor
+Patna,2018-04-23,79.63,,7.04,10.82,7.22,,1.18,46.7,83.86,0.13,2.32,0.71,189.0,Moderate
+Patna,2018-04-24,151.86,,14.44,14.17,12.55,,2.4,50.74,51.29,0.34,2.7,1.14,163.0,Moderate
+Patna,2018-04-25,127.1,,18.06,60.37,30.04,,1.64,49.87,80.45,0.4,3.17,1.46,322.0,Very Poor
+Patna,2018-04-26,68.43,,14.48,72.06,28.0,,0.98,50.34,98.62,0.24,2.54,0.82,197.0,Moderate
+Patna,2018-04-27,61.0,,14.85,80.46,30.51,,0.97,41.91,114.49,0.12,2.32,0.64,161.0,Moderate
+Patna,2018-04-28,66.22,,13.23,72.0,27.16,,0.96,50.06,104.36,0.07,2.56,0.58,157.0,Moderate
+Patna,2018-04-29,63.41,,10.41,58.32,21.84,,0.95,47.85,108.44,0.0,2.59,0.48,151.0,Moderate
+Patna,2018-04-30,44.45,,11.64,67.75,25.16,,0.86,48.92,105.57,0.02,2.32,0.48,173.0,Moderate
+Patna,2018-05-01,48.01,,11.77,54.46,21.59,,0.93,50.23,79.85,0.0,2.45,0.43,111.0,Moderate
+Patna,2018-05-02,55.72,,10.65,47.36,19.16,,1.05,50.67,72.0,,,,125.0,Moderate
+Patna,2018-05-03,51.1,,12.03,38.1,17.5,,1.01,49.65,79.88,,,,126.0,Moderate
+Patna,2018-05-04,57.69,,23.26,57.53,35.06,,1.12,41.48,80.9,14.92,68.59,52.47,133.0,Moderate
+Patna,2018-05-05,64.19,,13.65,81.98,30.21,,1.2,46.87,99.31,11.59,80.55,34.71,165.0,Moderate
+Patna,2018-05-06,100.12,,11.57,77.23,27.65,,1.23,44.43,64.94,11.36,89.51,26.17,198.0,Moderate
+Patna,2018-05-07,98.02,,17.25,83.89,32.8,,1.47,45.99,59.66,12.34,88.71,31.29,235.0,Poor
+Patna,2018-05-08,98.15,,21.05,87.59,36.08,,1.61,41.82,51.39,11.56,80.23,38.93,219.0,Poor
+Patna,2018-05-09,82.42,,27.1,89.41,40.0,,1.57,41.89,68.92,7.43,63.17,33.38,209.0,Poor
+Patna,2018-05-10,91.04,,21.51,87.17,35.82,,1.56,38.75,85.58,7.25,60.86,32.03,206.0,Poor
+Patna,2018-05-11,78.06,,8.0,33.52,13.81,,1.25,44.68,97.64,7.0,60.32,29.21,195.0,Moderate
+Patna,2018-05-12,59.92,,5.52,17.54,8.05,,1.16,44.45,85.57,6.4,63.28,25.09,156.0,Moderate
+Patna,2018-05-13,61.47,,4.55,12.48,6.09,,1.07,39.58,96.25,5.91,56.94,21.94,131.0,Moderate
+Patna,2018-05-14,41.9,,4.46,12.41,6.01,,1.05,48.95,131.27,5.09,53.58,21.73,232.0,Poor
+Patna,2018-05-15,62.45,,17.56,47.51,22.46,,1.12,40.03,101.22,6.18,57.91,26.03,157.0,Moderate
+Patna,2018-05-16,62.33,,13.34,64.53,25.35,,0.87,51.23,93.88,6.23,58.79,27.05,143.0,Moderate
+Patna,2018-05-17,65.64,,10.77,46.29,19.01,,0.88,49.64,80.52,5.94,58.15,25.58,135.0,Moderate
+Patna,2018-05-18,79.59,,6.5,26.78,11.09,,1.04,45.29,84.77,6.56,58.54,28.55,156.0,Moderate
+Patna,2018-05-19,73.88,,5.23,17.14,7.76,,0.94,46.76,72.69,6.31,63.35,26.05,165.0,Moderate
+Patna,2018-05-20,66.97,,4.47,16.78,7.16,,0.83,48.47,86.29,5.38,63.73,20.34,143.0,Moderate
+Patna,2018-05-21,104.97,,5.3,14.69,7.16,,1.18,43.55,56.35,7.1,60.47,26.77,200.0,Moderate
+Patna,2018-05-22,86.62,,4.51,7.69,4.83,,1.1,42.66,47.42,6.56,62.01,25.77,214.0,Poor
+Patna,2018-05-23,73.09,,4.39,3.76,3.72,,1.0,43.77,42.42,6.51,57.48,27.25,176.0,Moderate
+Patna,2018-05-24,76.36,,4.06,2.38,3.04,,0.99,45.56,50.41,6.35,58.33,26.09,139.0,Moderate
+Patna,2018-05-25,77.49,,14.76,72.64,24.46,,1.06,39.32,64.85,7.07,58.87,29.07,167.0,Moderate
+Patna,2018-05-26,72.7,,11.45,72.08,26.04,,1.03,32.15,92.27,6.1,54.0,23.05,202.0,Poor
+Patna,2018-05-27,78.1,,8.82,49.15,18.38,,0.84,37.77,79.5,5.59,61.9,19.16,165.0,Moderate
+Patna,2018-05-28,67.49,,10.96,52.74,20.87,,0.98,36.85,95.26,6.12,55.21,24.9,181.0,Moderate
+Patna,2018-05-29,49.24,,14.97,70.91,31.38,,0.9,30.11,109.79,6.16,57.95,30.04,175.0,Moderate
+Patna,2018-05-30,54.17,,14.82,76.1,29.17,,1.04,39.04,100.46,6.78,62.47,32.04,148.0,Moderate
+Patna,2018-05-31,57.24,,13.04,66.15,28.66,,0.98,39.17,98.82,6.53,58.98,31.36,136.0,Moderate
+Patna,2018-06-01,45.31,,12.89,78.7,28.84,,0.94,39.18,115.02,5.05,61.54,22.49,208.0,Poor
+Patna,2018-06-02,54.38,,16.3,80.13,31.2,,1.01,39.07,93.91,5.49,56.3,25.71,152.0,Moderate
+Patna,2018-06-03,75.71,,12.6,74.34,27.34,,0.99,39.56,85.9,5.23,59.4,22.35,135.0,Moderate
+Patna,2018-06-04,83.58,,17.27,76.14,38.95,,0.91,39.99,84.15,5.56,55.88,23.57,166.0,Moderate
+Patna,2018-06-05,73.28,,19.86,106.35,40.32,,1.14,39.36,73.29,5.98,53.75,27.67,163.0,Moderate
+Patna,2018-06-06,78.8,,18.77,105.97,39.64,,1.06,35.13,78.54,5.83,53.31,27.91,149.0,Moderate
+Patna,2018-06-07,71.43,,18.31,95.73,36.7,,1.12,36.07,53.87,6.46,52.12,31.27,168.0,Moderate
+Patna,2018-06-08,44.22,,15.72,67.95,27.75,,0.95,35.82,65.12,5.39,54.93,25.25,115.0,Moderate
+Patna,2018-06-09,52.5,,10.66,54.03,20.75,,0.89,37.58,73.37,5.06,57.25,21.51,105.0,Moderate
+Patna,2018-06-10,52.52,,7.73,38.81,14.96,,0.81,35.42,85.56,4.42,55.59,18.18,138.0,Moderate
+Patna,2018-06-11,65.12,,9.16,34.12,14.54,,1.2,34.43,62.8,5.55,56.32,26.78,113.0,Moderate
+Patna,2018-06-12,70.93,,6.68,30.59,12.13,,1.13,39.02,82.38,5.79,53.31,29.14,172.0,Moderate
+Patna,2018-06-13,80.99,,6.53,26.2,10.75,,0.8,,53.56,5.42,50.82,27.25,139.0,Moderate
+Patna,2018-06-14,77.59,,3.33,15.39,76.95,,0.25,51.81,61.38,5.79,53.71,31.26,171.0,Moderate
+Patna,2018-06-15,98.06,,29.96,,,,0.78,26.85,52.9,6.39,53.39,32.98,204.0,Poor
+Patna,2018-06-16,82.94,,3.39,80.91,22.55,,0.9,33.13,69.93,5.37,51.64,25.77,208.0,Poor
+Patna,2018-06-17,82.36,,1.64,55.9,15.56,,1.07,35.0,68.0,5.3,59.46,22.67,171.0,Moderate
+Patna,2018-06-18,75.28,,1.65,80.83,22.23,,1.38,35.86,59.59,6.0,58.91,26.12,167.0,Moderate
+Patna,2018-06-19,71.61,,15.64,117.08,42.21,,0.9,42.54,72.6,5.69,53.97,27.06,151.0,Moderate
+Patna,2018-06-20,67.46,,13.87,116.89,38.69,,0.9,41.49,77.72,4.87,53.41,20.81,142.0,Moderate
+Patna,2018-06-21,72.52,,13.56,109.9,36.7,,1.01,38.08,72.96,4.64,49.34,19.29,146.0,Moderate
+Patna,2018-06-22,79.93,,9.04,87.24,28.08,,1.12,37.85,93.57,,,,166.0,Moderate
+Patna,2018-06-23,64.14,,17.27,61.85,26.49,,0.87,38.09,84.79,4.35,32.2,24.16,159.0,Moderate
+Patna,2018-06-24,66.35,,9.13,62.02,21.6,,0.91,36.95,53.42,3.88,43.38,16.5,118.0,Moderate
+Patna,2018-06-25,68.24,,6.9,57.07,18.96,,0.8,37.88,80.34,3.44,36.87,14.0,139.0,Moderate
+Patna,2018-06-26,43.46,,4.48,39.6,12.97,,0.4,42.11,79.4,2.1,38.45,8.19,117.0,Moderate
+Patna,2018-06-27,52.86,,24.63,67.25,35.66,,0.83,38.31,51.68,3.28,36.4,14.05,104.0,Moderate
+Patna,2018-06-28,34.85,,16.81,78.12,30.42,,0.76,39.0,54.57,2.57,33.8,12.75,85.0,Satisfactory
+Patna,2018-06-29,48.51,,24.65,96.0,46.82,,1.1,39.94,54.45,3.07,36.01,14.54,104.0,Moderate
+Patna,2018-06-30,65.58,,16.5,101.49,36.29,,1.23,35.09,70.93,3.5,39.11,15.07,149.0,Moderate
+Patna,2018-07-01,60.82,,16.5,80.54,30.87,,1.09,39.85,47.48,3.19,39.73,12.91,116.0,Moderate
+Patna,2018-07-02,55.72,,16.48,76.11,29.72,,1.1,40.03,38.71,2.78,38.58,11.66,97.0,Satisfactory
+Patna,2018-07-03,57.51,,9.39,63.66,22.19,,0.76,42.75,48.06,2.2,32.43,8.29,98.0,Satisfactory
+Patna,2018-07-04,44.58,,10.65,64.3,23.11,,0.73,34.38,59.27,1.91,30.3,8.47,83.0,Satisfactory
+Patna,2018-07-05,40.99,,15.75,78.54,29.89,,1.06,39.4,65.75,2.34,37.63,9.98,89.0,Satisfactory
+Patna,2018-07-06,52.55,,15.66,90.11,32.83,,1.19,41.0,66.2,3.21,38.14,15.62,105.0,Moderate
+Patna,2018-07-07,69.84,,17.46,91.4,37.62,,1.33,46.94,64.4,3.92,36.63,18.13,131.0,Moderate
+Patna,2018-07-08,58.43,,17.83,85.25,32.9,,1.25,89.52,59.81,4.23,49.88,19.36,111.0,Moderate
+Patna,2018-07-09,33.32,,24.99,94.98,39.75,,1.17,58.78,63.43,6.04,58.81,25.86,103.0,Moderate
+Patna,2018-07-10,41.66,,24.65,70.17,33.13,,1.43,46.2,44.08,3.11,31.33,17.37,92.0,Satisfactory
+Patna,2018-07-11,49.47,,29.43,76.16,38.51,,1.11,50.3,59.46,3.42,34.94,19.97,99.0,Satisfactory
+Patna,2018-07-12,44.65,,23.78,82.57,35.81,,1.04,58.06,64.11,3.14,35.21,17.21,101.0,Moderate
+Patna,2018-07-13,44.33,,26.13,74.62,40.85,,1.0,80.92,70.26,3.15,33.02,17.56,116.0,Moderate
+Patna,2018-07-14,42.91,,21.59,76.62,32.93,,1.1,78.96,64.46,3.05,35.86,16.1,100.0,Satisfactory
+Patna,2018-07-15,42.47,,16.85,66.91,27.56,,0.99,56.12,73.45,2.91,37.5,14.98,98.0,Satisfactory
+Patna,2018-07-16,35.55,,23.0,65.36,30.87,,1.13,46.43,61.17,2.98,34.55,16.35,84.0,Satisfactory
+Patna,2018-07-17,32.38,,19.67,62.68,28.16,,0.95,54.19,66.19,2.67,33.67,14.92,85.0,Satisfactory
+Patna,2018-07-18,38.21,,26.1,69.82,33.92,,1.01,55.64,63.25,2.97,36.34,16.44,90.0,Satisfactory
+Patna,2018-07-19,47.9,,21.71,87.69,35.88,,1.21,57.14,75.03,3.47,36.52,18.94,102.0,Moderate
+Patna,2018-07-20,58.49,,16.24,84.65,31.77,,1.14,45.51,79.53,3.32,34.77,16.19,123.0,Moderate
+Patna,2018-07-21,36.05,,24.04,70.8,32.92,,1.04,51.68,66.44,2.85,34.18,15.04,93.0,Satisfactory
+Patna,2018-07-22,27.92,,17.22,47.06,22.64,,0.75,51.57,64.92,2.36,37.3,12.44,82.0,Satisfactory
+Patna,2018-07-23,34.29,,18.25,56.8,25.78,,0.96,51.78,60.64,2.49,35.61,12.9,80.0,Satisfactory
+Patna,2018-07-24,46.88,,15.65,53.6,23.38,,0.83,48.07,49.99,2.64,35.79,12.3,88.0,Satisfactory
+Patna,2018-07-25,32.39,,9.79,43.78,17.28,,0.57,55.45,51.77,1.96,33.48,8.43,76.0,Satisfactory
+Patna,2018-07-26,41.54,,19.11,58.33,29.98,,0.77,80.07,47.33,2.35,33.07,11.31,78.0,Satisfactory
+Patna,2018-07-27,42.89,,18.62,49.65,23.87,,0.91,51.81,45.76,2.3,34.1,11.48,98.0,Satisfactory
+Patna,2018-07-28,44.28,,27.56,62.4,34.55,,0.99,44.84,38.21,2.6,40.5,11.95,92.0,Satisfactory
+Patna,2018-07-29,31.96,,8.78,34.19,14.17,,0.59,32.85,54.35,2.0,39.52,8.37,72.0,Satisfactory
+Patna,2018-07-30,36.94,,8.27,47.85,17.41,,0.79,21.96,60.49,1.88,31.58,8.43,81.0,Satisfactory
+Patna,2018-07-31,47.02,,9.77,53.54,19.79,,0.75,8.74,59.21,2.23,39.24,8.94,86.0,Satisfactory
+Patna,2018-08-01,39.54,,6.82,38.33,14.06,,0.54,12.44,62.02,1.9,37.59,7.13,83.0,Satisfactory
+Patna,2018-08-02,51.7,,21.75,57.25,28.01,,1.14,15.77,54.92,2.57,33.72,12.1,90.0,Satisfactory
+Patna,2018-08-03,49.62,,13.64,55.92,22.75,,0.85,28.32,62.45,2.63,36.2,12.81,95.0,Satisfactory
+Patna,2018-08-04,54.43,,18.45,62.25,27.33,,1.13,20.96,56.19,2.38,33.85,10.83,91.0,Satisfactory
+Patna,2018-08-05,64.42,,14.01,61.2,24.35,,1.03,21.21,48.26,2.74,39.22,10.9,112.0,Moderate
+Patna,2018-08-06,61.9,,30.75,72.71,39.43,,1.41,15.58,59.38,2.98,36.56,14.73,104.0,Moderate
+Patna,2018-08-07,47.6,,24.9,69.18,33.02,,1.34,17.96,59.58,3.23,34.66,17.74,110.0,Moderate
+Patna,2018-08-08,44.42,,17.24,52.32,24.01,,0.91,15.27,66.4,3.11,34.57,18.76,90.0,Satisfactory
+Patna,2018-08-09,45.02,,21.84,65.15,30.11,,1.03,12.46,68.98,2.71,29.97,16.18,98.0,Satisfactory
+Patna,2018-08-10,60.95,,32.33,78.21,40.88,,1.37,13.15,60.3,2.98,30.72,15.49,105.0,Moderate
+Patna,2018-08-11,80.39,,29.36,70.82,36.15,,1.78,10.84,42.0,3.4,35.69,16.26,153.0,Moderate
+Patna,2018-08-12,66.95,,29.65,73.68,37.07,,1.59,10.84,40.45,3.23,36.94,14.59,140.0,Moderate
+Patna,2018-08-13,59.48,,51.86,84.4,62.27,,2.05,15.98,40.13,3.45,34.94,19.19,113.0,Moderate
+Patna,2018-08-14,61.14,,41.33,85.04,47.08,,1.82,24.07,33.8,3.26,31.7,17.64,122.0,Moderate
+Patna,2018-08-15,44.0,,22.18,53.17,27.22,,1.25,23.49,32.29,2.87,36.92,13.99,97.0,Satisfactory
+Patna,2018-08-16,37.12,,23.83,63.72,30.96,,1.2,22.72,28.27,2.45,33.32,12.58,82.0,Satisfactory
+Patna,2018-08-17,41.99,,22.59,67.01,31.06,,1.16,18.95,31.71,2.63,32.91,13.59,87.0,Satisfactory
+Patna,2018-08-18,65.93,,38.72,102.79,50.13,,1.85,25.63,36.13,3.4,35.7,17.87,108.0,Moderate
+Patna,2018-08-19,53.67,,19.38,71.23,30.19,,1.32,23.94,54.24,3.11,37.16,17.28,113.0,Moderate
+Patna,2018-08-20,40.25,,27.91,61.59,32.87,,1.39,27.3,44.41,3.12,39.8,16.53,100.0,Satisfactory
+Patna,2018-08-21,34.96,,21.28,56.85,27.63,,1.12,26.1,38.71,2.59,37.93,14.03,86.0,Satisfactory
+Patna,2018-08-22,60.08,,15.84,62.34,25.75,,1.29,23.52,37.62,2.96,39.6,13.79,91.0,Satisfactory
+Patna,2018-08-23,56.54,,24.62,74.44,34.21,,1.47,24.58,40.26,2.92,40.96,13.67,105.0,Moderate
+Patna,2018-08-24,67.18,,28.22,86.44,39.51,,1.71,25.58,36.01,3.54,42.4,17.94,122.0,Moderate
+Patna,2018-08-25,54.79,,28.19,68.99,34.96,,1.62,24.18,38.79,3.34,43.56,17.22,105.0,Moderate
+Patna,2018-08-26,55.12,,20.01,52.77,25.81,,1.17,24.33,43.9,3.03,42.18,15.04,107.0,Moderate
+Patna,2018-08-27,48.25,,27.97,62.11,33.05,,1.35,23.76,38.9,3.15,42.76,15.42,98.0,Satisfactory
+Patna,2018-08-28,39.88,,24.68,63.67,31.46,,1.1,25.61,43.08,2.9,36.25,15.1,90.0,Satisfactory
+Patna,2018-08-29,45.77,,22.17,55.96,27.94,,1.04,25.03,46.24,2.38,30.99,12.15,89.0,Satisfactory
+Patna,2018-08-30,70.69,,38.1,69.42,41.1,,1.1,25.23,29.29,3.4,33.18,17.68,123.0,Moderate
+Patna,2018-08-31,52.89,,31.38,81.0,40.02,,1.03,25.04,42.56,3.47,34.6,19.06,106.0,Moderate
+Patna,2018-09-01,51.74,,25.88,66.97,39.83,,1.06,23.2,51.99,3.17,34.28,17.41,97.0,Satisfactory
+Patna,2018-09-02,44.76,,15.41,60.42,25.01,,0.54,22.43,60.39,2.68,38.06,12.84,93.0,Satisfactory
+Patna,2018-09-03,41.48,,23.99,61.41,30.47,,0.76,23.72,47.48,2.59,40.97,11.66,71.0,Satisfactory
+Patna,2018-09-04,46.91,,15.63,59.32,24.84,,0.75,25.16,56.79,2.71,37.2,12.52,83.0,Satisfactory
+Patna,2018-09-05,53.07,,27.25,79.4,37.1,,1.07,20.93,63.92,2.97,40.09,13.53,98.0,Satisfactory
+Patna,2018-09-06,57.02,,20.69,63.25,28.93,,0.87,22.95,59.57,3.32,34.87,17.03,110.0,Moderate
+Patna,2018-09-07,38.81,,20.27,58.4,27.41,,0.61,24.32,64.26,2.64,33.62,14.55,81.0,Satisfactory
+Patna,2018-09-08,62.79,,18.26,66.51,28.32,,0.77,25.23,58.94,2.7,33.33,13.21,85.0,Satisfactory
+Patna,2018-09-09,75.02,,11.31,51.65,20.23,,0.63,24.14,62.32,2.79,37.95,10.57,159.0,Moderate
+Patna,2018-09-10,52.35,,6.16,34.21,12.59,,0.4,19.69,61.46,2.06,38.26,7.64,101.0,Moderate
+Patna,2018-09-11,57.38,,9.91,38.85,16.07,,0.46,31.92,57.12,1.91,32.98,6.87,89.0,Satisfactory
+Patna,2018-09-12,50.11,,7.38,28.31,11.82,,0.29,24.67,57.25,1.83,37.85,6.15,90.0,Satisfactory
+Patna,2018-09-13,56.67,,16.06,51.0,22.73,,0.78,27.39,66.06,1.95,33.29,7.7,96.0,Satisfactory
+Patna,2018-09-14,58.11,,12.1,53.26,21.13,,0.96,18.57,62.03,2.28,35.93,8.63,100.0,Satisfactory
+Patna,2018-09-15,63.78,,26.69,58.81,32.93,,0.94,25.01,78.76,2.3,31.02,8.03,116.0,Moderate
+Patna,2018-09-16,67.67,,10.71,69.19,24.41,,0.81,27.72,77.92,2.47,36.39,7.99,125.0,Moderate
+Patna,2018-09-17,88.56,,10.04,68.9,23.94,,0.93,25.47,89.7,3.37,36.56,10.22,159.0,Moderate
+Patna,2018-09-18,78.46,,12.18,76.7,27.26,,1.03,27.02,87.48,2.8,33.91,11.18,184.0,Moderate
+Patna,2018-09-19,96.29,,18.8,92.5,35.36,,1.4,25.54,87.04,3.24,39.42,13.06,191.0,Moderate
+Patna,2018-09-20,80.58,,30.0,74.02,37.35,,1.35,27.3,56.66,3.72,35.65,17.18,224.0,Poor
+Patna,2018-09-21,32.7,,17.15,44.91,22.03,,0.68,24.72,62.77,2.64,36.96,13.1,98.0,Satisfactory
+Patna,2018-09-22,49.15,,21.93,56.49,27.93,,0.89,24.0,58.28,2.54,37.99,11.96,79.0,Satisfactory
+Patna,2018-09-23,63.65,,10.62,46.64,18.52,,0.67,28.55,58.24,2.59,38.83,10.09,108.0,Moderate
+Patna,2018-09-24,77.5,,10.89,48.48,19.17,,0.9,25.44,62.14,2.76,33.06,11.44,130.0,Moderate
+Patna,2018-09-25,73.45,,11.5,52.75,20.64,,0.88,24.64,73.78,2.7,31.53,11.9,155.0,Moderate
+Patna,2018-09-26,71.6,,4.92,35.6,12.22,,0.51,30.77,63.43,2.86,36.01,11.19,143.0,Moderate
+Patna,2018-09-27,63.83,,7.31,62.2,26.64,,0.9,28.75,110.81,2.2,24.59,8.25,,
+Patna,2018-09-28,81.55,,9.03,71.65,21.99,,1.31,28.69,60.8,2.63,33.34,9.66,147.0,Moderate
+Patna,2018-09-29,86.98,,6.11,47.02,15.89,,1.13,24.1,84.83,2.35,31.29,7.7,183.0,Moderate
+Patna,2018-09-30,75.9,,3.77,27.07,9.3,,0.93,26.73,107.35,2.16,32.93,5.65,191.0,Moderate
+Patna,2018-10-01,71.81,,4.21,25.78,9.23,,0.89,25.87,104.55,2.16,29.03,6.31,166.0,Moderate
+Patna,2018-10-02,85.22,,4.09,20.81,7.86,,1.0,24.49,96.37,2.42,33.72,6.64,181.0,Moderate
+Patna,2018-10-03,103.11,,5.49,29.69,11.02,,1.39,22.79,94.43,2.76,28.42,9.21,209.0,Poor
+Patna,2018-10-04,96.92,,6.0,28.71,11.07,,1.53,22.34,101.69,3.17,30.14,11.24,245.0,Poor
+Patna,2018-10-05,85.68,,9.27,31.08,13.61,,1.49,22.3,83.71,2.97,30.55,11.6,190.0,Moderate
+Patna,2018-10-06,90.95,,6.51,25.34,10.51,,1.28,27.58,94.19,2.85,33.39,8.99,197.0,Moderate
+Patna,2018-10-07,88.59,,6.29,20.9,9.23,,1.14,25.22,101.09,2.67,34.4,7.71,215.0,Poor
+Patna,2018-10-08,107.44,,11.43,25.1,13.44,,1.66,27.25,102.12,3.28,35.68,10.06,224.0,Poor
+Patna,2018-10-09,124.3,,16.12,29.34,17.39,,2.13,27.01,93.41,3.93,36.52,14.79,299.0,Poor
+Patna,2018-10-10,97.3,,18.64,42.25,22.25,,1.48,27.51,78.98,3.72,31.96,15.34,273.0,Poor
+Patna,2018-10-11,67.14,,27.22,49.72,29.4,,1.3,25.25,48.83,2.95,30.6,13.19,186.0,Moderate
+Patna,2018-10-12,40.05,,30.24,50.16,31.33,,1.31,26.52,57.91,2.76,31.16,13.94,109.0,Moderate
+Patna,2018-10-13,60.88,,16.16,43.21,20.99,,1.15,28.37,68.59,2.57,31.06,11.4,153.0,Moderate
+Patna,2018-10-14,78.93,,7.06,35.98,13.6,,1.01,26.71,49.47,2.24,34.18,7.46,141.0,Moderate
+Patna,2018-10-15,104.86,,8.62,45.56,17.04,,1.29,26.54,70.04,2.47,28.87,7.67,221.0,Poor
+Patna,2018-10-16,110.89,,5.51,36.99,12.93,,1.44,26.05,77.0,2.53,28.56,7.28,270.0,Poor
+Patna,2018-10-17,112.96,,12.36,59.61,34.3,,1.89,28.72,64.34,3.21,30.42,10.19,264.0,Poor
+Patna,2018-10-18,125.18,,34.98,81.21,42.26,,2.59,37.04,54.97,3.78,34.64,15.12,301.0,Very Poor
+Patna,2018-10-19,107.26,,23.19,63.53,30.52,,2.0,29.65,58.09,3.23,34.9,12.58,260.0,Poor
+Patna,2018-10-20,120.85,,7.74,33.76,13.44,,1.5,32.91,53.14,3.12,30.35,9.21,284.0,Poor
+Patna,2018-10-21,125.04,,9.46,28.98,13.25,,1.57,32.07,63.49,3.62,42.12,11.05,302.0,Very Poor
+Patna,2018-10-22,141.92,,14.42,25.55,15.36,,1.83,31.31,85.76,3.6,34.33,12.18,309.0,Very Poor
+Patna,2018-10-23,122.46,,12.78,24.62,14.12,,1.83,31.98,90.01,3.8,34.75,14.32,314.0,Very Poor
+Patna,2018-10-24,140.29,,9.5,20.9,11.18,,1.68,35.23,99.7,3.29,27.49,10.68,301.0,Very Poor
+Patna,2018-10-25,147.16,,20.53,25.08,18.94,,2.24,33.53,93.85,3.8,31.26,13.87,323.0,Very Poor
+Patna,2018-10-26,171.12,,26.49,25.59,22.7,,3.07,34.53,142.43,4.47,31.25,19.37,332.0,Very Poor
+Patna,2018-10-27,136.71,,37.13,50.79,37.86,,2.35,26.81,69.53,4.04,30.05,19.03,325.0,Very Poor
+Patna,2018-10-28,132.09,,19.56,31.28,19.96,,1.59,27.37,41.53,3.52,33.06,14.99,316.0,Very Poor
+Patna,2018-10-29,112.07,,18.98,20.31,16.77,,1.66,25.76,41.1,3.49,31.57,14.97,260.0,Poor
+Patna,2018-10-30,137.34,,17.72,15.58,14.79,,1.57,26.47,35.67,3.62,30.54,15.7,302.0,Very Poor
+Patna,2018-10-31,103.19,,21.81,16.93,17.61,,2.0,24.95,56.73,3.43,30.44,16.14,275.0,Poor
+Patna,2018-11-01,155.93,,30.27,14.98,22.24,,2.55,26.5,49.93,4.52,35.53,21.2,311.0,Very Poor
+Patna,2018-11-02,158.76,,19.71,15.05,15.86,,2.32,24.61,53.49,4.29,32.71,18.39,334.0,Very Poor
+Patna,2018-11-03,148.34,,16.1,11.22,12.67,,1.84,28.16,51.42,3.62,31.06,13.87,314.0,Very Poor
+Patna,2018-11-04,170.84,,22.08,8.7,15.65,,2.53,22.35,64.15,4.3,34.96,17.58,336.0,Very Poor
+Patna,2018-11-05,180.68,,30.69,78.14,45.28,,2.33,29.15,51.9,4.38,29.5,18.72,351.0,Very Poor
+Patna,2018-11-06,180.15,,10.64,77.33,26.47,,1.42,31.25,95.46,3.11,26.43,11.05,336.0,Very Poor
+Patna,2018-11-07,258.99,,16.79,61.86,26.2,,1.67,36.17,94.96,2.88,25.61,7.34,371.0,Very Poor
+Patna,2018-11-08,295.52,,9.34,13.56,9.18,,1.67,32.85,66.77,3.92,23.26,9.93,449.0,Severe
+Patna,2018-11-09,186.59,,8.23,12.18,8.15,,1.33,37.44,72.55,2.92,26.21,9.0,372.0,Very Poor
+Patna,2018-11-10,185.14,,9.62,11.49,8.81,,1.56,34.72,79.94,3.28,27.94,11.45,355.0,Very Poor
+Patna,2018-11-11,228.08,,8.86,7.84,7.4,,1.79,29.33,81.01,3.48,30.7,11.51,362.0,Very Poor
+Patna,2018-11-12,235.81,,7.51,5.58,6.0,,1.86,33.72,65.29,3.5,28.69,10.28,395.0,Very Poor
+Patna,2018-11-13,229.06,,6.32,3.26,4.68,,1.69,32.52,86.95,3.11,29.55,7.7,375.0,Very Poor
+Patna,2018-11-14,261.24,,9.03,2.9,6.19,,2.32,31.41,77.28,3.73,30.62,9.74,411.0,Severe
+Patna,2018-11-15,172.82,,22.27,23.75,26.86,,1.68,32.99,123.27,3.19,25.96,12.04,369.0,Very Poor
+Patna,2018-11-16,149.27,,9.64,20.9,11.27,,1.64,34.17,,2.72,26.06,11.15,329.0,Very Poor
+Patna,2018-11-17,135.62,,7.36,14.12,8.13,,1.26,32.77,,2.6,26.31,9.86,321.0,Very Poor
+Patna,2018-11-18,185.02,,19.84,12.83,15.36,,2.59,33.14,,3.26,29.22,11.87,317.0,Very Poor
+Patna,2018-11-19,259.86,,39.28,9.89,26.16,,2.75,34.64,,4.92,31.04,23.74,397.0,Very Poor
+Patna,2018-11-20,275.6,,23.43,5.49,15.47,,3.2,30.7,,4.94,33.37,25.43,404.0,Severe
+Patna,2018-11-21,276.11,,28.63,2.68,16.95,,2.31,38.44,,4.59,30.99,19.97,428.0,Severe
+Patna,2018-11-22,237.86,,31.34,6.07,18.78,,2.92,33.15,,4.91,32.07,23.97,404.0,Severe
+Patna,2018-11-23,214.56,,16.91,12.27,13.41,,2.6,31.94,,3.93,28.01,19.14,377.0,Very Poor
+Patna,2018-11-24,210.55,,13.39,10.83,10.93,,2.55,34.8,,3.32,27.44,11.18,360.0,Very Poor
+Patna,2018-11-25,253.65,,16.19,9.22,12.07,,3.16,33.66,,4.41,30.47,11.74,399.0,Very Poor
+Patna,2018-11-26,260.83,,38.96,6.61,23.81,,3.01,35.12,,5.78,34.65,21.44,405.0,Severe
+Patna,2018-11-27,204.45,,24.01,8.22,16.57,,3.36,42.79,,4.55,29.55,21.89,395.0,Very Poor
+Patna,2018-11-28,161.01,,36.53,27.72,32.01,,2.32,50.93,,3.78,26.09,19.45,326.0,Very Poor
+Patna,2018-11-29,195.57,,27.69,12.48,20.04,,3.58,51.82,,4.0,25.94,18.78,355.0,Very Poor
+Patna,2018-11-30,195.42,,16.81,9.65,12.7,,3.0,45.49,,3.85,26.22,17.72,358.0,Very Poor
+Patna,2018-12-01,251.78,,10.89,7.58,8.57,,2.79,32.36,,3.59,26.4,14.65,371.0,Very Poor
+Patna,2018-12-02,251.83,,14.59,4.56,10.01,,2.95,31.97,,3.77,28.38,14.01,415.0,Severe
+Patna,2018-12-03,260.82,,34.03,23.02,29.59,,2.95,33.19,,4.01,25.22,15.16,395.0,Very Poor
+Patna,2018-12-04,290.17,,58.22,98.74,63.88,,3.68,24.44,,4.69,26.76,20.12,431.0,Severe
+Patna,2018-12-05,289.43,,32.86,114.75,49.65,,2.96,28.69,,4.43,25.65,16.37,416.0,Severe
+Patna,2018-12-06,262.16,,18.95,61.62,27.46,,2.86,24.78,,4.11,27.24,15.11,420.0,Severe
+Patna,2018-12-07,246.52,,10.49,18.31,11.1,,2.89,25.16,,3.68,24.94,14.52,413.0,Severe
+Patna,2018-12-08,282.8,,21.37,40.6,23.45,,2.83,29.52,,3.91,25.25,13.16,404.0,Severe
+Patna,2018-12-09,258.02,,22.99,19.66,18.96,,2.3,46.42,,4.21,27.1,14.26,427.0,Severe
+Patna,2018-12-10,303.44,,33.38,9.16,22.37,,3.5,40.06,,5.45,28.42,24.66,424.0,Severe
+Patna,2018-12-11,253.4,,45.55,44.38,46.74,,2.44,41.9,,4.76,28.61,25.27,425.0,Severe
+Patna,2018-12-12,207.54,,47.87,19.84,31.18,,2.83,43.91,,5.26,28.8,29.33,379.0,Very Poor
+Patna,2018-12-13,234.72,,37.09,20.22,24.74,,2.7,35.35,,5.21,30.52,28.28,392.0,Very Poor
+Patna,2018-12-14,253.49,,18.0,20.57,13.25,,2.09,43.64,,4.41,26.79,20.7,401.0,Severe
+Patna,2018-12-15,159.5,,12.24,20.19,9.65,,1.19,37.27,,3.02,23.89,12.92,354.0,Very Poor
+Patna,2018-12-16,160.16,,13.49,19.21,10.16,,1.29,35.83,,3.02,25.18,11.65,334.0,Very Poor
+Patna,2018-12-17,278.9,,12.92,18.52,9.64,,1.42,37.63,,3.41,22.16,12.52,,
+Patna,2018-12-18,205.41,,12.23,17.36,8.93,,1.16,36.54,,3.3,18.2,11.58,403.0,Severe
+Patna,2018-12-19,120.06,,27.48,39.95,25.13,,1.87,33.23,,3.25,19.65,12.57,311.0,Very Poor
+Patna,2018-12-20,343.85,,14.22,16.5,12.91,,2.76,28.34,,4.2,21.35,14.56,376.0,Very Poor
+Patna,2018-12-21,353.24,,10.97,9.85,9.21,,2.3,28.81,,3.96,24.46,13.13,490.0,Severe
+Patna,2018-12-22,426.71,,20.03,7.84,13.73,,2.08,32.46,,4.11,22.51,15.14,481.0,Severe
+Patna,2018-12-23,283.17,,10.48,6.1,7.94,,2.53,27.61,,3.67,23.47,11.18,490.0,Severe
+Patna,2018-12-24,253.38,,7.14,5.32,5.72,,1.9,33.02,,3.61,25.31,10.06,404.0,Severe
+Patna,2018-12-25,240.54,,6.74,4.75,5.28,,1.82,28.1,,3.06,24.19,8.34,389.0,Very Poor
+Patna,2018-12-26,263.32,,16.2,4.11,10.26,,2.1,34.63,,3.79,26.28,12.58,404.0,Severe
+Patna,2018-12-27,244.4,,12.3,6.01,8.97,,2.24,28.16,,4.11,28.34,15.14,409.0,Severe
+Patna,2018-12-28,203.88,,23.84,11.34,20.82,,1.74,28.76,,3.57,25.35,11.06,372.0,Very Poor
+Patna,2018-12-29,249.73,,62.72,96.82,69.6,,2.61,44.55,15.18,4.12,25.04,13.33,376.0,Very Poor
+Patna,2018-12-30,337.17,,38.91,164.83,62.85,,2.54,25.07,60.97,4.45,25.92,12.04,430.0,Severe
+Patna,2018-12-31,359.32,,40.82,113.29,48.29,,2.8,25.42,70.44,4.58,24.4,12.79,470.0,Severe
+Patna,2019-01-01,436.55,,32.51,21.09,24.91,,2.86,33.82,53.72,5.47,26.65,17.17,539.0,Severe
+Patna,2019-01-02,463.51,,57.56,32.27,45.12,,3.65,31.81,46.44,6.09,31.66,23.23,568.0,Severe
+Patna,2019-01-03,398.93,,29.39,65.46,34.78,,2.61,34.85,56.93,5.11,28.82,19.92,524.0,Severe
+Patna,2019-01-04,376.2,,48.86,44.39,41.14,,2.18,31.78,57.04,4.75,27.82,17.84,501.0,Severe
+Patna,2019-01-05,423.94,,85.64,30.31,59.21,,2.2,36.1,32.31,6.01,30.56,25.27,520.0,Severe
+Patna,2019-01-06,230.07,,27.86,31.34,25.02,,2.14,33.58,41.91,4.9,31.04,24.23,477.0,Severe
+Patna,2019-01-07,214.9,,19.54,26.93,18.83,,1.19,32.0,26.97,3.94,27.38,15.72,359.0,Very Poor
+Patna,2019-01-08,131.75,,7.39,24.25,10.77,,0.37,33.24,42.37,2.9,24.38,10.87,342.0,Very Poor
+Patna,2019-01-09,162.64,,6.93,24.67,10.59,,1.14,32.73,69.1,2.94,24.28,10.18,313.0,Very Poor
+Patna,2019-01-10,241.28,,27.56,20.83,22.04,,1.42,35.12,72.31,3.79,25.48,13.45,354.0,Very Poor
+Patna,2019-01-11,312.38,,33.09,17.02,24.43,,3.15,28.05,63.65,5.11,28.46,21.31,455.0,Severe
+Patna,2019-01-12,300.4,,58.83,26.11,42.11,,2.54,33.52,56.28,4.74,28.76,20.44,424.0,Severe
+Patna,2019-01-13,295.69,,26.42,15.35,19.93,,2.42,33.72,58.98,4.87,30.99,18.76,447.0,Severe
+Patna,2019-01-14,250.19,,5.5,7.88,5.37,,1.03,31.37,85.39,3.26,23.04,11.02,405.0,Severe
+Patna,2019-01-15,122.77,,17.7,27.69,19.78,,0.85,30.88,76.55,2.72,22.28,9.96,349.0,Very Poor
+Patna,2019-01-16,234.01,,24.82,12.69,18.33,,2.56,32.24,33.83,3.67,24.28,14.44,333.0,Very Poor
+Patna,2019-01-17,359.72,,21.95,7.79,15.32,,2.96,32.07,25.2,4.2,25.03,17.1,449.0,Severe
+Patna,2019-01-18,337.78,,13.85,2.82,9.05,,2.48,31.11,29.4,3.98,26.24,14.33,482.0,Severe
+Patna,2019-01-19,277.86,,15.63,22.85,15.29,,2.11,31.81,35.35,3.71,24.46,11.86,443.0,Severe
+Patna,2019-01-20,363.78,,20.84,10.18,14.79,,2.27,36.53,41.42,3.81,24.79,11.12,441.0,Severe
+Patna,2019-01-21,478.16,,51.71,17.36,33.22,,3.41,30.18,38.13,5.35,26.71,20.69,550.0,Severe
+Patna,2019-01-22,313.62,,48.09,188.74,78.51,,1.89,31.23,42.25,4.36,25.3,19.3,525.0,Severe
+Patna,2019-01-23,176.15,,62.02,133.07,74.17,,0.89,43.74,39.51,2.98,21.14,11.72,396.0,Very Poor
+Patna,2019-01-24,133.04,,57.97,122.91,67.0,,1.24,46.97,22.17,2.67,22.77,10.23,281.0,Poor
+Patna,2019-01-25,191.67,,54.13,95.22,57.49,,1.62,45.36,17.91,3.13,23.05,11.69,345.0,Very Poor
+Patna,2019-01-26,177.96,,15.48,33.82,18.15,,1.17,46.11,15.48,2.62,20.65,8.29,352.0,Very Poor
+Patna,2019-01-27,100.17,,6.96,27.08,11.24,,0.59,45.77,30.5,1.89,21.39,6.04,304.0,Very Poor
+Patna,2019-01-28,98.08,,8.21,32.66,13.44,,0.84,43.78,42.17,2.05,21.15,8.37,219.0,Poor
+Patna,2019-01-29,103.89,,5.43,28.28,10.62,,0.66,42.61,72.53,1.88,17.85,6.87,235.0,Poor
+Patna,2019-01-30,135.71,,9.29,27.06,12.64,,1.16,43.42,78.81,2.09,18.39,7.12,257.0,Poor
+Patna,2019-01-31,262.54,,68.88,97.43,67.08,,2.24,46.97,41.73,3.51,21.35,12.12,375.0,Very Poor
+Patna,2019-02-01,293.0,,82.01,111.04,78.51,,2.66,42.2,41.65,3.85,23.47,12.95,412.0,Severe
+Patna,2019-02-02,237.45,,23.97,40.06,24.91,,2.73,42.32,44.55,3.5,22.2,11.51,435.0,Severe
+Patna,2019-02-03,202.97,,9.5,27.64,12.92,,2.07,42.02,67.5,2.57,20.6,7.26,366.0,Very Poor
+Patna,2019-02-04,138.09,,10.45,23.6,12.46,,1.84,45.34,74.99,2.26,18.61,7.74,336.0,Very Poor
+Patna,2019-02-05,151.31,,10.21,23.07,12.17,,1.86,44.51,58.45,2.5,20.27,8.32,318.0,Very Poor
+Patna,2019-02-06,189.49,,13.27,17.14,12.5,,2.43,46.63,70.9,2.68,19.53,8.34,335.0,Very Poor
+Patna,2019-02-07,234.28,,15.53,14.14,13.08,,2.48,44.88,55.76,3.52,22.77,10.4,379.0,Very Poor
+Patna,2019-02-08,119.02,,7.71,9.98,7.26,,1.42,43.89,24.71,2.19,17.92,7.65,344.0,Very Poor
+Patna,2019-02-09,94.6,,25.85,50.29,32.42,,1.25,40.83,38.41,1.69,17.1,6.05,218.0,Poor
+Patna,2019-02-10,101.83,,18.66,96.51,36.31,,1.2,43.17,73.56,1.67,18.97,5.5,208.0,Poor
+Patna,2019-02-11,121.26,,22.73,96.35,38.74,,1.56,43.02,47.5,2.2,20.17,7.23,300.0,Poor
+Patna,2019-02-12,134.59,,52.38,110.55,60.4,,1.73,41.18,49.37,2.23,18.67,7.39,289.0,Poor
+Patna,2019-02-13,164.09,,26.06,93.55,40.03,,1.59,44.72,54.96,2.55,19.26,7.38,329.0,Very Poor
+Patna,2019-02-14,173.68,,15.33,35.66,18.54,,1.52,43.26,44.39,2.46,20.95,7.84,342.0,Very Poor
+Patna,2019-02-15,161.38,,14.94,21.55,14.64,,1.39,42.37,22.13,2.41,21.16,7.91,335.0,Very Poor
+Patna,2019-02-16,83.53,,9.05,17.02,9.9,,0.71,44.13,33.41,1.77,20.64,6.27,264.0,Poor
+Patna,2019-02-17,93.25,,4.25,13.99,6.2,,0.49,41.84,34.57,1.44,18.58,4.72,186.0,Moderate
+Patna,2019-02-18,106.34,,24.49,58.79,30.08,,0.96,43.8,64.25,1.53,15.32,4.57,217.0,Poor
+Patna,2019-02-19,154.22,,48.15,88.51,52.14,,2.43,48.97,65.38,2.65,20.62,8.99,314.0,Very Poor
+Patna,2019-02-20,150.62,,15.93,39.14,19.81,,1.79,45.96,55.67,2.34,19.37,7.77,330.0,Very Poor
+Patna,2019-02-21,144.92,,19.26,36.57,21.16,,2.4,29.84,52.14,2.42,20.39,8.05,312.0,Very Poor
+Patna,2019-02-22,160.57,,18.53,28.96,18.75,,2.34,29.32,53.33,2.75,21.95,9.74,331.0,Very Poor
+Patna,2019-02-23,84.65,,6.53,17.73,8.55,,0.89,29.54,75.03,1.68,19.7,6.06,279.0,Poor
+Patna,2019-02-24,64.36,,4.57,17.12,7.21,,0.72,30.07,117.86,1.34,17.84,4.37,191.0,Moderate
+Patna,2019-02-25,104.8,,15.17,17.95,13.85,,2.01,29.99,76.7,1.98,19.13,8.12,202.0,Poor
+Patna,2019-02-26,170.92,,32.56,13.8,23.23,,1.71,30.61,54.18,2.83,21.81,12.94,311.0,Very Poor
+Patna,2019-02-27,81.31,,28.22,43.82,27.72,,1.13,32.44,69.4,2.33,19.1,10.87,296.0,Poor
+Patna,2019-02-28,46.41,,18.64,72.99,30.21,,0.9,36.22,65.32,1.38,15.46,6.57,112.0,Moderate
+Patna,2019-03-01,70.32,,22.75,96.46,38.79,,1.17,37.23,83.46,1.51,17.08,6.28,130.0,Moderate
+Patna,2019-03-02,127.84,,40.44,113.35,53.89,,1.88,37.21,67.93,2.1,19.09,7.8,255.0,Poor
+Patna,2019-03-03,129.83,,19.04,79.05,32.03,,1.44,36.02,66.71,1.94,19.51,5.71,308.0,Very Poor
+Patna,2019-03-04,98.66,,9.39,49.31,18.47,,1.27,38.55,54.8,1.59,19.55,5.39,266.0,Poor
+Patna,2019-03-05,99.65,,9.99,25.52,12.67,,1.49,38.3,53.49,1.82,19.4,6.79,251.0,Poor
+Patna,2019-03-06,74.15,,7.12,16.45,8.58,,1.19,37.12,65.66,1.55,18.62,6.48,191.0,Moderate
+Patna,2019-03-07,72.62,,5.51,14.51,7.0,,1.03,36.52,101.24,1.35,17.9,4.68,189.0,Moderate
+Patna,2019-03-08,88.98,,7.38,13.9,8.07,,1.46,39.04,71.6,1.57,17.5,5.49,199.0,Moderate
+Patna,2019-03-09,108.14,,12.53,10.13,10.14,,2.0,38.17,82.4,1.73,17.67,5.85,213.0,Poor
+Patna,2019-03-10,140.06,,12.75,6.95,9.54,,1.89,33.56,73.37,2.14,19.01,6.95,316.0,Very Poor
+Patna,2019-03-11,96.84,,11.42,29.18,21.25,,1.43,34.38,75.13,1.64,16.48,5.9,244.0,Poor
+Patna,2019-03-12,105.04,,11.56,20.79,12.4,,1.85,39.54,61.59,2.0,18.09,6.65,241.0,Poor
+Patna,2019-03-13,86.69,,7.01,12.84,7.58,,1.44,39.52,79.7,1.8,18.35,6.48,218.0,Poor
+Patna,2019-03-14,79.54,,5.62,8.74,5.67,,1.22,39.4,95.14,1.6,18.42,5.35,195.0,Moderate
+Patna,2019-03-15,72.44,,14.53,58.78,24.05,,1.26,39.53,61.32,1.59,19.42,5.37,164.0,Moderate
+Patna,2019-03-16,84.57,,18.47,114.64,40.77,,1.12,39.34,91.85,1.56,16.78,5.32,173.0,Moderate
+Patna,2019-03-17,70.48,,13.48,108.16,36.19,,0.91,39.63,112.34,1.33,17.13,3.79,221.0,Poor
+Patna,2019-03-18,78.3,,19.72,115.46,41.85,,1.15,39.69,91.67,1.38,16.27,4.42,174.0,Moderate
+Patna,2019-03-19,86.48,,16.98,120.75,41.57,,1.45,39.62,93.17,1.51,15.84,4.76,206.0,Poor
+Patna,2019-03-20,87.83,,23.58,114.06,50.58,,1.5,48.14,48.6,2.34,22.87,7.05,205.0,Poor
+Patna,2019-03-21,176.31,,66.28,112.88,67.58,,3.93,39.06,51.01,2.32,17.53,5.3,327.0,Very Poor
+Patna,2019-03-22,58.35,,4.61,57.65,17.55,,1.33,43.16,115.5,1.35,15.44,4.3,255.0,Poor
+Patna,2019-03-23,39.08,,4.84,48.61,15.14,,1.12,43.81,139.53,1.07,15.66,2.95,188.0,Moderate
+Patna,2019-03-24,46.72,,4.24,55.77,16.53,,1.28,41.28,112.19,1.2,17.59,3.18,204.0,Poor
+Patna,2019-03-25,56.72,,12.87,68.97,25.27,,1.87,44.59,83.38,1.59,18.45,5.11,182.0,Moderate
+Patna,2019-03-26,59.91,,25.56,44.24,26.9,,2.1,41.82,49.19,1.8,18.14,6.5,134.0,Moderate
+Patna,2019-03-27,61.55,,7.58,14.04,8.24,,1.93,43.31,71.28,1.69,15.75,6.6,165.0,Moderate
+Patna,2019-03-28,82.12,,13.51,10.2,10.82,,2.5,45.72,72.07,1.92,16.98,7.61,201.0,Poor
+Patna,2019-03-29,81.53,,33.94,40.16,37.11,,2.87,43.57,66.48,2.29,17.78,9.31,204.0,Poor
+Patna,2019-03-30,91.88,,15.15,32.58,17.6,,1.95,45.19,95.38,2.43,18.89,9.64,224.0,Poor
+Patna,2019-03-31,78.88,,5.83,3.84,3.21,,1.31,47.54,72.64,1.76,16.99,5.71,192.0,Moderate
+Patna,2019-04-01,46.83,,16.17,89.36,21.86,,1.02,49.33,72.42,1.49,15.04,5.53,149.0,Moderate
+Patna,2019-04-02,61.04,,28.25,77.26,37.15,,1.63,50.18,67.74,1.59,16.22,6.34,132.0,Moderate
+Patna,2019-04-03,85.51,,19.08,66.95,28.91,,1.69,49.52,70.93,2.32,17.52,7.94,188.0,Moderate
+Patna,2019-04-04,52.49,,10.11,43.82,17.48,,1.17,50.39,97.16,1.54,16.39,5.46,178.0,Moderate
+Patna,2019-04-05,51.62,,8.82,20.01,10.53,,1.12,49.96,64.55,1.54,17.15,5.61,108.0,Moderate
+Patna,2019-04-06,49.34,,20.33,26.7,21.5,,0.91,49.93,49.47,1.43,16.43,5.49,94.0,Satisfactory
+Patna,2019-04-07,33.27,,12.0,60.42,22.93,,0.78,43.2,92.9,1.12,16.27,4.43,140.0,Moderate
+Patna,2019-04-08,46.79,,11.96,42.92,18.38,,1.22,44.3,73.77,1.49,15.19,5.91,121.0,Moderate
+Patna,2019-04-09,53.38,,8.94,16.24,9.63,,1.08,40.62,64.17,1.54,15.45,5.93,111.0,Moderate
+Patna,2019-04-10,32.98,,18.92,59.06,30.7,,1.03,41.97,87.3,1.42,14.66,5.43,133.0,Moderate
+Patna,2019-04-11,59.64,,12.74,61.67,23.7,,1.23,41.13,83.29,1.55,17.45,5.54,136.0,Moderate
+Patna,2019-04-12,63.03,,9.41,29.47,13.34,,1.33,42.57,73.94,1.62,16.86,5.86,147.0,Moderate
+Patna,2019-04-13,66.67,,7.24,13.74,7.95,,1.18,37.59,64.35,1.57,17.24,5.1,148.0,Moderate
+Patna,2019-04-14,45.75,,6.8,12.23,7.29,,0.94,40.85,96.07,1.33,16.63,4.26,171.0,Moderate
+Patna,2019-04-15,53.35,,8.09,9.58,7.38,,1.24,41.38,81.18,1.46,16.6,5.47,141.0,Moderate
+Patna,2019-04-16,55.69,,9.09,26.34,12.34,,1.1,43.59,56.73,1.35,14.22,4.68,116.0,Moderate
+Patna,2019-04-17,36.33,,6.19,19.86,8.9,,1.04,46.52,74.02,1.09,13.41,4.19,98.0,Satisfactory
+Patna,2019-04-18,39.54,,7.74,17.21,9.14,,1.37,44.28,84.49,1.13,14.83,4.51,135.0,Moderate
+Patna,2019-04-19,43.79,,5.44,13.6,6.83,,1.08,38.93,119.27,1.1,13.55,4.84,187.0,Moderate
+Patna,2019-04-20,46.48,,43.52,99.97,58.5,,1.83,44.6,111.35,1.22,14.17,4.79,224.0,Poor
+Patna,2019-04-21,73.24,,60.76,155.4,77.1,,2.06,42.43,81.17,1.95,18.65,7.45,189.0,Moderate
+Patna,2019-04-22,52.32,,15.83,95.0,34.22,,1.35,44.15,99.2,1.38,14.17,5.44,127.0,Moderate
+Patna,2019-04-23,47.92,,12.12,68.7,25.15,,1.31,44.41,95.66,1.34,14.19,4.9,144.0,Moderate
+Patna,2019-04-24,54.04,,17.3,73.4,29.51,,1.63,44.97,98.1,1.62,16.5,6.38,167.0,Moderate
+Patna,2019-04-25,62.99,,9.98,61.02,21.86,,1.37,43.39,108.7,1.7,14.77,6.36,204.0,Poor
+Patna,2019-04-26,54.04,,7.88,46.37,16.79,,0.84,43.12,103.18,1.5,14.16,5.72,160.0,Moderate
+Patna,2019-04-27,63.02,,9.27,32.89,14.14,,0.88,42.1,78.79,1.63,15.71,6.0,153.0,Moderate
+Patna,2019-04-28,73.54,,9.77,26.35,12.75,,0.81,41.76,92.73,1.56,15.08,5.12,197.0,Moderate
+Patna,2019-04-29,59.06,,18.4,42.28,29.26,,1.1,42.32,66.4,1.7,14.34,5.93,168.0,Moderate
+Patna,2019-04-30,62.46,,8.96,22.41,11.25,,0.97,47.86,63.71,1.75,14.61,6.78,167.0,Moderate
+Patna,2019-05-01,52.69,,7.04,14.51,8.03,,0.66,43.62,74.07,1.46,15.33,5.34,149.0,Moderate
+Patna,2019-05-02,49.57,,6.93,11.9,7.29,,0.65,43.48,74.05,1.44,15.35,5.1,133.0,Moderate
+Patna,2019-05-03,36.0,,7.81,8.24,6.87,,0.47,45.04,34.61,1.3,14.76,4.83,84.0,Satisfactory
+Patna,2019-05-04,29.39,,6.16,7.1,5.58,,0.21,42.71,63.17,0.97,14.28,3.27,106.0,Moderate
+Patna,2019-05-05,43.15,,7.04,11.64,7.28,,0.61,43.0,89.58,1.16,14.18,4.23,181.0,Moderate
+Patna,2019-05-06,72.28,,8.76,13.55,8.82,,1.11,44.82,86.5,1.6,15.17,5.99,186.0,Moderate
+Patna,2019-05-07,79.01,,11.78,11.51,10.13,,1.43,43.9,72.09,1.77,15.36,6.39,210.0,Poor
+Patna,2019-05-08,78.57,,6.85,5.45,5.57,,1.33,39.86,71.68,1.88,16.32,6.97,190.0,Moderate
+Patna,2019-05-09,75.52,,26.69,31.84,38.22,,1.78,44.01,69.09,1.84,15.1,7.04,202.0,Poor
+Patna,2019-05-10,81.05,,18.5,13.49,14.72,,2.66,44.18,67.37,2.37,17.65,8.91,223.0,Poor
+Patna,2019-05-11,73.39,,21.66,20.79,21.36,,1.22,35.46,70.82,1.62,12.78,5.39,200.0,Moderate
+Patna,2019-05-12,70.44,,8.16,17.9,9.58,,1.56,32.82,73.6,1.32,14.03,3.65,210.0,Poor
+Patna,2019-05-13,65.06,,7.37,10.79,7.26,,1.74,34.89,73.23,1.61,15.93,5.3,151.0,Moderate
+Patna,2019-05-14,61.86,,7.79,7.83,6.75,,1.65,36.38,94.24,1.74,15.76,6.27,186.0,Moderate
+Patna,2019-05-15,53.43,,6.42,5.63,5.36,,1.31,42.73,119.7,1.43,14.04,5.63,209.0,Poor
+Patna,2019-05-16,51.32,,6.33,4.09,4.9,,1.32,42.12,101.14,1.46,14.79,5.16,156.0,Moderate
+Patna,2019-05-17,54.79,,7.74,4.16,5.77,,1.47,44.15,79.0,1.5,15.45,5.42,147.0,Moderate
+Patna,2019-05-18,47.77,,7.45,4.41,5.66,,1.39,42.91,100.67,1.28,13.95,4.93,166.0,Moderate
+Patna,2019-05-19,34.67,,4.63,3.2,3.58,,0.83,41.63,114.95,0.83,12.33,2.79,220.0,Poor
+Patna,2019-05-20,57.49,,9.55,5.96,6.62,,1.88,44.89,85.22,1.53,13.57,4.68,212.0,Poor
+Patna,2019-05-21,66.9,,19.44,31.33,23.64,,1.71,36.21,88.87,1.84,14.84,6.87,200.0,Moderate
+Patna,2019-05-22,63.96,,6.41,13.3,7.34,,1.37,37.42,67.5,1.51,13.92,5.56,132.0,Moderate
+Patna,2019-05-23,44.89,,4.88,5.37,4.35,,1.14,37.05,105.01,1.2,13.29,4.41,166.0,Moderate
+Patna,2019-05-24,47.48,,6.33,4.67,5.06,,1.37,35.21,50.18,1.34,13.56,5.0,100.0,Satisfactory
+Patna,2019-05-25,46.78,,6.7,4.27,5.17,,1.37,36.1,43.51,1.46,13.72,5.37,93.0,Satisfactory
+Patna,2019-05-26,48.28,,7.69,5.97,6.21,,1.32,36.13,72.42,1.33,15.0,4.04,166.0,Moderate
+Patna,2019-05-27,77.49,,14.26,6.58,10.36,,2.44,36.05,80.79,1.99,16.43,6.87,196.0,Moderate
+Patna,2019-05-28,56.77,,8.86,2.71,6.03,,1.9,35.35,72.67,2.01,16.09,7.62,180.0,Moderate
+Patna,2019-05-29,49.83,,6.5,2.48,4.56,,1.47,38.26,67.09,1.58,14.48,6.19,167.0,Moderate
+Patna,2019-05-30,48.41,,5.32,1.93,3.66,,1.12,38.52,110.97,1.39,14.16,5.19,169.0,Moderate
+Patna,2019-05-31,31.34,,10.54,13.94,11.58,,0.99,39.09,125.18,1.2,13.63,4.79,205.0,Poor
+Patna,2019-06-01,42.86,,3.88,9.42,4.78,,1.26,49.59,75.68,1.3,14.66,4.7,112.0,Moderate
+Patna,2019-06-02,34.21,,3.07,5.85,3.35,,1.05,43.81,91.97,1.09,14.24,4.25,136.0,Moderate
+Patna,2019-06-03,35.77,,4.72,4.74,4.11,,1.29,43.49,58.13,1.26,14.47,5.1,97.0,Satisfactory
+Patna,2019-06-04,36.8,,4.5,4.71,3.95,,1.3,44.29,76.52,1.38,13.79,5.96,128.0,Moderate
+Patna,2019-06-05,46.92,,6.28,8.92,12.06,,1.06,44.91,62.49,1.07,10.66,4.32,100.0,Satisfactory
+Patna,2019-06-06,43.46,,6.15,8.43,5.91,,1.13,42.73,82.54,1.19,7.56,4.89,115.0,Moderate
+Patna,2019-06-07,43.25,,7.13,5.51,5.76,,1.16,45.56,73.88,1.21,8.13,5.28,121.0,Moderate
+Patna,2019-06-08,40.57,,6.37,4.65,5.07,,1.14,42.76,90.52,1.37,8.94,5.94,158.0,Moderate
+Patna,2019-06-09,40.92,,5.47,4.23,4.41,,1.0,43.71,103.98,1.18,7.31,4.41,180.0,Moderate
+Patna,2019-06-10,57.1,,6.87,2.97,4.89,,1.39,46.73,96.62,1.48,8.57,5.95,155.0,Moderate
+Patna,2019-06-11,40.7,,6.58,2.39,4.61,,1.29,40.63,113.46,1.4,8.71,6.0,182.0,Moderate
+Patna,2019-06-12,41.25,,6.82,1.95,4.54,,1.21,45.04,81.42,1.39,8.03,5.56,133.0,Moderate
+Patna,2019-06-13,46.4,,28.98,76.12,44.91,,1.26,36.63,88.95,1.5,8.65,6.31,184.0,Moderate
+Patna,2019-06-14,59.45,,18.11,124.91,43.34,,1.35,34.02,90.2,1.81,10.15,7.17,200.0,Moderate
+Patna,2019-06-15,69.96,,10.95,42.51,17.65,,1.6,38.17,87.72,1.98,9.91,6.9,216.0,Poor
+Patna,2019-06-16,57.0,,6.18,5.59,5.19,,1.08,40.64,103.83,1.31,6.98,4.91,172.0,Moderate
+Patna,2019-06-17,51.48,,6.11,4.51,4.87,,1.14,43.87,102.74,1.16,6.89,4.95,,
+Patna,2019-06-18,35.68,,9.13,32.21,17.59,,1.09,44.85,105.03,1.17,7.32,5.52,198.0,Moderate
+Patna,2019-06-19,48.61,,11.66,40.72,17.62,,1.48,38.38,80.71,1.41,7.98,5.8,142.0,Moderate
+Patna,2019-06-20,51.91,,6.71,21.72,9.69,,1.03,43.66,87.4,1.35,7.44,6.06,120.0,Moderate
+Patna,2019-06-21,43.05,,6.99,26.81,11.19,,0.96,43.05,79.18,1.2,6.36,4.61,125.0,Moderate
+Patna,2019-06-22,33.43,,27.12,62.72,30.12,,1.63,41.78,40.62,1.07,6.55,4.72,108.0,Moderate
+Patna,2019-06-23,34.24,,22.82,110.29,42.4,,1.03,41.09,49.23,1.16,7.03,5.02,104.0,Moderate
+Patna,2019-06-24,35.11,,15.63,107.12,37.23,,0.99,40.85,63.56,1.11,6.41,4.59,89.0,Satisfactory
+Patna,2019-06-25,58.89,,13.31,130.09,41.76,,1.21,36.54,72.63,1.15,5.89,4.16,93.0,Satisfactory
+Patna,2019-06-26,51.05,,19.02,100.42,49.58,,1.31,40.78,65.37,1.25,6.97,5.61,115.0,Moderate
+Patna,2019-06-27,38.19,,10.86,81.67,27.73,,1.7,38.27,68.62,0.94,5.47,4.12,111.0,Moderate
+Patna,2019-06-28,48.72,,14.0,110.8,37.19,,1.87,42.05,66.63,1.11,6.3,4.47,150.0,Moderate
+Patna,2019-06-29,47.26,,10.32,96.32,31.22,,1.47,40.25,61.99,1.19,6.85,4.78,117.0,Moderate
+Patna,2019-06-30,46.94,,14.29,64.57,25.39,,1.24,41.75,44.53,1.22,6.68,4.4,93.0,Satisfactory
+Patna,2019-07-01,52.42,,27.94,40.5,27.46,,1.98,39.05,45.34,1.62,8.88,7.26,113.0,Moderate
+Patna,2019-07-02,26.54,,13.98,37.12,18.09,,1.31,38.73,33.92,1.42,8.77,7.07,106.0,Moderate
+Patna,2019-07-03,28.36,,9.7,29.2,13.45,,1.29,39.41,37.78,1.28,7.85,6.32,91.0,Satisfactory
+Patna,2019-07-04,30.29,,8.13,17.13,9.37,,1.33,40.41,41.17,1.25,7.66,5.94,92.0,Satisfactory
+Patna,2019-07-05,38.58,,26.85,58.34,41.43,,1.38,38.71,47.56,1.44,8.08,6.06,101.0,Moderate
+Patna,2019-07-06,28.35,,24.1,72.32,33.35,,1.26,38.72,48.25,1.27,7.53,5.54,93.0,Satisfactory
+Patna,2019-07-07,21.55,,25.67,55.05,29.84,,1.15,41.43,50.11,1.02,6.15,4.52,84.0,Satisfactory
+Patna,2019-07-08,31.08,,22.68,67.18,31.15,,1.35,42.36,50.54,1.21,6.89,5.3,96.0,Satisfactory
+Patna,2019-07-09,25.31,,23.9,59.3,29.84,,1.38,40.71,54.37,1.17,7.24,5.41,101.0,Moderate
+Patna,2019-07-10,22.25,,7.8,42.71,15.78,,0.78,39.39,55.5,0.81,5.2,3.81,87.0,Satisfactory
+Patna,2019-07-11,22.96,,11.72,37.84,24.83,,0.7,45.34,52.73,0.58,3.8,2.89,78.0,Satisfactory
+Patna,2019-07-12,34.54,,19.44,64.18,28.42,,1.24,42.24,35.66,1.08,6.62,4.78,79.0,Satisfactory
+Patna,2019-07-13,27.84,,17.07,56.03,28.32,,0.92,39.76,37.84,0.93,5.52,4.12,83.0,Satisfactory
+Patna,2019-07-14,27.66,,5.47,45.62,15.13,,0.9,41.62,26.32,0.66,4.73,2.4,69.0,Satisfactory
+Patna,2019-07-15,37.65,,10.85,63.5,23.04,,1.48,40.31,26.21,0.92,5.49,3.75,91.0,Satisfactory
+Patna,2019-07-16,39.99,,19.91,69.44,30.06,,1.95,42.77,33.6,1.34,7.82,5.57,107.0,Moderate
+Patna,2019-07-17,39.48,,9.32,25.18,12.18,,1.65,42.33,40.94,1.22,7.78,5.51,108.0,Moderate
+Patna,2019-07-18,45.33,,10.7,17.48,11.02,,2.08,44.1,55.89,1.25,7.08,5.22,106.0,Moderate
+Patna,2019-07-19,45.33,,9.19,25.74,12.24,,1.94,39.09,54.92,1.35,7.51,5.47,112.0,Moderate
+Patna,2019-07-20,38.89,,10.59,15.83,10.52,,1.77,42.95,35.35,1.22,6.97,5.37,104.0,Moderate
+Patna,2019-07-21,35.29,,6.06,16.08,7.83,,1.58,45.66,42.55,1.09,6.16,4.62,100.0,Satisfactory
+Patna,2019-07-22,40.72,,8.58,29.4,19.66,,1.46,39.44,46.39,1.14,6.47,4.62,109.0,Moderate
+Patna,2019-07-23,41.09,,20.1,73.0,31.1,,1.07,50.11,48.39,1.07,6.18,4.31,102.0,Moderate
+Patna,2019-07-24,32.74,,7.12,37.66,14.08,,0.76,47.5,49.1,0.74,4.59,3.18,85.0,Satisfactory
+Patna,2019-07-25,28.02,,4.56,32.94,11.29,,0.65,48.65,55.26,0.71,4.19,2.89,83.0,Satisfactory
+Patna,2019-07-26,37.96,,13.16,45.64,19.8,,1.13,50.26,53.29,1.14,6.5,4.35,103.0,Moderate
+Patna,2019-07-27,24.6,,11.42,26.21,13.71,,1.05,48.63,55.79,1.0,6.23,4.39,108.0,Moderate
+Patna,2019-07-28,19.6,,8.07,24.2,11.16,,0.85,46.38,50.14,0.87,5.69,3.61,93.0,Satisfactory
+Patna,2019-07-29,21.78,,9.59,23.23,11.84,,1.02,47.08,46.57,0.97,6.41,4.38,90.0,Satisfactory
+Patna,2019-07-30,24.54,,7.3,20.1,9.63,,1.08,50.09,53.02,1.03,6.94,4.98,95.0,Satisfactory
+Patna,2019-07-31,27.05,,6.02,17.07,8.08,,1.04,48.48,60.18,1.02,6.3,4.4,94.0,Satisfactory
+Patna,2019-08-01,35.84,,7.17,16.74,8.69,,1.34,50.54,72.16,1.16,7.14,4.9,96.0,Satisfactory
+Patna,2019-08-02,37.57,,7.76,12.53,7.96,,1.37,51.84,79.81,1.22,7.75,5.68,102.0,Moderate
+Patna,2019-08-03,31.88,,6.91,13.6,7.71,,1.32,49.81,69.47,1.35,8.22,6.43,120.0,Moderate
+Patna,2019-08-04,31.26,,5.45,13.09,6.69,,1.11,49.05,55.96,1.03,6.69,4.8,101.0,Moderate
+Patna,2019-08-05,38.7,,31.73,41.05,36.34,,1.6,46.54,52.84,1.48,8.69,6.92,106.0,Moderate
+Patna,2019-08-06,35.82,,31.65,73.18,38.16,,2.22,47.05,57.34,1.36,8.53,7.13,145.0,Moderate
+Patna,2019-08-07,21.87,,16.8,46.8,22.31,,1.77,44.93,70.01,1.11,8.6,6.76,109.0,Moderate
+Patna,2019-08-08,14.27,,31.98,72.69,35.03,,1.74,45.77,45.29,1.13,8.05,5.32,,
+Patna,2019-08-09,23.56,,35.62,73.73,40.7,,2.12,47.81,55.99,1.13,7.72,5.5,112.0,Moderate
+Patna,2019-08-10,31.5,,27.48,79.95,37.37,,2.02,48.63,53.86,1.07,7.2,5.47,116.0,Moderate
+Patna,2019-08-11,36.64,,23.31,69.91,32.25,,2.14,46.88,52.47,1.19,7.49,4.95,116.0,Moderate
+Patna,2019-08-12,29.67,,14.42,56.68,23.43,,1.8,46.27,61.11,0.89,5.88,4.02,148.0,Moderate
+Patna,2019-08-13,18.34,,21.78,46.85,25.35,,1.91,50.74,47.51,1.09,7.34,5.33,121.0,Moderate
+Patna,2019-08-14,21.73,,25.79,44.17,30.15,,1.34,36.43,46.23,1.13,7.22,5.43,103.0,Moderate
+Patna,2019-08-15,29.84,,12.27,37.9,17.26,,1.14,47.15,47.99,1.1,6.89,4.96,90.0,Satisfactory
+Patna,2019-08-16,28.04,,12.3,28.46,14.84,,1.44,50.33,54.32,1.18,7.27,5.31,96.0,Satisfactory
+Patna,2019-08-17,39.24,,8.71,23.98,11.49,,1.51,51.44,55.98,1.4,8.63,6.86,100.0,Satisfactory
+Patna,2019-08-18,42.17,,9.99,13.31,9.51,,1.56,47.16,58.74,1.41,8.35,6.22,101.0,Moderate
+Patna,2019-08-19,28.88,,9.86,13.42,9.46,,1.65,49.93,58.24,1.44,8.68,6.9,122.0,Moderate
+Patna,2019-08-20,43.26,,11.44,19.48,11.99,,1.85,50.15,51.6,1.61,9.54,7.81,113.0,Moderate
+Patna,2019-08-21,41.19,,9.25,15.58,9.64,,1.6,50.55,57.35,1.48,8.94,7.16,107.0,Moderate
+Patna,2019-08-22,46.77,,10.61,14.76,10.26,,1.66,50.2,83.8,1.67,10.1,8.17,126.0,Moderate
+Patna,2019-08-23,34.23,,4.95,11.16,5.89,,0.98,49.91,43.71,1.2,7.27,5.61,86.0,Satisfactory
+Patna,2019-08-24,24.31,,32.29,26.56,31.8,,1.16,48.39,45.82,1.23,7.77,5.78,92.0,Satisfactory
+Patna,2019-08-25,25.84,,23.71,57.14,29.18,,1.17,49.99,50.92,1.16,7.54,5.38,93.0,Satisfactory
+Patna,2019-08-26,42.28,,35.98,81.22,42.86,,1.75,50.99,49.24,1.44,8.94,7.05,114.0,Moderate
+Patna,2019-08-27,34.9,,25.05,65.26,32.09,,1.38,51.05,44.39,1.26,8.18,6.19,108.0,Moderate
+Patna,2019-08-28,47.01,,11.78,43.94,18.53,,1.3,51.21,49.99,1.25,7.58,5.75,92.0,Satisfactory
+Patna,2019-08-29,47.0,,17.67,24.8,17.15,,1.89,49.11,67.37,1.49,8.92,7.89,107.0,Moderate
+Patna,2019-08-30,49.88,,12.05,20.29,12.56,,1.97,51.37,85.47,1.52,9.12,7.46,115.0,Moderate
+Patna,2019-08-31,52.66,,6.39,16.81,8.23,,1.25,55.2,97.86,1.24,7.4,5.44,144.0,Moderate
+Patna,2019-09-01,53.19,,4.94,9.02,5.33,,0.91,55.14,142.3,1.08,6.0,4.29,200.0,Moderate
+Patna,2019-09-02,46.19,,59.67,118.9,66.99,,2.61,55.33,82.8,1.77,11.83,9.48,87.0,Satisfactory
+Patna,2019-09-03,41.09,,30.6,84.38,40.43,,1.46,54.16,102.6,1.34,8.19,6.15,155.0,Moderate
+Patna,2019-09-04,36.88,,33.2,75.3,39.64,,1.25,57.88,91.09,1.21,7.85,6.07,135.0,Moderate
+Patna,2019-09-05,36.84,,39.71,76.49,45.22,,1.16,52.9,52.72,1.26,8.04,6.41,103.0,Moderate
+Patna,2019-09-06,37.17,,28.89,74.28,36.76,,1.26,38.81,64.06,1.17,7.48,5.45,138.0,Moderate
+Patna,2019-09-07,36.3,,23.48,63.46,30.69,,1.07,41.28,67.47,1.09,6.82,5.23,179.0,Moderate
+Patna,2019-09-08,33.21,,18.34,53.07,24.87,,0.83,47.75,80.95,0.91,5.88,3.84,160.0,Moderate
+Patna,2019-09-09,50.64,,27.76,65.89,33.91,,1.32,52.82,116.51,1.18,6.95,5.38,181.0,Moderate
+Patna,2019-09-10,50.89,,19.31,73.32,30.71,,1.32,55.74,,2.0,10.05,6.74,98.0,Satisfactory
+Patna,2019-09-11,53.94,,43.03,78.9,46.51,,1.67,43.62,,14.67,56.73,62.9,109.0,Moderate
+Patna,2019-09-12,31.61,,23.31,61.76,30.12,,1.01,46.06,,15.47,67.03,53.19,98.0,Satisfactory
+Patna,2019-09-13,35.74,,32.53,61.48,35.64,,0.8,45.57,,15.99,65.43,60.4,72.0,Satisfactory
+Patna,2019-09-14,42.49,,28.02,76.49,36.8,,1.89,46.24,,16.92,70.06,64.5,68.0,Satisfactory
+Patna,2019-09-15,52.05,,22.29,72.68,32.34,,1.25,45.51,,8.88,34.79,29.18,94.0,Satisfactory
+Patna,2019-09-16,52.86,,27.63,75.52,36.32,,1.47,46.72,,10.46,38.51,38.85,109.0,Moderate
+Patna,2019-09-17,43.77,,25.13,57.04,33.14,,1.35,48.27,,8.68,34.08,30.21,105.0,Moderate
+Patna,2019-09-18,28.09,,37.39,70.15,40.86,,2.61,55.29,,8.51,37.23,39.22,102.0,Moderate
+Patna,2019-09-19,40.15,,38.5,75.95,43.03,,2.04,53.62,,10.29,42.96,44.33,114.0,Moderate
+Patna,2019-09-20,46.77,,32.86,75.07,50.24,,1.53,52.74,,8.99,36.85,34.57,101.0,Moderate
+Patna,2019-09-21,47.3,,38.97,87.01,46.18,,1.66,48.44,,9.81,40.05,40.39,109.0,Moderate
+Patna,2019-09-22,36.47,,24.98,65.54,32.13,,1.19,46.92,,8.14,34.17,28.63,95.0,Satisfactory
+Patna,2019-09-23,50.3,,27.85,84.54,38.78,,1.58,49.13,,10.78,41.13,38.34,97.0,Satisfactory
+Patna,2019-09-24,47.28,,23.78,66.1,31.56,,1.16,49.37,,8.09,32.54,27.24,97.0,Satisfactory
+Patna,2019-09-25,27.46,,22.0,39.59,23.6,,0.79,46.43,,0.0,0.0,0.0,72.0,Satisfactory
+Patna,2019-09-26,29.0,,16.55,31.88,18.3,,0.77,46.68,,0.0,0.0,0.0,65.0,Satisfactory
+Patna,2019-09-27,28.33,,13.44,24.5,14.5,,0.89,46.41,,0.0,0.0,0.0,70.0,Satisfactory
+Patna,2019-09-28,20.58,,7.44,15.2,8.34,,0.54,47.0,,0.0,0.0,0.0,69.0,Satisfactory
+Patna,2019-09-29,20.74,,5.49,13.35,6.78,,0.47,47.79,,0.0,0.0,0.0,60.0,Satisfactory
+Patna,2019-09-30,27.64,,7.43,15.0,8.39,,0.88,49.61,,0.0,0.0,0.0,70.0,Satisfactory
+Patna,2019-10-01,31.0,,33.68,46.08,35.97,,1.24,54.38,,,,,87.0,Satisfactory
+Patna,2019-10-02,45.73,,18.73,63.18,27.73,,1.04,61.27,,,,,85.0,Satisfactory
+Patna,2019-10-03,50.6,,16.28,51.14,23.13,,1.17,58.14,,,,,94.0,Satisfactory
+Patna,2019-10-04,47.01,,32.08,62.46,39.01,,1.5,54.38,,,,,105.0,Moderate
+Patna,2019-10-05,65.32,,28.39,85.02,39.17,,1.8,52.3,,,,,114.0,Moderate
+Patna,2019-10-06,66.62,,13.4,49.98,21.07,,1.39,48.63,,,,,119.0,Moderate
+Patna,2019-10-07,49.6,,5.21,24.74,9.56,,1.36,46.43,,,,,,
+Patna,2019-10-08,,,,,,,,,,,,,,
+Patna,2019-10-09,43.82,,9.52,21.0,11.22,,1.64,49.79,,,,,,
+Patna,2019-10-10,52.77,,14.19,45.07,32.02,,1.5,56.89,,,,,103.0,Moderate
+Patna,2019-10-11,59.78,,14.61,60.23,24.47,,1.49,57.73,41.63,,,,107.0,Moderate
+Patna,2019-10-12,63.01,,11.03,50.2,19.69,,1.71,58.81,45.64,,,,107.0,Moderate
+Patna,2019-10-13,75.29,,6.5,27.74,11.14,,1.09,59.63,28.21,,,,120.0,Moderate
+Patna,2019-10-14,86.29,,23.56,41.38,25.01,,4.14,60.58,29.83,,,,,
+Patna,2019-10-15,89.38,,26.73,30.85,24.2,,2.93,57.14,36.0,,,,185.0,Moderate
+Patna,2019-10-16,107.92,,26.33,24.57,22.33,,3.29,58.25,31.98,,,,225.0,Poor
+Patna,2019-10-17,130.74,,16.0,24.34,16.01,,2.88,60.34,39.02,28.55,123.36,170.37,299.0,Poor
+Patna,2019-10-18,145.0,,48.0,36.81,43.66,,2.67,55.87,41.52,22.83,82.66,105.76,313.0,Very Poor
+Patna,2019-10-19,126.19,,12.1,46.95,19.48,,0.96,73.04,70.63,15.27,56.29,59.13,314.0,Very Poor
+Patna,2019-10-20,75.27,,7.45,21.08,9.97,,1.25,72.53,57.61,12.14,42.41,38.5,204.0,Poor
+Patna,2019-10-21,144.86,,5.12,14.51,6.67,,1.19,69.45,64.78,10.71,31.7,24.54,237.0,Poor
+Patna,2019-10-22,138.71,,4.61,26.61,13.23,,1.23,53.8,86.75,11.58,31.21,21.88,329.0,Very Poor
+Patna,2019-10-23,144.21,,7.94,27.71,11.99,,1.59,51.61,68.19,16.28,50.96,46.74,308.0,Very Poor
+Patna,2019-10-24,134.29,,9.14,18.27,10.0,,1.69,52.31,64.03,15.62,52.85,41.88,330.0,Very Poor
+Patna,2019-10-25,56.25,,9.26,14.24,9.3,,0.96,51.41,60.76,11.29,45.26,41.68,163.0,Moderate
+Patna,2019-10-26,53.88,,7.07,12.5,7.47,,0.69,51.98,59.31,10.29,36.59,30.37,113.0,Moderate
+Patna,2019-10-27,136.29,,7.21,11.68,7.35,,0.87,72.29,60.14,11.56,29.44,21.36,160.0,Moderate
+Patna,2019-10-28,268.5,,11.24,27.94,14.11,,1.59,62.87,67.57,16.1,46.61,40.25,408.0,Severe
+Patna,2019-10-29,202.96,,18.22,26.12,17.68,,2.17,69.38,63.16,17.09,53.86,50.18,364.0,Very Poor
+Patna,2019-10-30,191.01,,21.07,24.33,19.08,,2.29,60.47,61.18,18.94,69.14,73.39,364.0,Very Poor
+Patna,2019-10-31,175.6,,15.18,22.88,15.13,,1.69,67.27,71.28,15.54,50.15,45.97,346.0,Very Poor
+Patna,2019-11-01,241.85,,16.92,23.4,16.21,,2.95,68.51,63.67,14.52,43.35,39.44,356.0,Very Poor
+Patna,2019-11-02,277.48,,20.09,19.97,17.36,,2.76,61.83,52.53,13.94,39.51,39.05,425.0,Severe
+Patna,2019-11-03,271.56,,12.6,20.2,12.88,,2.2,66.6,72.26,11.08,28.82,19.9,419.0,Severe
+Patna,2019-11-04,232.45,,11.56,20.68,12.37,,1.79,64.74,86.33,9.04,22.54,13.93,395.0,Very Poor
+Patna,2019-11-05,248.06,,14.75,21.94,14.63,,2.11,64.97,68.85,9.93,29.16,24.93,416.0,Severe
+Patna,2019-11-06,181.24,,14.68,23.49,14.99,,1.76,66.24,91.81,8.52,26.35,24.03,349.0,Very Poor
+Patna,2019-11-07,181.71,,22.69,23.75,19.75,,2.43,64.57,78.19,10.99,37.79,43.15,346.0,Very Poor
+Patna,2019-11-08,202.0,,28.08,20.49,22.23,,2.61,66.01,51.07,13.14,48.66,58.56,367.0,Very Poor
+Patna,2019-11-09,126.4,,45.64,67.53,44.34,,1.62,57.23,43.33,10.17,38.1,41.3,328.0,Very Poor
+Patna,2019-11-10,101.6,,49.57,99.05,55.73,,1.35,55.44,53.98,8.19,31.14,32.14,265.0,Poor
+Patna,2019-11-11,129.03,,25.06,95.33,39.18,,0.86,62.79,86.13,7.09,21.75,17.4,282.0,Poor
+Patna,2019-11-12,158.7,,67.77,121.62,72.61,,1.99,62.22,90.88,9.3,31.95,35.88,309.0,Very Poor
+Patna,2019-11-13,233.2,,79.64,113.8,75.81,,1.95,72.33,77.64,12.3,41.17,46.92,358.0,Very Poor
+Patna,2019-11-14,218.57,,77.88,107.39,74.46,,2.12,65.75,73.26,11.99,43.06,48.29,396.0,Very Poor
+Patna,2019-11-15,157.47,,58.07,91.54,58.93,,1.79,57.33,77.31,9.58,32.12,30.48,349.0,Very Poor
+Patna,2019-11-16,135.94,,47.3,83.98,49.82,,1.45,62.93,77.82,8.0,24.78,20.98,316.0,Very Poor
+Patna,2019-11-17,153.46,,37.59,86.38,45.18,,1.47,50.06,111.09,5.11,14.66,10.36,319.0,Very Poor
+Patna,2019-11-18,143.66,,38.84,79.08,43.74,,1.6,41.97,76.54,5.59,16.85,13.79,325.0,Very Poor
+Patna,2019-11-19,140.54,,72.99,91.57,67.99,,2.02,37.05,77.39,6.24,21.14,21.42,311.0,Very Poor
+Patna,2019-11-20,164.05,,82.15,78.77,75.24,,1.69,37.69,63.54,6.05,21.41,19.08,334.0,Very Poor
+Patna,2019-11-21,179.12,,38.35,75.13,59.19,,2.55,15.09,56.33,2.32,8.08,8.63,332.0,Very Poor
+Patna,2019-11-22,235.96,,81.71,44.73,89.3,,2.42,14.52,34.16,2.5,7.38,7.71,374.0,Very Poor
+Patna,2019-11-23,257.38,,52.63,46.43,65.89,,1.71,16.08,59.98,2.25,5.79,5.16,403.0,Severe
+Patna,2019-11-24,232.59,,28.59,64.29,56.45,,1.6,17.66,41.43,1.83,4.23,3.23,394.0,Very Poor
+Patna,2019-11-25,264.9,,50.25,51.54,67.31,,2.4,14.41,13.49,2.62,7.7,7.43,400.0,Very Poor
+Patna,2019-11-26,301.39,,35.16,42.23,50.29,,1.68,12.56,21.67,2.68,7.38,7.02,422.0,Severe
+Patna,2019-11-27,287.55,,45.18,37.27,56.54,,1.63,16.41,18.66,2.69,7.67,7.95,435.0,Severe
+Patna,2019-11-28,209.27,,94.66,56.21,106.91,,2.21,19.22,16.12,2.67,8.32,9.26,403.0,Severe
+Patna,2019-11-29,241.26,,96.24,71.73,112.23,,1.89,14.84,31.69,5.77,19.04,17.3,378.0,Very Poor
+Patna,2019-11-30,145.94,,26.18,67.59,57.23,,1.32,13.81,17.68,2.12,6.95,5.61,358.0,Very Poor
+Patna,2019-12-01,140.88,,28.19,64.53,57.24,,1.27,11.14,17.9,1.87,5.53,3.88,315.0,Very Poor
+Patna,2019-12-02,208.02,,68.77,79.12,98.01,,2.04,13.62,27.51,2.5,7.3,6.47,334.0,Very Poor
+Patna,2019-12-03,216.25,,55.38,79.39,87.26,,2.15,13.35,34.16,2.54,7.18,6.9,375.0,Very Poor
+Patna,2019-12-04,234.11,,95.41,78.46,119.3,,2.9,13.77,22.43,3.08,9.22,9.91,381.0,Very Poor
+Patna,2019-12-05,271.84,,67.51,52.12,82.61,,3.13,17.1,22.44,3.48,10.62,11.82,404.0,Severe
+Patna,2019-12-06,241.46,,34.33,17.67,37.31,,3.31,13.75,15.8,3.34,10.52,12.26,420.0,Severe
+Patna,2019-12-07,153.67,,40.56,26.29,46.84,,1.79,11.9,13.23,2.63,7.93,8.81,345.0,Very Poor
+Patna,2019-12-08,150.79,,40.99,45.43,57.49,,0.81,13.34,20.05,2.19,6.7,6.75,324.0,Very Poor
+Patna,2019-12-09,211.92,,39.64,23.76,44.86,,2.55,12.3,20.21,2.87,8.62,9.04,348.0,Very Poor
+Patna,2019-12-10,222.8,,30.79,25.21,38.43,,2.3,12.6,19.69,2.68,8.41,8.79,376.0,Very Poor
+Patna,2019-12-11,262.2,,49.5,38.01,60.46,,2.91,12.47,18.71,2.92,9.08,9.78,397.0,Very Poor
+Patna,2019-12-12,243.08,,22.68,24.43,31.44,,2.08,10.48,23.65,2.54,7.4,7.42,406.0,Severe
+Patna,2019-12-13,153.66,,8.84,13.97,14.62,,1.06,13.99,20.57,1.74,4.69,4.1,361.0,Very Poor
+Patna,2019-12-14,115.75,,10.06,10.64,13.84,,1.46,7.91,25.28,1.82,6.15,6.22,312.0,Very Poor
+Patna,2019-12-15,172.06,,15.85,10.88,18.67,,1.74,6.41,14.8,2.08,6.44,5.64,322.0,Very Poor
+Patna,2019-12-16,165.12,,10.9,9.47,13.89,,1.66,8.45,14.24,1.81,4.87,4.51,331.0,Very Poor
+Patna,2019-12-17,147.88,,8.46,8.95,11.64,,1.2,9.23,42.24,1.77,4.89,4.3,340.0,Very Poor
+Patna,2019-12-18,123.38,,8.53,9.09,11.77,,0.93,12.14,16.82,2.56,7.68,7.11,305.0,Very Poor
+Patna,2019-12-19,196.64,,14.65,26.12,25.76,,1.42,11.67,10.94,3.14,7.4,5.33,310.0,Very Poor
+Patna,2019-12-20,229.94,,,,,,1.92,8.87,15.06,3.3,7.61,6.29,362.0,Very Poor
+Patna,2019-12-21,273.62,,,,,,2.14,8.6,18.34,3.79,7.54,6.22,412.0,Severe
+Patna,2019-12-22,354.05,,,,,,3.58,9.85,16.59,4.38,10.59,10.24,462.0,Severe
+Patna,2019-12-23,290.28,,,,,,3.1,14.46,30.81,3.77,8.66,8.17,443.0,Severe
+Patna,2019-12-24,242.58,158.08,8.62,42.92,47.85,49.8,2.75,10.66,33.28,3.79,8.3,8.14,449.0,Severe
+Patna,2019-12-25,151.31,198.02,21.11,31.33,43.25,49.83,1.47,8.33,14.76,2.84,1.49,4.32,336.0,Very Poor
+Patna,2019-12-26,123.41,165.55,19.81,22.25,39.17,45.5,1.2,8.66,17.65,2.68,1.24,3.45,288.0,Poor
+Patna,2019-12-27,124.26,161.09,18.73,34.37,49.02,39.66,1.13,7.04,16.89,2.19,1.02,2.52,256.0,Poor
+Patna,2019-12-28,164.46,209.11,19.61,32.19,49.18,32.82,1.38,7.62,11.68,3.89,0.98,3.33,298.0,Poor
+Patna,2019-12-29,161.92,208.07,20.62,29.77,48.57,25.25,1.42,8.13,13.67,3.2,0.87,2.85,331.0,Very Poor
+Patna,2019-12-30,188.15,232.98,31.1,34.5,64.26,27.59,1.81,8.64,13.74,3.23,1.38,3.35,333.0,Very Poor
+Patna,2019-12-31,195.81,246.0,46.5,36.69,82.49,28.8,2.41,7.45,15.66,4.76,1.74,4.59,364.0,Very Poor
+Patna,2020-01-01,214.23,271.06,45.23,36.74,81.09,27.28,2.71,7.99,16.47,4.49,2.17,5.32,364.0,Very Poor
+Patna,2020-01-02,207.2,269.1,46.55,35.29,78.83,31.46,3.03,9.22,16.96,7.08,3.16,7.18,372.0,Very Poor
+Patna,2020-01-03,150.5,193.93,40.49,31.59,70.31,33.33,2.17,8.14,16.89,5.51,2.37,5.47,356.0,Very Poor
+Patna,2020-01-04,79.29,102.93,48.39,25.79,73.4,29.47,1.62,8.45,9.87,2.69,1.24,4.59,205.0,Poor
+Patna,2020-01-05,76.02,106.78,29.64,23.89,52.81,26.89,1.37,8.12,15.59,2.48,0.82,3.64,183.0,Moderate
+Patna,2020-01-06,116.68,158.66,27.94,31.45,58.67,32.81,1.84,7.49,21.47,3.29,1.15,3.88,184.0,Moderate
+Patna,2020-01-07,169.64,234.58,49.98,35.42,84.61,34.62,2.41,7.14,17.36,3.8,1.34,4.84,306.0,Very Poor
+Patna,2020-01-08,172.07,236.51,54.75,32.84,86.53,30.9,2.45,8.47,18.56,4.17,1.47,5.06,349.0,Very Poor
+Patna,2020-01-09,106.68,120.41,36.27,27.17,62.86,28.47,1.31,7.87,19.29,3.14,0.93,3.75,280.0,Poor
+Patna,2020-01-10,85.02,104.32,38.4,26.64,64.39,30.55,1.79,7.98,12.28,1.53,0.86,3.48,220.0,Poor
+Patna,2020-01-11,86.04,108.41,39.04,35.09,73.54,28.22,2.43,7.72,15.8,1.59,0.89,3.61,186.0,Moderate
+Patna,2020-01-12,107.55,123.53,43.62,29.37,71.96,32.08,2.64,7.34,17.59,2.06,0.94,3.55,202.0,Poor
+Patna,2020-01-13,149.01,130.51,64.44,33.01,91.2,19.65,3.65,11.17,11.03,3.05,1.11,4.42,223.0,Poor
+Patna,2020-01-14,154.59,174.78,69.89,25.34,94.37,14.62,4.16,12.28,9.91,3.42,1.25,4.85,343.0,Very Poor
+Patna,2020-01-15,177.59,210.76,67.57,36.23,98.56,18.88,4.05,12.23,12.94,1.28,1.32,3.76,311.0,Very Poor
+Patna,2020-01-16,140.36,200.43,64.27,36.59,99.28,27.83,3.27,10.93,11.89,0.77,1.42,4.47,346.0,Very Poor
+Patna,2020-01-17,135.89,210.83,31.14,39.22,69.02,26.91,2.07,11.24,18.16,0.83,1.99,1.69,261.0,Poor
+Patna,2020-01-18,86.75,118.72,54.16,24.39,75.21,30.57,0.95,10.92,10.38,3.86,4.42,3.98,231.0,Poor
+Patna,2020-01-19,85.47,109.46,57.96,23.75,81.16,21.25,0.76,11.8,25.7,2.11,11.35,4.12,206.0,Poor
+Patna,2020-01-20,77.24,101.1,68.66,29.47,97.6,19.91,0.87,10.29,21.07,1.21,8.97,3.21,172.0,Moderate
+Patna,2020-01-21,123.6,163.55,107.88,42.38,141.74,22.38,1.49,10.71,10.29,0.73,8.62,2.42,233.0,Poor
+Patna,2020-01-22,124.14,173.56,74.61,48.03,115.78,21.43,1.56,9.72,13.53,1.41,7.86,3.09,286.0,Poor
+Patna,2020-01-23,108.88,162.94,55.55,47.62,99.05,20.99,1.26,9.09,19.67,0.95,6.5,2.32,263.0,Poor
+Patna,2020-01-24,66.21,123.68,50.88,42.59,90.8,21.29,0.84,11.35,16.42,0.46,5.48,1.53,171.0,Moderate
+Patna,2020-01-25,112.8,171.75,79.2,43.86,119.9,28.37,1.2,10.42,15.22,1.17,6.9,2.14,224.0,Poor
+Patna,2020-01-26,140.13,208.29,92.9,39.57,130.35,30.78,1.43,10.33,15.56,1.49,7.2,1.99,265.0,Poor
+Patna,2020-01-27,149.59,219.96,92.59,40.53,131.91,32.43,1.69,10.37,16.59,1.37,8.17,2.35,304.0,Very Poor
+Patna,2020-01-28,152.45,237.4,81.87,45.89,124.91,36.34,1.46,10.59,16.34,1.53,8.6,2.76,309.0,Very Poor
+Patna,2020-01-29,132.55,208.53,62.27,37.57,96.2,35.33,1.18,10.48,19.53,1.22,10.04,2.18,279.0,Poor
+Patna,2020-01-30,152.02,221.91,34.98,33.1,70.53,39.18,1.47,11.1,8.52,1.39,9.71,2.55,296.0,Poor
+Patna,2020-01-31,62.05,108.79,51.93,40.28,90.82,31.98,0.82,10.31,14.83,0.72,7.22,1.82,218.0,Poor
+Patna,2020-02-01,84.7,156.88,41.1,45.34,84.26,33.67,1.03,10.53,16.57,1.28,7.65,2.17,204.0,Poor
+Patna,2020-02-02,67.25,141.65,37.12,37.85,73.98,32.47,0.73,9.85,21.59,1.4,6.35,1.37,172.0,Moderate
+Patna,2020-02-03,81.92,149.41,55.37,43.43,96.95,25.51,1.05,9.91,19.04,1.63,6.95,1.52,181.0,Moderate
+Patna,2020-02-04,121.49,222.97,114.81,48.55,161.95,17.92,1.74,10.2,12.52,3.69,7.31,2.2,244.0,Poor
+Patna,2020-02-05,104.57,177.15,69.35,49.02,117.13,36.09,1.3,10.78,16.94,2.26,7.8,2.21,245.0,Poor
+Patna,2020-02-06,90.22,181.63,105.41,57.85,163.1,28.41,1.3,10.54,12.6,2.2,6.6,2.05,226.0,Poor
+Patna,2020-02-07,94.78,205.57,132.03,65.46,197.71,21.12,1.52,8.7,11.2,4.06,7.7,2.98,235.0,Poor
+Patna,2020-02-08,94.66,182.56,109.82,60.31,165.36,25.3,1.37,9.63,12.42,3.03,9.31,3.12,230.0,Poor
+Patna,2020-02-09,97.57,182.11,70.73,60.09,126.92,23.44,1.47,8.57,13.82,2.21,7.46,2.14,218.0,Poor
+Patna,2020-02-10,97.02,177.26,63.82,53.96,115.49,30.99,1.36,9.59,14.1,2.37,9.49,3.86,226.0,Poor
+Patna,2020-02-11,124.61,188.68,57.4,57.63,102.79,26.71,1.25,8.98,16.81,2.58,8.46,4.07,242.0,Poor
+Patna,2020-02-12,90.54,189.23,25.07,56.97,64.03,29.13,1.0,7.51,11.65,2.22,9.02,2.37,231.0,Poor
+Patna,2020-02-13,102.24,203.79,51.42,54.59,103.98,40.76,1.26,7.07,19.95,3.0,12.38,2.93,211.0,Poor
+Patna,2020-02-14,101.55,209.41,67.53,48.16,113.68,45.26,1.36,6.74,14.65,3.37,13.6,3.35,251.0,Poor
+Patna,2020-02-15,65.2,162.21,49.57,51.63,96.69,41.95,0.83,6.54,17.62,2.69,8.9,2.69,176.0,Moderate
+Patna,2020-02-16,71.86,174.65,88.38,63.63,152.09,40.13,1.02,7.02,13.81,3.45,10.59,3.35,168.0,Moderate
+Patna,2020-02-17,83.35,188.33,78.3,70.85,148.93,32.0,1.17,6.89,25.52,5.49,14.05,3.83,197.0,Moderate
+Patna,2020-02-18,78.63,182.42,46.99,63.36,108.66,33.3,1.1,6.31,21.54,3.19,7.22,1.83,184.0,Moderate
+Patna,2020-02-19,88.14,192.94,65.47,71.1,126.38,33.71,1.32,6.52,19.6,3.44,6.95,2.52,197.0,Moderate
+Patna,2020-02-20,112.06,216.1,69.4,62.39,127.25,36.62,1.2,7.06,21.87,3.86,7.46,3.94,251.0,Poor
+Patna,2020-02-21,118.06,207.93,30.38,35.76,61.08,36.32,0.96,7.34,22.95,4.11,9.37,2.0,253.0,Poor
+Patna,2020-02-22,64.65,113.93,34.41,40.41,72.16,35.29,1.01,8.72,15.53,3.18,3.17,1.93,201.0,Poor
+Patna,2020-02-23,75.3,140.58,56.26,49.2,95.65,34.77,1.12,11.01,15.58,0.45,0.44,0.12,158.0,Moderate
+Patna,2020-02-24,49.01,105.17,43.81,40.63,81.91,28.4,0.9,8.19,22.04,1.21,2.89,0.92,167.0,Moderate
+Patna,2020-02-25,42.9,83.39,39.94,33.22,68.27,28.29,0.79,8.69,14.24,2.35,7.5,2.48,111.0,Moderate
+Patna,2020-02-26,41.28,64.98,62.21,34.22,93.46,22.91,0.79,7.1,11.95,2.12,8.77,2.1,116.0,Moderate
+Patna,2020-02-27,56.63,100.19,66.38,42.21,96.74,27.28,0.98,6.85,9.93,2.62,9.32,2.89,149.0,Moderate
+Patna,2020-02-28,78.95,193.14,83.94,46.36,79.46,31.09,1.36,8.11,18.0,4.02,11.6,4.42,182.0,Moderate
+Patna,2020-02-29,81.48,215.29,126.93,47.86,98.58,35.94,1.54,8.66,21.95,4.3,9.36,4.44,209.0,Poor
+Patna,2020-03-01,74.69,203.98,105.03,53.17,96.77,36.2,1.35,9.43,19.29,4.68,11.2,4.46,194.0,Moderate
+Patna,2020-03-02,69.37,193.24,67.76,60.4,94.16,35.25,1.25,9.4,23.56,3.49,8.53,2.32,168.0,Moderate
+Patna,2020-03-03,76.22,221.57,87.68,59.54,111.01,33.5,1.28,9.27,21.67,4.54,9.24,2.41,194.0,Moderate
+Patna,2020-03-04,95.29,216.9,65.98,50.6,96.2,25.75,1.19,8.18,23.25,2.63,6.29,0.78,214.0,Poor
+Patna,2020-03-05,98.86,171.34,41.1,46.42,80.49,24.17,0.9,7.35,33.13,1.91,6.49,0.73,202.0,Poor
+Patna,2020-03-06,52.48,125.73,23.99,40.42,53.75,25.8,0.69,9.77,37.84,1.6,3.68,0.89,148.0,Moderate
+Patna,2020-03-07,46.69,162.01,42.04,48.29,70.27,22.17,0.81,9.21,21.8,1.32,2.21,0.44,136.0,Moderate
+Patna,2020-03-08,59.79,194.62,50.82,57.21,80.27,22.75,0.89,10.96,19.34,1.6,4.45,0.4,190.0,Moderate
+Patna,2020-03-09,58.48,165.04,32.94,60.63,67.04,21.77,0.91,10.86,24.24,1.57,4.32,0.27,182.0,Moderate
+Patna,2020-03-10,124.48,221.48,29.94,56.39,64.66,23.24,1.32,10.61,25.55,3.04,5.04,0.28,232.0,Poor
+Patna,2020-03-11,75.99,150.83,33.52,56.35,67.25,22.24,1.01,10.76,22.76,2.37,4.55,0.33,179.0,Moderate
+Patna,2020-03-12,70.53,134.29,55.63,57.59,86.43,22.81,1.26,11.98,19.29,3.29,7.75,0.94,163.0,Moderate
+Patna,2020-03-13,67.26,111.48,61.82,48.93,84.2,21.68,1.04,10.36,12.3,3.54,7.12,1.54,163.0,Moderate
+Patna,2020-03-14,36.68,46.92,49.37,37.39,66.39,19.31,1.04,9.85,10.97,1.98,6.75,1.19,120.0,Moderate
+Patna,2020-03-15,39.7,68.63,62.01,40.56,57.98,20.16,1.18,10.52,12.79,2.22,5.19,0.6,83.0,Satisfactory
+Patna,2020-03-16,55.2,131.96,50.95,40.05,54.3,18.78,1.4,10.19,16.36,2.38,5.2,0.43,125.0,Moderate
+Patna,2020-03-17,62.94,156.51,57.11,46.86,57.58,18.63,1.47,9.92,23.28,2.5,6.86,0.7,145.0,Moderate
+Patna,2020-03-18,66.68,155.37,62.75,68.05,64.18,20.07,1.57,9.6,27.84,2.72,5.5,0.41,156.0,Moderate
+Patna,2020-03-19,68.82,154.19,60.09,71.81,58.24,17.1,1.4,10.81,24.79,3.26,6.36,1.06,163.0,Moderate
+Patna,2020-03-20,53.45,135.93,68.65,61.85,70.61,18.72,1.6,12.79,18.84,3.34,6.31,2.58,135.0,Moderate
+Patna,2020-03-21,107.69,228.3,79.46,60.87,79.79,20.08,1.88,12.85,19.37,5.26,6.62,3.38,210.0,Poor
+Patna,2020-03-22,79.23,121.08,61.67,47.26,66.81,18.29,1.54,12.21,22.38,2.59,6.97,0.79,205.0,Poor
+Patna,2020-03-23,49.97,80.43,57.01,44.45,64.96,16.13,1.45,12.91,29.21,1.15,4.62,0.36,151.0,Moderate
+Patna,2020-03-24,65.94,102.57,69.45,48.75,80.41,14.5,1.63,13.09,19.97,1.16,5.41,0.35,177.0,Moderate
+Patna,2020-03-25,73.42,121.38,52.49,47.99,66.72,14.13,1.74,13.57,21.77,1.2,5.5,0.28,166.0,Moderate
+Patna,2020-03-26,58.01,118.17,51.67,46.63,65.41,14.24,1.71,13.26,20.18,0.9,5.14,0.28,152.0,Moderate
+Patna,2020-03-27,58.25,129.36,51.61,45.25,64.28,13.88,1.68,12.52,20.63,0.89,4.96,0.31,146.0,Moderate
+Patna,2020-03-28,31.87,87.38,47.07,43.29,59.88,12.38,1.49,11.73,15.88,0.48,3.88,0.3,122.0,Moderate
+Patna,2020-03-29,29.1,81.98,9.94,50.82,25.29,13.37,0.62,11.6,11.82,0.49,3.94,0.29,92.0,Satisfactory
+Patna,2020-03-30,35.36,92.03,7.69,55.75,24.29,12.52,0.53,11.76,15.52,0.77,3.92,0.63,92.0,Satisfactory
+Patna,2020-03-31,51.5,103.5,54.07,46.23,64.97,12.6,1.61,12.44,18.99,2.31,4.64,2.98,106.0,Moderate
+Patna,2020-04-01,67.83,110.46,55.33,47.14,68.39,12.94,1.86,12.02,22.36,3.26,5.29,3.17,156.0,Moderate
+Patna,2020-04-02,55.83,107.36,50.2,43.73,62.84,13.87,1.79,12.62,23.58,2.12,5.42,2.99,140.0,Moderate
+Patna,2020-04-03,43.86,91.67,36.73,47.11,51.85,12.02,1.55,11.53,23.24,0.67,4.42,1.51,120.0,Moderate
+Patna,2020-04-04,54.28,99.59,48.09,48.52,53.03,12.07,1.47,11.9,22.33,0.72,3.72,1.03,125.0,Moderate
+Patna,2020-04-05,55.12,102.79,55.6,49.1,57.79,11.8,1.43,11.35,21.51,1.21,3.41,1.42,127.0,Moderate
+Patna,2020-04-06,51.74,163.76,46.35,48.99,51.0,11.97,1.42,11.73,21.01,0.17,3.54,0.29,140.0,Moderate
+Patna,2020-04-07,44.93,112.36,43.36,48.88,59.45,11.56,1.64,11.83,20.63,0.15,4.09,0.38,142.0,Moderate
+Patna,2020-04-08,53.11,141.19,47.49,52.98,72.57,11.86,1.76,11.5,18.78,0.2,3.95,0.35,132.0,Moderate
+Patna,2020-04-09,52.64,129.22,39.83,52.66,70.26,12.28,1.76,13.4,24.83,0.31,4.2,0.38,144.0,Moderate
+Patna,2020-04-10,52.72,119.57,43.93,37.04,46.09,12.87,1.44,11.0,31.62,0.64,4.19,0.37,144.0,Moderate
+Patna,2020-04-11,62.28,164.71,66.61,17.67,50.3,15.74,1.53,10.23,31.37,0.62,4.52,0.43,150.0,Moderate
+Patna,2020-04-12,59.87,162.5,58.33,18.86,46.05,15.87,1.47,10.81,39.31,0.84,4.55,0.47,160.0,Moderate
+Patna,2020-04-13,45.0,116.11,66.58,17.36,49.13,15.63,1.37,10.03,36.84,0.65,3.88,0.41,149.0,Moderate
+Patna,2020-04-14,51.39,134.87,53.48,18.38,42.84,14.49,1.4,9.95,46.98,0.49,3.92,0.36,143.0,Moderate
+Patna,2020-04-15,29.74,108.43,74.44,17.61,54.86,13.59,1.27,9.7,31.55,0.04,3.56,0.28,158.0,Moderate
+Patna,2020-04-16,31.17,92.89,65.96,20.4,51.46,13.06,1.32,9.71,31.94,0.36,3.48,0.29,130.0,Moderate
+Patna,2020-04-17,38.82,101.67,69.71,15.28,50.49,13.41,1.35,9.8,37.05,0.77,3.64,0.56,134.0,Moderate
+Patna,2020-04-18,40.92,117.17,64.46,14.91,47.22,13.8,1.37,9.9,31.06,0.48,3.48,0.27,140.0,Moderate
+Patna,2020-04-19,47.95,121.58,51.52,14.6,39.22,14.0,1.4,9.46,39.95,0.12,3.85,0.2,143.0,Moderate
+Patna,2020-04-20,26.65,88.62,68.61,15.49,50.14,13.32,1.28,9.79,34.75,0.62,3.6,0.26,131.0,Moderate
+Patna,2020-04-21,19.17,63.9,65.76,15.59,48.5,12.63,1.29,9.61,23.31,0.44,3.37,0.23,119.0,Moderate
+Patna,2020-04-22,17.63,62.18,63.42,16.04,47.55,11.17,0.93,10.19,24.64,0.52,3.59,0.29,110.0,Moderate
+Patna,2020-04-23,35.07,95.66,54.14,16.92,42.53,11.91,0.45,10.09,33.3,1.09,4.0,0.36,122.0,Moderate
+Patna,2020-04-24,23.5,63.96,75.71,17.02,55.3,11.52,0.42,10.12,26.04,0.81,4.11,0.37,118.0,Moderate
+Patna,2020-04-25,27.09,73.82,61.52,12.84,44.52,11.72,0.38,9.94,23.44,0.74,3.65,0.25,118.0,Moderate
+Patna,2020-04-26,13.85,46.4,79.59,11.95,54.83,11.08,0.37,10.26,18.78,0.54,3.4,0.19,104.0,Moderate
+Patna,2020-04-27,19.03,50.03,77.24,14.17,57.37,11.3,0.43,9.83,23.31,0.66,3.22,0.16,109.0,Moderate
+Patna,2020-04-28,12.37,39.29,66.2,11.68,58.88,11.3,0.39,8.63,31.79,0.55,3.05,0.14,98.0,Satisfactory
+Patna,2020-04-29,15.21,41.96,79.67,13.5,69.42,10.13,0.42,9.37,33.08,0.69,1.24,0.73,111.0,Moderate
+Patna,2020-04-30,30.93,60.26,69.32,14.46,61.62,10.08,0.52,11.96,41.62,1.67,1.82,2.62,118.0,Moderate
+Patna,2020-05-01,22.83,55.31,114.38,20.58,92.02,9.06,0.46,11.21,42.44,1.15,1.67,0.84,129.0,Moderate
+Patna,2020-05-02,15.93,30.03,118.53,15.85,90.23,8.21,0.48,10.84,41.29,0.68,1.58,0.09,140.0,Moderate
+Patna,2020-05-03,26.6,50.37,115.29,14.56,76.55,8.96,0.44,11.59,50.51,0.93,1.83,0.1,147.0,Moderate
+Patna,2020-05-04,27.38,59.94,130.91,33.4,76.8,7.49,0.34,14.98,53.72,0.69,1.32,0.09,148.0,Moderate
+Patna,2020-05-05,19.04,46.96,95.96,13.39,53.63,8.24,0.38,7.97,49.78,0.94,1.91,0.76,149.0,Moderate
+Patna,2020-05-06,17.95,82.85,71.43,15.13,44.36,8.18,0.44,10.27,49.34,1.65,3.61,2.79,129.0,Moderate
+Patna,2020-05-07,24.24,86.66,114.83,23.41,71.38,9.58,0.52,7.95,37.71,2.05,4.51,2.79,139.0,Moderate
+Patna,2020-05-08,22.42,129.27,67.07,13.42,53.76,7.77,0.49,10.37,41.96,1.93,3.8,2.76,171.0,Moderate
+Patna,2020-05-09,35.51,172.7,60.69,14.78,54.67,9.41,0.56,11.0,51.9,2.48,4.34,2.93,191.0,Moderate
+Patna,2020-05-10,38.4,202.95,60.17,12.11,54.28,7.16,0.56,9.06,54.37,2.57,3.4,2.49,256.0,Poor
+Patna,2020-05-11,22.51,71.44,69.66,13.75,65.15,6.57,0.56,5.84,37.65,2.0,3.04,2.24,138.0,Moderate
+Patna,2020-05-12,36.48,74.57,68.7,18.8,55.05,10.93,0.69,7.53,34.92,2.97,5.86,2.59,124.0,Moderate
+Patna,2020-05-13,42.52,93.4,75.09,34.22,76.54,9.34,0.75,11.72,42.33,3.21,6.89,3.05,146.0,Moderate
+Patna,2020-05-14,53.82,158.92,48.91,31.61,66.61,10.05,0.77,7.41,40.85,3.77,5.61,2.19,176.0,Moderate
+Patna,2020-05-15,32.79,86.68,37.32,19.62,55.68,11.9,0.55,5.55,37.98,2.46,2.76,2.67,124.0,Moderate
+Patna,2020-05-16,50.36,118.02,59.34,32.81,73.86,10.86,0.69,7.87,39.88,2.81,4.45,2.52,141.0,Moderate
+Patna,2020-05-17,52.11,276.34,56.99,34.71,91.79,9.53,0.76,16.97,47.84,3.6,20.34,4.04,239.0,Poor
+Patna,2020-05-18,47.43,124.46,53.76,29.8,76.16,9.74,0.72,7.68,47.68,2.58,5.96,2.17,167.0,Moderate
+Patna,2020-05-19,43.06,112.12,50.13,17.54,57.23,10.03,0.57,5.06,46.38,2.11,5.44,1.27,137.0,Moderate
+Patna,2020-05-20,32.71,99.65,56.35,17.76,55.07,8.71,0.51,6.6,37.91,2.24,4.06,1.62,119.0,Moderate
+Patna,2020-05-21,19.31,54.27,56.98,22.42,54.62,3.95,0.42,4.98,39.83,1.18,5.33,1.68,105.0,Moderate
+Patna,2020-05-22,14.58,55.82,56.62,18.36,54.39,6.78,0.37,9.35,41.0,1.1,5.31,1.3,102.0,Moderate
+Patna,2020-05-23,25.92,73.06,63.49,17.72,58.97,8.21,0.52,5.92,32.27,1.69,4.6,1.1,95.0,Satisfactory
+Patna,2020-05-24,44.72,106.32,46.96,10.88,39.45,4.04,0.67,5.2,31.5,2.59,3.8,1.77,112.0,Moderate
+Patna,2020-05-25,49.58,129.38,42.88,14.4,30.01,6.17,0.68,4.09,28.41,2.88,7.12,1.79,119.0,Moderate
+Patna,2020-05-26,41.66,110.63,19.13,13.53,11.16,6.57,0.63,4.01,30.7,2.23,8.87,1.19,110.0,Moderate
+Patna,2020-05-27,33.42,153.07,14.95,11.38,11.37,7.14,0.45,3.9,32.5,1.49,13.26,1.42,116.0,Moderate
+Patna,2020-05-28,20.98,92.4,9.77,10.58,11.81,5.77,0.38,8.5,47.9,1.14,7.57,1.36,121.0,Moderate
+Patna,2020-05-29,27.04,77.1,15.25,11.81,13.18,6.03,0.44,7.47,40.16,1.53,5.97,1.74,95.0,Satisfactory
+Patna,2020-05-30,27.46,104.21,27.16,20.22,18.18,6.83,0.44,7.28,51.12,1.65,2.38,1.54,104.0,Moderate
+Patna,2020-05-31,12.95,47.56,18.76,12.85,13.99,4.97,0.37,8.38,55.78,1.44,2.71,2.29,105.0,Moderate
+Patna,2020-06-01,17.45,80.29,15.54,13.91,11.71,3.99,0.46,9.38,50.42,1.74,3.32,2.4,110.0,Moderate
+Patna,2020-06-02,28.54,127.72,38.19,30.65,23.73,12.01,0.71,5.24,34.91,2.95,5.41,2.03,117.0,Moderate
+Patna,2020-06-03,42.54,93.27,35.99,32.15,27.13,11.28,0.78,4.4,38.16,2.5,5.0,1.09,111.0,Moderate
+Patna,2020-06-04,30.76,98.13,80.08,29.04,54.39,5.16,0.73,3.73,26.23,2.77,4.83,1.52,106.0,Moderate
+Patna,2020-06-05,20.15,51.75,80.95,15.72,35.29,6.47,0.58,4.52,29.06,2.03,4.18,1.1,97.0,Satisfactory
+Patna,2020-06-06,10.78,40.55,78.07,13.74,45.29,3.39,0.67,3.22,21.9,2.39,8.54,0.43,82.0,Satisfactory
+Patna,2020-06-07,19.81,67.2,65.21,15.32,46.35,7.78,0.72,2.88,20.13,2.5,6.79,0.73,88.0,Satisfactory
+Patna,2020-06-08,18.17,74.52,56.15,19.35,42.41,7.15,0.74,2.8,24.1,2.18,3.41,0.66,100.0,Satisfactory
+Patna,2020-06-09,38.48,99.52,78.44,23.81,50.18,6.39,0.82,2.86,29.75,3.11,4.24,0.56,106.0,Moderate
+Patna,2020-06-10,37.57,105.97,72.04,23.9,43.94,7.29,0.7,3.16,40.94,2.34,2.85,0.66,111.0,Moderate
+Patna,2020-06-11,32.56,76.26,59.8,29.06,34.96,5.55,0.58,3.15,31.17,1.9,1.81,0.59,100.0,Satisfactory
+Patna,2020-06-12,19.01,59.73,82.57,24.21,48.94,6.72,0.45,3.25,25.75,1.39,1.82,0.59,86.0,Satisfactory
+Patna,2020-06-13,15.19,47.85,50.79,11.2,35.51,6.82,0.45,2.82,22.01,1.36,1.49,0.55,85.0,Satisfactory
+Patna,2020-06-14,14.44,46.28,19.32,6.91,12.47,16.67,0.45,2.86,20.51,1.24,1.1,0.52,60.0,Satisfactory
+Patna,2020-06-15,16.17,40.55,25.09,16.17,19.3,11.62,0.71,2.76,18.5,1.46,1.65,0.61,56.0,Satisfactory
+Patna,2020-06-16,17.75,41.77,25.75,37.94,23.62,5.01,0.87,2.76,22.24,1.57,1.62,0.67,53.0,Satisfactory
+Patna,2020-06-17,19.12,47.75,27.08,37.94,25.83,3.54,0.87,2.68,16.42,1.61,3.45,0.75,53.0,Satisfactory
+Patna,2020-06-18,24.18,48.41,39.74,25.77,27.81,1.78,0.85,4.87,13.52,1.95,3.16,0.79,63.0,Satisfactory
+Patna,2020-06-19,16.14,39.71,36.11,17.66,24.26,2.52,0.66,4.65,15.81,1.72,4.28,0.46,60.0,Satisfactory
+Patna,2020-06-20,20.07,53.61,21.9,15.51,28.38,6.77,0.61,4.49,23.19,1.55,6.39,0.55,62.0,Satisfactory
+Patna,2020-06-21,12.76,40.37,16.83,15.13,25.68,5.98,0.45,3.73,16.65,1.33,2.14,0.81,60.0,Satisfactory
+Patna,2020-06-22,15.42,39.87,20.33,25.06,33.47,3.11,0.74,3.79,20.83,1.76,4.13,1.28,60.0,Satisfactory
+Patna,2020-06-23,20.71,57.47,25.82,26.84,36.15,4.76,0.86,3.75,25.08,1.35,3.48,0.91,74.0,Satisfactory
+Patna,2020-06-24,25.62,55.48,22.42,25.52,33.97,2.74,0.77,3.24,28.08,1.2,3.5,0.7,84.0,Satisfactory
+Patna,2020-06-25,27.71,68.29,16.14,26.48,28.9,2.76,0.95,2.98,14.75,1.95,4.68,1.18,88.0,Satisfactory
+Patna,2020-06-26,23.16,39.8,10.37,25.68,24.65,3.13,0.79,2.92,19.42,1.17,3.84,0.86,71.0,Satisfactory
+Patna,2020-06-27,17.71,63.73,9.47,23.01,22.28,1.91,0.87,3.63,23.39,1.09,3.07,0.97,65.0,Satisfactory
+Patna,2020-06-28,19.27,57.42,30.19,18.13,36.76,2.05,0.72,3.92,17.37,1.18,2.9,1.24,82.0,Satisfactory
+Patna,2020-06-29,17.24,42.83,42.4,20.51,47.69,2.26,0.88,3.6,17.5,1.51,4.91,1.74,88.0,Satisfactory
+Patna,2020-06-30,29.76,60.68,42.12,27.5,52.04,1.59,0.83,3.91,21.7,1.58,8.59,2.02,93.0,Satisfactory
+Patna,2020-07-01,35.42,57.82,44.5,31.15,57.72,1.14,0.82,3.99,25.76,1.73,5.5,2.14,98.0,Satisfactory
+Shillong,2019-08-27,28.43,37.88,1.27,3.56,1.39,3.66,0.35,4.99,32.93,0.31,,,,
+Shillong,2019-08-28,18.42,26.65,1.28,3.5,1.33,3.64,0.29,5.15,28.46,0.22,0.72,,37.0,Good
+Shillong,2019-08-29,18.36,26.11,1.33,3.53,1.28,3.63,0.31,5.85,33.5,0.12,0.55,,40.0,Good
+Shillong,2019-08-30,17.45,25.16,1.31,3.49,1.27,3.65,0.34,5.97,27.85,0.09,0.17,,35.0,Good
+Shillong,2019-08-31,16.96,25.31,1.32,3.54,1.29,3.65,0.29,5.86,22.17,0.18,0.14,,32.0,Good
+Shillong,2019-09-01,8.89,14.37,1.31,3.52,1.3,3.63,0.23,5.76,29.69,0.1,0.73,,31.0,Good
+Shillong,2019-09-02,914.64,985.0,1.32,3.61,1.36,3.63,0.23,5.56,27.96,0.14,0.99,,,
+Shillong,2019-09-03,917.77,985.0,1.26,3.56,1.4,3.64,0.19,5.55,25.2,0.13,0.92,,,
+Shillong,2019-09-04,274.92,368.06,1.28,3.63,1.44,3.66,0.28,5.14,19.11,0.26,1.42,,,
+Shillong,2019-09-05,8.35,14.68,1.24,3.57,1.44,3.64,0.25,4.99,20.95,0.23,1.26,,113.0,Moderate
+Shillong,2019-09-06,8.32,16.12,1.23,3.55,1.44,3.65,0.29,4.93,18.72,0.32,1.37,,25.0,Good
+Shillong,2019-09-07,4.2,9.07,1.23,3.56,1.44,3.65,0.18,5.0,25.14,0.14,0.77,,31.0,Good
+Shillong,2019-09-08,4.34,8.67,1.26,3.57,1.41,3.64,0.18,5.11,28.71,0.13,0.79,,33.0,Good
+Shillong,2019-09-09,4.94,10.61,1.22,3.55,1.45,3.65,0.21,5.14,29.84,0.16,0.83,,35.0,Good
+Shillong,2019-09-10,9.82,15.96,1.21,3.53,1.45,3.65,0.24,5.46,28.78,0.19,0.86,,35.0,Good
+Shillong,2019-09-11,11.37,19.57,1.29,3.54,1.35,3.64,0.29,6.12,25.39,0.24,0.69,,40.0,Good
+Shillong,2019-09-12,5.79,10.72,1.3,3.51,1.32,3.65,0.23,5.69,23.95,0.16,0.99,,30.0,Good
+Shillong,2019-09-13,7.94,13.81,1.27,3.61,1.44,3.64,0.32,5.13,23.52,0.28,1.18,,30.0,Good
+Shillong,2019-09-14,5.9,13.28,1.17,3.49,1.46,3.64,0.17,5.23,34.68,0.11,0.49,,38.0,Good
+Shillong,2019-09-15,8.57,16.29,1.23,3.58,1.46,3.64,0.18,5.27,40.85,0.12,0.49,,51.0,Satisfactory
+Shillong,2019-09-16,9.93,18.77,1.19,3.56,1.5,3.64,0.2,5.2,44.41,0.14,0.49,,60.0,Satisfactory
+Shillong,2019-09-17,11.9,22.69,1.22,3.55,1.46,3.64,0.23,5.34,29.16,0.19,0.72,,41.0,Good
+Shillong,2019-09-18,13.02,23.29,2.94,5.07,0.96,3.66,0.22,5.4,34.46,0.21,0.64,,42.0,Good
+Shillong,2019-09-19,13.23,23.69,1.42,3.42,1.29,3.66,0.27,5.53,31.21,0.26,0.82,,37.0,Good
+Shillong,2019-09-20,17.9,27.86,1.23,3.56,1.46,3.64,0.32,5.63,24.68,0.42,1.04,,32.0,Good
+Shillong,2019-09-21,18.81,27.76,1.18,3.54,1.48,3.66,0.28,5.69,23.7,0.38,0.97,,31.0,Good
+Shillong,2019-09-22,14.72,25.65,1.21,3.53,1.45,3.66,0.27,5.59,25.26,0.4,1.17,,31.0,Good
+Shillong,2019-09-23,10.24,18.57,1.2,3.59,1.51,3.65,0.35,5.54,31.03,0.37,1.27,,44.0,Good
+Shillong,2019-09-24,13.24,22.97,1.16,3.55,1.52,3.66,0.49,5.49,27.48,0.47,1.57,,43.0,Good
+Shillong,2019-09-25,8.71,13.85,1.15,3.54,1.52,3.66,0.43,5.48,24.93,0.4,1.44,,38.0,Good
+Shillong,2019-09-26,6.63,12.66,1.14,3.52,1.52,3.66,0.4,5.55,25.75,0.43,1.73,,40.0,Good
+Shillong,2019-09-27,13.14,21.3,1.17,3.59,1.55,3.66,0.46,5.66,26.7,0.48,1.34,,40.0,Good
+Shillong,2019-09-28,8.52,15.84,1.15,3.55,1.53,3.66,0.24,5.68,37.11,0.21,0.49,,49.0,Good
+Shillong,2019-09-29,8.08,15.48,1.13,3.54,1.55,3.66,0.26,5.63,33.34,0.2,0.53,,38.0,Good
+Shillong,2019-09-30,11.79,20.79,1.15,3.56,1.54,3.67,0.46,5.68,31.49,0.49,1.46,,46.0,Good
+Shillong,2019-10-01,5.11,10.05,1.16,3.57,1.53,3.68,0.32,5.69,31.71,0.26,0.8,,40.0,Good
+Shillong,2019-10-02,15.38,21.8,1.12,3.58,1.58,3.66,0.29,5.75,38.39,0.33,0.64,,47.0,Good
+Shillong,2019-10-03,16.97,26.93,1.12,3.55,1.57,3.67,0.53,5.87,31.82,0.6,1.75,,59.0,Satisfactory
+Shillong,2019-10-04,17.43,26.69,1.13,3.5,1.52,3.67,0.46,5.98,43.49,0.48,1.35,,56.0,Satisfactory
+Shillong,2019-10-05,19.67,32.09,1.11,3.5,0.63,3.62,0.29,5.77,41.42,0.12,0.15,,49.0,Good
+Shillong,2019-10-06,,31.21,,,0.0,,0.27,5.5,50.34,0.0,0.0,,58.0,Satisfactory
+Shillong,2019-10-07,,33.73,,,0.0,,0.3,5.56,44.83,0.0,0.0,,54.0,Satisfactory
+Shillong,2019-10-08,,20.9,,,0.0,,0.29,5.46,40.26,0.0,0.0,,48.0,Good
+Shillong,2019-10-09,,27.61,,,0.0,,0.52,5.55,33.87,0.0,0.0,,57.0,Satisfactory
+Shillong,2019-10-10,,20.78,,,0.0,,0.47,5.58,32.71,0.0,0.0,,48.0,Good
+Shillong,2019-10-11,17.72,19.46,1.23,3.63,0.76,3.62,0.44,5.76,29.2,0.0,0.0,,45.0,Good
+Shillong,2019-10-12,21.02,34.85,1.14,3.58,1.58,3.66,0.31,6.14,36.64,0.0,0.0,,46.0,Good
+Shillong,2019-10-13,17.32,27.42,1.16,3.54,1.51,3.65,0.26,6.26,35.77,0.0,0.0,,44.0,Good
+Shillong,2019-10-14,17.79,31.72,1.19,3.55,1.48,3.65,0.31,6.44,35.82,3.6,3.79,,46.0,Good
+Shillong,2019-10-15,15.29,24.25,1.14,3.56,1.56,3.65,0.3,6.41,36.76,0.26,0.6,,52.0,Satisfactory
+Shillong,2019-10-16,16.72,27.24,1.16,3.57,1.54,3.66,0.33,6.5,30.84,0.33,0.6,,36.0,Good
+Shillong,2019-10-17,20.46,31.51,1.15,3.54,1.53,3.63,0.38,6.61,31.97,0.45,0.65,,40.0,Good
+Shillong,2019-10-18,23.3,32.77,1.12,3.55,1.58,3.65,0.43,6.5,38.16,0.5,0.84,,54.0,Satisfactory
+Shillong,2019-10-19,26.66,39.31,1.14,3.58,1.57,3.66,0.31,6.58,42.52,0.31,0.36,,55.0,Satisfactory
+Shillong,2019-10-20,33.46,45.42,1.12,3.51,1.53,3.64,0.29,6.59,51.02,0.22,0.38,,61.0,Satisfactory
+Shillong,2019-10-21,23.1,37.19,1.14,3.56,1.56,3.66,0.22,6.73,83.65,0.1,0.17,,92.0,Satisfactory
+Shillong,2019-10-22,25.22,42.73,1.14,3.54,1.55,3.65,0.31,6.81,67.23,0.24,0.57,,87.0,Satisfactory
+Shillong,2019-10-23,32.95,54.63,1.14,3.51,1.51,3.66,0.46,6.99,51.26,0.5,1.0,,73.0,Satisfactory
+Shillong,2019-10-24,18.23,27.05,1.18,3.52,1.5,3.64,0.41,7.2,41.31,0.44,0.95,,61.0,Satisfactory
+Shillong,2019-10-25,9.46,15.75,1.12,3.56,1.58,3.68,0.36,6.54,28.51,0.36,0.78,,42.0,Good
+Shillong,2019-10-26,,,,,,,,,,,,,,
+Shillong,2019-10-27,,,,,,,,,,,,,,
+Shillong,2019-10-28,,,,,,,,,,,,,,
+Shillong,2019-10-29,,,,,,,,,,,,,,
+Shillong,2019-10-30,,,,,,,,,,,,,,
+Shillong,2019-10-31,,,,,,,,,,,,,,
+Shillong,2019-11-01,,,,,,,,,,,,,,
+Shillong,2019-11-02,,,,,,,,,,,,,,
+Shillong,2019-11-03,,,,,,,,,,,,,,
+Shillong,2019-11-04,,,,,,,,,,,,,,
+Shillong,2019-11-05,,,,,,,,,,,,,,
+Shillong,2019-11-06,,,,,,,,,,,,,,
+Shillong,2019-11-07,,,,,,,,,,,,,,
+Shillong,2019-11-08,,,,,,,,,,,,,,
+Shillong,2019-11-09,,,,,,,,,,,,,,
+Shillong,2019-11-10,,,,,,,,,,,,,,
+Shillong,2019-11-11,,,,,,,,,,,,,,
+Shillong,2019-11-12,,,,,,,,,,,,,,
+Shillong,2019-11-13,,,,,,,,,,,,,,
+Shillong,2019-11-14,,,,,,,,,,,,,,
+Shillong,2019-11-15,,,,,,,,,,,,,,
+Shillong,2019-11-16,,,,,,,,,,,,,,
+Shillong,2019-11-17,,,,,,,,,,,,,,
+Shillong,2019-11-18,,,,,,,,,,,,,,
+Shillong,2019-11-19,,,,,,,,,,,,,,
+Shillong,2019-11-20,,,,,,,,,,,,,,
+Shillong,2019-11-21,,,0.84,2.66,0.15,2.9,0.03,6.37,27.42,0.04,0.06,,,
+Shillong,2019-11-22,13.06,15.63,0.5,1.51,0.55,1.54,0.31,3.48,8.86,0.48,1.2,,,
+Shillong,2019-11-23,6.56,8.7,0.29,0.95,0.36,0.98,0.06,2.08,8.83,0.12,0.08,,14.0,Good
+Shillong,2019-11-24,13.61,18.78,0.58,1.83,0.73,1.87,0.15,3.96,16.16,0.27,0.35,,32.0,Good
+Shillong,2019-11-25,10.31,13.97,0.47,1.52,0.62,1.6,0.17,3.38,10.43,0.28,0.4,,22.0,Good
+Shillong,2019-11-26,16.74,22.3,0.61,1.91,0.75,2.03,0.2,4.43,16.75,0.32,0.45,,30.0,Good
+Shillong,2019-11-27,12.69,15.68,0.53,1.62,0.54,1.64,0.17,3.58,11.6,0.25,0.2,,29.0,Good
+Shillong,2019-11-28,12.47,17.01,0.59,1.85,0.75,1.89,0.12,4.23,18.27,0.48,0.22,,28.0,Good
+Shillong,2019-11-29,10.44,2.86,0.85,2.6,0.92,2.66,0.16,5.91,32.86,0.45,0.24,,49.0,Good
+Shillong,2019-11-30,6.88,4.28,0.78,2.46,1.08,2.56,0.19,5.74,29.19,0.36,0.28,,,
+Shillong,2019-12-01,,,0.78,2.49,1.1,2.53,0.19,5.69,37.52,0.32,0.21,,,
+Shillong,2019-12-02,,,0.75,2.42,1.08,2.48,0.25,5.49,25.19,0.42,0.45,,,
+Shillong,2019-12-03,5.92,9.08,0.63,1.97,0.77,2.07,0.21,4.67,17.24,0.35,0.5,,,
+Shillong,2019-12-04,4.46,2.1,0.42,1.28,0.52,1.33,0.15,3.09,9.59,0.22,0.38,,,
+Shillong,2019-12-05,2.67,4.46,0.56,1.86,0.84,1.92,0.15,4.36,24.15,0.26,0.27,,,
+Shillong,2019-12-06,3.71,2.12,0.6,1.88,0.82,1.93,0.15,4.35,27.75,0.22,0.18,,,
+Shillong,2019-12-07,2.69,4.74,0.54,1.67,0.71,1.73,0.13,3.92,23.42,0.19,0.14,,,
+Shillong,2019-12-08,13.22,2.08,0.58,1.81,0.78,1.85,0.14,4.16,23.65,0.19,0.17,,,
+Shillong,2019-12-09,7.06,10.39,0.59,1.85,0.79,1.89,0.32,4.25,22.99,0.41,0.94,,,
+Shillong,2019-12-10,12.52,9.11,0.52,1.65,0.71,1.69,0.2,3.83,14.36,0.34,0.29,,,
+Shillong,2019-12-11,21.1,9.35,0.53,1.7,0.73,1.76,0.38,3.98,18.38,0.51,0.85,,,
+Shillong,2019-12-12,13.29,8.72,0.51,1.58,0.67,1.62,0.15,3.65,16.67,0.28,0.23,,,
+Shillong,2019-12-13,5.61,4.68,0.72,2.28,0.99,2.31,0.16,5.31,28.87,0.25,0.14,,,
+Shillong,2019-12-14,6.6,5.96,0.68,2.07,0.88,2.12,0.18,5.09,27.36,0.28,0.15,,,
+Shillong,2019-12-15,16.81,17.68,0.68,2.11,0.87,2.14,0.23,5.28,24.36,0.35,0.16,,,
+Shillong,2019-12-16,7.87,12.72,0.62,1.92,0.83,1.94,0.22,4.82,26.97,0.27,0.28,,,
+Shillong,2019-12-17,12.77,14.36,0.62,1.93,0.82,2.03,0.23,4.86,25.68,0.31,0.33,,,
+Shillong,2019-12-18,13.79,24.44,0.65,2.06,0.89,2.1,0.17,4.92,25.76,0.29,0.14,,,
+Shillong,2019-12-19,5.13,5.64,0.53,1.63,0.7,1.68,0.16,3.97,16.24,0.29,0.14,,,
+Shillong,2019-12-20,4.97,6.56,0.53,1.66,0.72,1.71,0.2,4.07,19.45,0.3,0.25,,,
+Shillong,2019-12-21,2.03,3.45,0.26,0.84,0.34,0.86,0.1,2.11,10.26,0.2,0.16,,,
+Shillong,2019-12-22,4.09,2.17,0.27,0.81,0.31,0.85,0.1,2.09,9.72,0.16,0.15,,,
+Shillong,2019-12-23,8.53,10.96,0.44,1.38,0.6,1.43,0.18,3.47,13.5,0.26,0.33,,,
+Shillong,2019-12-24,20.9,24.28,0.73,2.24,0.96,2.31,0.25,5.67,22.77,0.42,0.27,,,
+Shillong,2019-12-25,24.42,36.78,0.9,2.87,1.26,2.97,0.26,7.32,35.8,0.39,0.18,,,
+Shillong,2019-12-26,12.52,12.57,0.64,2.06,0.91,2.15,0.17,5.23,35.34,0.24,0.11,,,
+Shillong,2019-12-27,9.52,,0.71,2.28,0.95,2.32,0.19,5.67,33.71,0.22,0.09,,,
+Shillong,2019-12-28,12.2,,0.74,2.32,0.98,2.42,0.17,5.93,31.5,0.24,0.13,,,
+Shillong,2019-12-29,8.77,,0.7,2.24,0.97,2.32,0.16,5.74,34.71,0.19,0.12,,,
+Shillong,2019-12-30,2.06,,0.65,2.04,0.89,2.11,0.14,5.25,37.81,0.15,0.18,,,
+Shillong,2019-12-31,6.7,1.06,0.69,2.2,0.96,2.27,0.17,5.88,37.16,0.2,0.12,,,
+Shillong,2020-01-01,,,0.73,2.28,1.0,2.33,0.18,6.08,33.94,0.2,0.09,,,
+Shillong,2020-01-02,16.94,,0.77,2.48,1.1,2.6,0.33,6.75,29.45,0.4,0.62,,,
+Shillong,2020-01-03,6.09,,0.71,2.26,1.0,2.31,0.25,5.81,35.99,0.28,0.16,,,
+Shillong,2020-01-04,,,0.74,2.38,1.07,2.45,0.23,5.99,24.46,0.43,0.4,,,
+Shillong,2020-01-05,13.57,,0.69,2.33,1.07,2.4,0.17,6.15,49.78,0.31,0.1,,,
+Shillong,2020-01-06,12.55,,0.63,2.12,0.98,2.16,0.28,5.17,27.36,0.42,0.31,,,
+Shillong,2020-01-07,13.5,,0.67,2.17,0.94,2.22,0.3,5.48,26.58,0.36,0.48,,,
+Shillong,2020-01-08,11.0,,0.57,1.83,0.46,1.88,0.12,4.93,19.06,0.14,0.1,,,
+Shillong,2020-01-09,56.28,68.45,0.6,1.89,0.3,1.9,0.2,5.56,15.43,0.23,0.23,,,
+Shillong,2020-01-10,35.29,51.1,0.77,2.43,1.05,2.5,0.67,6.85,29.17,0.88,2.0,,,
+Shillong,2020-01-11,22.59,30.4,0.91,2.96,1.32,3.05,0.28,7.95,32.79,0.41,0.28,,50.0,Good
+Shillong,2020-01-12,17.46,24.25,0.76,2.47,1.11,2.5,0.2,6.64,28.35,0.29,0.19,,38.0,Good
+Shillong,2020-01-13,57.08,38.59,0.85,2.82,1.28,2.89,0.36,7.76,29.71,0.55,0.51,,52.0,Satisfactory
+Shillong,2020-01-14,35.92,48.29,0.87,2.74,1.21,2.79,0.47,7.73,25.08,0.56,0.58,,60.0,Satisfactory
+Shillong,2020-01-15,38.86,50.15,0.91,2.84,1.23,2.91,0.43,8.02,23.68,0.53,0.53,,64.0,Satisfactory
+Shillong,2020-01-16,22.65,31.34,0.73,2.31,0.7,2.34,0.22,6.48,26.21,0.27,0.14,,55.0,Satisfactory
+Shillong,2020-01-17,34.74,45.92,0.74,2.36,0.38,2.45,0.14,6.99,29.39,0.16,0.12,,36.0,Good
+Shillong,2020-01-18,33.34,45.46,0.77,2.41,1.05,2.47,0.25,7.36,47.44,0.23,0.09,,69.0,Satisfactory
+Shillong,2020-01-19,21.45,32.41,0.78,2.53,1.1,2.63,0.18,7.93,66.61,0.12,0.01,,80.0,Satisfactory
+Shillong,2020-01-20,29.71,39.33,0.8,2.57,1.13,2.65,0.22,7.82,63.05,0.16,0.04,,88.0,Satisfactory
+Shillong,2020-01-21,21.25,28.61,0.78,2.47,1.08,2.54,0.29,7.12,34.88,0.22,0.26,,57.0,Satisfactory
+Shillong,2020-01-22,20.72,23.23,0.74,2.37,1.05,2.44,0.22,6.9,42.67,0.17,0.16,,54.0,Satisfactory
+Shillong,2020-01-23,15.63,27.13,0.88,2.87,1.29,2.95,0.23,8.51,59.45,0.1,0.08,,73.0,Satisfactory
+Shillong,2020-01-24,35.99,49.54,0.92,2.91,1.24,2.96,0.53,8.38,43.53,89.49,89.66,,78.0,Satisfactory
+Shillong,2020-01-25,43.41,54.6,0.78,2.6,1.19,2.67,0.34,7.61,36.05,432.05,431.87,,68.0,Satisfactory
+Shillong,2020-01-26,44.81,55.75,0.82,2.68,1.21,2.68,0.33,7.66,39.22,438.01,437.77,,74.0,Satisfactory
+Shillong,2020-01-27,46.64,59.12,0.75,2.48,1.12,2.54,0.56,7.15,27.42,199.03,198.74,,81.0,Satisfactory
+Shillong,2020-01-28,64.17,79.29,0.71,2.35,1.04,2.43,0.63,7.0,18.39,0.59,0.2,,86.0,Satisfactory
+Shillong,2020-01-29,62.33,78.74,0.79,2.6,1.2,2.64,0.59,7.46,29.58,0.59,0.14,,111.0,Moderate
+Shillong,2020-01-30,42.77,57.84,0.75,2.44,1.09,2.48,0.33,7.37,45.61,0.33,0.04,,96.0,Satisfactory
+Shillong,2020-01-31,40.96,56.13,0.74,2.4,1.07,2.46,0.35,7.23,37.35,0.33,0.15,,71.0,Satisfactory
+Shillong,2020-02-01,47.55,62.01,0.76,2.46,1.08,2.53,0.27,7.6,39.34,0.33,0.06,,78.0,Satisfactory
+Shillong,2020-02-02,48.24,67.47,0.97,3.05,1.32,3.12,0.33,9.46,55.75,0.4,0.03,,80.0,Satisfactory
+Shillong,2020-02-03,60.08,84.81,1.02,3.2,1.37,3.25,0.55,10.06,48.78,0.6,0.22,,86.0,Satisfactory
+Shillong,2020-02-04,49.49,63.41,0.92,2.97,1.33,3.04,0.56,9.26,38.52,0.48,0.13,,94.0,Satisfactory
+Shillong,2020-02-05,54.66,73.95,1.0,3.29,1.51,3.33,0.53,10.3,55.25,0.49,0.12,,90.0,Satisfactory
+Shillong,2020-02-06,40.34,59.42,0.94,3.14,1.43,3.19,0.41,9.73,61.01,0.38,0.15,,87.0,Satisfactory
+Shillong,2020-02-07,58.11,83.5,0.99,3.18,1.41,3.25,0.57,10.34,55.06,0.55,0.17,,93.0,Satisfactory
+Shillong,2020-02-08,48.94,68.35,0.84,2.67,1.18,2.7,0.37,8.91,38.07,0.37,0.02,,92.0,Satisfactory
+Shillong,2020-02-09,25.93,34.99,0.93,2.85,1.22,2.95,0.26,9.69,43.66,0.25,0.02,,62.0,Satisfactory
+Shillong,2020-02-10,47.14,63.22,0.97,3.03,1.29,3.12,0.58,10.2,35.73,0.43,0.08,,70.0,Satisfactory
+Shillong,2020-02-11,42.01,58.81,0.94,2.82,1.18,2.94,0.56,9.85,36.5,0.46,0.09,,76.0,Satisfactory
+Shillong,2020-02-12,40.08,56.09,0.87,2.71,1.17,2.78,0.4,9.24,37.57,0.34,0.09,,71.0,Satisfactory
+Shillong,2020-02-13,49.07,66.7,0.76,2.41,1.07,2.46,0.52,7.98,34.74,165.49,165.37,,77.0,Satisfactory
+Shillong,2020-02-14,54.68,75.38,0.74,2.38,1.06,2.41,0.35,7.96,57.89,222.54,222.11,,90.0,Satisfactory
+Shillong,2020-02-15,81.36,108.46,0.78,2.51,1.1,2.52,0.37,8.15,65.99,0.32,0.04,,143.0,Moderate
+Shillong,2020-02-16,63.48,84.69,0.73,2.38,1.07,2.46,0.32,7.81,47.94,0.25,0.02,,130.0,Moderate
+Shillong,2020-02-17,77.93,102.18,0.83,2.63,1.16,2.71,0.49,8.87,36.94,0.38,0.03,,140.0,Moderate
+Shillong,2020-02-18,75.12,98.01,0.87,2.79,1.24,2.85,0.48,9.64,54.15,0.39,0.05,,149.0,Moderate
+Shillong,2020-02-19,92.18,120.62,0.9,2.79,1.19,2.86,0.59,9.91,33.69,0.51,0.08,,182.0,Moderate
+Shillong,2020-02-20,67.59,89.77,0.84,2.69,1.18,2.74,0.49,9.3,25.59,0.38,0.02,,175.0,Moderate
+Shillong,2020-02-21,58.97,79.1,0.83,2.64,1.17,2.73,0.33,9.3,51.83,0.24,0.04,,120.0,Moderate
+Shillong,2020-02-22,,,,,,,,,,,,,,
+Shillong,2020-02-23,,,,,,,,,,,,,,
+Shillong,2020-02-24,31.07,38.19,0.88,8.15,1.09,2.58,0.3,3.96,31.25,105.28,105.26,,,
+Shillong,2020-02-25,25.11,31.22,0.82,2.56,1.12,2.61,0.34,3.23,28.84,266.83,266.28,,49.0,Good
+Shillong,2020-02-26,21.18,26.77,0.86,2.72,1.17,2.78,0.23,3.3,33.19,132.8,132.8,,46.0,Good
+Shillong,2020-02-27,17.87,27.19,0.84,2.7,1.2,2.81,0.35,3.25,33.5,404.68,404.3,,60.0,Satisfactory
+Shillong,2020-02-28,17.24,24.88,0.79,2.44,1.04,2.49,0.24,3.09,25.66,405.21,405.05,,42.0,Good
+Shillong,2020-02-29,18.63,26.41,0.86,2.64,1.14,2.72,0.22,3.66,39.09,449.38,449.14,,51.0,Satisfactory
+Shillong,2020-03-01,27.68,36.86,0.88,2.65,1.11,2.72,0.24,4.23,46.9,427.39,427.38,,53.0,Satisfactory
+Shillong,2020-03-02,35.37,48.33,0.83,2.61,1.15,2.7,0.31,4.21,43.83,432.94,433.02,,60.0,Satisfactory
+Shillong,2020-03-03,26.75,40.42,0.81,2.55,1.09,2.59,0.2,3.85,51.06,429.17,428.99,,63.0,Satisfactory
+Shillong,2020-03-04,32.17,53.68,0.85,2.64,1.15,2.71,0.23,3.85,48.89,445.83,445.84,,64.0,Satisfactory
+Shillong,2020-03-05,26.31,34.09,0.88,2.77,1.22,2.85,0.32,3.99,41.7,435.09,434.92,,63.0,Satisfactory
+Shillong,2020-03-06,27.32,36.11,0.89,2.78,1.21,2.86,0.25,4.09,52.14,454.85,454.85,,64.0,Satisfactory
+Shillong,2020-03-07,26.77,35.27,0.87,2.74,1.17,2.82,0.22,3.57,44.61,421.26,421.04,,65.0,Satisfactory
+Shillong,2020-03-08,20.66,35.48,0.93,2.91,1.22,2.98,0.17,3.94,60.41,417.51,417.51,,73.0,Satisfactory
+Shillong,2020-03-09,28.03,42.96,0.99,3.08,1.34,3.19,0.31,4.76,51.74,443.63,443.63,,65.0,Satisfactory
+Shillong,2020-03-10,39.77,59.85,1.03,3.11,1.31,3.2,0.29,5.22,54.05,455.03,454.12,,71.0,Satisfactory
+Shillong,2020-03-11,23.77,38.5,0.99,2.94,1.23,3.05,0.23,5.02,54.63,448.59,448.87,,66.0,Satisfactory
+Shillong,2020-03-12,29.84,47.21,0.8,2.35,0.97,2.42,0.22,4.93,44.23,429.29,428.81,,56.0,Satisfactory
+Shillong,2020-03-13,38.98,55.72,0.81,2.34,0.96,2.4,0.28,4.68,40.9,428.49,428.04,,59.0,Satisfactory
+Shillong,2020-03-14,53.61,75.81,0.91,2.58,1.02,2.72,0.32,5.3,49.53,430.75,430.66,,86.0,Satisfactory
+Shillong,2020-03-15,27.04,42.2,0.88,2.55,1.02,2.61,0.21,4.85,44.13,435.9,435.94,,77.0,Satisfactory
+Shillong,2020-03-16,23.18,42.06,0.86,2.53,1.04,2.57,0.21,5.4,36.23,281.93,281.84,,65.0,Satisfactory
+Shillong,2020-03-17,37.88,59.49,0.96,2.69,1.05,2.75,0.31,6.19,6.77,50.59,50.7,,49.0,Good
+Shillong,2020-03-18,44.98,72.82,0.92,2.7,1.1,2.77,0.31,6.61,27.41,6.76,6.78,,73.0,Satisfactory
+Shillong,2020-03-19,52.21,75.5,0.83,2.48,1.03,2.56,0.33,5.23,16.58,0.11,0.15,,83.0,Satisfactory
+Shillong,2020-03-20,50.46,75.63,0.91,2.73,1.16,2.86,0.33,6.69,20.88,0.09,0.16,,86.0,Satisfactory
+Shillong,2020-03-21,58.49,81.35,0.88,2.62,1.1,2.69,0.33,5.41,10.43,0.09,0.04,,97.0,Satisfactory
+Shillong,2020-03-22,21.25,31.3,0.8,2.44,1.03,2.5,0.21,4.43,15.74,0.12,0.06,,62.0,Satisfactory
+Shillong,2020-03-23,21.58,29.57,0.79,2.46,1.07,2.55,0.24,4.53,6.48,0.09,0.13,,33.0,Good
+Shillong,2020-03-24,30.19,39.11,0.87,2.67,1.15,2.75,0.22,5.24,1.73,0.17,0.05,,44.0,Good
+Shillong,2020-03-25,50.05,62.4,0.92,2.8,1.18,2.87,0.3,5.86,4.6,0.16,0.04,,67.0,Satisfactory
+Shillong,2020-03-26,44.29,55.51,0.89,2.64,1.09,2.74,0.28,5.86,9.19,0.14,0.03,,72.0,Satisfactory
+Shillong,2020-03-27,42.54,66.9,0.87,2.57,1.07,2.67,0.26,6.69,13.36,0.05,0.04,,79.0,Satisfactory
+Shillong,2020-03-28,33.4,60.85,0.85,2.45,0.99,2.53,0.19,6.37,11.65,0.03,0.02,,72.0,Satisfactory
+Shillong,2020-03-29,30.23,58.07,0.88,2.46,0.96,2.56,0.21,7.51,13.33,0.11,0.12,,55.0,Satisfactory
+Shillong,2020-03-30,53.16,89.47,0.89,2.52,0.98,2.58,0.35,9.03,12.08,0.14,0.1,,64.0,Satisfactory
+Shillong,2020-03-31,58.0,99.34,0.85,2.35,0.9,2.45,0.35,8.86,9.67,0.14,0.11,,118.0,Moderate
+Shillong,2020-04-01,46.79,81.02,0.9,2.55,1.0,2.64,0.3,8.82,22.65,0.07,0.03,,93.0,Satisfactory
+Shillong,2020-04-02,34.47,74.98,0.98,2.83,1.14,2.95,0.23,10.68,38.21,0.02,0.02,,77.0,Satisfactory
+Shillong,2020-04-03,34.03,65.56,1.0,2.87,1.14,3.01,0.21,9.04,25.1,0.02,0.02,,74.0,Satisfactory
+Shillong,2020-04-04,25.6,49.2,0.92,2.67,0.28,2.79,0.05,7.86,18.67,0.01,0.02,,59.0,Satisfactory
+Shillong,2020-04-05,,,,,0.0,,0.0,,,0.0,0.0,,,
+Shillong,2020-04-06,,,,,,,,,,,,,,
+Shillong,2020-04-07,,,,,,,,,,,,,,
+Shillong,2020-04-08,,,,,,,,,,,,,,
+Shillong,2020-04-09,,,,,,,,,,,,,,
+Shillong,2020-04-10,,,,,0.0,,0.0,,,0.0,0.0,,,
+Shillong,2020-04-11,,,,,0.0,,0.0,,,0.0,0.0,,,
+Shillong,2020-04-12,,,,,0.0,,0.0,,,0.0,0.0,,,
+Shillong,2020-04-13,,,,,0.0,,0.0,,,0.0,0.0,,,
+Shillong,2020-04-14,,,,,0.0,,0.0,,,0.0,0.0,,,
+Shillong,2020-04-15,,,,,0.0,,0.0,,,0.0,0.0,,,
+Shillong,2020-04-16,,,,,0.0,,0.0,,,0.0,0.0,,,
+Shillong,2020-04-17,,,,,0.0,,0.0,,,0.0,0.0,,,
+Shillong,2020-04-18,,,,,0.0,,0.0,,,0.0,0.0,,,
+Shillong,2020-04-19,,,,,0.0,,0.0,,,0.0,0.0,,,
+Shillong,2020-04-20,,,,,0.0,,0.0,,,0.0,0.0,,,
+Shillong,2020-04-21,,,,,0.0,,0.0,,,0.0,0.0,,,
+Shillong,2020-04-22,,,,,0.0,,0.0,,,0.0,0.0,,,
+Shillong,2020-04-23,,,,,0.0,,0.0,,,0.0,0.0,,,
+Shillong,2020-04-24,,,,,0.0,,0.0,,,0.0,0.0,,,
+Shillong,2020-04-25,,,,,0.0,,0.0,,,0.0,0.0,,,
+Shillong,2020-04-26,,,,,0.0,,0.0,,,0.0,0.0,,,
+Shillong,2020-04-27,,,,,0.0,,0.0,,,0.0,0.0,,,
+Shillong,2020-04-28,,,,,0.0,,0.0,,,0.0,0.0,,,
+Shillong,2020-04-29,,,,,0.0,,0.0,,,0.0,0.0,,,
+Shillong,2020-04-30,9.92,13.98,0.61,1.88,0.35,1.86,0.07,4.22,1.03,0.0,0.0,,,
+Shillong,2020-05-01,12.54,18.18,0.81,2.42,1.01,2.48,0.17,5.85,1.61,5.31,5.47,,17.0,Good
+Shillong,2020-05-02,13.9,18.23,0.88,2.65,1.12,2.71,0.16,6.65,0.9,0.04,0.14,,24.0,Good
+Shillong,2020-05-03,10.46,13.6,0.9,2.65,1.09,2.72,0.15,6.66,0.8,0.04,0.12,,19.0,Good
+Shillong,2020-05-04,13.97,18.44,0.89,2.65,1.11,2.73,0.2,6.95,0.11,0.04,0.19,,20.0,Good
+Shillong,2020-05-05,16.18,23.91,0.88,2.58,1.05,2.66,0.16,6.96,4.15,0.09,0.14,,27.0,Good
+Shillong,2020-05-06,12.39,16.49,0.9,2.62,1.07,2.71,0.18,7.0,9.44,0.15,0.15,,22.0,Good
+Shillong,2020-05-07,11.76,16.65,0.92,2.65,1.06,2.7,0.18,7.38,18.51,0.05,0.16,,39.0,Good
+Shillong,2020-05-08,15.92,24.05,0.95,2.68,1.05,2.78,0.16,8.29,24.17,0.05,0.15,,56.0,Satisfactory
+Shillong,2020-05-09,21.41,32.61,0.92,2.62,1.04,2.66,0.19,8.0,21.39,0.05,0.16,,42.0,Good
+Shillong,2020-05-10,23.75,34.49,0.97,2.72,1.06,2.82,0.19,8.27,21.21,0.1,0.1,,57.0,Satisfactory
+Shillong,2020-05-11,22.77,33.82,0.91,2.59,1.01,2.68,0.2,7.81,33.07,0.09,0.1,,75.0,Satisfactory
+Shillong,2020-05-12,21.75,30.97,1.0,2.74,1.02,2.84,0.2,8.55,12.28,9.78,9.84,,37.0,Good
+Shillong,2020-05-13,30.47,43.71,0.92,2.62,1.03,2.72,0.19,8.1,19.25,0.06,0.03,,48.0,Good
+Shillong,2020-05-14,21.18,31.19,0.75,2.14,0.85,2.21,0.15,6.56,11.21,0.0,0.0,,41.0,Good
+Shillong,2020-05-15,17.18,25.41,0.66,1.89,0.73,1.97,0.13,5.95,9.43,0.0,0.0,,31.0,Good
+Shillong,2020-05-16,14.34,23.35,0.61,1.72,0.67,1.78,0.11,5.39,11.43,0.0,0.0,,25.0,Good
+Shillong,2020-05-17,16.06,29.21,0.91,2.53,0.98,2.61,0.16,8.27,11.87,0.0,0.0,,30.0,Good
+Shillong,2020-05-18,24.24,45.38,0.91,2.55,0.99,2.64,0.19,8.8,27.29,0.0,0.0,,52.0,Satisfactory
+Shillong,2020-05-19,26.59,49.0,0.96,2.67,1.03,2.77,0.21,9.14,15.21,0.07,0.06,,47.0,Good
+Shillong,2020-05-20,17.42,26.03,0.93,2.65,1.06,2.71,0.19,8.35,9.25,0.07,0.13,,40.0,Good
+Shillong,2020-05-21,3.45,4.98,0.88,2.58,1.06,2.67,0.17,7.77,,98.96,99.01,,17.0,Good
+Shillong,2020-05-22,8.58,12.38,0.99,2.84,1.14,2.91,0.22,8.62,1.45,205.43,205.43,,14.0,Good
+Shillong,2020-05-23,24.57,40.46,0.95,2.66,1.04,2.8,0.19,8.76,14.18,0.02,0.08,,28.0,Good
+Shillong,2020-05-24,16.11,24.92,0.94,2.66,1.03,2.75,0.16,8.68,5.76,0.0,0.02,,35.0,Good
+Shillong,2020-05-25,11.5,19.73,0.97,2.74,1.06,2.83,0.14,8.54,8.87,0.0,0.0,,24.0,Good
+Shillong,2020-05-26,7.42,11.94,0.97,2.69,1.05,2.76,0.14,8.65,7.42,0.0,0.05,,17.0,Good
+Shillong,2020-05-27,8.61,13.44,0.97,2.69,1.04,2.74,0.16,8.37,19.84,0.01,0.08,,35.0,Good
+Shillong,2020-05-28,12.87,19.67,0.93,2.66,1.05,2.73,0.24,8.49,5.3,0.03,0.19,,23.0,Good
+Shillong,2020-05-29,11.74,15.88,1.0,2.8,1.09,2.88,0.18,8.98,3.65,0.02,0.24,,21.0,Good
+Shillong,2020-05-30,12.82,20.52,0.97,2.75,1.07,2.81,0.17,8.61,3.28,0.0,0.12,,21.0,Good
+Shillong,2020-05-31,12.93,20.92,0.99,2.84,1.14,2.94,0.17,9.09,6.03,0.0,0.08,,22.0,Good
+Shillong,2020-06-01,16.52,28.89,0.97,2.78,1.12,2.9,0.16,9.14,11.35,63.67,63.69,,25.0,Good
+Shillong,2020-06-02,19.38,31.27,0.97,2.73,1.06,2.81,0.15,9.47,16.35,0.11,0.27,,29.0,Good
+Shillong,2020-06-03,19.65,27.54,0.96,2.65,1.02,2.74,0.17,9.84,12.45,0.23,0.45,,33.0,Good
+Shillong,2020-06-04,20.5,28.99,0.98,2.73,1.07,2.84,0.18,10.76,11.24,0.26,0.54,,32.0,Good
+Shillong,2020-06-05,12.72,18.14,0.99,2.75,1.06,2.85,0.15,10.76,1.17,0.14,0.64,,32.0,Good
+Shillong,2020-06-06,13.5,17.99,1.0,2.73,1.04,2.79,0.16,10.49,1.83,0.19,0.58,,16.0,Good
+Shillong,2020-06-07,17.94,25.5,1.05,2.88,1.09,2.93,0.18,11.33,5.11,0.26,0.67,,30.0,Good
+Shillong,2020-06-08,23.76,32.93,0.97,2.71,1.05,2.76,0.21,10.7,5.94,0.43,1.09,,33.0,Good
+Shillong,2020-06-09,24.94,33.44,0.98,2.73,1.06,2.84,0.25,10.96,0.01,0.5,1.22,,41.0,Good
+Shillong,2020-06-10,9.99,14.39,0.95,2.62,1.0,2.73,0.17,10.71,,0.18,0.98,,33.0,Good
+Shillong,2020-06-11,5.28,10.75,0.97,2.64,1.0,2.77,0.16,10.19,17.41,0.25,0.91,,20.0,Good
+Shillong,2020-06-12,3.44,5.82,0.98,2.76,1.09,2.86,0.14,9.5,22.11,0.01,0.09,,29.0,Good
+Shillong,2020-06-13,3.9,6.79,0.92,2.63,1.03,2.71,0.13,8.92,20.96,0.01,0.08,,34.0,Good
+Shillong,2020-06-14,,,,,,,,,,,,,,
+Shillong,2020-06-15,3.11,9.63,0.88,2.49,0.99,2.56,0.13,9.3,15.82,25.22,25.26,,,
+Shillong,2020-06-16,4.38,10.06,0.9,2.41,0.87,2.5,0.12,9.22,14.21,0.02,0.16,,18.0,Good
+Shillong,2020-06-17,3.87,5.38,1.09,3.06,1.18,3.17,0.14,11.18,26.65,0.01,0.11,,26.0,Good
+Shillong,2020-06-18,4.56,6.79,1.1,3.09,1.2,6.2,0.15,11.29,31.77,0.01,0.08,,46.0,Good
+Shillong,2020-06-19,10.64,15.77,1.09,3.03,1.16,3.13,0.2,11.89,33.9,0.01,0.1,,49.0,Good
+Shillong,2020-06-20,14.8,23.66,1.11,3.03,1.13,3.12,0.22,13.84,29.12,0.02,0.1,,43.0,Good
+Shillong,2020-06-21,5.35,9.42,1.09,2.92,1.07,3.04,0.14,12.33,25.35,0.01,0.06,,33.0,Good
+Shillong,2020-06-22,8.14,12.93,1.08,2.94,1.1,3.07,0.15,12.47,35.8,0.01,0.07,,41.0,Good
+Shillong,2020-06-23,9.65,20.87,1.06,2.97,1.15,3.09,0.13,12.67,42.14,0.01,0.03,,46.0,Good
+Shillong,2020-06-24,10.21,15.34,1.13,3.07,1.14,3.2,0.14,10.89,29.17,0.01,0.03,,47.0,Good
+Shillong,2020-06-25,9.62,16.37,1.08,2.95,1.11,3.03,0.13,5.46,10.18,0.01,0.02,,19.0,Good
+Shillong,2020-06-26,6.33,8.76,1.08,3.01,1.17,3.09,0.12,4.94,11.83,0.01,0.03,,25.0,Good
+Shillong,2020-06-27,9.41,9.77,0.99,2.89,1.16,2.93,0.16,4.76,24.97,0.01,0.05,,35.0,Good
+Shillong,2020-06-28,13.55,20.53,1.07,3.1,1.25,3.17,0.17,5.0,34.91,0.01,0.04,,53.0,Satisfactory
+Shillong,2020-06-29,9.53,13.4,1.07,3.05,1.22,3.14,0.18,5.33,10.85,0.02,0.13,,26.0,Good
+Shillong,2020-06-30,14.74,20.8,1.01,2.85,1.12,2.96,0.2,5.05,6.2,0.02,0.14,,21.0,Good
+Shillong,2020-07-01,16.7,29.4,0.97,2.7,1.04,2.66,0.1,4.29,17.71,0.0,0.02,,24.0,Good
+Talcher,2017-12-20,,,,,,,3.6,,0.02,,,,,
+Talcher,2017-12-21,,,,,,,3.41,,0.03,,,,,
+Talcher,2017-12-22,,,,,,,5.15,,0.02,,,,,
+Talcher,2017-12-23,,,,,,,,,,,,,,
+Talcher,2017-12-24,,,,,,,,,,,,,,
+Talcher,2017-12-25,,,,,,,,,,,,,,
+Talcher,2017-12-26,,,,,,,,,,,,,,
+Talcher,2017-12-27,,,,,,,1.68,,0.15,,,,,
+Talcher,2017-12-28,,,,,,,,,,,,,,
+Talcher,2017-12-29,,,,,,,,,,,,,,
+Talcher,2017-12-30,,,,,,,,,,,,,,
+Talcher,2017-12-31,,,,,,,,,,,,,,
+Talcher,2018-01-01,,,,,,,,,,,,,,
+Talcher,2018-01-02,,,,,,,,,,,,,,
+Talcher,2018-01-03,,,,,,,,,,,,,,
+Talcher,2018-01-04,,,,,,,,,,,,,,
+Talcher,2018-01-05,,,,,,,,,,,,,,
+Talcher,2018-01-06,,,,,,,,,,,,,,
+Talcher,2018-01-07,,,,,,,,,,,,,,
+Talcher,2018-01-08,,,,,,,,,,,,,,
+Talcher,2018-01-09,,,,,,,,,,,,,,
+Talcher,2018-01-10,,,,0.09,,0.02,1.36,,0.06,,,,,
+Talcher,2018-01-11,,,,0.12,,0.01,1.62,,0.04,,,,,
+Talcher,2018-01-12,,,,0.11,,0.02,2.34,,0.06,,,,,
+Talcher,2018-01-13,,,,0.05,,0.02,2.25,,0.05,,,,,
+Talcher,2018-01-14,,,,,,,,,,,,,,
+Talcher,2018-01-15,,,,,,,,,,,,,,
+Talcher,2018-01-16,,,,,,,,,,,,,,
+Talcher,2018-01-17,,,,,,,,,,,,,,
+Talcher,2018-01-18,,,,,,,,,,,,,,
+Talcher,2018-01-19,,,,,,,,,,,,,,
+Talcher,2018-01-20,,,,,,,,,,,,,,
+Talcher,2018-01-21,,,,,,,,,,,,,,
+Talcher,2018-01-22,,,,,,,,,,,,,,
+Talcher,2018-01-23,,,,,,,,,,,,,,
+Talcher,2018-01-24,,,,,,,,,,,,,,
+Talcher,2018-01-25,,,,,,,,,,,,,,
+Talcher,2018-01-26,,,,,,,,,,,,,,
+Talcher,2018-01-27,,,,,,,,,,,,,,
+Talcher,2018-01-28,,,,,,,,,,,,,,
+Talcher,2018-01-29,,,,,,,,,,,,,,
+Talcher,2018-01-30,,,,,,,,,,,,,,
+Talcher,2018-01-31,,,,,,,,,,,,,,
+Talcher,2018-02-01,,,,,,,,,,,,,,
+Talcher,2018-02-02,,,,,,,,,,,,,,
+Talcher,2018-02-03,,,,,,,,,,,,,,
+Talcher,2018-02-04,,,,,,,,,,,,,,
+Talcher,2018-02-05,,,,,,,,,,,,,,
+Talcher,2018-02-06,,,,,,,,,,,,,,
+Talcher,2018-02-07,123.61,322.43,14.45,29.29,43.73,7.3,2.46,,29.76,,,,,
+Talcher,2018-02-08,135.85,341.78,26.92,27.72,54.67,6.63,2.5,,18.54,,,,311.0,Very Poor
+Talcher,2018-02-09,172.05,381.02,48.0,45.34,93.33,10.19,2.62,,17.65,,,,321.0,Very Poor
+Talcher,2018-02-10,143.05,314.95,83.26,55.96,139.18,9.55,2.56,,11.32,,,,343.0,Very Poor
+Talcher,2018-02-11,,,,,,,,,,,,,,
+Talcher,2018-02-12,117.74,264.67,19.07,27.17,46.24,9.65,1.62,38.32,28.32,0.0,0.0,,,
+Talcher,2018-02-13,173.67,411.74,33.86,54.41,88.22,8.64,2.09,63.77,18.61,0.0,0.0,,343.0,Very Poor
+Talcher,2018-02-14,73.52,209.94,12.42,17.65,29.99,10.55,0.58,51.74,14.69,0.0,0.0,,269.0,Poor
+Talcher,2018-02-15,145.63,280.32,28.61,32.76,61.35,8.53,1.3,54.35,23.31,0.0,0.0,,243.0,Poor
+Talcher,2018-02-16,193.1,415.79,70.66,68.73,139.34,6.54,1.77,66.46,26.16,0.0,0.0,,350.0,Very Poor
+Talcher,2018-02-17,174.89,336.83,44.88,48.53,93.46,5.88,1.42,69.76,25.58,0.0,0.0,,362.0,Very Poor
+Talcher,2018-02-18,209.23,448.44,70.66,69.51,140.12,5.42,1.96,79.83,24.45,0.0,0.0,,369.0,Very Poor
+Talcher,2018-02-19,138.1,293.77,41.74,47.28,89.11,5.73,1.3,57.58,23.4,0.0,0.0,,356.0,Very Poor
+Talcher,2018-02-20,135.54,290.37,23.46,32.28,55.72,8.2,1.23,39.42,21.31,0.0,0.0,,305.0,Very Poor
+Talcher,2018-02-21,183.64,337.62,49.2,48.33,97.52,7.93,1.54,57.99,25.19,0.0,0.0,,320.0,Very Poor
+Talcher,2018-02-22,238.35,529.88,100.62,94.69,195.22,7.69,2.73,72.67,24.42,0.0,0.0,,474.0,Severe
+Talcher,2018-02-23,223.24,428.19,99.67,99.8,183.72,9.87,2.56,78.68,23.63,0.0,0.0,,452.0,Severe
+Talcher,2018-02-24,172.69,365.85,36.01,44.13,80.14,15.4,2.34,57.81,29.15,0.0,0.0,,356.0,Very Poor
+Talcher,2018-02-25,174.97,356.57,30.62,37.09,65.96,15.49,2.12,51.47,25.24,0.0,0.0,,334.0,Very Poor
+Talcher,2018-02-26,207.2,446.6,46.95,59.91,106.99,12.05,2.41,59.2,21.31,0.0,0.0,,400.0,Very Poor
+Talcher,2018-02-27,159.51,373.57,51.59,59.94,99.82,10.19,2.08,51.38,21.7,0.0,0.0,,378.0,Very Poor
+Talcher,2018-02-28,202.82,450.74,81.8,76.15,153.57,13.07,2.69,45.31,20.57,0.0,0.0,,368.0,Very Poor
+Talcher,2018-03-01,186.41,378.45,121.17,27.03,124.82,30.09,2.05,38.16,21.77,0.0,0.0,,367.0,Very Poor
+Talcher,2018-03-02,198.3,392.54,113.49,32.55,118.98,28.91,2.43,50.51,26.23,0.0,0.0,,365.0,Very Poor
+Talcher,2018-03-03,166.3,395.0,73.59,27.44,90.31,27.32,2.35,47.24,27.58,0.0,0.0,,348.0,Very Poor
+Talcher,2018-03-04,283.31,488.72,173.68,36.38,185.73,28.93,3.3,52.69,30.91,0.0,0.0,,484.0,Severe
+Talcher,2018-03-05,173.38,404.44,80.8,30.83,104.99,25.67,2.27,50.81,24.1,0.0,0.0,,396.0,Very Poor
+Talcher,2018-03-06,145.3,329.78,57.74,26.55,82.66,23.23,1.93,57.6,23.11,0.0,0.0,,341.0,Very Poor
+Talcher,2018-03-07,147.24,333.81,73.26,35.12,101.13,25.13,2.05,59.84,29.6,0.0,0.0,,320.0,Very Poor
+Talcher,2018-03-08,111.63,241.12,50.46,27.81,67.24,24.24,1.46,53.04,28.35,0.0,0.0,,295.0,Poor
+Talcher,2018-03-09,179.03,312.37,67.8,36.17,88.72,23.86,1.97,40.02,36.28,0.0,0.0,,258.0,Poor
+Talcher,2018-03-10,144.24,279.06,78.09,28.4,97.95,26.96,2.06,32.51,29.23,0.0,0.0,,329.0,Very Poor
+Talcher,2018-03-11,82.18,164.53,32.1,27.52,59.55,23.7,1.69,60.2,6.41,0.0,0.0,,323.0,Very Poor
+Talcher,2018-03-12,169.33,393.78,25.98,48.95,71.18,22.33,2.07,30.63,20.93,0.0,0.0,,,
+Talcher,2018-03-13,,,,,,,,,,,,,,
+Talcher,2018-03-14,,,,,,,,,,,,,,
+Talcher,2018-03-15,,,,,,,,,,,,,,
+Talcher,2018-03-16,,,,,,,,,,,,,,
+Talcher,2018-03-17,,,,,,,,,,,,,,
+Talcher,2018-03-18,,,,,,,,,,,,,,
+Talcher,2018-03-19,,,,,,,,,,,,,,
+Talcher,2018-03-20,331.81,382.08,140.16,43.96,184.13,25.29,3.34,4.21,36.52,0.0,0.0,,,
+Talcher,2018-03-21,217.86,358.15,125.44,31.96,155.71,26.85,2.97,24.63,21.34,0.0,0.0,,425.0,Severe
+Talcher,2018-03-22,100.51,230.12,29.47,28.68,44.97,23.66,1.86,11.95,27.49,0.0,0.0,,306.0,Very Poor
+Talcher,2018-03-23,108.45,251.27,33.45,20.49,38.95,18.29,2.07,22.95,40.37,0.0,0.0,,206.0,Poor
+Talcher,2018-03-24,90.03,210.68,15.03,19.34,22.1,7.36,1.9,31.73,40.66,0.0,0.0,,251.0,Poor
+Talcher,2018-03-25,64.52,143.31,10.76,20.37,17.79,11.14,1.46,43.94,33.19,0.0,0.0,,168.0,Moderate
+Talcher,2018-03-26,93.41,244.58,22.13,18.51,26.93,11.43,1.84,38.31,42.6,0.0,0.0,,148.0,Moderate
+Talcher,2018-03-27,155.14,352.21,58.77,22.58,75.12,10.83,2.74,56.31,25.25,0.0,0.0,,288.0,Poor
+Talcher,2018-03-28,183.49,355.28,110.03,32.85,142.85,10.97,3.19,70.46,21.09,0.0,0.0,,354.0,Very Poor
+Talcher,2018-03-29,61.01,146.11,32.36,29.3,44.85,13.12,1.61,50.21,26.21,0.0,0.0,,230.0,Poor
+Talcher,2018-03-30,53.41,132.9,14.09,17.11,17.71,11.73,1.58,31.26,42.14,0.0,0.0,,130.0,Moderate
+Talcher,2018-03-31,60.32,150.73,13.3,11.38,12.5,13.34,1.6,16.81,47.11,0.0,0.0,,127.0,Moderate
+Talcher,2018-04-01,75.21,131.5,9.73,10.88,12.5,12.21,1.49,18.46,40.31,0.0,0.0,,134.0,Moderate
+Talcher,2018-04-02,29.93,90.34,65.8,4.7,65.58,17.55,1.8,31.76,38.27,0.0,0.0,,139.0,Moderate
+Talcher,2018-04-03,39.69,133.54,10.25,10.7,9.8,12.03,1.62,34.72,43.94,0.0,0.0,,99.0,Satisfactory
+Talcher,2018-04-04,53.48,113.22,16.74,19.8,22.98,10.65,1.57,73.0,16.1,0.0,0.0,,120.0,Moderate
+Talcher,2018-04-05,,,,,,,,,,,,,114.0,Moderate
+Talcher,2018-04-06,,,,,,,,,,,,,,
+Talcher,2018-04-07,,,,,,,,,,,,,,
+Talcher,2018-04-08,,,,,,,,,,,,,,
+Talcher,2018-04-09,,,,,,,,,,,,,,
+Talcher,2018-04-10,,,,,,,,,,,,,,
+Talcher,2018-04-11,,,,,,,,,,,,,,
+Talcher,2018-04-12,,,,,,,,,,,,,,
+Talcher,2018-04-13,,,10.66,20.28,29.24,6.71,4.84,71.73,47.09,0.32,0.0,,,
+Talcher,2018-04-14,,22.63,6.23,10.48,8.89,11.31,4.27,57.3,27.68,0.0,0.0,,,
+Talcher,2018-04-15,35.65,141.11,8.01,17.29,24.66,7.71,4.66,66.74,34.42,0.0,0.0,,154.0,Moderate
+Talcher,2018-04-16,110.34,217.23,18.99,34.59,51.83,7.68,4.92,64.34,31.88,0.0,0.0,,193.0,Moderate
+Talcher,2018-04-17,64.68,126.32,3.91,12.95,15.87,7.6,4.23,51.99,34.67,0.0,0.0,,200.0,Moderate
+Talcher,2018-04-18,108.11,166.64,62.94,15.7,59.86,21.67,5.23,78.88,39.53,0.0,0.0,,215.0,Poor
+Talcher,2018-04-19,59.36,135.68,35.21,33.14,49.46,34.95,1.71,72.84,29.51,0.0,0.0,,267.0,Poor
+Talcher,2018-04-20,34.41,81.16,56.69,20.36,41.96,32.72,1.62,57.56,15.98,0.0,0.0,,96.0,Satisfactory
+Talcher,2018-04-21,51.96,99.53,62.58,9.44,47.44,32.33,2.16,73.72,18.02,0.0,0.0,,110.0,Moderate
+Talcher,2018-04-22,102.35,38.76,82.48,1.36,43.08,31.9,1.48,60.16,12.32,0.0,0.0,,139.0,Moderate
+Talcher,2018-04-23,45.11,70.31,51.52,3.5,29.43,28.91,1.65,53.17,16.11,0.0,0.0,,89.0,Satisfactory
+Talcher,2018-04-24,82.83,177.12,59.86,14.05,53.61,32.86,1.98,66.41,27.05,0.0,0.0,,145.0,Moderate
+Talcher,2018-04-25,90.72,373.29,116.32,,56.89,24.09,1.89,67.61,4.84,0.0,0.0,,196.0,Moderate
+Talcher,2018-04-26,43.09,139.17,40.36,10.52,52.85,44.13,1.39,48.03,39.63,0.0,0.0,,,
+Talcher,2018-04-27,20.11,97.93,32.97,8.17,34.1,31.23,1.52,39.12,21.48,0.0,0.0,,101.0,Moderate
+Talcher,2018-04-28,30.96,115.35,19.9,11.97,28.2,34.62,1.43,37.6,22.32,0.0,0.0,,104.0,Moderate
+Talcher,2018-04-29,37.37,98.75,28.46,7.91,24.23,29.58,1.87,43.48,23.55,0.0,0.0,,100.0,Satisfactory
+Talcher,2018-04-30,51.56,96.27,9.68,8.79,14.61,27.75,1.75,43.16,22.65,0.0,0.0,,100.0,Satisfactory
+Talcher,2018-05-01,39.03,73.5,47.86,8.79,42.01,38.3,1.66,49.11,23.49,0.0,0.0,,98.0,Satisfactory
+Talcher,2018-05-02,38.9,92.05,13.21,33.4,31.09,25.61,1.65,55.71,14.33,0.0,0.0,,94.0,Satisfactory
+Talcher,2018-05-03,72.57,103.33,45.49,17.06,45.6,37.2,1.75,53.83,23.47,0.0,0.0,,112.0,Moderate
+Talcher,2018-05-04,46.59,115.67,6.31,8.07,6.53,25.57,1.71,33.35,23.78,0.0,0.0,,104.0,Moderate
+Talcher,2018-05-05,43.79,118.46,5.82,6.74,5.39,24.9,1.67,30.29,22.29,0.0,0.0,,114.0,Moderate
+Talcher,2018-05-06,42.56,109.73,9.07,13.9,13.85,24.21,1.63,29.71,15.95,0.0,0.0,,109.0,Moderate
+Talcher,2018-05-07,67.72,179.63,8.25,18.76,17.14,24.5,1.91,33.27,19.8,0.0,0.0,,128.0,Moderate
+Talcher,2018-05-08,51.0,147.09,12.91,20.01,21.32,24.68,1.76,30.18,22.49,0.0,0.0,,140.0,Moderate
+Talcher,2018-05-09,66.42,164.92,15.41,22.42,23.4,25.38,1.75,32.91,35.76,0.0,0.0,,138.0,Moderate
+Talcher,2018-05-10,60.01,168.17,25.24,26.98,34.67,25.92,1.76,40.89,33.96,0.0,0.0,,155.0,Moderate
+Talcher,2018-05-11,46.17,103.29,47.77,14.76,41.23,50.62,1.47,38.16,27.77,0.0,0.0,,124.0,Moderate
+Talcher,2018-05-12,42.77,120.6,14.27,13.67,18.39,25.25,1.72,26.0,29.31,0.0,0.0,,111.0,Moderate
+Talcher,2018-05-13,53.33,92.78,14.22,4.45,12.04,25.97,1.87,36.8,31.89,0.0,0.0,,103.0,Moderate
+Talcher,2018-05-14,32.69,62.61,22.6,6.21,21.93,28.19,1.6,42.03,21.26,0.0,0.0,,95.0,Satisfactory
+Talcher,2018-05-15,77.37,146.11,31.42,15.57,43.15,29.18,2.1,48.15,18.44,0.0,0.0,,139.0,Moderate
+Talcher,2018-05-16,66.31,127.03,10.88,9.57,12.01,25.13,1.81,31.47,24.2,0.0,0.0,,119.0,Moderate
+Talcher,2018-05-17,49.13,108.26,17.01,1.5,9.14,26.44,1.72,34.42,27.45,0.0,0.0,,122.0,Moderate
+Talcher,2018-05-18,59.5,161.8,20.58,11.73,14.61,27.58,1.87,33.1,19.26,0.0,0.0,,110.0,Moderate
+Talcher,2018-05-19,69.14,120.9,21.05,10.7,23.79,27.74,1.88,43.34,19.73,0.0,0.0,,141.0,Moderate
+Talcher,2018-05-20,38.38,92.97,20.28,7.81,9.08,26.73,1.67,31.95,21.94,0.0,0.0,,107.0,Moderate
+Talcher,2018-05-21,84.96,143.73,41.39,8.06,24.69,21.07,2.15,43.6,28.68,0.0,0.0,,108.0,Moderate
+Talcher,2018-05-22,80.66,147.79,13.05,6.86,8.18,13.52,1.98,32.74,22.57,0.0,0.0,,163.0,Moderate
+Talcher,2018-05-23,36.34,74.74,13.7,8.64,7.91,13.87,1.75,28.21,14.98,0.0,0.0,,124.0,Moderate
+Talcher,2018-05-24,39.91,84.57,16.44,10.59,9.34,14.47,1.71,29.27,12.84,0.0,0.0,,91.0,Satisfactory
+Talcher,2018-05-25,25.78,84.37,18.02,9.89,11.65,14.18,1.68,27.9,9.61,0.0,0.0,,88.0,Satisfactory
+Talcher,2018-05-26,31.1,86.26,46.97,24.09,33.93,19.82,1.64,28.88,6.28,0.0,0.0,,90.0,Satisfactory
+Talcher,2018-05-27,36.97,94.18,21.51,12.13,16.91,14.32,1.71,27.79,10.35,0.0,0.0,,89.0,Satisfactory
+Talcher,2018-05-28,38.07,104.7,18.63,19.01,20.39,12.86,1.73,30.21,10.5,0.0,0.0,,102.0,Moderate
+Talcher,2018-05-29,40.07,113.21,12.43,11.83,11.0,12.69,1.78,26.53,22.41,0.0,0.0,,111.0,Moderate
+Talcher,2018-05-30,33.75,74.44,18.47,12.55,14.57,12.61,1.91,36.4,23.4,0.0,0.0,,104.0,Moderate
+Talcher,2018-05-31,79.39,162.66,16.04,19.67,25.46,11.41,2.28,31.34,22.59,0.0,0.0,,108.0,Moderate
+Talcher,2018-06-01,54.6,114.36,17.81,11.66,19.45,13.24,1.94,42.47,11.59,0.0,0.0,,182.0,Moderate
+Talcher,2018-06-02,49.37,98.48,17.37,14.27,19.01,13.0,1.94,35.35,10.14,0.0,0.0,,98.0,Satisfactory
+Talcher,2018-06-03,132.55,206.24,17.22,8.09,16.1,13.43,2.35,48.31,16.25,0.0,0.0,,201.0,Poor
+Talcher,2018-06-04,69.21,165.95,11.84,17.9,24.3,10.1,2.12,51.73,22.1,0.0,0.0,,148.0,Moderate
+Talcher,2018-06-05,53.57,106.84,11.37,10.98,11.98,12.93,1.85,37.53,15.38,0.0,0.0,,125.0,Moderate
+Talcher,2018-06-06,57.77,113.57,11.44,15.3,8.91,13.74,1.86,44.62,9.14,0.0,0.0,,106.0,Moderate
+Talcher,2018-06-07,59.3,113.1,,,0.0,,1.91,63.75,,0.0,0.0,,107.0,Moderate
+Talcher,2018-06-08,,,,,,,,,,,,,,
+Talcher,2018-06-09,,,,,,,,,,,,,,
+Talcher,2018-06-10,,,,,,,,,,,,,,
+Talcher,2018-06-11,,,,,,,,,,,,,,
+Talcher,2018-06-12,,,,,,,,,,,,,,
+Talcher,2018-06-13,,,,,,,,,,,,,,
+Talcher,2018-06-14,,,,,,,,,,,,,,
+Talcher,2018-06-15,,,,,,,,,,,,,,
+Talcher,2018-06-16,,,,,,,,,,,,,,
+Talcher,2018-06-17,,,,,,,,,,,,,,
+Talcher,2018-06-18,31.44,285.1,,,0.0,,2.19,46.42,,0.0,0.0,,,
+Talcher,2018-06-19,23.77,202.62,,,0.0,,2.16,47.32,,0.0,0.0,,200.0,Moderate
+Talcher,2018-06-20,29.49,194.29,,,0.0,,2.19,46.54,,0.0,0.0,,166.0,Moderate
+Talcher,2018-06-21,44.47,171.72,,,0.0,,2.37,51.21,,0.0,0.0,,155.0,Moderate
+Talcher,2018-06-22,31.75,151.44,,,0.0,,2.45,60.17,,0.0,0.0,,131.0,Moderate
+Talcher,2018-06-23,18.9,108.97,,,0.0,,2.1,50.77,,0.0,0.0,,124.0,Moderate
+Talcher,2018-06-24,24.69,124.5,,,0.0,,2.07,43.87,,0.0,0.0,,110.0,Moderate
+Talcher,2018-06-25,26.57,120.71,,,0.0,,2.15,42.45,,0.0,0.0,,116.0,Moderate
+Talcher,2018-06-26,36.11,142.65,,,0.0,,2.27,43.27,,0.0,0.0,,113.0,Moderate
+Talcher,2018-06-27,25.06,80.14,,,0.0,,2.25,44.6,,0.0,0.0,,119.0,Moderate
+Talcher,2018-06-28,14.66,53.63,17.49,11.58,10.78,18.83,2.0,42.17,15.95,0.02,0.0,,102.0,Moderate
+Talcher,2018-06-29,22.15,87.77,28.29,11.43,33.26,19.61,2.14,39.94,16.64,0.0,0.0,,103.0,Moderate
+Talcher,2018-06-30,26.38,127.81,34.88,14.84,36.51,20.82,2.41,45.46,19.4,0.0,0.0,,115.0,Moderate
+Talcher,2018-07-01,24.39,124.45,23.92,12.91,28.65,20.28,2.16,43.89,20.54,0.0,0.0,,121.0,Moderate
+Talcher,2018-07-02,21.0,104.21,30.44,7.05,27.72,22.07,2.38,51.82,20.75,0.0,0.0,,111.0,Moderate
+Talcher,2018-07-03,19.47,122.99,26.59,6.14,25.68,21.53,2.27,47.43,18.66,0.0,0.0,,105.0,Moderate
+Talcher,2018-07-04,29.32,172.0,44.73,5.03,36.31,22.35,2.41,56.17,19.5,0.0,0.0,,134.0,Moderate
+Talcher,2018-07-05,23.7,155.58,45.82,3.42,35.92,21.86,2.3,53.27,19.05,0.0,0.0,,144.0,Moderate
+Talcher,2018-07-06,26.47,145.76,49.75,3.85,38.02,21.4,2.29,53.25,20.95,0.0,0.0,,138.0,Moderate
+Talcher,2018-07-07,23.59,139.36,24.64,5.04,27.07,19.92,2.27,51.4,20.51,0.0,0.05,,128.0,Moderate
+Talcher,2018-07-08,23.54,105.13,21.82,3.97,22.04,19.74,2.32,53.9,21.47,0.0,0.01,,113.0,Moderate
+Talcher,2018-07-09,13.64,57.78,17.94,2.07,15.4,19.25,2.06,43.46,22.09,0.0,0.0,,102.0,Moderate
+Talcher,2018-07-10,16.27,87.85,24.1,3.49,21.05,19.34,2.15,37.22,20.85,0.0,0.0,,102.0,Moderate
+Talcher,2018-07-11,24.07,115.13,31.62,3.09,27.21,20.04,2.39,43.62,19.41,0.0,0.0,,108.0,Moderate
+Talcher,2018-07-12,17.92,64.18,27.63,3.43,23.18,20.19,2.44,48.48,19.79,0.0,0.0,,108.0,Moderate
+Talcher,2018-07-13,15.79,79.97,27.12,2.51,21.98,20.68,2.41,53.46,20.85,0.0,0.0,,108.0,Moderate
+Talcher,2018-07-14,17.77,60.31,23.12,2.17,19.31,19.71,2.49,53.34,20.47,0.0,0.0,,107.0,Moderate
+Talcher,2018-07-15,12.41,46.25,44.6,2.21,34.8,26.69,2.45,58.6,18.73,0.0,0.0,,109.0,Moderate
+Talcher,2018-07-16,13.96,35.86,30.33,0.05,23.14,19.34,2.43,57.85,18.66,0.0,0.0,,106.0,Moderate
+Talcher,2018-07-17,13.74,30.83,53.24,1.26,47.86,27.14,2.29,53.82,15.93,0.0,0.0,,105.0,Moderate
+Talcher,2018-07-18,23.6,120.81,48.5,2.87,35.09,20.88,2.58,53.43,19.35,0.0,0.0,,111.0,Moderate
+Talcher,2018-07-19,21.58,96.68,34.42,2.79,27.34,21.37,2.51,62.82,19.69,0.0,0.0,,122.0,Moderate
+Talcher,2018-07-20,25.77,83.04,26.72,3.96,25.24,21.2,2.62,70.78,20.8,0.0,0.0,,110.0,Moderate
+Talcher,2018-07-21,11.15,27.71,15.1,3.33,15.69,20.38,2.29,70.25,20.57,0.0,0.0,,106.0,Moderate
+Talcher,2018-07-22,10.71,23.13,24.05,1.51,16.87,20.04,2.27,54.34,18.74,0.0,0.0,,104.0,Moderate
+Talcher,2018-07-23,19.74,89.81,44.39,2.26,30.82,21.58,2.44,52.31,17.53,0.0,0.0,,108.0,Moderate
+Talcher,2018-07-24,26.77,161.69,60.36,0.92,42.21,23.82,2.64,56.76,18.28,0.0,0.0,,130.0,Moderate
+Talcher,2018-07-25,27.24,140.86,66.27,,24.65,22.39,1.49,58.71,17.5,0.0,0.0,,136.0,Moderate
+Talcher,2018-07-26,22.6,84.21,,,0.0,,0.0,,,0.0,0.0,,84.0,Satisfactory
+Talcher,2018-07-27,21.94,141.33,,,0.0,,0.0,,,0.0,0.0,,98.0,Satisfactory
+Talcher,2018-07-28,25.81,156.76,,,0.0,,0.0,,,0.0,0.0,,136.0,Moderate
+Talcher,2018-07-29,27.05,131.48,,,0.0,,0.0,,,0.0,0.0,,137.0,Moderate
+Talcher,2018-07-30,32.26,94.76,,,0.0,,0.0,,,0.0,0.0,,109.0,Moderate
+Talcher,2018-07-31,31.28,157.72,,,0.0,,0.0,,,0.0,0.0,,102.0,Moderate
+Talcher,2018-08-01,25.01,180.81,,,0.0,,0.0,,,0.0,0.0,,147.0,Moderate
+Talcher,2018-08-02,31.23,117.92,,,0.0,,0.0,,,0.0,0.0,,146.0,Moderate
+Talcher,2018-08-03,23.22,140.67,,,0.0,,0.0,,,0.0,0.0,,115.0,Moderate
+Talcher,2018-08-04,33.27,189.52,,,0.0,,0.0,,,0.0,0.0,,138.0,Moderate
+Talcher,2018-08-05,30.95,172.93,,,0.0,,0.0,,,0.0,0.0,,167.0,Moderate
+Talcher,2018-08-06,16.5,101.76,,,0.0,,0.0,,,0.0,0.0,,113.0,Moderate
+Talcher,2018-08-07,2.65,51.95,,,0.0,,0.0,,,0.0,0.0,,78.0,Satisfactory
+Talcher,2018-08-08,11.88,39.4,,,0.0,,0.0,,,0.0,0.0,,51.0,Satisfactory
+Talcher,2018-08-09,29.54,,,,0.0,,0.0,,,0.0,0.0,,,
+Talcher,2018-08-10,,,,,,,,,,,,,,
+Talcher,2018-08-11,,,,,,,,,,,,,,
+Talcher,2018-08-12,,,,,,,,,,,,,,
+Talcher,2018-08-13,15.99,,49.26,4.56,37.4,23.7,2.66,7.1,26.34,0.0,0.0,,,
+Talcher,2018-08-14,17.98,,28.97,3.61,25.84,21.87,2.68,5.44,21.32,0.0,0.0,,111.0,Moderate
+Talcher,2018-08-15,14.65,,22.75,0.09,15.2,21.1,2.64,2.64,21.9,0.0,0.0,,113.0,Moderate
+Talcher,2018-08-16,38.91,,16.2,2.82,13.15,20.57,2.3,0.56,22.04,0.0,0.0,,104.0,Moderate
+Talcher,2018-08-17,7.17,,14.73,,6.45,20.36,2.28,,19.98,0.0,0.0,,97.0,Satisfactory
+Talcher,2018-08-18,,,14.16,10.13,24.3,18.85,2.7,,35.38,0.0,0.0,,,
+Talcher,2018-08-19,,,,,,,,,,,,,,
+Talcher,2018-08-20,23.22,22.48,23.51,1.72,21.69,22.13,2.53,19.91,22.7,0.0,0.0,,,
+Talcher,2018-08-21,29.66,29.17,31.2,6.53,25.27,21.88,2.64,19.29,24.1,0.0,0.0,,111.0,Moderate
+Talcher,2018-08-22,22.35,11.09,37.72,,25.84,23.11,2.62,18.48,22.24,0.0,0.0,,110.0,Moderate
+Talcher,2018-08-23,28.73,18.31,37.02,1.15,25.99,21.5,2.59,17.81,23.82,0.0,0.0,,108.0,Moderate
+Talcher,2018-08-24,,,,,,,,,,,,,76.0,Satisfactory
+Talcher,2018-08-25,,,,,,,,,,,,,,
+Talcher,2018-08-26,,,,,,,,,,,,,,
+Talcher,2018-08-27,,,,,,,,,,,,,,
+Talcher,2018-08-28,10.04,16.04,23.72,1.49,23.58,19.0,2.65,15.2,25.3,0.0,0.0,,,
+Talcher,2018-08-29,,,,,,,,,,,,,,
+Talcher,2018-08-30,35.68,100.35,56.32,,43.58,20.82,2.83,14.53,23.4,0.0,0.0,,,
+Talcher,2018-08-31,11.4,34.2,53.97,,37.83,23.39,2.72,14.96,19.58,0.0,0.0,,,
+Talcher,2018-09-01,,,,,,,,,,,,,,
+Talcher,2018-09-02,,,,,,,,,,,,,,
+Talcher,2018-09-03,,,,,,,,,,,,,,
+Talcher,2018-09-04,,,,,,,,,,,,,,
+Talcher,2018-09-05,,,,,,,,,,,,,,
+Talcher,2018-09-06,,,,,,,,,,,,,,
+Talcher,2018-09-07,,,,,,,,,,,,,,
+Talcher,2018-09-08,,,,,,,,,,,,,,
+Talcher,2018-09-09,,,,,,,,,,,,,,
+Talcher,2018-09-10,,,,,,,,,,,,,,
+Talcher,2018-09-11,,,,,,,,,,,,,,
+Talcher,2018-09-12,,,,,,22.31,,,14.55,,,,,
+Talcher,2018-09-13,,,,,,,,,,,,,,
+Talcher,2018-09-14,,,,,,,,,,,,,,
+Talcher,2018-09-15,,,,,,,,,,,,,,
+Talcher,2018-09-16,,,,,,,,,,,,,,
+Talcher,2018-09-17,,,,,,28.0,,,9.72,,,,,
+Talcher,2018-09-18,,,,,,27.83,,,10.62,,,,,
+Talcher,2018-09-19,,,,,,28.84,,,10.77,,,,,
+Talcher,2018-09-20,,0.01,,20.45,,31.24,,6.51,11.58,,,,,
+Talcher,2018-09-21,,0.02,,104.97,,42.82,,3.15,20.0,,,,,
+Talcher,2018-09-22,,0.04,,31.52,,31.5,,0.87,12.6,,,,14.0,Good
+Talcher,2018-09-23,,0.06,,36.26,,27.98,,0.26,12.29,,,,15.0,Good
+Talcher,2018-09-24,,0.13,,38.4,,27.52,,1.51,12.42,,,,15.0,Good
+Talcher,2018-09-25,,0.14,,43.88,,24.65,,0.89,13.33,,,,16.0,Good
+Talcher,2018-09-26,,0.16,,51.75,,24.28,,2.24,12.83,,,,16.0,Good
+Talcher,2018-09-27,,0.14,,56.73,,26.21,,3.36,14.33,,,,23.0,Good
+Talcher,2018-09-28,,0.24,,51.56,,23.53,,3.43,14.23,,,,17.0,Good
+Talcher,2018-09-29,,0.21,,44.06,,22.65,,1.99,15.47,,,,20.0,Good
+Talcher,2018-09-30,,0.17,,54.75,,23.75,,3.09,14.37,,,,17.0,Good
+Talcher,2018-10-01,,,,65.89,,22.32,,7.37,14.88,,,,17.0,Good
+Talcher,2018-10-02,,,,71.06,,24.42,,5.57,13.53,,,,,
+Talcher,2018-10-03,,,,64.62,,22.98,,10.55,14.56,,,,,
+Talcher,2018-10-04,,,,83.69,,23.26,,10.35,13.17,,,,,
+Talcher,2018-10-05,,,,96.28,,23.71,,5.86,15.7,,,,,
+Talcher,2018-10-06,,,,72.33,,23.94,,8.31,11.83,,,,,
+Talcher,2018-10-07,,,,75.07,,23.11,,6.96,13.52,,,,,
+Talcher,2018-10-08,,,,89.1,,24.6,,11.58,13.05,,,,,
+Talcher,2018-10-09,,,,69.96,,23.8,,8.99,13.53,,,,,
+Talcher,2018-10-10,,,,41.38,,22.82,,13.56,11.48,,,,,
+Talcher,2018-10-11,,0.04,,21.58,,24.41,,10.55,13.6,,,,,
+Talcher,2018-10-12,,0.03,,18.5,,21.43,,0.04,14.84,,,,17.0,Good
+Talcher,2018-10-13,,0.07,,51.49,,23.46,,3.53,10.33,,,,13.0,Good
+Talcher,2018-10-14,,0.13,,70.9,,24.71,,5.78,11.82,,,,15.0,Good
+Talcher,2018-10-15,,0.17,,97.79,,25.81,,17.31,11.27,,,,16.0,Good
+Talcher,2018-10-16,79.71,0.22,221.74,79.92,146.19,26.32,3.08,12.57,12.18,,,,46.0,Good
+Talcher,2018-10-17,14.62,0.19,107.23,4.85,74.17,25.23,2.41,9.4,12.52,,,,118.0,Moderate
+Talcher,2018-10-18,23.56,0.18,173.27,8.82,109.46,27.34,2.67,8.77,10.93,,,,117.0,Moderate
+Talcher,2018-10-19,58.85,0.24,105.53,19.71,82.97,24.7,2.9,16.61,13.02,,,,119.0,Moderate
+Talcher,2018-10-20,58.15,0.26,106.29,24.98,83.31,24.19,2.54,16.59,13.16,,,,116.0,Moderate
+Talcher,2018-10-21,58.19,0.26,131.63,6.61,88.74,24.31,2.44,10.61,14.24,,,,111.0,Moderate
+Talcher,2018-10-22,63.74,0.2,139.91,13.5,96.36,25.14,2.78,22.49,13.38,,,,127.0,Moderate
+Talcher,2018-10-23,66.55,0.23,53.97,8.34,49.57,23.13,2.58,21.46,16.15,,,,123.0,Moderate
+Talcher,2018-10-24,47.45,0.21,77.56,16.32,66.47,23.62,2.36,19.32,12.59,,,,109.0,Moderate
+Talcher,2018-10-25,61.37,0.29,144.06,13.43,101.92,25.15,2.65,22.2,10.96,,,,113.0,Moderate
+Talcher,2018-10-26,60.29,0.28,175.51,15.81,121.28,25.46,2.74,24.99,9.43,,,,148.0,Moderate
+Talcher,2018-10-27,64.91,0.27,153.31,5.87,104.39,27.7,2.97,21.9,10.75,,,,135.0,Moderate
+Talcher,2018-10-28,48.84,0.19,100.27,2.53,70.86,26.93,2.5,15.37,11.07,,,,112.0,Moderate
+Talcher,2018-10-29,31.23,28.73,60.53,2.11,44.87,26.18,2.27,10.09,13.2,,,,107.0,Moderate
+Talcher,2018-10-30,25.79,104.81,59.47,0.24,42.32,24.32,2.26,8.07,11.82,,,,107.0,Moderate
+Talcher,2018-10-31,31.74,121.87,104.96,2.3,68.67,25.52,2.54,9.88,11.67,,,,115.0,Moderate
+Talcher,2018-11-01,27.15,88.97,80.51,2.04,54.07,24.02,2.48,10.22,13.73,,,,113.0,Moderate
+Talcher,2018-11-02,37.81,138.32,76.44,2.05,51.36,25.01,2.44,10.78,13.44,,,,112.0,Moderate
+Talcher,2018-11-03,59.16,208.18,103.53,15.89,76.84,25.22,2.69,23.79,13.06,,,,150.0,Moderate
+Talcher,2018-11-04,48.12,165.82,80.28,9.45,58.46,24.16,2.5,18.34,13.56,,,,146.0,Moderate
+Talcher,2018-11-05,83.49,275.65,140.37,19.45,99.46,25.23,3.06,25.67,14.32,,,,192.0,Moderate
+Talcher,2018-11-06,85.22,268.83,268.03,14.57,172.36,48.64,3.25,24.95,12.27,,,,246.0,Poor
+Talcher,2018-11-07,62.29,205.0,104.68,13.94,95.21,28.97,2.65,18.18,12.73,,,,185.0,Moderate
+Talcher,2018-11-08,58.04,205.76,40.98,19.43,52.87,24.17,2.41,17.89,12.88,,,,167.0,Moderate
+Talcher,2018-11-09,77.03,289.01,83.98,8.95,44.66,20.63,1.53,42.91,10.34,,,,181.0,Moderate
+Talcher,2018-11-10,94.21,362.21,9.45,6.37,13.19,5.99,0.0,35.87,12.94,,,,280.0,Poor
+Talcher,2018-11-11,88.86,338.63,9.61,6.27,13.33,6.0,0.0,27.64,13.05,,,,336.0,Very Poor
+Talcher,2018-11-12,83.94,298.36,14.91,4.61,16.96,6.36,0.43,24.15,13.56,,,,271.0,Poor
+Talcher,2018-11-13,89.94,341.24,15.83,2.34,17.61,6.49,1.42,18.36,14.99,,,,255.0,Poor
+Talcher,2018-11-14,89.14,345.01,15.52,2.58,18.1,6.55,1.9,19.73,13.65,,,,315.0,Very Poor
+Talcher,2018-11-15,97.94,409.14,14.82,3.56,16.79,6.39,1.08,23.78,14.22,,,,311.0,Very Poor
+Talcher,2018-11-16,95.01,444.69,27.84,5.91,22.59,6.77,0.01,22.89,10.33,,,,404.0,Severe
+Talcher,2018-11-17,80.16,345.27,33.69,5.52,23.7,6.86,0.02,19.06,9.75,,,,367.0,Very Poor
+Talcher,2018-11-18,71.14,290.4,25.62,4.38,37.14,13.68,0.04,20.63,7.13,,,,314.0,Very Poor
+Talcher,2018-11-19,83.12,355.22,9.05,6.44,13.11,5.97,0.81,19.32,12.13,,,,193.0,Moderate
+Talcher,2018-11-20,107.97,474.87,18.18,1.4,19.57,6.71,2.08,19.59,9.93,,,,408.0,Severe
+Talcher,2018-11-21,93.4,429.05,20.48,0.53,20.86,6.82,1.88,23.58,10.9,,,,431.0,Severe
+Talcher,2018-11-22,85.04,420.2,22.47,0.15,21.96,6.93,1.62,31.4,11.35,,,,396.0,Very Poor
+Talcher,2018-11-23,81.8,466.19,18.83,1.48,19.92,6.75,1.78,28.1,9.04,,,,422.0,Severe
+Talcher,2018-11-24,66.17,354.59,20.45,0.56,20.83,6.83,1.16,30.04,8.78,,,,360.0,Very Poor
+Talcher,2018-11-25,66.46,368.49,22.89,0.34,22.18,6.96,1.21,30.7,7.11,,,,330.0,Very Poor
+Talcher,2018-11-26,86.22,477.66,23.12,0.43,22.3,6.98,1.5,32.57,7.67,,,,386.0,Very Poor
+Talcher,2018-11-27,110.22,528.3,21.49,0.32,21.42,6.88,1.92,26.37,8.15,,,,525.0,Severe
+Talcher,2018-11-28,110.75,494.5,51.52,0.25,37.78,9.96,2.96,26.82,6.4,,,,489.0,Severe
+Talcher,2018-11-29,95.3,440.33,22.67,0.33,22.04,6.94,2.22,29.56,8.46,,,,356.0,Very Poor
+Talcher,2018-11-30,100.66,507.65,23.27,0.1,22.4,6.98,2.08,28.86,8.24,,,,509.0,Severe
+Talcher,2018-12-01,88.36,451.12,24.03,0.09,22.83,7.02,1.84,25.13,8.19,,,,428.0,Severe
+Talcher,2018-12-02,100.93,456.56,25.19,0.02,23.45,7.09,1.86,18.29,8.62,,,,434.0,Severe
+Talcher,2018-12-03,109.94,423.46,35.6,,27.97,8.39,2.37,18.03,8.02,,,,434.0,Severe
+Talcher,2018-12-04,114.58,340.97,43.75,,25.74,9.16,2.25,16.33,7.74,,,,342.0,Very Poor
+Talcher,2018-12-05,119.7,346.87,29.5,,25.82,7.32,2.68,27.2,8.15,,,,284.0,Poor
+Talcher,2018-12-06,106.01,299.94,31.19,,26.72,7.42,2.34,19.55,8.72,,,,286.0,Poor
+Talcher,2018-12-07,101.5,308.53,32.34,,27.38,7.47,2.47,19.01,7.6,,,,261.0,Poor
+Talcher,2018-12-08,94.41,239.24,52.82,,37.14,13.25,2.58,21.66,6.64,,,,241.0,Poor
+Talcher,2018-12-09,115.23,306.3,23.94,0.2,22.75,7.02,2.28,19.83,7.17,,,,230.0,Poor
+Talcher,2018-12-10,99.88,280.93,22.05,1.02,21.71,6.89,2.17,17.16,6.08,,,,291.0,Poor
+Talcher,2018-12-11,92.54,282.66,21.94,0.96,21.65,6.89,1.87,14.11,5.94,,,,212.0,Poor
+Talcher,2018-12-12,110.56,301.76,23.1,0.82,22.29,6.94,2.87,16.98,8.1,,,,266.0,Poor
+Talcher,2018-12-13,112.0,319.79,22.26,0.9,21.79,6.91,2.9,16.37,7.77,,,,261.0,Poor
+Talcher,2018-12-14,89.1,227.65,21.84,0.97,21.56,6.88,2.54,13.65,9.12,,,,269.0,Poor
+Talcher,2018-12-15,77.51,225.23,22.92,0.92,22.16,6.94,2.4,12.7,6.36,,,,,
+Talcher,2018-12-16,54.95,,24.14,0.56,22.82,7.0,2.03,10.72,5.61,,,,,
+Talcher,2018-12-17,40.37,,21.09,1.51,21.11,6.84,1.87,8.63,6.1,,,,,
+Talcher,2018-12-18,13.6,,22.66,1.06,21.99,6.93,1.8,8.81,6.77,,,,,
+Talcher,2018-12-19,12.14,,23.74,0.46,22.6,6.99,1.97,7.99,6.81,,,,,
+Talcher,2018-12-20,47.8,,23.65,0.66,22.52,6.97,2.54,10.19,5.94,,,,,
+Talcher,2018-12-21,67.17,,24.29,0.78,22.88,7.01,2.64,12.53,6.11,,,,,
+Talcher,2018-12-22,94.18,,25.93,0.5,23.81,7.09,3.06,15.19,5.19,,,,,
+Talcher,2018-12-23,157.16,,30.76,0.7,26.48,7.81,2.94,18.32,3.56,,,,,
+Talcher,2018-12-24,73.79,,17.08,5.33,17.26,6.4,3.04,16.3,4.84,,,,,
+Talcher,2018-12-25,95.97,214.94,27.81,7.19,23.3,6.82,3.71,17.09,6.58,,,,210.0,Poor
+Talcher,2018-12-26,111.33,289.08,8.3,6.8,12.66,5.92,3.52,15.37,6.85,,,,244.0,Poor
+Talcher,2018-12-27,107.57,295.5,9.23,6.76,12.62,5.92,3.3,12.71,7.3,,,,249.0,Poor
+Talcher,2018-12-28,77.2,291.2,9.13,6.64,12.82,5.94,3.04,11.44,5.69,,,,254.0,Poor
+Talcher,2018-12-29,101.04,322.56,7.96,6.02,13.61,6.01,3.63,14.6,5.78,,,,249.0,Poor
+Talcher,2018-12-30,72.57,239.2,8.33,5.73,13.98,6.05,3.2,17.37,4.75,,,,227.0,Poor
+Talcher,2018-12-31,84.3,263.09,8.8,5.94,13.73,6.03,3.25,18.03,5.67,,,,200.0,Moderate
+Talcher,2019-01-01,109.37,316.19,8.8,6.47,13.03,5.96,3.73,24.76,9.42,,,,252.0,Poor
+Talcher,2019-01-02,164.15,379.95,7.82,6.14,13.42,6.0,4.74,36.42,10.82,,,,304.0,Very Poor
+Talcher,2019-01-03,144.06,392.33,9.04,5.82,13.86,6.04,4.25,32.94,10.61,,,,353.0,Very Poor
+Talcher,2019-01-04,149.95,391.11,10.25,4.88,15.1,6.18,4.07,32.26,8.41,,,,359.0,Very Poor
+Talcher,2019-01-05,141.72,364.26,10.8,4.94,15.39,6.22,4.07,32.54,7.78,0.0,,,336.0,Very Poor
+Talcher,2019-01-06,151.23,388.52,11.55,5.19,15.81,6.26,4.16,33.8,6.71,0.0,,,344.0,Very Poor
+Talcher,2019-01-07,136.62,405.86,13.35,5.46,16.8,6.36,4.23,34.22,6.64,0.0,,,346.0,Very Poor
+Talcher,2019-01-08,94.54,248.18,14.49,5.92,17.43,6.42,3.33,22.56,7.05,0.0,,,307.0,Very Poor
+Talcher,2019-01-09,105.66,272.38,14.16,5.44,17.25,6.39,3.55,22.34,6.15,0.0,,,221.0,Poor
+Talcher,2019-01-10,122.14,366.32,11.72,5.93,15.27,6.19,3.51,27.72,5.99,0.0,,,285.0,Poor
+Talcher,2019-01-11,117.54,284.65,8.68,5.76,13.95,6.06,2.66,,6.22,0.0,,,308.0,Very Poor
+Talcher,2019-01-12,126.07,309.11,9.07,5.36,14.43,6.1,2.95,,6.74,0.0,,,305.0,Very Poor
+Talcher,2019-01-13,148.86,331.98,9.76,5.04,14.79,6.14,3.43,,8.78,0.0,,,306.0,Very Poor
+Talcher,2019-01-14,129.5,394.06,9.77,5.05,14.78,6.13,3.31,,8.79,0.0,,,322.0,Very Poor
+Talcher,2019-01-15,102.03,387.57,10.75,4.75,15.34,6.19,2.29,21.12,5.73,0.0,,,359.0,Very Poor
+Talcher,2019-01-16,115.57,385.7,11.0,5.06,9.54,5.88,1.77,30.61,16.34,0.0,,,360.0,Very Poor
+Talcher,2019-01-17,131.89,327.92,29.87,6.78,26.48,7.17,1.79,40.84,37.78,0.63,,,341.0,Very Poor
+Talcher,2019-01-18,102.06,481.81,20.1,1.65,20.62,6.79,2.09,28.25,11.4,0.0,,,,
+Talcher,2019-01-19,104.12,375.0,20.27,0.51,20.72,6.81,2.2,30.04,12.35,0.0,,,336.0,Very Poor
+Talcher,2019-01-20,113.96,439.84,22.2,0.14,21.77,6.91,2.47,30.65,12.79,0.0,,,367.0,Very Poor
+Talcher,2019-01-21,99.88,424.28,23.55,0.03,22.54,6.98,2.34,31.05,10.45,0.0,,,456.0,Severe
+Talcher,2019-01-22,81.01,291.71,24.13,0.07,22.83,7.03,1.81,28.6,6.54,0.0,,,292.0,Poor
+Talcher,2019-01-23,66.58,242.91,25.3,0.25,23.53,7.08,1.7,21.85,5.78,0.0,,,220.0,Poor
+Talcher,2019-01-24,66.31,198.55,34.05,0.14,34.79,8.09,1.56,20.34,3.53,0.0,,,176.0,Moderate
+Talcher,2019-01-25,47.7,182.62,24.96,,23.29,7.07,1.25,16.17,3.1,0.0,,,155.0,Moderate
+Talcher,2019-01-26,58.67,217.45,25.15,,23.38,7.08,1.6,13.8,5.66,0.0,,,175.0,Moderate
+Talcher,2019-01-27,56.68,210.72,25.68,,23.71,7.1,2.02,16.33,2.75,0.0,,,177.0,Moderate
+Talcher,2019-01-28,55.87,240.84,25.63,,23.64,7.11,1.93,16.4,2.79,0.0,,,164.0,Moderate
+Talcher,2019-01-29,53.41,237.12,27.88,,24.88,7.23,1.95,15.67,5.18,0.0,,,200.0,Moderate
+Talcher,2019-01-30,78.87,339.23,26.28,,24.03,7.14,2.53,23.48,9.33,0.0,,,230.0,Poor
+Talcher,2019-01-31,95.67,362.96,28.49,,25.24,7.26,3.05,27.86,10.52,0.0,,,326.0,Very Poor
+Talcher,2019-02-01,102.53,356.48,40.45,,24.94,9.09,2.94,27.38,8.94,0.0,,,301.0,Very Poor
+Talcher,2019-02-02,99.74,421.57,27.75,,24.82,7.23,3.25,28.85,10.57,0.0,,,370.0,Very Poor
+Talcher,2019-02-03,101.98,444.2,30.1,,26.11,7.36,3.22,30.3,9.33,0.0,,,397.0,Very Poor
+Talcher,2019-02-04,82.05,386.16,31.41,,26.83,7.42,2.87,24.02,10.03,0.0,,,386.0,Very Poor
+Talcher,2019-02-05,96.65,482.14,32.23,,27.3,7.47,3.35,28.02,9.83,0.0,,,418.0,Severe
+Talcher,2019-02-06,88.48,444.48,31.82,3.79,27.05,7.44,2.81,19.88,8.99,0.0,,,439.0,Severe
+Talcher,2019-02-07,83.85,370.72,30.51,,26.37,7.39,2.59,17.27,6.5,0.0,,,404.0,Severe
+Talcher,2019-02-08,60.24,291.43,29.13,,25.61,7.31,1.84,10.2,4.44,0.0,,,233.0,Poor
+Talcher,2019-02-09,51.07,256.14,32.89,,27.68,7.52,2.0,10.26,5.03,0.0,,,248.0,Poor
+Talcher,2019-02-10,61.86,320.44,33.84,,28.18,7.57,2.36,14.28,8.25,0.0,,,211.0,Poor
+Talcher,2019-02-11,63.48,330.54,34.59,,28.62,7.61,2.2,11.08,9.31,0.0,,,278.0,Poor
+Talcher,2019-02-12,87.87,402.77,36.04,,29.38,7.69,2.87,15.84,8.78,0.0,,,350.0,Very Poor
+Talcher,2019-02-13,106.94,502.63,29.05,,25.58,7.31,3.33,30.23,10.23,0.0,,,398.0,Very Poor
+Talcher,2019-02-14,129.55,567.83,31.84,,27.07,7.46,3.69,25.38,14.16,0.0,,,570.0,Severe
+Talcher,2019-02-15,68.38,336.82,35.57,,29.15,7.66,2.52,16.17,7.5,0.0,,,425.0,Severe
+Talcher,2019-02-16,71.75,311.87,60.64,,48.25,12.38,2.86,15.08,6.38,0.06,,,274.0,Poor
+Talcher,2019-02-17,59.61,233.28,46.57,,35.24,27.86,3.28,13.57,4.86,0.34,,,229.0,Poor
+Talcher,2019-02-18,75.49,324.06,39.08,,42.93,10.49,3.06,9.87,8.68,0.0,,,236.0,Poor
+Talcher,2019-02-19,90.51,420.1,37.29,,30.08,7.74,3.35,12.95,8.59,0.0,,,347.0,Very Poor
+Talcher,2019-02-20,94.73,427.68,38.14,,30.54,7.8,3.78,15.27,12.42,0.0,,,390.0,Very Poor
+Talcher,2019-02-21,81.52,404.66,28.45,,25.23,7.28,3.24,13.26,6.94,0.0,,,351.0,Very Poor
+Talcher,2019-02-22,116.52,768.16,27.89,,24.94,7.23,4.2,16.71,3.71,0.0,,,437.0,Severe
+Talcher,2019-02-23,75.06,635.78,35.4,,29.09,7.68,3.38,4.18,5.58,0.0,,,,
+Talcher,2019-02-24,71.07,369.02,32.85,,27.66,7.52,2.96,6.63,8.0,0.0,,,437.0,Severe
+Talcher,2019-02-25,39.16,187.19,41.1,,32.84,8.77,2.39,2.73,5.59,0.0,,,222.0,Poor
+Talcher,2019-02-26,27.67,108.55,31.57,,26.96,7.46,2.17,0.94,2.46,0.0,,,118.0,Moderate
+Talcher,2019-02-27,23.09,125.2,33.2,,27.85,7.55,2.1,0.68,2.2,0.0,,,111.0,Moderate
+Talcher,2019-02-28,29.97,168.95,36.54,,29.69,7.72,2.42,0.74,5.54,0.0,,,129.0,Moderate
+Talcher,2019-03-01,29.6,158.68,35.43,,29.07,7.66,2.27,28.25,4.02,0.0,,,148.0,Moderate
+Talcher,2019-03-02,37.64,200.46,32.43,,27.44,7.48,2.34,29.83,3.69,0.0,,,151.0,Moderate
+Talcher,2019-03-03,58.16,282.48,34.15,,28.38,7.58,2.83,30.48,7.14,0.0,,,179.0,Moderate
+Talcher,2019-03-04,33.19,185.36,31.87,,27.11,7.47,2.81,29.28,6.04,0.0,,,221.0,Poor
+Talcher,2019-03-05,29.56,136.7,40.31,,32.29,8.46,2.43,27.37,4.25,0.0,,,133.0,Moderate
+Talcher,2019-03-06,45.91,242.28,35.98,,29.37,7.7,2.68,27.03,7.13,0.0,,,195.0,Moderate
+Talcher,2019-03-07,67.33,379.94,47.47,,39.96,9.36,3.13,29.44,7.3,0.0,,,266.0,Poor
+Talcher,2019-03-08,61.65,368.35,40.22,,31.7,7.93,3.33,30.24,8.93,0.0,,,,
+Talcher,2019-03-09,62.78,322.38,33.13,,27.82,7.53,3.06,30.27,6.23,0.0,,,,
+Talcher,2019-03-10,,,31.48,,26.88,7.45,2.61,27.24,7.39,0.0,,,,
+Talcher,2019-03-11,,,29.12,,25.61,7.32,3.18,29.1,11.93,0.0,,,,
+Talcher,2019-03-12,18.06,,30.66,,26.47,7.39,2.69,28.83,4.31,0.0,,,,
+Talcher,2019-03-13,65.8,384.47,27.43,11.36,25.68,7.27,3.05,28.25,12.6,0.0,,,,
+Talcher,2019-03-14,,,,,,,,,,,,,,
+Talcher,2019-03-15,,,,,,,,,,,,,,
+Talcher,2019-03-16,61.5,155.29,27.23,6.71,33.94,7.75,3.09,27.9,9.24,0.0,,,,
+Talcher,2019-03-17,,,34.48,5.96,43.86,8.75,3.1,29.47,7.75,0.0,,,,
+Talcher,2019-03-18,31.22,,29.24,5.8,35.04,7.86,3.16,29.29,5.04,0.0,,,,
+Talcher,2019-03-19,78.55,118.8,32.43,6.32,43.46,8.57,4.11,32.33,8.42,0.0,,,,
+Talcher,2019-03-20,39.23,158.18,24.0,8.04,32.04,7.52,2.11,33.75,16.02,0.0,,,,
+Talcher,2019-03-21,33.25,145.56,24.06,8.0,32.06,7.54,1.0,30.19,5.83,0.0,,,121.0,Moderate
+Talcher,2019-03-22,42.6,179.81,26.27,7.01,33.28,7.65,0.93,28.88,7.87,0.0,,,148.0,Moderate
+Talcher,2019-03-23,46.63,217.15,23.77,8.1,31.87,7.52,1.23,29.22,8.75,0.0,,,161.0,Moderate
+Talcher,2019-03-24,60.74,326.64,23.92,8.06,31.98,7.51,1.25,30.49,6.93,0.0,,,219.0,Poor
+Talcher,2019-03-25,85.0,392.46,25.44,7.38,32.83,7.59,1.85,32.51,11.68,0.0,,,335.0,Very Poor
+Talcher,2019-03-26,53.41,248.96,25.66,7.28,32.94,7.61,0.99,30.33,8.34,0.0,,,292.0,Poor
+Talcher,2019-03-27,28.11,148.93,24.74,7.69,32.43,7.57,0.61,27.01,6.86,0.0,,,156.0,Moderate
+Talcher,2019-03-28,34.38,169.7,25.35,7.43,32.78,7.58,0.72,27.73,7.72,0.0,,,123.0,Moderate
+Talcher,2019-03-29,45.84,218.72,26.01,7.12,33.13,7.61,0.96,27.3,9.44,0.0,,,166.0,Moderate
+Talcher,2019-03-30,95.85,273.08,27.27,6.55,33.82,7.69,1.32,28.63,11.61,0.0,,,191.0,Moderate
+Talcher,2019-03-31,58.86,220.16,27.03,6.68,33.71,7.68,1.02,28.31,15.11,0.0,,,213.0,Poor
+Talcher,2019-04-01,47.74,195.92,27.52,6.47,33.99,7.7,0.99,27.51,8.07,0.0,,,200.0,Moderate
+Talcher,2019-04-02,50.37,196.44,20.17,11.4,27.33,7.01,1.26,27.49,9.07,0.0,,,145.0,Moderate
+Talcher,2019-04-03,43.63,174.8,11.89,16.39,20.89,6.36,1.2,27.3,6.13,0.0,,,164.0,Moderate
+Talcher,2019-04-04,27.84,128.0,14.35,16.09,21.29,6.38,0.95,26.22,3.72,0.0,,,130.0,Moderate
+Talcher,2019-04-05,55.95,235.28,12.68,16.03,21.33,6.39,1.21,25.82,6.18,0.0,,,144.0,Moderate
+Talcher,2019-04-06,29.53,131.35,16.18,15.4,22.08,6.46,0.93,24.98,4.66,0.0,,,168.0,Moderate
+Talcher,2019-04-07,21.02,104.95,13.31,15.27,22.27,6.49,0.73,24.02,6.36,0.0,,,114.0,Moderate
+Talcher,2019-04-08,18.61,92.87,14.92,15.79,21.64,6.42,0.81,23.31,4.47,0.0,,,89.0,Satisfactory
+Talcher,2019-04-09,47.88,188.3,13.99,16.1,21.2,6.38,1.43,25.91,6.1,0.0,,,124.0,Moderate
+Talcher,2019-04-10,58.43,139.58,24.21,15.58,22.51,6.92,1.55,27.7,4.37,0.0,,,158.0,Moderate
+Talcher,2019-04-11,46.71,162.61,13.82,15.61,21.8,6.43,1.37,25.03,8.7,0.0,,,119.0,Moderate
+Talcher,2019-04-12,52.99,221.52,14.22,14.97,22.56,6.52,1.72,25.19,9.69,0.0,,,170.0,Moderate
+Talcher,2019-04-13,33.4,135.29,48.38,15.28,47.38,11.27,1.27,25.47,11.43,0.0,,,155.0,Moderate
+Talcher,2019-04-14,30.56,112.23,60.92,15.44,31.38,16.99,1.41,25.18,4.18,0.0,,,,
+Talcher,2019-04-15,53.68,226.94,13.05,15.03,22.48,6.49,1.58,24.08,10.95,0.0,,,183.0,Moderate
+Talcher,2019-04-16,60.44,242.33,17.14,16.46,26.12,6.87,1.71,25.01,14.69,0.0,,,180.0,Moderate
+Talcher,2019-04-17,57.94,269.22,11.42,15.44,22.0,6.45,1.56,25.61,10.9,0.0,,,253.0,Poor
+Talcher,2019-04-18,34.74,140.61,20.54,9.91,29.19,7.22,1.25,35.43,8.75,0.0,,,144.0,Moderate
+Talcher,2019-04-19,44.86,137.62,28.87,17.09,31.13,7.35,1.64,39.09,3.56,0.0,,,128.0,Moderate
+Talcher,2019-04-20,43.61,135.13,3.53,18.56,18.07,6.05,1.65,26.92,6.72,0.0,,,124.0,Moderate
+Talcher,2019-04-21,28.04,116.55,44.97,17.6,41.2,11.3,1.35,28.13,4.85,0.0,,,120.0,Moderate
+Talcher,2019-04-22,49.73,139.6,3.9,18.22,18.5,6.1,1.72,25.43,9.5,1.6,,,130.0,Moderate
+Talcher,2019-04-23,45.09,128.93,4.08,18.35,18.4,6.07,1.38,24.38,13.84,0.0,,,116.0,Moderate
+Talcher,2019-04-24,23.3,87.02,4.3,18.33,18.42,6.08,1.16,23.6,5.88,0.0,,,99.0,Satisfactory
+Talcher,2019-04-25,27.72,102.66,4.53,17.63,19.17,6.16,1.18,22.86,11.12,0.0,,,93.0,Satisfactory
+Talcher,2019-04-26,,,,,,,,,,,,,,
+Talcher,2019-04-27,34.69,161.68,273.39,,173.45,20.51,1.96,29.56,11.64,0.0,,,,
+Talcher,2019-04-28,50.82,298.76,24.87,16.86,27.3,6.49,1.9,24.38,3.88,0.0,,,,
+Talcher,2019-04-29,36.35,165.98,8.31,15.89,21.55,6.42,1.39,21.74,9.14,0.0,,,,
+Talcher,2019-04-30,39.81,90.26,6.3,16.24,21.1,6.36,1.21,21.31,5.26,0.0,,,104.0,Moderate
+Talcher,2019-05-01,21.91,69.03,24.95,15.82,49.26,11.45,1.27,22.88,2.98,0.0,,,89.0,Satisfactory
+Talcher,2019-05-02,16.34,66.35,14.04,13.18,25.14,6.81,1.21,21.3,2.03,0.0,,,77.0,Satisfactory
+Talcher,2019-05-03,26.08,110.21,37.83,12.51,76.66,16.56,1.94,27.54,4.7,0.0,,,102.0,Moderate
+Talcher,2019-05-04,37.46,73.77,14.33,13.43,24.81,6.76,1.8,24.9,3.13,0.0,,,,
+Talcher,2019-05-05,36.91,164.08,8.11,14.86,22.93,6.57,1.58,23.51,4.96,0.0,,,132.0,Moderate
+Talcher,2019-05-06,38.49,172.54,19.64,14.18,28.65,7.54,1.71,24.19,4.79,0.0,,,140.0,Moderate
+Talcher,2019-05-07,55.63,218.71,10.94,13.78,24.24,6.69,2.07,25.58,10.32,0.0,,,168.0,Moderate
+Talcher,2019-05-08,53.84,226.97,10.74,13.67,24.31,6.7,2.09,26.12,9.6,0.0,,,177.0,Moderate
+Talcher,2019-05-09,42.87,203.68,14.32,12.38,25.93,6.85,1.79,25.03,7.36,0.0,,,170.0,Moderate
+Talcher,2019-05-10,46.56,204.14,11.48,13.54,24.41,6.7,1.86,26.36,7.86,0.0,,,171.0,Moderate
+Talcher,2019-05-11,38.56,156.87,35.94,11.91,38.64,8.08,1.66,26.57,4.27,0.0,,,155.0,Moderate
+Talcher,2019-05-12,38.28,139.66,10.67,14.01,24.02,6.68,1.91,26.15,3.63,0.0,,,134.0,Moderate
+Talcher,2019-05-13,45.89,219.76,13.69,12.98,25.27,6.81,2.14,26.65,5.51,0.0,,,169.0,Moderate
+Talcher,2019-05-14,25.43,129.35,14.3,12.44,25.98,6.87,1.49,23.37,3.99,0.0,,,135.0,Moderate
+Talcher,2019-05-15,27.15,115.69,36.53,12.66,33.71,8.56,1.5,23.62,5.7,0.0,,,119.0,Moderate
+Talcher,2019-05-16,,,,,,,,,,,,,111.0,Moderate
+Talcher,2019-05-17,35.3,149.75,14.29,13.18,24.94,6.79,0.2,23.67,11.88,0.0,,,,
+Talcher,2019-05-18,34.7,147.07,15.37,11.6,26.97,6.98,0.0,23.16,7.2,0.0,,,123.0,Moderate
+Talcher,2019-05-19,32.94,144.89,17.12,10.82,27.94,7.08,0.0,23.15,8.76,0.0,,,133.0,Moderate
+Talcher,2019-05-20,25.41,131.69,17.17,10.81,27.98,7.07,0.0,23.36,3.55,0.0,,,126.0,Moderate
+Talcher,2019-05-21,31.36,152.98,21.85,8.82,30.64,7.38,0.0,49.73,4.89,0.0,,,127.0,Moderate
+Talcher,2019-05-22,31.46,133.64,19.86,9.74,29.38,7.24,0.0,44.86,6.86,0.0,,,127.0,Moderate
+Talcher,2019-05-23,21.48,110.94,17.29,10.75,28.04,7.08,0.0,31.51,2.97,0.0,,,117.0,Moderate
+Talcher,2019-05-24,21.82,92.22,29.58,7.14,34.99,7.79,0.0,26.1,3.81,0.0,,,102.0,Moderate
+Talcher,2019-05-25,24.64,122.64,40.61,10.26,41.1,8.07,0.67,24.84,6.4,0.0,,,98.0,Satisfactory
+Talcher,2019-05-26,30.15,118.12,12.47,12.84,25.25,6.79,0.62,22.44,4.84,0.0,,,122.0,Moderate
+Talcher,2019-05-27,31.74,148.15,20.69,9.27,29.95,7.29,0.76,23.56,3.86,0.0,,,116.0,Moderate
+Talcher,2019-05-28,27.7,136.62,30.49,12.25,34.88,8.34,0.83,24.39,7.93,0.0,,,126.0,Moderate
+Talcher,2019-05-29,50.46,183.66,18.77,10.15,28.92,7.21,1.31,31.14,8.21,0.0,,,167.0,Moderate
+Talcher,2019-05-30,28.84,123.52,16.74,12.15,26.14,6.88,0.93,31.38,7.33,0.0,,,124.0,Moderate
+Talcher,2019-05-31,34.58,126.38,27.74,9.84,67.77,10.35,0.97,25.72,10.43,0.0,,,125.0,Moderate
+Talcher,2019-06-01,53.16,141.34,11.5,13.47,24.32,6.68,1.91,27.49,15.96,0.0,,,136.0,Moderate
+Talcher,2019-06-02,18.93,77.32,69.32,9.47,55.91,19.19,1.09,25.55,5.06,0.0,,,114.0,Moderate
+Talcher,2019-06-03,31.83,128.85,19.63,9.68,29.31,7.21,0.95,23.83,3.39,0.0,,,112.0,Moderate
+Talcher,2019-06-04,24.82,102.59,20.23,9.42,29.66,7.25,1.18,25.43,4.27,0.0,,,118.0,Moderate
+Talcher,2019-06-05,29.72,117.76,15.97,11.28,27.13,6.98,0.87,22.79,6.29,0.0,,,98.0,Satisfactory
+Talcher,2019-06-06,,,,,,,,,,,,,117.0,Moderate
+Talcher,2019-06-07,18.29,98.23,26.99,10.53,30.02,7.24,0.87,21.59,6.9,0.0,,,,
+Talcher,2019-06-08,32.36,106.2,37.02,3.88,39.08,8.23,0.92,24.52,3.98,0.0,,,93.0,Satisfactory
+Talcher,2019-06-09,30.64,120.9,41.33,4.48,41.42,8.46,1.05,24.41,7.81,0.0,,,110.0,Moderate
+Talcher,2019-06-10,31.89,107.81,22.26,8.51,30.73,7.36,1.03,22.96,8.18,0.0,,,108.0,Moderate
+Talcher,2019-06-11,37.45,154.65,32.5,8.58,39.41,8.4,1.12,23.17,9.55,0.0,,,121.0,Moderate
+Talcher,2019-06-12,25.85,125.17,30.75,6.66,35.43,7.86,1.0,23.26,13.18,0.0,,,123.0,Moderate
+Talcher,2019-06-13,12.75,92.89,52.64,3.05,87.0,16.62,1.42,24.47,12.65,0.0,,,120.0,Moderate
+Talcher,2019-06-14,24.12,102.19,23.39,10.41,31.46,7.37,1.83,26.05,8.08,0.0,,,,
+Talcher,2019-06-15,,,37.06,9.75,39.66,8.05,1.77,26.29,9.37,0.0,,,,
+Talcher,2019-06-16,14.43,143.96,15.85,12.19,26.68,6.94,1.49,26.91,3.96,0.0,,,,
+Talcher,2019-06-17,20.23,99.04,22.66,8.52,31.16,7.44,1.24,25.12,4.25,0.0,,,97.0,Satisfactory
+Talcher,2019-06-18,26.75,131.45,35.66,3.2,38.39,8.2,1.5,26.89,7.52,0.0,,,116.0,Moderate
+Talcher,2019-06-19,36.16,183.73,26.5,6.77,33.27,7.65,1.57,25.53,8.6,0.0,,,136.0,Moderate
+Talcher,2019-06-20,36.86,146.59,57.53,5.48,53.79,10.37,1.51,24.54,6.67,0.0,,,149.0,Moderate
+Talcher,2019-06-21,17.58,71.05,27.05,6.48,33.53,7.69,1.45,25.07,3.59,0.0,,,75.0,Satisfactory
+Talcher,2019-06-22,23.99,49.42,49.51,6.6,38.96,15.17,1.56,26.7,4.69,0.0,,,86.0,Satisfactory
+Talcher,2019-06-23,15.8,53.89,27.15,6.43,33.58,7.68,1.17,25.0,4.03,0.0,,,58.0,Satisfactory
+Talcher,2019-06-24,14.22,54.79,25.82,7.01,32.83,7.59,0.97,23.26,7.11,0.0,,,58.0,Satisfactory
+Talcher,2019-06-25,18.3,76.28,33.55,6.12,37.17,8.04,0.97,24.88,2.16,0.0,,,63.0,Satisfactory
+Talcher,2019-06-26,15.44,65.11,39.81,5.37,47.07,9.42,1.04,23.97,5.83,0.0,,,71.0,Satisfactory
+Talcher,2019-06-27,20.9,94.58,25.84,7.01,32.85,7.61,1.08,22.56,4.39,0.0,,,76.0,Satisfactory
+Talcher,2019-06-28,31.6,111.06,45.17,6.97,34.79,9.79,1.37,23.95,4.5,0.0,,,96.0,Satisfactory
+Talcher,2019-06-29,30.87,132.92,25.03,7.4,32.42,7.56,1.88,25.64,3.4,0.0,,,124.0,Moderate
+Talcher,2019-06-30,20.54,61.42,27.4,6.35,33.75,7.69,1.63,25.7,1.93,0.0,,,100.0,Satisfactory
+Talcher,2019-07-01,25.09,57.48,30.06,5.15,35.21,7.82,1.62,26.38,1.84,0.0,,,82.0,Satisfactory
+Talcher,2019-07-02,18.32,59.72,27.63,7.14,33.9,7.7,0.88,27.14,1.9,0.0,,,83.0,Satisfactory
+Talcher,2019-07-03,19.94,79.01,37.72,6.0,40.15,8.19,0.75,28.29,2.81,0.0,,,79.0,Satisfactory
+Talcher,2019-07-04,17.26,38.61,41.49,5.62,46.81,8.74,1.53,27.6,1.15,0.0,,,81.0,Satisfactory
+Talcher,2019-07-05,30.92,59.67,33.16,5.13,54.65,9.7,2.08,29.35,1.35,0.0,,,102.0,Moderate
+Talcher,2019-07-06,12.41,37.57,33.87,3.42,37.29,8.06,1.59,29.07,0.31,0.0,,,86.0,Satisfactory
+Talcher,2019-07-07,23.24,76.33,30.41,5.53,35.46,7.86,1.67,29.21,1.3,0.0,,,88.0,Satisfactory
+Talcher,2019-07-08,24.06,105.08,28.84,5.71,34.54,7.78,1.87,30.3,1.21,0.0,,,99.0,Satisfactory
+Talcher,2019-07-09,23.04,113.5,30.53,4.91,35.44,7.86,1.61,31.23,1.41,0.0,,,112.0,Moderate
+Talcher,2019-07-10,18.98,100.29,31.42,4.52,35.93,7.92,1.41,31.64,0.81,0.0,,,100.0,Satisfactory
+Talcher,2019-07-11,15.95,89.91,28.91,5.64,34.56,7.78,1.35,31.65,0.89,0.0,,,99.0,Satisfactory
+Talcher,2019-07-12,23.79,111.89,32.63,6.51,36.78,7.96,1.44,32.02,1.71,0.0,,,97.0,Satisfactory
+Talcher,2019-07-13,27.23,133.84,28.36,5.9,34.25,7.74,1.63,32.92,2.08,0.0,,,116.0,Moderate
+Talcher,2019-07-14,35.48,112.0,55.81,4.72,46.63,19.74,1.67,34.62,1.8,0.0,,,127.0,Moderate
+Talcher,2019-07-15,29.0,141.24,30.31,5.03,35.34,7.85,1.55,33.42,2.51,0.0,,,109.0,Moderate
+Talcher,2019-07-16,36.21,197.62,34.18,3.27,37.45,8.06,1.64,33.14,3.9,0.0,,,149.0,Moderate
+Talcher,2019-07-17,43.58,169.03,38.93,1.88,42.42,9.43,1.99,33.98,3.0,0.0,,,171.0,Moderate
+Talcher,2019-07-18,34.79,140.96,60.6,1.96,50.87,10.53,1.91,34.76,3.73,0.0,,,118.0,Moderate
+Talcher,2019-07-19,9.42,134.52,62.2,1.3,54.73,9.45,1.77,33.78,1.42,0.0,,,123.0,Moderate
+Talcher,2019-07-20,13.09,53.43,45.05,1.68,43.59,8.66,1.34,33.66,1.35,0.0,,,67.0,Satisfactory
+Talcher,2019-07-21,18.53,47.83,54.34,3.28,48.54,9.63,1.28,34.0,2.69,0.0,,,71.0,Satisfactory
+Talcher,2019-07-22,17.05,63.46,49.06,0.63,45.63,8.89,1.19,34.16,1.98,0.0,,,62.0,Satisfactory
+Talcher,2019-07-23,16.44,68.09,47.67,1.57,44.88,8.81,1.21,33.57,2.59,0.0,,,65.0,Satisfactory
+Talcher,2019-07-24,21.6,103.03,30.12,7.21,35.01,7.77,1.29,34.15,1.86,0.0,,,77.0,Satisfactory
+Talcher,2019-07-25,28.79,80.01,40.48,8.7,38.69,8.86,1.61,35.14,3.06,0.0,,,100.0,Satisfactory
+Talcher,2019-07-26,14.82,35.74,36.53,9.75,38.85,8.09,1.7,35.14,0.86,0.0,,,91.0,Satisfactory
+Talcher,2019-07-27,11.48,41.59,23.92,7.89,31.65,7.42,1.51,35.31,0.87,0.0,,,80.0,Satisfactory
+Talcher,2019-07-28,18.42,52.96,24.65,9.11,31.99,7.47,1.73,35.69,1.13,0.0,,,90.0,Satisfactory
+Talcher,2019-07-29,11.7,38.46,25.02,8.67,32.21,7.49,1.47,35.23,0.9,0.0,,,78.0,Satisfactory
+Talcher,2019-07-30,14.68,51.36,23.18,9.02,31.22,7.4,1.38,34.89,1.53,0.0,,,71.0,Satisfactory
+Talcher,2019-07-31,17.89,65.25,20.67,9.22,29.89,7.27,1.43,36.37,0.75,0.0,,,74.0,Satisfactory
+Talcher,2019-08-01,6.76,34.75,18.0,10.5,28.36,7.09,1.47,37.2,0.45,0.0,,,77.0,Satisfactory
+Talcher,2019-08-02,18.39,62.34,16.56,10.94,27.49,7.0,1.81,37.47,3.23,0.0,,,93.0,Satisfactory
+Talcher,2019-08-03,12.77,44.56,18.03,10.31,28.34,7.09,1.82,37.9,0.93,0.0,,,94.0,Satisfactory
+Talcher,2019-08-04,8.61,32.05,18.5,10.09,28.59,7.1,1.56,37.65,1.56,0.0,,,83.0,Satisfactory
+Talcher,2019-08-05,14.06,48.93,15.19,11.57,26.74,6.92,1.7,37.79,1.92,0.0,,,87.0,Satisfactory
+Talcher,2019-08-06,23.24,50.97,32.94,6.3,36.78,7.95,1.82,37.34,2.25,0.0,,,89.0,Satisfactory
+Talcher,2019-08-07,20.26,46.83,47.26,0.21,44.81,8.8,1.92,42.11,1.66,0.0,,,99.0,Satisfactory
+Talcher,2019-08-08,13.98,39.26,41.56,3.19,41.55,8.45,1.66,43.81,1.28,0.0,,,87.0,Satisfactory
+Talcher,2019-08-09,17.65,69.73,22.56,8.45,30.81,7.34,1.64,43.0,1.45,0.0,,,85.0,Satisfactory
+Talcher,2019-08-10,20.65,82.44,20.62,9.1,29.72,7.23,2.08,41.04,2.13,0.0,,,103.0,Moderate
+Talcher,2019-08-11,21.76,100.14,24.06,7.59,31.65,7.43,1.93,40.27,2.8,0.0,,,102.0,Moderate
+Talcher,2019-08-12,25.89,83.43,25.59,6.94,32.5,7.5,2.13,39.46,1.9,0.0,,,102.0,Moderate
+Talcher,2019-08-13,24.04,,25.27,7.28,32.35,7.48,2.11,40.14,1.18,0.03,,,,
+Talcher,2019-08-14,,,34.7,9.68,38.26,8.2,1.99,40.02,1.93,0.29,,,,
+Talcher,2019-08-15,37.77,,18.25,10.2,28.45,7.09,2.12,39.72,1.89,0.0,,,,
+Talcher,2019-08-16,,,20.88,8.98,29.86,7.23,2.11,40.0,3.5,0.0,,,,
+Talcher,2019-08-17,35.13,,23.53,7.81,31.33,7.39,2.31,40.78,1.83,0.0,,,,
+Talcher,2019-08-18,17.76,,27.59,8.12,33.53,10.28,2.23,41.57,2.29,0.0,,,,
+Talcher,2019-08-19,12.7,,20.11,9.34,29.46,7.21,1.83,40.44,1.16,0.0,,,,
+Talcher,2019-08-20,21.08,49.37,23.31,8.31,31.24,7.37,1.8,40.1,3.12,0.0,,,,
+Talcher,2019-08-21,24.03,68.31,25.9,6.85,32.68,7.53,2.14,40.15,2.73,0.0,,,104.0,Moderate
+Talcher,2019-08-22,36.68,97.03,42.07,7.19,42.13,8.35,2.2,40.07,6.42,0.0,,,105.0,Moderate
+Talcher,2019-08-23,35.27,59.03,27.23,6.7,33.44,7.6,2.66,40.38,2.28,0.0,,,110.0,Moderate
+Talcher,2019-08-24,37.09,84.83,27.67,6.67,33.62,7.62,2.77,40.82,4.57,0.0,,,112.0,Moderate
+Talcher,2019-08-25,30.54,68.07,28.75,6.61,34.23,7.68,2.42,40.91,2.58,0.0,,,108.0,Moderate
+Talcher,2019-08-26,18.09,80.35,27.0,7.78,33.22,7.58,2.1,41.32,0.81,0.0,,,103.0,Moderate
+Talcher,2019-08-27,31.43,101.4,20.56,9.1,29.65,7.22,2.62,42.39,2.34,0.0,,,115.0,Moderate
+Talcher,2019-08-28,26.15,119.51,21.41,8.73,30.15,7.27,2.41,42.79,1.42,0.0,,,112.0,Moderate
+Talcher,2019-08-29,24.49,73.02,28.16,8.2,34.01,7.62,2.19,43.25,2.83,0.0,,,108.0,Moderate
+Talcher,2019-08-30,34.32,84.01,35.66,5.37,38.15,8.12,1.26,46.89,5.94,0.0,,,103.0,Moderate
+Talcher,2019-08-31,15.9,48.96,53.49,3.07,48.3,9.18,0.36,50.6,7.23,0.0,,,82.0,Satisfactory
+Talcher,2019-09-01,16.31,34.9,63.63,3.79,55.48,16.02,0.89,28.68,0.77,0.0,,,57.0,Satisfactory
+Talcher,2019-09-02,21.0,55.36,33.27,4.19,36.99,8.0,1.21,16.49,0.47,0.55,,,72.0,Satisfactory
+Talcher,2019-09-03,20.71,53.8,31.78,4.34,36.07,7.91,1.56,63.23,0.95,1.0,,,88.0,Satisfactory
+Talcher,2019-09-04,29.07,50.96,26.09,7.61,32.81,7.57,1.31,51.39,1.08,1.7,,,100.0,Satisfactory
+Talcher,2019-09-05,21.03,53.23,44.8,0.69,43.31,8.66,1.39,12.1,0.81,3.72,,,85.0,Satisfactory
+Talcher,2019-09-06,15.76,35.12,42.97,7.03,48.64,9.07,1.34,9.21,1.05,1.23,,,84.0,Satisfactory
+Talcher,2019-09-07,14.08,33.83,23.47,8.28,31.31,7.37,0.96,25.88,0.5,0.27,,,94.0,Satisfactory
+Talcher,2019-09-08,24.3,45.69,27.14,9.28,33.54,7.6,1.04,20.9,0.7,3.71,,,,
+Talcher,2019-09-09,25.6,52.64,25.97,8.05,32.95,7.57,1.18,23.39,0.57,1.43,,,,
+Talcher,2019-09-10,24.15,62.87,22.48,8.45,30.93,7.38,1.03,36.23,0.5,0.42,,,69.0,Satisfactory
+Talcher,2019-09-11,30.58,83.52,40.31,6.79,41.69,8.29,1.24,31.3,0.38,0.55,,,76.0,Satisfactory
+Talcher,2019-09-12,24.97,48.36,40.44,6.38,40.75,8.36,1.06,20.39,0.69,0.04,,,79.0,Satisfactory
+Talcher,2019-09-13,19.09,49.49,30.97,5.69,35.6,7.86,1.09,10.59,0.84,1.05,,,69.0,Satisfactory
+Talcher,2019-09-14,25.07,68.49,22.3,9.61,30.88,7.39,1.39,8.71,1.52,1.15,,,75.0,Satisfactory
+Talcher,2019-09-15,24.05,70.29,22.82,8.36,31.17,7.41,1.2,7.27,1.21,0.4,,,84.0,Satisfactory
+Talcher,2019-09-16,21.42,72.21,23.0,8.24,31.25,7.43,1.12,5.2,1.41,0.02,,,75.0,Satisfactory
+Talcher,2019-09-17,14.39,42.47,22.52,8.74,30.99,7.41,0.86,2.13,1.23,0.0,,,63.0,Satisfactory
+Talcher,2019-09-18,14.17,41.25,38.62,8.53,50.22,15.1,0.93,2.36,1.18,1.7,,,53.0,Satisfactory
+Talcher,2019-09-19,9.55,37.88,20.31,9.36,29.66,7.25,0.86,1.87,0.77,0.0,,,48.0,Good
+Talcher,2019-09-20,14.16,51.9,54.81,8.24,47.05,10.54,1.04,1.73,0.82,0.01,,,61.0,Satisfactory
+Talcher,2019-09-21,27.94,88.7,39.76,1.13,40.61,8.4,1.15,2.47,1.52,0.0,,,90.0,Satisfactory
+Talcher,2019-09-22,18.51,48.95,76.8,1.28,58.22,14.49,1.24,2.92,1.18,5.74,,,78.0,Satisfactory
+Talcher,2019-09-23,14.8,32.29,37.28,1.98,39.26,8.26,1.05,1.99,0.89,0.0,,,49.0,Good
+Talcher,2019-09-24,8.01,19.24,39.83,0.86,40.64,8.4,1.0,2.39,1.28,0.0,,,62.0,Satisfactory
+Talcher,2019-09-25,0.04,14.3,,,0.0,,0.65,1.29,17.17,0.43,,,51.0,Satisfactory
+Talcher,2019-09-26,8.1,20.8,57.95,10.93,13.54,7.98,0.92,5.85,9.85,0.0,,,,
+Talcher,2019-09-27,,,,,,,,,,,,,,
+Talcher,2019-09-28,,,,,0.0,,1.02,20.55,23.6,0.0,,,,
+Talcher,2019-09-29,,,,,,,,,,,,,,
+Talcher,2019-09-30,,,58.38,6.0,38.76,9.01,1.67,64.33,18.76,0.0,,,,
+Talcher,2019-10-01,31.11,,37.68,3.1,39.47,8.28,0.35,44.33,0.76,0.0,,,,
+Talcher,2019-10-02,29.91,,40.78,2.61,41.14,8.44,0.54,34.56,0.11,0.0,,,,
+Talcher,2019-10-03,,,40.32,2.46,40.91,8.42,0.34,30.44,0.34,0.0,,,,
+Talcher,2019-10-04,,,39.37,2.91,40.36,8.38,0.55,31.2,8.31,0.04,,,,
+Talcher,2019-10-05,,,,,,,,,,,,,,
+Talcher,2019-10-06,,,,,,,,,,,,,,
+Talcher,2019-10-07,,,,,,,,,,,,,,
+Talcher,2019-10-08,,,,,,,,,,,,,,
+Talcher,2019-10-09,,,17.11,10.69,27.8,7.04,1.03,29.65,14.32,0.0,,,,
+Talcher,2019-10-10,18.42,50.05,16.7,10.6,26.52,6.89,0.89,28.54,11.0,0.0,,,,
+Talcher,2019-10-11,21.72,52.51,18.88,9.95,28.83,7.15,1.1,26.97,12.19,0.0,,,81.0,Satisfactory
+Talcher,2019-10-12,35.44,59.78,20.13,9.32,29.44,7.18,1.87,27.91,12.11,0.0,,,100.0,Satisfactory
+Talcher,2019-10-13,34.7,57.17,20.5,9.14,29.64,7.29,2.02,31.68,12.79,0.0,,,110.0,Moderate
+Talcher,2019-10-14,33.8,51.61,20.98,8.98,29.96,7.25,1.77,30.39,12.03,0.0,,,,
+Talcher,2019-10-15,33.8,61.12,23.37,7.82,31.19,7.39,1.43,28.91,12.56,0.0,,,,
+Talcher,2019-10-16,31.35,63.08,23.07,8.01,31.08,7.37,1.54,29.04,11.31,0.0,,,96.0,Satisfactory
+Talcher,2019-10-17,22.01,54.65,22.3,8.37,30.67,7.34,1.04,27.53,11.19,0.0,,,63.0,Satisfactory
+Talcher,2019-10-18,23.79,53.64,16.79,11.21,27.27,7.01,0.94,24.68,13.32,0.0,,,62.0,Satisfactory
+Talcher,2019-10-19,33.81,46.52,15.68,11.51,27.05,6.98,1.12,25.07,12.35,0.0,,,74.0,Satisfactory
+Talcher,2019-10-20,26.6,53.13,14.95,11.69,26.63,6.97,1.06,27.02,11.41,0.0,,,65.0,Satisfactory
+Talcher,2019-10-21,36.24,61.92,15.7,11.35,27.05,6.99,1.77,34.1,12.4,0.07,,,80.0,Satisfactory
+Talcher,2019-10-22,25.48,54.3,15.31,11.59,26.9,6.96,1.34,34.65,12.14,0.0,,,77.0,Satisfactory
+Talcher,2019-10-23,20.56,48.44,19.3,9.83,29.13,7.2,1.01,31.49,10.81,0.0,,,64.0,Satisfactory
+Talcher,2019-10-24,17.03,54.11,20.9,9.06,29.96,7.31,0.89,27.92,10.0,0.0,,,57.0,Satisfactory
+Talcher,2019-10-25,17.15,44.69,42.42,7.86,43.87,8.66,1.33,27.69,11.84,1.78,,,70.0,Satisfactory
+Talcher,2019-10-26,25.94,59.42,30.2,5.03,35.23,7.8,1.81,30.33,12.29,0.0,,,95.0,Satisfactory
+Talcher,2019-10-27,25.45,49.73,28.38,5.86,34.24,7.76,1.61,30.71,13.15,0.0,,,87.0,Satisfactory
+Talcher,2019-10-28,30.57,78.32,28.74,5.69,34.44,7.74,1.36,30.21,11.49,0.0,,,106.0,Moderate
+Talcher,2019-10-29,29.78,62.68,30.34,4.99,35.33,7.83,1.38,30.06,12.28,0.0,,,77.0,Satisfactory
+Talcher,2019-10-30,30.2,75.23,31.37,4.49,35.87,7.9,1.76,30.56,13.09,0.0,,,102.0,Moderate
+Talcher,2019-10-31,31.12,64.68,32.64,3.86,36.5,7.98,2.2,31.8,13.98,0.0,,,110.0,Moderate
+Talcher,2019-11-01,30.68,60.88,32.31,4.11,36.42,7.93,2.7,33.75,15.29,0.0,,,,
+Talcher,2019-11-02,45.32,64.4,33.66,3.39,37.05,8.04,2.84,35.07,15.08,0.0,,,,
+Talcher,2019-11-03,73.53,87.8,34.83,2.89,37.72,8.1,2.94,36.3,13.82,0.0,,,,
+Talcher,2019-11-04,56.24,70.43,38.0,2.2,39.48,8.26,2.74,35.03,14.52,0.0,,,,
+Talcher,2019-11-05,49.14,67.7,38.52,1.93,39.85,8.32,2.5,35.68,13.65,0.02,,,110.0,Moderate
+Talcher,2019-11-06,44.28,221.37,39.67,1.78,40.53,8.37,2.17,35.67,13.07,0.0,,,117.0,Moderate
+Talcher,2019-11-07,48.32,512.41,41.82,1.21,41.62,8.49,2.11,36.43,13.67,0.0,,,401.0,Severe
+Talcher,2019-11-08,57.45,493.34,39.71,1.9,40.38,8.35,1.68,36.34,13.75,0.0,,,516.0,Severe
+Talcher,2019-11-09,37.33,76.58,36.81,2.05,38.86,8.19,1.15,35.36,12.01,0.0,,,226.0,Poor
+Talcher,2019-11-10,23.65,74.15,36.26,2.31,38.54,8.16,1.12,34.5,11.73,0.0,,,74.0,Satisfactory
+Talcher,2019-11-11,43.57,154.48,21.85,6.51,28.35,7.05,1.69,35.23,12.4,4.45,,,105.0,Moderate
+Talcher,2019-11-12,56.68,223.74,5.19,10.43,14.38,5.46,1.7,38.71,12.58,0.0,,,168.0,Moderate
+Talcher,2019-11-13,69.27,198.15,5.68,10.2,14.74,5.51,1.86,39.08,12.95,0.0,,,184.0,Moderate
+Talcher,2019-11-14,80.53,252.21,4.63,10.76,14.03,5.44,2.24,39.07,13.36,0.0,,,181.0,Moderate
+Talcher,2019-11-15,81.36,253.91,6.58,9.3,15.88,5.63,2.2,39.02,13.07,0.0,,,199.0,Moderate
+Talcher,2019-11-16,84.41,254.07,6.99,9.1,16.09,5.65,2.33,38.63,13.39,2.41,,,207.0,Poor
+Talcher,2019-11-17,62.46,242.65,8.44,8.44,16.88,5.72,1.95,39.07,12.57,0.0,,,201.0,Poor
+Talcher,2019-11-18,101.99,282.31,10.25,8.1,17.85,5.85,2.3,42.04,12.29,0.0,,,199.0,Moderate
+Talcher,2019-11-19,69.25,187.87,5.82,9.92,15.1,5.54,2.02,39.54,12.64,0.0,,,184.0,Moderate
+Talcher,2019-11-20,63.74,193.07,5.99,9.57,15.54,5.58,1.41,39.11,12.41,0.0,,,156.0,Moderate
+Talcher,2019-11-21,76.79,251.25,7.47,8.87,16.35,5.68,1.87,39.22,12.54,0.0,,,182.0,Moderate
+Talcher,2019-11-22,92.45,285.51,7.77,8.74,16.51,5.7,2.11,40.03,12.55,0.0,,,213.0,Poor
+Talcher,2019-11-23,102.67,257.45,12.01,7.84,18.86,5.94,2.54,40.32,13.17,0.0,,,244.0,Poor
+Talcher,2019-11-24,,,,,,,,,,,,,233.0,Poor
+Talcher,2019-11-25,,,,,,,,,,,,,,
+Talcher,2019-11-26,,,,,,,,,,,,,,
+Talcher,2019-11-27,,,,,,,,,,,,,,
+Talcher,2019-11-28,71.89,239.76,4.45,5.5,9.5,2.8,0.72,15.32,13.01,0.0,,,,
+Talcher,2019-11-29,127.94,369.84,117.8,13.73,71.58,11.12,1.96,28.06,14.53,1.06,,,239.0,Poor
+Talcher,2019-11-30,100.74,328.79,246.66,28.59,228.96,33.43,1.4,37.86,16.7,0.39,,,304.0,Very Poor
+Talcher,2019-12-01,83.18,263.04,215.42,33.72,195.69,38.13,1.02,44.8,23.0,0.0,,,280.0,Poor
+Talcher,2019-12-02,81.48,265.36,161.94,41.18,152.3,41.73,0.99,36.63,26.96,0.0,,,198.0,Moderate
+Talcher,2019-12-03,103.15,257.83,196.8,39.88,207.65,45.47,1.57,30.74,20.63,0.0,,,245.0,Poor
+Talcher,2019-12-04,60.99,212.51,19.08,22.42,38.24,,0.7,27.49,23.48,0.0,,,193.0,Moderate
+Talcher,2019-12-05,73.34,281.68,11.74,33.79,43.47,,1.63,25.79,23.81,0.0,,,192.0,Moderate
+Talcher,2019-12-06,79.58,294.98,11.74,33.74,43.47,,2.66,27.41,16.11,0.0,,,238.0,Poor
+Talcher,2019-12-07,87.21,290.81,11.19,33.91,43.24,,2.66,23.24,18.23,0.0,,,258.0,Poor
+Talcher,2019-12-08,82.46,266.72,10.86,33.73,43.42,,2.67,21.72,5.02,0.0,,,241.0,Poor
+Talcher,2019-12-09,86.08,280.65,10.3,34.67,42.17,,2.66,19.28,13.41,0.0,,,201.0,Poor
+Talcher,2019-12-10,79.14,247.47,9.73,35.33,41.27,,2.43,18.4,12.23,0.0,,,218.0,Poor
+Talcher,2019-12-11,88.37,292.02,9.72,35.01,41.7,,2.67,18.33,13.45,0.0,,,210.0,Poor
+Talcher,2019-12-12,83.05,251.29,9.19,35.25,41.45,,2.52,16.62,8.59,0.0,,,270.0,Poor
+Talcher,2019-12-13,38.66,129.22,7.75,36.71,39.42,,1.43,10.39,18.6,0.0,,,139.0,Moderate
+Talcher,2019-12-14,57.85,199.57,6.64,37.0,39.02,,1.8,10.08,15.04,0.0,,,140.0,Moderate
+Talcher,2019-12-15,41.08,134.47,8.0,36.53,39.79,,1.6,8.32,13.86,0.0,,,147.0,Moderate
+Talcher,2019-12-16,57.52,187.98,7.82,36.3,40.04,,1.84,5.7,21.75,0.0,,,137.0,Moderate
+Talcher,2019-12-17,61.9,197.76,8.4,35.98,40.51,,1.89,4.65,20.72,0.0,,,161.0,Moderate
+Talcher,2019-12-18,63.44,211.71,25.41,34.66,48.64,24.18,2.19,2.91,11.03,0.0,,,169.0,Moderate
+Talcher,2019-12-19,57.56,213.76,21.02,29.68,49.7,,1.94,11.65,27.13,0.0,,,177.0,Moderate
+Talcher,2019-12-20,103.21,310.81,14.05,32.18,46.18,,1.9,26.9,24.26,0.0,,,203.0,Poor
+Talcher,2019-12-21,203.95,305.67,24.57,27.87,52.44,,0.8,39.72,17.08,0.0,,,321.0,Very Poor
+Talcher,2019-12-22,176.96,267.86,11.44,33.2,44.65,,0.55,27.52,23.96,0.0,,,363.0,Very Poor
+Talcher,2019-12-23,169.9,235.1,11.81,33.06,44.87,,0.32,15.89,37.04,0.0,,,345.0,Very Poor
+Talcher,2019-12-24,178.44,283.56,12.24,32.91,45.14,,0.8,16.86,19.16,0.0,,,342.0,Very Poor
+Talcher,2019-12-25,137.35,204.65,10.81,33.51,44.32,,0.47,11.81,28.76,0.0,,,331.0,Very Poor
+Talcher,2019-12-26,112.48,151.85,24.04,30.37,50.14,45.94,0.17,8.5,23.39,0.0,,,287.0,Poor
+Talcher,2019-12-27,110.38,,11.35,33.19,44.54,,0.67,17.18,13.94,0.0,,,285.0,Poor
+Talcher,2019-12-28,136.76,453.21,23.83,28.8,35.56,6.04,1.15,22.78,13.63,0.71,,,,
+Talcher,2019-12-29,154.06,358.01,2.28,26.65,6.31,1.62,2.53,32.39,18.0,0.0,,,322.0,Very Poor
+Talcher,2019-12-30,186.5,338.01,3.0,24.71,8.47,1.91,2.29,30.12,20.07,0.0,,,334.0,Very Poor
+Talcher,2019-12-31,183.89,370.31,4.74,18.48,16.79,2.79,2.49,36.3,20.73,0.0,,,356.0,Very Poor
+Talcher,2020-01-01,153.15,305.06,0.78,18.97,16.05,2.72,1.99,32.83,30.07,0.0,,,336.0,Very Poor
+Talcher,2020-01-02,112.9,269.45,0.75,18.83,16.46,2.74,1.74,29.78,0.1,0.0,,,320.0,Very Poor
+Talcher,2020-01-03,89.14,262.31,17.62,17.6,24.59,3.16,1.54,22.02,7.38,0.0,,,,
+Talcher,2020-01-04,69.18,138.67,3.67,17.69,17.71,2.89,1.39,25.63,8.51,0.0,,,126.0,Moderate
+Talcher,2020-01-05,92.76,193.91,,23.28,10.43,2.16,1.58,23.14,10.24,0.0,,,143.0,Moderate
+Talcher,2020-01-06,131.05,256.85,,23.34,10.36,2.16,1.92,21.48,17.62,0.0,,,271.0,Poor
+Talcher,2020-01-07,230.77,379.17,,23.19,10.53,2.18,3.14,25.9,19.7,0.0,,,350.0,Very Poor
+Talcher,2020-01-08,138.79,232.22,,22.44,11.55,2.27,1.72,22.85,17.19,0.0,,,358.0,Very Poor
+Talcher,2020-01-09,117.61,218.87,0.44,21.55,12.71,2.39,1.46,2.5,21.65,0.0,,,277.0,Poor
+Talcher,2020-01-10,104.0,231.32,2.47,22.36,11.59,2.27,1.71,1.67,15.92,0.0,,,272.0,Poor
+Talcher,2020-01-11,130.4,279.67,1.59,22.18,11.8,2.31,2.01,2.37,26.85,0.0,,,290.0,Poor
+Talcher,2020-01-12,136.05,303.35,1.43,22.55,11.27,2.26,2.07,2.54,27.09,0.0,,,313.0,Very Poor
+Talcher,2020-01-13,174.63,371.73,,24.96,7.94,1.92,2.24,2.93,21.51,9.68,,,324.0,Very Poor
+Talcher,2020-01-14,173.53,356.94,178.12,25.1,69.59,15.64,2.12,5.97,8.62,0.46,,,348.0,Very Poor
+Talcher,2020-01-15,176.28,305.29,13.18,19.38,11.5,1.71,0.73,25.32,12.74,0.2,,,342.0,Very Poor
+Talcher,2020-01-16,151.02,253.09,8.25,10.45,17.91,1.61,1.29,19.29,22.41,0.0,,,340.0,Very Poor
+Talcher,2020-01-17,142.69,293.03,5.63,11.25,16.88,1.5,1.27,16.61,11.29,0.0,,,312.0,Very Poor
+Talcher,2020-01-18,136.38,264.73,5.51,11.27,16.77,1.49,1.46,15.52,6.46,0.0,,,317.0,Very Poor
+Talcher,2020-01-19,155.15,315.76,6.32,10.93,17.21,1.54,1.71,14.59,14.84,0.0,,,320.0,Very Poor
+Talcher,2020-01-20,133.73,243.63,8.21,10.1,18.32,1.64,1.31,13.24,14.46,0.0,,,315.0,Very Poor
+Talcher,2020-01-21,124.49,272.16,11.35,8.77,20.12,1.82,1.17,11.71,21.59,0.0,,,314.0,Very Poor
+Talcher,2020-01-22,230.16,324.92,11.55,8.67,20.2,1.84,1.35,10.61,21.4,0.0,,,245.0,Poor
+Talcher,2020-01-23,192.23,320.31,14.12,7.6,21.72,1.99,1.43,9.89,9.33,0.0,,,356.0,Very Poor
+Talcher,2020-01-24,342.42,434.27,19.21,7.29,19.0,1.78,1.45,10.28,28.36,0.0,,,,
+Talcher,2020-01-25,354.44,347.58,17.18,4.56,16.38,1.82,1.71,16.28,23.18,0.0,,,289.0,Poor
+Talcher,2020-01-26,214.85,358.07,6.51,5.71,12.21,1.27,1.98,28.96,32.16,0.0,,,344.0,Very Poor
+Talcher,2020-01-27,193.13,321.8,8.91,5.71,30.93,2.85,1.82,13.53,17.04,0.0,,,369.0,Very Poor
+Talcher,2020-01-28,110.94,184.9,7.85,5.15,13.0,1.35,1.02,12.29,23.84,0.0,,,328.0,Very Poor
+Talcher,2020-01-29,129.79,216.27,8.89,4.68,13.57,1.41,1.37,11.08,16.01,0.0,,,236.0,Poor
+Talcher,2020-01-30,103.46,172.5,10.15,4.13,14.29,1.48,1.57,10.85,21.19,0.0,,,298.0,Poor
+Talcher,2020-01-31,122.08,203.94,9.04,5.44,12.55,1.31,1.68,10.63,22.94,0.0,,,288.0,Poor
+Talcher,2020-02-01,105.22,175.39,27.94,6.24,23.08,2.35,0.19,11.21,25.48,0.0,,,289.0,Poor
+Talcher,2020-02-02,100.88,168.13,7.17,5.44,12.55,1.31,0.08,10.53,31.51,0.0,,,244.0,Poor
+Talcher,2020-02-03,74.1,123.51,6.63,5.71,12.24,1.27,0.0,9.74,41.81,0.0,,,196.0,Moderate
+Talcher,2020-02-04,76.6,127.65,7.58,5.24,12.82,1.34,0.65,11.75,48.44,0.0,,,150.0,Moderate
+Talcher,2020-02-05,74.97,124.9,8.62,4.82,13.44,1.4,2.16,11.93,26.87,0.0,,,130.0,Moderate
+Talcher,2020-02-06,89.59,148.83,32.38,6.47,36.33,15.03,2.3,9.33,8.26,0.0,,,186.0,Moderate
+Talcher,2020-02-07,44.25,73.73,7.85,2.25,10.1,2.06,1.01,1.66,6.15,0.0,,,136.0,Moderate
+Talcher,2020-02-08,42.24,70.38,5.4,2.94,8.34,1.82,1.15,1.28,7.68,0.0,,,79.0,Satisfactory
+Talcher,2020-02-09,30.6,50.98,3.75,3.4,7.11,1.67,1.13,0.74,2.14,0.0,,,69.0,Satisfactory
+Talcher,2020-02-10,112.93,188.16,20.27,5.97,20.82,1.91,1.67,25.91,25.01,0.0,,,,
+Talcher,2020-02-11,137.0,228.33,6.5,6.26,11.86,1.22,2.04,33.52,31.38,0.0,,,299.0,Poor
+Talcher,2020-02-12,118.16,196.93,17.77,6.59,17.76,1.68,1.92,31.01,29.85,0.0,,,314.0,Very Poor
+Talcher,2020-02-13,142.21,237.02,4.81,8.43,8.36,0.89,1.73,26.86,23.95,0.0,,,303.0,Very Poor
+Talcher,2020-02-14,145.62,242.7,6.84,5.59,12.43,1.28,1.72,28.01,26.1,0.0,,,323.0,Very Poor
+Talcher,2020-02-15,127.29,212.16,6.7,5.61,12.31,1.29,1.8,27.68,31.85,0.0,,,311.0,Very Poor
+Talcher,2020-02-16,152.3,253.76,13.2,4.98,16.16,1.62,2.07,29.0,42.85,0.0,,,317.0,Very Poor
+Talcher,2020-02-17,159.45,265.74,9.52,4.76,13.42,1.4,1.97,29.09,37.18,0.0,,,322.0,Very Poor
+Talcher,2020-02-18,109.82,187.89,11.14,5.05,14.27,1.47,1.99,40.37,27.18,0.0,,,313.0,Very Poor
+Talcher,2020-02-19,101.43,169.06,13.66,4.94,16.04,1.62,2.09,51.95,23.68,0.0,,,253.0,Poor
+Talcher,2020-02-20,67.9,113.18,6.72,5.65,12.34,1.28,1.86,49.87,15.23,0.0,,,183.0,Moderate
+Talcher,2020-02-21,35.26,58.77,8.05,5.04,13.09,1.36,0.92,36.57,22.98,0.0,,,81.0,Satisfactory
+Talcher,2020-02-22,51.87,86.44,9.2,4.55,13.75,1.43,1.11,29.07,36.42,0.0,,,83.0,Satisfactory
+Talcher,2020-02-23,71.04,118.41,8.69,4.76,13.45,1.4,1.63,29.1,31.42,0.0,,,118.0,Moderate
+Talcher,2020-02-24,52.26,87.12,10.22,4.13,14.34,1.49,1.74,35.62,10.74,0.0,,,113.0,Moderate
+Talcher,2020-02-25,25.69,42.83,11.6,3.55,15.12,1.56,1.28,35.28,14.81,0.0,,,88.0,Satisfactory
+Talcher,2020-02-26,44.79,74.63,10.53,4.0,14.5,1.5,1.46,28.14,16.84,0.0,,,84.0,Satisfactory
+Talcher,2020-02-27,67.14,111.9,9.33,4.49,13.82,1.43,2.15,33.57,21.84,0.0,,,118.0,Moderate
+Talcher,2020-02-28,74.1,123.51,10.55,4.01,14.42,1.49,2.05,37.65,23.51,0.0,,,145.0,Moderate
+Talcher,2020-02-29,72.61,121.06,18.42,3.75,19.19,1.91,1.89,40.09,48.8,0.0,,,138.0,Moderate
+Talcher,2020-03-01,83.64,139.41,11.21,3.68,14.87,1.54,2.02,43.74,41.32,0.0,,,155.0,Moderate
+Talcher,2020-03-02,84.56,140.95,16.14,4.18,26.32,2.45,2.1,46.64,30.07,0.0,,,194.0,Moderate
+Talcher,2020-03-03,56.77,94.61,9.68,4.33,14.01,1.45,1.41,48.01,33.36,0.0,,,138.0,Moderate
+Talcher,2020-03-04,36.24,60.44,28.47,3.77,30.86,2.84,1.45,52.31,4.48,0.0,,,99.0,Satisfactory
+Talcher,2020-03-05,17.33,28.74,15.83,3.27,17.61,1.78,1.09,50.27,3.67,0.0,,,71.0,Satisfactory
+Talcher,2020-03-06,14.84,24.72,123.37,4.46,125.74,12.33,1.09,47.91,4.44,0.0,,,86.0,Satisfactory
+Talcher,2020-03-07,12.97,21.62,12.87,3.31,15.83,1.63,1.27,46.79,18.54,0.0,,,117.0,Moderate
+Talcher,2020-03-08,21.92,36.53,12.25,4.01,15.48,1.58,1.68,45.85,12.0,0.0,,,92.0,Satisfactory
+Talcher,2020-03-09,30.49,50.81,13.14,3.75,15.94,1.65,1.75,38.2,41.69,0.0,,,,
+Talcher,2020-03-10,25.92,43.19,14.2,3.53,16.56,1.71,1.41,34.41,34.99,0.0,,,98.0,Satisfactory
+Talcher,2020-03-11,8.29,13.8,16.37,4.2,17.81,1.83,1.12,68.67,45.6,0.0,,,94.0,Satisfactory
+Talcher,2020-03-12,17.16,28.61,13.06,6.67,15.39,3.35,1.3,66.04,16.04,0.0,,,90.0,Satisfactory
+Talcher,2020-03-13,15.41,25.67,15.91,12.44,15.51,7.1,1.36,73.67,31.67,0.0,,,98.0,Satisfactory
+Talcher,2020-03-14,13.25,22.09,0.45,13.15,10.78,6.74,1.15,57.9,18.02,0.0,,,90.0,Satisfactory
+Talcher,2020-03-15,,,,,,,,,,,,,,
+Talcher,2020-03-16,,,,,,,,,,,,,,
+Talcher,2020-03-17,,,,,,,,,,,,,,
+Talcher,2020-03-18,18.36,85.58,,4.24,0.0,13.23,2.04,39.14,73.53,0.0,,,,
+Talcher,2020-03-19,56.22,62.38,,3.72,0.11,11.46,1.93,17.62,38.54,0.0,,,,
+Talcher,2020-03-20,66.21,188.53,84.09,4.41,42.22,15.79,3.36,20.48,48.76,0.0,,,,
+Talcher,2020-03-21,51.49,89.92,25.63,4.88,11.02,14.07,3.01,16.57,34.48,0.0,,,131.0,Moderate
+Talcher,2020-03-22,34.34,50.61,27.92,4.64,8.29,13.76,1.81,4.95,46.93,0.0,,,107.0,Moderate
+Talcher,2020-03-23,27.46,65.46,1.32,5.45,0.31,13.07,1.68,2.1,37.47,0.0,,,97.0,Satisfactory
+Talcher,2020-03-24,56.25,108.4,1.04,5.64,0.21,13.05,2.28,0.41,46.06,0.0,,,115.0,Moderate
+Talcher,2020-03-25,68.47,108.97,46.34,5.19,21.62,14.95,2.52,,43.26,0.0,,,134.0,Moderate
+Talcher,2020-03-26,64.41,133.38,150.78,5.79,3.98,13.38,2.59,0.01,40.54,0.0,,,130.0,Moderate
+Talcher,2020-03-27,54.97,119.14,34.3,5.5,0.77,13.1,2.11,,54.82,0.0,,,141.0,Moderate
+Talcher,2020-03-28,65.98,146.69,0.62,5.03,0.6,13.12,2.37,,50.63,0.0,,,133.0,Moderate
+Talcher,2020-03-29,59.43,118.7,8.42,4.23,3.21,13.42,2.21,,60.26,0.0,,,137.0,Moderate
+Talcher,2020-03-30,42.71,90.42,2.63,4.06,1.25,13.27,1.98,,60.42,0.0,,,121.0,Moderate
+Talcher,2020-03-31,54.34,114.04,4.94,5.35,2.08,13.4,2.15,,58.9,0.0,,,146.0,Moderate
+Talcher,2020-04-01,41.97,96.26,82.19,3.81,39.05,23.23,1.96,3.14,50.75,0.0,,,113.0,Moderate
+Talcher,2020-04-02,40.35,77.07,0.8,4.42,0.7,13.25,1.91,,48.06,0.0,,,123.0,Moderate
+Talcher,2020-04-03,34.17,73.46,85.48,5.83,7.75,13.72,2.02,,106.75,0.0,,,,
+Talcher,2020-04-04,56.16,95.79,0.99,4.92,0.58,13.16,2.41,,65.39,0.0,,,146.0,Moderate
+Talcher,2020-04-05,48.41,76.09,2.87,4.16,1.47,13.33,1.98,,66.42,0.0,,,136.0,Moderate
+Talcher,2020-04-06,71.26,152.22,17.59,4.57,6.48,13.86,2.73,,56.99,0.0,,,137.0,Moderate
+Talcher,2020-04-07,47.48,81.53,16.7,4.46,6.25,13.68,2.2,,69.92,0.0,,,154.0,Moderate
+Talcher,2020-04-08,32.06,61.03,18.65,4.27,5.34,13.72,2.18,,50.78,0.0,,,111.0,Moderate
+Talcher,2020-04-09,28.89,55.96,5.56,4.84,17.01,14.76,1.97,,80.29,0.0,,,136.0,Moderate
+Talcher,2020-04-10,39.04,64.08,4.72,4.76,2.2,13.43,2.05,,70.26,0.0,,,139.0,Moderate
+Talcher,2020-04-11,54.04,101.31,7.11,4.35,2.7,13.52,2.3,,71.48,0.0,,,146.0,Moderate
+Talcher,2020-04-12,34.29,105.3,5.49,4.2,2.25,13.41,2.58,,85.9,0.0,,,163.0,Moderate
+Talcher,2020-04-13,,93.94,27.57,4.28,10.38,14.09,2.46,,78.99,0.0,,,153.0,Moderate
+Talcher,2020-04-14,,136.52,4.12,4.75,1.8,13.38,2.69,,71.33,0.0,,,183.0,Moderate
+Talcher,2020-04-15,,74.76,15.25,4.73,5.43,14.01,2.22,,73.88,0.0,,,143.0,Moderate
+Talcher,2020-04-16,,80.82,8.09,4.76,3.17,13.48,2.22,,95.76,0.0,,,183.0,Moderate
+Talcher,2020-04-17,,53.28,0.8,5.14,0.48,13.12,2.0,,81.79,0.0,,,166.0,Moderate
+Talcher,2020-04-18,,55.65,57.37,6.29,36.27,16.18,1.95,,66.74,0.0,,,136.0,Moderate
+Talcher,2020-04-19,,60.82,29.92,4.92,3.73,13.48,3.21,,70.94,0.0,,,145.0,Moderate
+Talcher,2020-04-20,,47.79,6.6,5.53,0.94,13.13,2.37,,69.65,0.0,,,147.0,Moderate
+Talcher,2020-04-21,,14.1,62.42,5.05,5.2,13.6,1.77,,35.77,0.0,,,100.0,Satisfactory
+Talcher,2020-04-22,,17.19,30.15,5.57,0.6,13.11,1.9,,36.23,0.0,,,101.0,Moderate
+Talcher,2020-04-23,,39.51,0.58,5.22,0.4,13.1,1.92,,58.01,0.0,,,113.0,Moderate
+Talcher,2020-04-24,25.29,23.56,23.07,9.83,13.88,11.45,1.9,68.72,48.42,0.0,,,102.0,Moderate
+Talcher,2020-04-25,15.35,18.85,7.32,21.02,26.32,3.16,2.04,52.14,55.81,0.0,,,101.0,Moderate
+Talcher,2020-04-26,,18.85,6.01,20.71,26.72,3.2,1.93,2.01,47.4,0.0,,,102.0,Moderate
+Talcher,2020-04-27,,21.56,7.03,20.77,26.6,3.19,2.07,,59.9,0.0,,,108.0,Moderate
+Talcher,2020-04-28,22.48,27.0,6.76,20.4,27.16,3.24,2.0,,64.6,0.0,,,113.0,Moderate
+Talcher,2020-04-29,43.23,7.9,17.31,19.15,47.0,4.99,2.43,,59.04,0.0,,,113.0,Moderate
+Talcher,2020-04-30,15.28,34.63,9.29,19.29,28.58,3.37,1.95,,59.27,0.0,,,119.0,Moderate
+Talcher,2020-05-01,24.13,50.67,10.13,18.9,29.04,3.43,2.12,,53.81,0.0,,,118.0,Moderate
+Talcher,2020-05-02,,,,,,,,,,,,,,
+Talcher,2020-05-03,18.27,40.31,9.61,19.13,28.72,3.4,1.97,,76.12,0.0,,,,
+Talcher,2020-05-04,11.1,20.65,50.3,17.35,54.18,5.48,2.02,,47.93,0.0,,,100.0,Satisfactory
+Talcher,2020-05-05,36.55,65.02,8.9,17.53,22.37,5.5,1.93,20.34,45.12,0.0,,,110.0,Moderate
+Talcher,2020-05-06,45.62,100.26,61.87,17.46,35.48,13.04,1.71,15.42,58.28,0.0,,,,
+Talcher,2020-05-07,43.5,107.07,5.4,16.83,15.71,11.26,1.56,14.19,49.75,0.0,,,96.0,Satisfactory
+Talcher,2020-05-08,51.06,157.36,2.67,18.62,13.28,10.96,1.53,13.46,82.01,0.0,,,,
+Talcher,2020-05-09,88.11,138.07,43.82,17.45,29.73,12.36,2.21,14.81,73.52,0.0,,,202.0,Poor
+Talcher,2020-05-10,51.8,105.32,53.08,16.72,32.86,12.46,1.5,13.75,56.83,0.0,,,128.0,Moderate
+Talcher,2020-05-11,63.56,173.38,4.17,18.5,13.47,11.02,1.74,14.64,61.28,0.0,,,123.0,Moderate
+Talcher,2020-05-12,55.5,152.81,5.35,17.67,14.58,11.11,1.43,14.7,48.57,0.0,,,100.0,Satisfactory
+Talcher,2020-05-13,44.4,140.11,3.14,19.07,12.7,10.93,1.37,14.48,49.42,0.0,,,117.0,Moderate
+Talcher,2020-05-14,51.88,63.17,59.56,13.94,40.2,13.88,1.25,15.37,43.26,0.0,,,109.0,Moderate
+Talcher,2020-05-15,20.3,40.6,6.75,14.22,19.57,11.71,1.41,15.35,54.25,0.0,,,109.0,Moderate
+Talcher,2020-05-16,25.8,51.59,37.01,12.24,51.27,14.77,1.52,16.26,59.37,0.0,,,105.0,Moderate
+Talcher,2020-05-17,44.64,89.24,11.58,10.73,4.26,11.45,0.52,19.22,22.03,0.0,,,102.0,Moderate
+Talcher,2020-05-18,15.28,30.56,9.14,15.14,9.61,11.52,0.73,16.18,,0.0,,,79.0,Satisfactory
+Talcher,2020-05-19,18.99,37.99,27.5,15.18,23.45,12.0,1.6,17.11,,0.0,,,95.0,Satisfactory
+Talcher,2020-05-20,20.69,41.39,4.09,16.57,16.4,11.4,1.87,19.48,,0.0,,,103.0,Moderate
+Talcher,2020-05-21,34.16,68.32,0.53,17.64,14.94,11.22,2.18,22.49,,0.0,,,111.0,Moderate
+Talcher,2020-05-22,21.93,43.85,5.81,16.96,17.02,11.36,1.49,23.83,,0.0,,,84.0,Satisfactory
+Talcher,2020-05-23,19.4,38.8,2.57,16.09,16.86,11.42,1.42,24.92,,0.0,,,78.0,Satisfactory
+Talcher,2020-05-24,20.16,40.33,4.07,17.06,15.51,11.24,1.44,27.39,,0.0,,,79.0,Satisfactory
+Talcher,2020-05-25,17.5,35.01,0.87,17.87,14.36,11.11,1.4,28.26,,0.0,,,77.0,Satisfactory
+Talcher,2020-05-26,17.81,35.62,1.63,17.41,14.99,11.17,1.44,29.36,,0.0,,,79.0,Satisfactory
+Talcher,2020-05-27,18.36,36.72,0.83,19.34,12.42,10.91,1.48,32.82,,0.0,,,80.0,Satisfactory
+Talcher,2020-05-28,18.46,36.91,2.4,17.33,15.16,11.18,1.41,27.42,,0.0,,,77.0,Satisfactory
+Talcher,2020-05-29,13.62,27.22,13.42,18.2,14.44,11.09,1.65,25.28,,0.0,,,94.0,Satisfactory
+Talcher,2020-05-30,20.12,40.25,88.2,20.72,28.91,11.89,1.7,24.77,,0.0,,,95.0,Satisfactory
+Talcher,2020-05-31,17.13,34.24,68.89,19.09,20.98,11.47,1.52,26.43,,0.0,,,86.0,Satisfactory
+Talcher,2020-06-01,20.04,40.07,36.63,18.68,16.25,11.17,1.7,28.07,,0.0,,,93.0,Satisfactory
+Talcher,2020-06-02,33.01,66.04,35.32,17.87,24.92,11.76,1.84,30.46,,0.0,,,,
+Talcher,2020-06-03,33.81,67.58,70.5,20.21,18.39,11.32,2.24,30.6,,0.0,,,115.0,Moderate
+Talcher,2020-06-04,51.86,103.71,,,0.0,,0.62,,,0.0,,,104.0,Moderate
+Talcher,2020-06-05,39.66,79.28,,,0.0,,2.04,28.08,48.11,0.0,,,,
+Talcher,2020-06-06,30.54,60.62,,,0.0,,2.12,31.02,67.62,0.0,,,114.0,Moderate
+Talcher,2020-06-07,,,,,,,,,,,,,95.0,Satisfactory
+Talcher,2020-06-08,49.69,95.71,,,0.0,,2.21,28.3,44.26,0.0,,,,
+Talcher,2020-06-09,,,,,,,,,,,,,,
+Talcher,2020-06-10,,,,,,,,,,,,,,
+Talcher,2020-06-11,,,,,,,,,,,,,,
+Talcher,2020-06-12,,,,,,,,,,,,,,
+Talcher,2020-06-13,,,,,,,,,,,,,,
+Talcher,2020-06-14,,,,,,,,,,,,,,
+Talcher,2020-06-15,,,,,,,,,,,,,,
+Talcher,2020-06-16,,,,,0.0,,0.0,,,0.0,,,,
+Talcher,2020-06-17,64.79,80.98,,,0.0,,0.66,14.76,79.65,0.0,,,,
+Talcher,2020-06-18,29.56,36.92,12.9,38.92,25.7,,1.35,16.09,,0.0,,,101.0,Moderate
+Talcher,2020-06-19,13.82,17.21,6.63,21.31,27.25,,0.54,15.73,,0.0,,,48.0,Good
+Talcher,2020-06-20,22.1,27.63,8.76,21.74,30.52,,0.92,15.83,,0.0,,,58.0,Satisfactory
+Talcher,2020-06-21,19.14,23.89,10.48,19.37,12.44,,0.55,16.3,,0.0,,,51.0,Satisfactory
+Talcher,2020-06-22,13.58,16.97,,,0.0,,0.52,16.61,,0.0,,,51.0,Satisfactory
+Talcher,2020-06-23,18.24,22.76,,,0.0,,0.59,16.62,,0.0,,,40.0,Good
+Talcher,2020-06-24,14.12,17.63,10.62,20.28,6.98,,0.3,17.07,40.03,0.0,,,62.0,Satisfactory
+Talcher,2020-06-25,12.02,14.99,7.69,25.5,21.6,4.62,0.46,17.23,44.58,0.0,,,75.0,Satisfactory
+Talcher,2020-06-26,13.17,16.46,7.31,21.5,28.81,7.93,0.93,17.52,44.96,0.0,,,79.0,Satisfactory
+Talcher,2020-06-27,20.75,25.94,8.17,21.95,15.89,6.73,1.18,18.62,48.87,0.0,,,90.0,Satisfactory
+Talcher,2020-06-28,24.88,31.07,,,0.0,,1.55,21.33,48.55,0.0,,,98.0,Satisfactory
+Talcher,2020-06-29,20.37,25.46,22.82,19.64,18.96,10.23,1.59,20.79,46.84,0.0,,,99.0,Satisfactory
+Talcher,2020-06-30,18.62,23.26,21.24,26.53,47.6,4.45,1.3,14.34,28.77,0.0,,,86.0,Satisfactory
+Talcher,2020-07-01,24.85,31.06,27.73,29.36,57.09,1.37,1.52,14.42,14.9,0.0,,,101.0,Moderate
+Thiruvananthapuram,2017-06-16,38.0,10.0,2.7,7.1,6.2,,0.71,4.1,18.3,,,,,
+Thiruvananthapuram,2017-06-17,,,,,,,,,,,,,,
+Thiruvananthapuram,2017-06-18,,,,,,,,,,,,,,
+Thiruvananthapuram,2017-06-19,24.0,36.0,0.7,5.2,3.3,,0.73,4.5,19.1,,,,,
+Thiruvananthapuram,2017-06-20,,,,,,,,,,,,,,
+Thiruvananthapuram,2017-06-21,24.0,36.0,0.7,5.2,3.3,,0.73,4.5,19.1,,,,,
+Thiruvananthapuram,2017-06-22,16.25,37.12,2.36,7.97,6.17,,0.84,3.47,15.48,,,,,
+Thiruvananthapuram,2017-06-23,15.08,31.09,1.94,5.8,4.65,,0.71,4.65,17.54,,,,47.0,Good
+Thiruvananthapuram,2017-06-24,11.15,22.15,1.87,6.07,4.69,,0.6,4.12,16.65,,,,44.0,Good
+Thiruvananthapuram,2017-06-25,12.25,23.53,1.88,5.22,4.29,,0.56,3.83,18.7,,,,38.0,Good
+Thiruvananthapuram,2017-06-26,10.06,22.58,1.98,4.74,4.13,,0.47,3.73,19.53,,,,37.0,Good
+Thiruvananthapuram,2017-06-27,13.03,21.61,1.9,6.64,5.03,,0.64,4.0,14.46,,,,46.0,Good
+Thiruvananthapuram,2017-06-28,14.19,31.38,1.89,6.95,5.22,,0.64,4.59,15.22,,,,45.0,Good
+Thiruvananthapuram,2017-06-29,15.81,38.45,1.93,5.13,4.3,,0.57,3.77,15.44,,,,48.0,Good
+Thiruvananthapuram,2017-06-30,14.91,36.71,1.89,5.98,4.71,,0.56,3.28,16.46,,,,45.0,Good
+Thiruvananthapuram,2017-07-01,14.69,39.71,2.05,4.08,3.84,,0.68,3.34,13.63,,,,49.0,Good
+Thiruvananthapuram,2017-07-02,10.59,27.62,2.14,1.58,2.57,,0.57,4.14,14.29,,,,39.0,Good
+Thiruvananthapuram,2017-07-03,10.4,22.56,2.05,3.45,3.51,,0.65,4.6,21.13,,,,39.0,Good
+Thiruvananthapuram,2017-07-04,19.2,43.69,2.02,6.88,5.3,,0.66,3.86,19.87,,,,40.0,Good
+Thiruvananthapuram,2017-07-05,22.43,68.32,1.88,5.41,4.38,,0.7,3.49,19.37,,,,60.0,Satisfactory
+Thiruvananthapuram,2017-07-06,19.08,55.04,1.9,4.62,3.99,,0.59,3.18,18.33,,,,63.0,Satisfactory
+Thiruvananthapuram,2017-07-07,18.61,49.78,1.9,5.92,4.69,,0.65,3.9,16.48,,,,52.0,Satisfactory
+Thiruvananthapuram,2017-07-08,33.78,47.71,1.83,8.49,6.0,,0.75,3.98,16.13,,,,54.0,Satisfactory
+Thiruvananthapuram,2017-07-09,14.47,31.62,1.93,5.13,4.3,,0.53,3.57,18.74,,,,53.0,Satisfactory
+Thiruvananthapuram,2017-07-10,15.94,31.78,1.92,7.1,5.31,,0.68,4.36,17.31,,,,47.0,Good
+Thiruvananthapuram,2017-07-11,8.74,18.65,1.84,5.09,4.21,,0.53,5.05,16.83,,,,41.0,Good
+Thiruvananthapuram,2017-07-12,17.33,36.27,1.9,7.54,5.55,,0.65,4.06,15.24,,,,39.0,Good
+Thiruvananthapuram,2017-07-13,17.62,47.88,1.97,5.82,4.69,,0.63,2.88,15.47,,,,48.0,Good
+Thiruvananthapuram,2017-07-14,14.44,46.79,2.05,6.83,5.3,,0.55,4.29,16.82,,,,43.0,Good
+Thiruvananthapuram,2017-07-15,19.42,60.83,2.08,6.97,5.4,,0.58,3.28,16.23,,,,59.0,Satisfactory
+Thiruvananthapuram,2017-07-16,18.97,43.6,2.03,5.2,4.42,,0.51,4.34,15.52,,,,52.0,Satisfactory
+Thiruvananthapuram,2017-07-17,19.72,52.15,1.98,6.07,4.83,,0.46,3.32,14.89,,,,48.0,Good
+Thiruvananthapuram,2017-07-18,17.01,54.44,1.99,5.59,4.59,,0.55,4.07,14.13,,,,54.0,Satisfactory
+Thiruvananthapuram,2017-07-19,14.38,38.51,1.97,4.62,4.04,,0.47,3.6,14.04,,,,47.0,Good
+Thiruvananthapuram,2017-07-20,13.47,35.72,1.93,4.14,3.72,,0.63,4.36,12.35,,,,43.0,Good
+Thiruvananthapuram,2017-07-21,7.42,22.98,1.99,4.14,3.79,,0.49,3.33,14.18,,,,37.0,Good
+Thiruvananthapuram,2017-07-22,,,,,,,,,,,,,,
+Thiruvananthapuram,2017-07-23,,,,,,,,,,,,,,
+Thiruvananthapuram,2017-07-24,14.2,60.84,1.96,8.21,5.96,,0.82,4.47,17.67,,,,,
+Thiruvananthapuram,2017-07-25,16.93,56.6,2.09,6.06,4.93,,0.64,3.97,17.05,,,,55.0,Satisfactory
+Thiruvananthapuram,2017-07-26,23.75,67.58,1.72,8.78,6.05,,0.73,5.0,16.17,,,,66.0,Satisfactory
+Thiruvananthapuram,2017-07-27,20.52,48.62,1.82,6.48,4.91,,0.63,4.02,14.58,,,,55.0,Satisfactory
+Thiruvananthapuram,2017-07-28,15.53,37.17,1.94,6.61,5.1,,0.58,3.72,17.67,,,,46.0,Good
+Thiruvananthapuram,2017-07-29,15.07,32.19,2.05,5.15,4.39,,0.52,2.91,19.56,,,,41.0,Good
+Thiruvananthapuram,2017-07-30,24.12,54.45,2.06,3.22,3.14,,0.55,3.98,18.43,,,,47.0,Good
+Thiruvananthapuram,2017-07-31,23.5,54.37,2.07,6.58,5.11,,0.72,4.85,12.89,,,,62.0,Satisfactory
+Thiruvananthapuram,2017-08-01,18.25,41.35,2.18,4.51,4.17,,0.77,4.49,17.21,,,,68.0,Satisfactory
+Thiruvananthapuram,2017-08-02,15.15,46.53,1.9,7.58,5.56,,0.99,4.19,14.17,,,,62.0,Satisfactory
+Thiruvananthapuram,2017-08-03,15.12,39.14,1.88,5.82,4.62,,0.98,3.37,14.65,,,,63.0,Satisfactory
+Thiruvananthapuram,2017-08-04,13.43,31.64,1.85,7.14,5.29,,0.95,3.93,13.62,,,,62.0,Satisfactory
+Thiruvananthapuram,2017-08-05,10.74,28.85,1.94,6.67,5.1,,0.91,4.48,14.84,,,,59.0,Satisfactory
+Thiruvananthapuram,2017-08-06,13.58,34.99,1.99,5.42,4.5,,0.9,4.55,16.75,,,,54.0,Satisfactory
+Thiruvananthapuram,2017-08-07,20.1,48.43,1.8,8.85,6.14,,0.96,4.86,15.6,,,,61.0,Satisfactory
+Thiruvananthapuram,2017-08-08,13.97,32.81,1.79,6.53,4.9,,0.99,4.37,18.68,,,,63.0,Satisfactory
+Thiruvananthapuram,2017-08-09,19.93,41.81,1.88,7.83,5.66,,1.01,4.32,16.63,,,,63.0,Satisfactory
+Thiruvananthapuram,2017-08-10,18.52,41.59,1.76,7.6,5.45,,1.03,3.56,17.88,,,,61.0,Satisfactory
+Thiruvananthapuram,2017-08-11,11.07,30.8,1.9,6.83,4.84,,0.98,4.14,18.51,,,,64.0,Satisfactory
+Thiruvananthapuram,2017-08-12,21.49,44.62,2.03,7.14,5.44,,0.96,4.39,22.88,,,,56.0,Satisfactory
+Thiruvananthapuram,2017-08-13,31.15,66.18,1.97,5.99,4.78,,0.93,4.57,21.49,,,,58.0,Satisfactory
+Thiruvananthapuram,2017-08-14,31.42,73.12,1.97,7.69,5.69,,0.97,2.91,8.0,,,,74.0,Satisfactory
+Thiruvananthapuram,2017-08-15,26.05,61.52,1.74,6.57,4.91,,0.92,4.47,20.27,,,,82.0,Satisfactory
+Thiruvananthapuram,2017-08-16,20.75,44.38,1.75,5.95,4.57,,0.93,3.45,13.81,,,,58.0,Satisfactory
+Thiruvananthapuram,2017-08-17,22.3,47.14,1.83,7.16,5.28,,0.99,3.91,21.56,,,,60.0,Satisfactory
+Thiruvananthapuram,2017-08-18,13.49,28.83,1.88,6.05,4.69,,0.9,4.34,19.78,,,,57.0,Satisfactory
+Thiruvananthapuram,2017-08-19,12.91,37.2,1.88,6.51,4.97,,0.92,2.99,13.21,,,,56.0,Satisfactory
+Thiruvananthapuram,2017-08-20,12.49,34.71,1.91,5.47,4.46,,0.88,2.41,16.58,,,,55.0,Satisfactory
+Thiruvananthapuram,2017-08-21,10.66,27.65,1.57,6.45,4.69,,0.95,4.88,16.88,,,,58.0,Satisfactory
+Thiruvananthapuram,2017-08-22,11.18,22.79,1.98,5.06,4.05,,0.88,3.49,13.82,,,,54.0,Satisfactory
+Thiruvananthapuram,2017-08-23,17.58,43.83,1.88,6.14,4.77,,0.93,4.03,6.26,,,,54.0,Satisfactory
+Thiruvananthapuram,2017-08-24,24.04,63.07,1.89,6.59,5.05,,1.01,3.47,27.62,,,,93.0,Satisfactory
+Thiruvananthapuram,2017-08-25,20.15,54.52,1.92,5.74,4.61,,1.02,4.07,7.17,,,,68.0,Satisfactory
+Thiruvananthapuram,2017-08-26,13.5,51.49,1.98,4.72,4.1,,0.97,2.73,3.95,,,,62.0,Satisfactory
+Thiruvananthapuram,2017-08-27,8.98,33.47,2.05,4.48,4.05,,0.91,4.6,2.62,,,,55.0,Satisfactory
+Thiruvananthapuram,2017-08-28,9.04,24.65,1.86,6.43,4.92,,1.0,3.69,4.14,,,,57.0,Satisfactory
+Thiruvananthapuram,2017-08-29,9.19,22.29,1.88,6.86,5.13,,0.95,3.78,3.7,,,,64.0,Satisfactory
+Thiruvananthapuram,2017-08-30,12.52,34.19,1.77,7.47,5.37,,0.92,3.21,5.1,,,,58.0,Satisfactory
+Thiruvananthapuram,2017-08-31,17.94,48.67,1.89,6.53,5.01,,0.98,3.69,7.45,,,,60.0,Satisfactory
+Thiruvananthapuram,2017-09-01,18.93,52.14,1.98,4.1,3.8,,0.9,4.01,7.69,,,,54.0,Satisfactory
+Thiruvananthapuram,2017-09-02,14.23,35.43,1.83,5.36,4.33,,0.99,5.05,7.59,,,,60.0,Satisfactory
+Thiruvananthapuram,2017-09-03,16.04,34.39,2.05,5.27,4.46,,0.95,4.07,7.61,,,,52.0,Satisfactory
+Thiruvananthapuram,2017-09-04,20.62,48.9,2.02,3.49,3.49,,0.88,4.31,7.71,,,,53.0,Satisfactory
+Thiruvananthapuram,2017-09-05,18.4,45.75,2.03,4.12,3.82,,0.93,4.99,7.6,,,,55.0,Satisfactory
+Thiruvananthapuram,2017-09-06,8.76,19.97,1.96,3.32,3.24,,0.85,4.29,7.6,,,,52.0,Satisfactory
+Thiruvananthapuram,2017-09-07,16.14,35.68,1.68,7.97,5.45,,0.98,3.41,7.75,,,,64.0,Satisfactory
+Thiruvananthapuram,2017-09-08,10.8,28.79,1.82,5.63,4.46,,1.01,4.2,7.71,,,,66.0,Satisfactory
+Thiruvananthapuram,2017-09-09,12.77,27.17,1.91,6.42,4.96,,0.95,3.63,7.7,,,,65.0,Satisfactory
+Thiruvananthapuram,2017-09-10,11.01,25.92,1.97,3.96,3.71,,0.94,4.34,7.7,,,,53.0,Satisfactory
+Thiruvananthapuram,2017-09-11,12.56,28.58,2.03,4.97,4.3,,1.03,5.03,7.67,,,,61.0,Satisfactory
+Thiruvananthapuram,2017-09-12,8.51,23.44,2.0,3.9,3.7,,0.96,2.25,7.62,,,,58.0,Satisfactory
+Thiruvananthapuram,2017-09-13,8.73,20.83,1.74,5.63,4.38,,0.94,4.41,7.63,,,,59.0,Satisfactory
+Thiruvananthapuram,2017-09-14,9.23,21.98,1.86,5.25,4.29,,0.93,2.97,7.69,,,,54.0,Satisfactory
+Thiruvananthapuram,2017-09-15,15.46,37.03,1.93,6.97,5.22,,1.01,3.4,7.56,,,,60.0,Satisfactory
+Thiruvananthapuram,2017-09-16,12.07,34.22,2.0,4.8,4.12,,1.07,3.29,7.68,,,,71.0,Satisfactory
+Thiruvananthapuram,2017-09-17,8.79,21.48,1.98,4.65,4.06,,0.91,4.86,7.59,,,,60.0,Satisfactory
+Thiruvananthapuram,2017-09-18,11.3,29.78,1.96,5.39,4.4,,0.97,2.94,7.71,,,,69.0,Satisfactory
+Thiruvananthapuram,2017-09-19,11.08,38.16,1.96,3.64,3.51,,0.95,4.08,7.63,,,,65.0,Satisfactory
+Thiruvananthapuram,2017-09-20,9.43,27.48,1.89,4.74,4.04,,0.95,5.44,7.73,,,,59.0,Satisfactory
+Thiruvananthapuram,2017-09-21,11.33,31.36,2.06,4.83,4.24,,0.93,4.72,7.66,,,,55.0,Satisfactory
+Thiruvananthapuram,2017-09-22,17.54,44.17,1.89,7.23,5.36,,0.97,4.32,7.74,,,,56.0,Satisfactory
+Thiruvananthapuram,2017-09-23,21.19,48.97,1.95,5.81,4.67,,0.93,4.32,7.62,,,,57.0,Satisfactory
+Thiruvananthapuram,2017-09-24,19.5,44.41,1.94,5.29,4.39,,0.91,3.99,7.57,,,,55.0,Satisfactory
+Thiruvananthapuram,2017-09-25,27.77,52.61,2.0,7.08,5.39,,1.08,3.72,7.65,,,,61.0,Satisfactory
+Thiruvananthapuram,2017-09-26,19.74,45.45,2.08,8.78,6.33,2.97,1.03,3.44,7.67,,,,63.0,Satisfactory
+Thiruvananthapuram,2017-09-27,14.03,29.29,2.45,5.99,5.17,2.85,0.97,3.44,7.71,,,,57.0,Satisfactory
+Thiruvananthapuram,2017-09-28,12.72,24.1,2.14,8.17,6.06,2.5,1.13,2.91,7.53,,,,61.0,Satisfactory
+Thiruvananthapuram,2017-09-29,11.84,29.61,1.96,6.39,4.98,2.39,0.97,4.15,7.62,,,,69.0,Satisfactory
+Thiruvananthapuram,2017-09-30,10.28,24.03,1.91,4.43,3.89,2.22,0.97,3.74,7.57,,,,57.0,Satisfactory
+Thiruvananthapuram,2017-10-01,6.15,13.37,1.09,1.96,1.0,2.22,0.23,1.86,4.38,,,,36.0,Good
+Thiruvananthapuram,2017-10-02,3.88,10.5,0.99,1.49,0.48,2.23,0.16,3.49,4.3,,,,,
+Thiruvananthapuram,2017-10-03,7.71,17.57,0.69,4.31,0.83,2.5,0.16,2.07,3.61,,,,,
+Thiruvananthapuram,2017-10-04,12.07,22.0,0.82,5.03,0.97,2.84,0.18,2.11,3.93,,,,,
+Thiruvananthapuram,2017-10-05,18.07,30.71,1.36,5.51,1.18,3.13,0.19,2.21,4.83,,,,,
+Thiruvananthapuram,2017-10-06,7.5,13.0,1.13,3.42,0.68,2.73,0.14,2.17,3.99,,,,,
+Thiruvananthapuram,2017-10-07,10.41,19.95,0.97,4.91,1.56,2.65,0.25,2.15,4.13,,,,,
+Thiruvananthapuram,2017-10-08,18.35,33.45,0.92,3.03,0.99,3.06,0.19,2.16,3.82,,,,,
+Thiruvananthapuram,2017-10-09,19.75,42.21,0.87,5.41,1.8,3.15,0.3,2.24,4.44,,,,,
+Thiruvananthapuram,2017-10-10,,,,,0.0,3.22,0.0,,,,,,,
+Thiruvananthapuram,2017-10-11,,,,,0.0,2.87,0.0,,,,,,,
+Thiruvananthapuram,2017-10-12,,,,,0.0,2.38,0.0,,,,,,,
+Thiruvananthapuram,2017-10-13,,,,,0.0,2.53,0.0,,,,,,,
+Thiruvananthapuram,2017-10-14,,,,,0.0,1.73,0.0,,,,,,,
+Thiruvananthapuram,2017-10-15,,,,,0.0,2.27,0.0,,,,,,,
+Thiruvananthapuram,2017-10-16,,,,,0.0,2.78,0.0,,,,,,,
+Thiruvananthapuram,2017-10-17,,,,,0.0,2.58,0.0,,,,,,,
+Thiruvananthapuram,2017-10-18,,,,,0.0,2.41,0.0,,,,,,,
+Thiruvananthapuram,2017-10-19,17.04,32.08,1.59,8.87,2.91,2.34,0.45,4.38,7.07,,,,,
+Thiruvananthapuram,2017-10-20,11.5,16.0,0.95,3.12,0.1,2.35,0.02,2.6,3.83,,,,,
+Thiruvananthapuram,2017-10-21,7.5,24.75,1.62,6.55,0.6,2.77,0.12,1.51,6.51,,,,,
+Thiruvananthapuram,2017-10-22,,,,,0.0,2.64,0.0,,,,,,,
+Thiruvananthapuram,2017-10-23,39.6,68.55,1.62,10.85,1.41,4.33,0.2,2.53,5.95,,,,,
+Thiruvananthapuram,2017-10-24,30.0,43.5,1.0,3.2,0.1,4.13,0.02,2.35,3.85,,,,,
+Thiruvananthapuram,2017-10-25,,,,,0.0,3.53,0.0,,,,,,,
+Thiruvananthapuram,2017-10-26,,,,,0.0,3.32,0.0,,,,,,,
+Thiruvananthapuram,2017-10-27,23.0,32.5,1.1,4.05,0.13,4.74,0.03,2.1,3.75,,,,,
+Thiruvananthapuram,2017-10-28,,,,,0.0,5.19,0.0,,,,,,,
+Thiruvananthapuram,2017-10-29,,,,,0.0,5.17,0.0,,,,,,,
+Thiruvananthapuram,2017-10-30,,,,,0.0,5.08,0.0,,,,,,,
+Thiruvananthapuram,2017-10-31,26.32,36.52,1.76,8.44,5.92,4.06,1.15,3.77,7.6,,,,72.0,Satisfactory
+Thiruvananthapuram,2017-11-01,24.01,37.06,2.02,7.14,5.43,4.15,1.06,2.76,7.71,,,,67.0,Satisfactory
+Thiruvananthapuram,2017-11-02,22.38,35.06,1.93,8.94,6.32,4.36,1.12,4.25,7.77,,,,65.0,Satisfactory
+Thiruvananthapuram,2017-11-03,25.48,40.5,1.93,10.28,7.04,4.86,1.18,3.45,7.77,,,,69.0,Satisfactory
+Thiruvananthapuram,2017-11-04,30.17,45.71,1.94,9.8,6.78,4.21,1.31,4.07,7.76,,,,77.0,Satisfactory
+Thiruvananthapuram,2017-11-05,19.39,24.78,2.04,6.54,5.13,4.03,1.05,4.12,7.69,,,,67.0,Satisfactory
+Thiruvananthapuram,2017-11-06,26.15,41.97,1.89,12.03,7.88,4.04,1.24,3.64,7.7,,,,76.0,Satisfactory
+Thiruvananthapuram,2017-11-07,19.07,29.74,1.94,11.58,7.73,4.0,1.11,4.55,7.74,,,,70.0,Satisfactory
+Thiruvananthapuram,2017-11-08,13.15,28.67,1.94,14.55,9.29,4.06,1.27,5.68,7.82,,,,83.0,Satisfactory
+Thiruvananthapuram,2017-11-09,16.32,27.27,2.02,10.9,7.43,4.03,1.11,3.63,7.76,,,,64.0,Satisfactory
+Thiruvananthapuram,2017-11-10,29.27,45.25,1.93,12.12,8.01,3.8,1.27,3.75,7.77,,,,86.0,Satisfactory
+Thiruvananthapuram,2017-11-11,30.27,46.57,2.07,9.55,6.76,4.18,1.16,5.03,7.72,,,,74.0,Satisfactory
+Thiruvananthapuram,2017-11-12,42.35,59.01,1.97,10.23,7.04,6.27,1.25,3.97,7.66,,,,72.0,Satisfactory
+Thiruvananthapuram,2017-11-13,62.55,86.2,1.95,15.04,9.57,5.93,1.45,4.82,7.84,,,,102.0,Moderate
+Thiruvananthapuram,2017-11-14,53.64,76.8,2.0,13.97,9.06,6.2,1.21,5.2,7.77,,,,100.0,Satisfactory
+Thiruvananthapuram,2017-11-15,57.66,78.67,2.06,12.42,8.28,6.47,1.23,3.92,7.83,,,,97.0,Satisfactory
+Thiruvananthapuram,2017-11-16,49.5,69.39,1.9,14.55,9.24,4.84,1.23,4.87,7.81,,,,91.0,Satisfactory
+Thiruvananthapuram,2017-11-17,59.27,83.82,1.91,13.2,8.57,4.17,1.25,6.18,7.73,,,,99.0,Satisfactory
+Thiruvananthapuram,2017-11-18,61.57,80.76,1.95,10.77,7.32,3.82,1.33,3.6,7.65,,,,114.0,Moderate
+Thiruvananthapuram,2017-11-19,39.43,59.98,2.0,6.98,5.33,3.68,1.13,3.1,7.67,,,,81.0,Satisfactory
+Thiruvananthapuram,2017-11-20,27.4,48.04,1.83,9.87,6.73,4.08,1.16,4.69,7.82,,,,69.0,Satisfactory
+Thiruvananthapuram,2017-11-21,17.99,31.01,2.02,9.95,6.92,5.17,1.08,4.99,7.75,,,,63.0,Satisfactory
+Thiruvananthapuram,2017-11-22,27.16,42.44,1.79,12.26,7.9,4.46,1.28,3.12,7.81,,,,80.0,Satisfactory
+Thiruvananthapuram,2017-11-23,40.15,61.21,1.89,13.04,8.42,4.85,1.31,5.1,7.76,,,,91.0,Satisfactory
+Thiruvananthapuram,2017-11-24,62.96,89.2,1.96,12.84,8.4,5.1,1.28,4.89,7.84,,,,87.0,Satisfactory
+Thiruvananthapuram,2017-11-25,93.79,126.78,2.03,17.42,10.9,5.07,1.61,4.79,7.79,,,,162.0,Moderate
+Thiruvananthapuram,2017-11-26,80.06,102.32,1.98,10.95,7.43,5.5,1.33,3.84,7.78,,,,230.0,Poor
+Thiruvananthapuram,2017-11-27,36.21,49.07,1.92,13.9,8.96,5.43,1.33,4.65,7.8,,,,103.0,Moderate
+Thiruvananthapuram,2017-11-28,32.04,48.66,1.87,13.53,8.6,4.63,1.43,3.41,7.76,,,,83.0,Satisfactory
+Thiruvananthapuram,2017-11-29,32.23,48.34,1.9,8.82,6.23,4.19,1.23,1.52,7.9,,,,86.0,Satisfactory
+Thiruvananthapuram,2017-11-30,4.23,11.05,2.0,4.08,3.79,4.77,0.97,3.02,7.97,,,,58.0,Satisfactory
+Thiruvananthapuram,2017-12-01,9.7,15.05,2.01,6.78,5.23,4.23,0.92,2.93,7.89,,,,57.0,Satisfactory
+Thiruvananthapuram,2017-12-02,8.62,29.16,2.02,8.07,5.93,3.99,1.08,4.19,7.88,,,,60.0,Satisfactory
+Thiruvananthapuram,2017-12-03,,41.84,1.98,9.14,6.47,3.64,1.22,3.92,7.84,,,,76.0,Satisfactory
+Thiruvananthapuram,2017-12-04,,53.82,2.04,7.84,5.83,3.81,1.26,4.96,7.76,,,,86.0,Satisfactory
+Thiruvananthapuram,2017-12-05,,,,,,,,,,,,,,
+Thiruvananthapuram,2017-12-06,,,,,,,,,,,,,,
+Thiruvananthapuram,2017-12-07,51.21,75.38,2.08,12.47,8.33,11.35,1.58,4.49,7.88,,,,,
+Thiruvananthapuram,2017-12-08,44.97,61.09,1.92,5.31,4.38,11.16,1.31,1.45,7.82,,,,84.0,Satisfactory
+Thiruvananthapuram,2017-12-09,33.94,49.68,1.87,5.57,4.48,12.28,1.21,4.71,8.03,,,,68.0,Satisfactory
+Thiruvananthapuram,2017-12-10,54.94,73.21,2.04,5.73,4.7,10.85,1.26,4.33,8.07,,,,85.0,Satisfactory
+Thiruvananthapuram,2017-12-11,68.46,101.59,1.97,6.12,4.77,8.9,1.31,3.96,8.27,,,,105.0,Moderate
+Thiruvananthapuram,2017-12-12,66.61,88.6,1.9,6.2,4.79,7.31,1.37,3.64,8.18,,,,139.0,Moderate
+Thiruvananthapuram,2017-12-13,40.99,58.23,2.05,6.38,4.97,7.4,1.3,3.43,7.63,,,,83.0,Satisfactory
+Thiruvananthapuram,2017-12-14,48.17,66.47,1.97,8.35,6.01,8.03,1.4,3.99,7.55,,,,81.0,Satisfactory
+Thiruvananthapuram,2017-12-15,68.66,88.53,1.95,8.08,5.85,8.01,1.59,5.33,7.55,,,,124.0,Moderate
+Thiruvananthapuram,2017-12-16,49.07,68.19,2.27,8.52,6.2,7.14,1.26,3.07,10.52,,,,87.0,Satisfactory
+Thiruvananthapuram,2017-12-17,52.59,69.96,1.99,7.28,5.38,6.56,1.23,3.38,7.27,,,,94.0,Satisfactory
+Thiruvananthapuram,2017-12-18,53.21,71.95,2.05,6.68,5.17,6.14,1.25,4.12,8.78,,,,79.0,Satisfactory
+Thiruvananthapuram,2017-12-19,47.43,71.07,2.15,5.55,4.64,6.16,1.3,4.54,22.21,,,,125.0,Moderate
+Thiruvananthapuram,2017-12-20,33.58,46.85,2.19,5.68,4.7,6.6,1.15,3.96,15.67,,,,71.0,Satisfactory
+Thiruvananthapuram,2017-12-21,39.14,56.57,2.24,4.42,4.16,6.23,1.27,5.13,21.79,,,,78.0,Satisfactory
+Thiruvananthapuram,2017-12-22,26.11,41.88,2.24,5.42,4.65,6.11,1.16,3.44,34.32,,,,68.0,Satisfactory
+Thiruvananthapuram,2017-12-23,40.41,59.38,2.27,3.96,3.93,5.83,1.31,4.1,34.25,,,,76.0,Satisfactory
+Thiruvananthapuram,2017-12-24,33.34,49.75,2.31,4.35,4.2,5.38,1.0,5.42,39.37,,,,66.0,Satisfactory
+Thiruvananthapuram,2017-12-25,47.76,64.2,2.33,3.86,3.95,5.05,1.07,3.39,37.88,,,,76.0,Satisfactory
+Thiruvananthapuram,2017-12-26,60.35,79.85,2.21,7.01,4.26,9.86,1.31,3.44,41.78,,,,94.0,Satisfactory
+Thiruvananthapuram,2017-12-27,64.68,86.73,1.83,9.64,6.49,10.06,1.38,3.89,41.2,,,,103.0,Moderate
+Thiruvananthapuram,2017-12-28,72.44,98.85,1.92,9.2,6.41,9.19,1.36,3.89,39.1,,,,129.0,Moderate
+Thiruvananthapuram,2017-12-29,61.44,85.7,1.91,11.28,7.53,9.12,1.2,3.38,29.28,,,,112.0,Moderate
+Thiruvananthapuram,2017-12-30,73.02,100.61,1.94,10.86,7.23,10.6,1.42,4.14,41.68,,,,145.0,Moderate
+Thiruvananthapuram,2017-12-31,59.05,80.02,1.94,6.57,5.08,9.57,1.19,4.32,42.77,,,,118.0,Moderate
+Thiruvananthapuram,2018-01-01,64.62,88.43,1.88,8.79,6.13,8.34,1.28,3.51,46.69,,,,106.0,Moderate
+Thiruvananthapuram,2018-01-02,64.43,88.75,1.96,7.51,5.59,9.27,1.32,3.29,44.93,,,,119.0,Moderate
+Thiruvananthapuram,2018-01-03,57.45,78.75,1.89,10.46,7.11,11.36,1.36,6.04,67.08,,,,99.0,Satisfactory
+Thiruvananthapuram,2018-01-04,67.0,90.64,1.94,16.88,10.52,9.93,1.4,5.21,48.75,,,,106.0,Moderate
+Thiruvananthapuram,2018-01-05,76.69,118.0,1.98,15.1,9.62,11.15,1.32,7.36,46.77,,,,145.0,Moderate
+Thiruvananthapuram,2018-01-06,83.73,117.45,1.92,16.16,10.12,11.25,1.32,8.37,63.19,,,,155.0,Moderate
+Thiruvananthapuram,2018-01-07,78.68,101.17,1.9,10.07,6.9,10.54,1.27,6.67,59.76,,,,186.0,Moderate
+Thiruvananthapuram,2018-01-08,69.38,95.2,1.98,17.84,10.93,10.15,1.69,6.81,55.21,,,,127.0,Moderate
+Thiruvananthapuram,2018-01-09,83.7,115.88,1.89,18.3,11.15,11.01,1.55,6.16,40.89,,,,137.0,Moderate
+Thiruvananthapuram,2018-01-10,81.02,109.22,1.83,15.68,9.77,10.88,1.58,7.43,35.72,,,,169.0,Moderate
+Thiruvananthapuram,2018-01-11,51.42,71.31,1.89,15.84,9.68,7.89,1.57,5.36,39.0,,,,123.0,Moderate
+Thiruvananthapuram,2018-01-12,53.08,71.91,1.87,15.32,9.51,7.09,1.59,4.72,69.77,,,,157.0,Moderate
+Thiruvananthapuram,2018-01-13,47.04,67.32,1.88,14.84,9.35,7.43,1.58,5.48,35.78,,,,127.0,Moderate
+Thiruvananthapuram,2018-01-14,38.06,53.93,1.91,10.5,7.08,6.23,1.25,4.52,56.36,,,,120.0,Moderate
+Thiruvananthapuram,2018-01-15,50.17,72.73,1.88,15.14,9.49,6.37,1.58,6.34,49.1,,,,162.0,Moderate
+Thiruvananthapuram,2018-01-16,72.69,95.26,1.79,17.55,10.75,6.73,1.54,5.81,17.45,,,,108.0,Moderate
+Thiruvananthapuram,2018-01-17,80.8,109.18,1.94,15.92,10.02,7.53,1.6,7.96,85.18,,,,182.0,Moderate
+Thiruvananthapuram,2018-01-18,72.59,102.56,1.84,14.03,8.88,9.28,1.56,5.14,71.98,,,,163.0,Moderate
+Thiruvananthapuram,2018-01-19,67.73,98.15,1.92,16.13,10.15,9.1,1.4,8.08,55.7,,,,120.0,Moderate
+Thiruvananthapuram,2018-01-20,81.25,115.98,1.94,18.91,11.55,9.12,1.47,8.59,71.96,,,,125.0,Moderate
+Thiruvananthapuram,2018-01-21,88.14,118.82,1.93,12.51,8.2,10.24,1.48,7.23,83.6,,,,204.0,Poor
+Thiruvananthapuram,2018-01-22,83.84,115.3,1.84,17.52,10.76,9.42,1.8,5.24,82.67,,,,183.0,Moderate
+Thiruvananthapuram,2018-01-23,84.45,120.64,1.92,16.8,9.58,8.35,1.68,6.63,72.01,,,,183.0,Moderate
+Thiruvananthapuram,2018-01-24,79.84,112.83,1.7,13.4,8.48,9.33,1.17,5.65,61.27,,,,170.0,Moderate
+Thiruvananthapuram,2018-01-25,57.42,84.26,1.54,11.85,7.51,7.65,0.91,5.66,33.61,,,,132.0,Moderate
+Thiruvananthapuram,2018-01-26,55.36,89.49,1.69,14.22,8.92,6.62,0.89,7.52,32.93,,,,92.0,Satisfactory
+Thiruvananthapuram,2018-01-27,61.78,99.88,1.67,11.75,7.61,7.78,0.88,9.01,49.57,,,,99.0,Satisfactory
+Thiruvananthapuram,2018-01-28,49.7,71.88,1.67,13.8,8.7,6.94,0.92,6.7,35.46,,,,93.0,Satisfactory
+Thiruvananthapuram,2018-01-29,70.43,99.08,1.76,16.42,10.13,5.49,1.18,6.18,50.39,,,,112.0,Moderate
+Thiruvananthapuram,2018-01-30,68.26,96.6,1.75,12.11,7.84,6.18,0.92,4.95,52.8,,,,121.0,Moderate
+Thiruvananthapuram,2018-01-31,65.86,107.96,1.78,14.05,8.93,5.91,1.16,7.95,63.42,,,,130.0,Moderate
+Thiruvananthapuram,2018-02-01,75.74,114.76,1.82,9.16,6.26,5.89,1.14,5.4,51.89,,,,144.0,Moderate
+Thiruvananthapuram,2018-02-02,64.95,102.16,1.91,21.42,5.83,3.97,1.06,6.28,62.62,,,,132.0,Moderate
+Thiruvananthapuram,2018-02-03,54.76,96.7,1.65,16.6,10.17,8.29,0.96,8.15,68.96,,,,124.0,Moderate
+Thiruvananthapuram,2018-02-04,56.47,95.27,1.69,12.04,7.77,7.38,0.9,7.65,73.09,,,,111.0,Moderate
+Thiruvananthapuram,2018-02-05,55.14,93.88,1.67,12.09,7.76,6.82,0.94,7.87,61.4,,,,100.0,Satisfactory
+Thiruvananthapuram,2018-02-06,52.43,89.88,1.71,11.41,7.45,5.81,0.91,7.27,52.53,,,,96.0,Satisfactory
+Thiruvananthapuram,2018-02-07,41.4,71.72,1.79,11.18,7.41,4.84,0.94,4.22,47.85,,,,80.0,Satisfactory
+Thiruvananthapuram,2018-02-08,30.24,47.29,1.66,14.71,9.07,4.22,0.89,5.42,36.32,,,,66.0,Satisfactory
+Thiruvananthapuram,2018-02-09,42.41,63.08,1.81,15.58,9.72,4.92,0.95,6.25,51.88,,,,80.0,Satisfactory
+Thiruvananthapuram,2018-02-10,42.91,65.34,1.83,12.29,7.92,5.96,0.95,3.92,45.62,,,,71.0,Satisfactory
+Thiruvananthapuram,2018-02-11,41.06,70.25,1.82,20.97,12.65,5.38,0.88,4.78,38.89,,,,72.0,Satisfactory
+Thiruvananthapuram,2018-02-12,45.67,77.5,1.77,21.56,11.58,5.45,1.05,27.65,46.7,,,,,
+Thiruvananthapuram,2018-02-13,55.79,86.42,1.72,19.57,11.81,8.94,0.94,6.77,48.7,,,,92.0,Satisfactory
+Thiruvananthapuram,2018-02-14,62.38,95.91,1.71,18.51,11.2,8.47,0.93,6.77,50.03,,,,94.0,Satisfactory
+Thiruvananthapuram,2018-02-15,41.22,84.58,1.67,20.75,12.31,7.17,1.08,5.26,49.33,,,,99.0,Satisfactory
+Thiruvananthapuram,2018-02-16,45.86,72.11,1.57,20.96,12.37,6.63,1.04,4.7,54.5,,,,82.0,Satisfactory
+Thiruvananthapuram,2018-02-17,52.27,82.45,1.65,18.84,11.31,6.34,1.14,7.58,56.25,,,,88.0,Satisfactory
+Thiruvananthapuram,2018-02-18,54.22,82.58,1.79,14.43,9.13,6.59,0.91,7.27,68.39,,,,105.0,Moderate
+Thiruvananthapuram,2018-02-19,60.38,93.06,1.69,19.02,11.44,7.78,1.03,7.37,68.23,,,,107.0,Moderate
+Thiruvananthapuram,2018-02-20,58.11,89.44,1.56,19.72,11.74,7.37,1.09,7.71,61.85,,,,105.0,Moderate
+Thiruvananthapuram,2018-02-21,62.07,101.58,1.68,20.39,12.2,7.39,1.07,6.9,55.37,,,,112.0,Moderate
+Thiruvananthapuram,2018-02-22,47.75,89.49,1.67,17.82,10.8,7.27,0.88,9.69,63.23,,,,96.0,Satisfactory
+Thiruvananthapuram,2018-02-23,41.55,90.78,1.69,20.09,12.02,6.86,0.98,8.05,55.44,,,,94.0,Satisfactory
+Thiruvananthapuram,2018-02-24,51.15,90.74,1.63,18.48,11.06,8.57,1.02,8.96,55.15,,,,93.0,Satisfactory
+Thiruvananthapuram,2018-02-25,,,,,,,,,,,,,84.0,Satisfactory
+Thiruvananthapuram,2018-02-26,25.23,59.71,1.6,15.64,9.58,8.06,1.04,8.59,55.48,,,,,
+Thiruvananthapuram,2018-02-27,36.46,72.7,1.7,15.34,9.49,7.58,0.87,7.94,45.0,,,,77.0,Satisfactory
+Thiruvananthapuram,2018-02-28,30.47,63.66,1.69,16.4,10.1,6.49,0.9,8.48,49.22,,,,78.0,Satisfactory
+Thiruvananthapuram,2018-03-01,27.73,68.91,1.59,15.53,9.56,6.34,1.02,6.84,40.94,,,,70.0,Satisfactory
+Thiruvananthapuram,2018-03-02,36.2,69.71,1.68,13.31,8.43,5.54,1.06,7.48,44.56,,,,79.0,Satisfactory
+Thiruvananthapuram,2018-03-03,39.89,72.3,1.71,13.26,8.42,5.51,0.96,10.33,55.98,,,,85.0,Satisfactory
+Thiruvananthapuram,2018-03-04,57.24,92.26,1.69,13.21,8.38,6.03,0.96,8.62,62.81,,,,98.0,Satisfactory
+Thiruvananthapuram,2018-03-05,46.58,94.17,1.62,13.94,8.7,7.11,1.05,8.75,53.78,,,,95.0,Satisfactory
+Thiruvananthapuram,2018-03-06,56.15,95.3,1.62,13.27,8.35,6.97,1.05,7.85,50.74,,,,94.0,Satisfactory
+Thiruvananthapuram,2018-03-07,57.18,91.27,1.62,14.89,9.23,6.99,1.08,7.87,51.6,,,,97.0,Satisfactory
+Thiruvananthapuram,2018-03-08,52.59,91.55,1.64,15.59,9.61,5.51,1.12,5.89,47.42,,,,90.0,Satisfactory
+Thiruvananthapuram,2018-03-09,56.09,90.79,1.65,11.94,7.44,6.04,1.1,8.26,51.29,,,,91.0,Satisfactory
+Thiruvananthapuram,2018-03-10,52.85,89.77,1.64,15.05,9.29,5.68,1.04,9.76,59.25,,,,92.0,Satisfactory
+Thiruvananthapuram,2018-03-11,60.8,95.27,1.73,16.69,10.29,5.21,0.98,14.94,77.58,,,,112.0,Moderate
+Thiruvananthapuram,2018-03-12,44.16,74.65,1.66,15.94,9.79,4.27,1.18,10.69,41.66,,,,95.0,Satisfactory
+Thiruvananthapuram,2018-03-13,25.16,41.85,1.63,15.51,9.43,3.63,1.22,4.27,27.62,,,,89.0,Satisfactory
+Thiruvananthapuram,2018-03-14,18.74,36.01,1.55,11.66,7.47,4.69,0.94,5.86,29.59,,,,69.0,Satisfactory
+Thiruvananthapuram,2018-03-15,13.15,27.9,1.65,8.65,5.92,4.97,0.76,4.85,29.45,,,,55.0,Satisfactory
+Thiruvananthapuram,2018-03-16,17.31,32.91,1.57,8.18,5.45,5.47,1.0,4.3,28.14,,,,60.0,Satisfactory
+Thiruvananthapuram,2018-03-17,20.51,38.78,1.71,11.64,7.5,5.31,0.87,5.38,33.22,,,,62.0,Satisfactory
+Thiruvananthapuram,2018-03-18,27.78,45.87,1.63,13.71,8.61,3.66,1.0,4.79,33.06,,,,65.0,Satisfactory
+Thiruvananthapuram,2018-03-19,22.23,40.88,1.56,13.36,8.26,4.15,1.15,6.05,31.39,,,,74.0,Satisfactory
+Thiruvananthapuram,2018-03-20,40.89,66.78,1.74,15.58,9.7,5.47,1.18,5.52,42.72,,,,78.0,Satisfactory
+Thiruvananthapuram,2018-03-21,42.91,66.95,1.66,13.82,8.68,5.71,1.17,5.64,40.37,,,,78.0,Satisfactory
+Thiruvananthapuram,2018-03-22,30.46,58.81,1.73,9.81,6.61,4.87,1.1,6.17,42.66,,,,71.0,Satisfactory
+Thiruvananthapuram,2018-03-23,31.97,76.01,1.67,9.99,6.63,4.58,1.12,5.32,38.36,,,,68.0,Satisfactory
+Thiruvananthapuram,2018-03-24,30.17,81.22,1.68,12.55,7.86,4.23,0.93,5.45,33.2,,,,82.0,Satisfactory
+Thiruvananthapuram,2018-03-25,41.77,84.28,1.66,13.53,8.56,5.2,1.19,4.98,41.53,,,,82.0,Satisfactory
+Thiruvananthapuram,2018-03-26,44.52,77.71,1.72,16.65,10.22,5.18,1.18,5.59,54.65,,,,97.0,Satisfactory
+Thiruvananthapuram,2018-03-27,43.41,71.97,1.63,14.58,9.05,4.77,1.47,5.05,46.2,,,,90.0,Satisfactory
+Thiruvananthapuram,2018-03-28,24.17,40.97,1.75,14.6,8.31,4.49,1.82,10.06,24.33,,,,105.0,Moderate
+Thiruvananthapuram,2018-03-29,35.1,61.25,1.77,14.14,8.95,6.25,1.36,5.43,35.77,,,,91.0,Satisfactory
+Thiruvananthapuram,2018-03-30,40.45,77.14,1.74,8.64,6.01,5.94,2.59,4.5,43.01,,,,104.0,Moderate
+Thiruvananthapuram,2018-03-31,38.5,76.18,1.71,10.19,6.82,5.34,2.99,5.8,41.97,,,,130.0,Moderate
+Thiruvananthapuram,2018-04-01,27.92,64.64,1.72,9.95,6.69,4.08,0.8,8.77,42.71,,,,74.0,Satisfactory
+Thiruvananthapuram,2018-04-02,28.27,63.12,1.77,8.04,5.71,3.87,0.82,7.8,42.65,,,,64.0,Satisfactory
+Thiruvananthapuram,2018-04-03,33.99,67.92,1.66,11.49,7.43,4.21,0.89,6.01,60.0,,,,93.0,Satisfactory
+Thiruvananthapuram,2018-04-04,32.84,61.69,1.68,13.51,8.43,4.08,0.97,7.72,56.52,,,,137.0,Moderate
+Thiruvananthapuram,2018-04-05,43.66,78.18,1.64,10.07,6.71,4.47,0.99,8.52,43.56,,,,72.0,Satisfactory
+Thiruvananthapuram,2018-04-06,33.37,72.54,1.8,12.99,8.3,4.81,1.01,11.26,55.6,,,,,
+Thiruvananthapuram,2018-04-07,42.99,73.04,1.72,11.27,7.38,5.08,0.92,7.86,67.81,,,,121.0,Moderate
+Thiruvananthapuram,2018-04-08,25.7,45.04,1.67,8.42,5.81,4.97,0.83,6.31,51.95,,,,122.0,Moderate
+Thiruvananthapuram,2018-04-09,20.2,39.62,1.7,9.04,6.2,4.61,0.86,4.92,52.8,,,,126.0,Moderate
+Thiruvananthapuram,2018-04-10,15.2,35.43,1.94,10.9,7.33,4.31,0.95,6.68,36.52,,,,73.0,Satisfactory
+Thiruvananthapuram,2018-04-11,19.23,38.12,2.67,9.67,7.21,4.63,0.95,6.59,62.71,,,,160.0,Moderate
+Thiruvananthapuram,2018-04-12,18.61,32.92,3.44,9.08,7.27,3.98,0.86,6.4,33.77,,,,62.0,Satisfactory
+Thiruvananthapuram,2018-04-13,15.54,30.35,2.63,14.89,10.05,3.7,1.12,5.33,28.84,,,,84.0,Satisfactory
+Thiruvananthapuram,2018-04-14,9.71,25.04,2.73,10.86,8.0,5.17,0.82,5.77,36.91,,,,61.0,Satisfactory
+Thiruvananthapuram,2018-04-15,17.78,31.97,2.78,11.68,8.47,3.85,0.84,5.38,33.24,,,,58.0,Satisfactory
+Thiruvananthapuram,2018-04-16,17.81,32.97,2.76,12.86,9.06,4.23,0.88,5.76,35.33,,,,60.0,Satisfactory
+Thiruvananthapuram,2018-04-17,21.46,37.77,2.73,14.32,9.84,4.07,0.95,6.29,29.03,,,,62.0,Satisfactory
+Thiruvananthapuram,2018-04-18,30.07,56.12,2.77,18.95,12.32,3.96,1.13,5.61,32.06,,,,71.0,Satisfactory
+Thiruvananthapuram,2018-04-19,19.84,41.6,2.79,12.49,8.92,4.44,0.94,5.74,34.88,,,,66.0,Satisfactory
+Thiruvananthapuram,2018-04-20,16.04,37.06,2.67,14.91,10.11,3.72,0.99,5.67,34.04,,,,61.0,Satisfactory
+Thiruvananthapuram,2018-04-21,26.07,52.84,2.67,14.21,9.72,3.99,0.95,7.09,42.16,,,,66.0,Satisfactory
+Thiruvananthapuram,2018-04-22,28.02,53.8,2.64,11.86,8.46,3.93,0.83,6.37,37.8,,,,58.0,Satisfactory
+Thiruvananthapuram,2018-04-23,26.83,58.59,2.64,13.39,9.24,3.85,0.88,7.11,43.28,,,,65.0,Satisfactory
+Thiruvananthapuram,2018-04-24,21.79,57.52,2.76,9.46,7.24,3.21,0.85,6.11,39.92,,,,62.0,Satisfactory
+Thiruvananthapuram,2018-04-25,24.34,52.44,2.81,12.39,8.88,3.42,0.78,4.82,44.63,,,,60.0,Satisfactory
+Thiruvananthapuram,2018-04-26,29.15,72.46,2.76,12.32,8.8,3.41,0.88,6.16,45.22,,,,62.0,Satisfactory
+Thiruvananthapuram,2018-04-27,35.06,72.5,2.85,14.31,9.88,3.14,0.93,6.46,44.64,,,,83.0,Satisfactory
+Thiruvananthapuram,2018-04-28,35.77,68.55,2.71,14.79,10.0,2.83,1.12,5.78,38.39,,,,70.0,Satisfactory
+Thiruvananthapuram,2018-04-29,46.14,76.45,2.84,11.89,8.64,3.24,1.03,7.98,40.11,,,,78.0,Satisfactory
+Thiruvananthapuram,2018-04-30,29.38,59.65,2.91,11.71,8.61,3.37,0.86,6.53,42.29,,,,65.0,Satisfactory
+Thiruvananthapuram,2018-05-01,23.65,53.26,2.94,8.97,7.16,3.41,0.77,6.11,41.94,,,,61.0,Satisfactory
+Thiruvananthapuram,2018-05-02,64.52,56.07,2.82,9.89,7.55,2.91,0.84,5.52,43.25,,,,65.0,Satisfactory
+Thiruvananthapuram,2018-05-03,22.42,50.04,2.82,12.9,9.16,3.45,0.91,5.02,51.25,,,,65.0,Satisfactory
+Thiruvananthapuram,2018-05-04,28.82,55.18,2.78,9.75,7.44,3.67,0.89,6.05,55.05,,,,70.0,Satisfactory
+Thiruvananthapuram,2018-05-05,26.48,46.4,2.98,9.51,7.47,3.76,0.89,6.5,58.65,,,,82.0,Satisfactory
+Thiruvananthapuram,2018-05-06,18.29,30.75,2.86,9.51,7.39,3.1,0.86,5.61,38.56,,,,58.0,Satisfactory
+Thiruvananthapuram,2018-05-07,16.81,30.01,2.87,11.28,8.33,2.83,0.87,6.59,35.64,,,,60.0,Satisfactory
+Thiruvananthapuram,2018-05-08,13.97,27.82,2.89,9.77,7.55,2.92,0.88,5.77,33.45,,,,55.0,Satisfactory
+Thiruvananthapuram,2018-05-09,23.21,42.75,2.9,13.19,9.36,2.66,1.01,5.79,34.32,,,,67.0,Satisfactory
+Thiruvananthapuram,2018-05-10,11.28,28.12,2.79,11.06,8.15,2.63,0.86,6.3,30.24,,,,54.0,Satisfactory
+Thiruvananthapuram,2018-05-11,12.24,28.73,2.97,10.15,7.71,2.9,0.96,6.78,27.94,,,,62.0,Satisfactory
+Thiruvananthapuram,2018-05-12,9.12,21.4,2.89,9.79,7.48,3.11,0.88,6.54,27.47,,,,54.0,Satisfactory
+Thiruvananthapuram,2018-05-13,9.35,23.59,3.04,8.45,6.96,3.55,0.8,7.13,34.91,,,,54.0,Satisfactory
+Thiruvananthapuram,2018-05-14,10.52,24.27,3.05,12.44,9.09,4.38,0.77,6.43,40.44,,,,56.0,Satisfactory
+Thiruvananthapuram,2018-05-15,26.65,46.65,2.92,15.18,10.45,3.81,1.06,7.11,41.88,,,,64.0,Satisfactory
+Thiruvananthapuram,2018-05-16,28.45,50.52,3.08,10.55,8.1,3.65,0.95,6.16,39.76,,,,70.0,Satisfactory
+Thiruvananthapuram,2018-05-17,21.54,33.39,3.27,8.35,7.1,3.32,0.96,4.77,34.53,,,,60.0,Satisfactory
+Thiruvananthapuram,2018-05-18,8.96,23.2,3.2,8.44,6.91,3.27,0.89,5.58,31.18,,,,56.0,Satisfactory
+Thiruvananthapuram,2018-05-19,13.25,30.44,3.16,6.8,6.06,3.57,0.9,5.87,29.52,,,,61.0,Satisfactory
+Thiruvananthapuram,2018-05-20,10.25,24.91,3.55,3.92,4.59,3.65,0.86,4.19,30.25,,,,53.0,Satisfactory
+Thiruvananthapuram,2018-05-21,15.69,35.89,3.73,5.86,3.19,1.78,1.0,5.19,35.44,,,,74.0,Satisfactory
+Thiruvananthapuram,2018-05-22,18.72,43.92,3.37,12.91,4.66,2.28,0.88,6.47,43.48,,,,65.0,Satisfactory
+Thiruvananthapuram,2018-05-23,22.04,45.18,2.97,12.1,8.85,3.99,0.89,6.99,46.45,,,,67.0,Satisfactory
+Thiruvananthapuram,2018-05-24,25.68,65.82,2.84,11.73,8.54,4.65,0.95,6.68,41.31,,,,67.0,Satisfactory
+Thiruvananthapuram,2018-05-25,12.04,17.46,3.1,17.27,11.59,4.28,0.6,3.77,53.64,,,,84.0,Satisfactory
+Thiruvananthapuram,2018-05-26,22.6,44.1,2.88,15.31,10.47,2.75,0.95,5.08,54.81,,,,78.0,Satisfactory
+Thiruvananthapuram,2018-05-27,10.94,27.03,2.94,8.48,6.89,2.12,0.74,4.98,56.46,,,,69.0,Satisfactory
+Thiruvananthapuram,2018-05-28,13.24,40.0,3.0,7.56,6.47,3.52,1.0,5.22,50.82,,,,83.0,Satisfactory
+Thiruvananthapuram,2018-05-29,14.46,41.09,3.08,7.98,6.53,4.01,0.89,5.53,43.54,,,,59.0,Satisfactory
+Thiruvananthapuram,2018-05-30,14.78,32.33,3.1,12.02,8.92,3.44,0.86,4.93,40.51,,,,59.0,Satisfactory
+Thiruvananthapuram,2018-05-31,18.75,42.4,2.8,15.81,10.54,3.65,1.0,5.15,32.53,,,,59.0,Satisfactory
+Thiruvananthapuram,2018-06-01,17.99,36.25,2.85,16.73,11.14,3.44,1.01,6.04,26.52,,,,66.0,Satisfactory
+Thiruvananthapuram,2018-06-02,13.59,27.32,3.1,16.03,10.85,3.04,0.86,5.44,28.29,,,,59.0,Satisfactory
+Thiruvananthapuram,2018-06-03,11.68,22.6,3.15,13.39,9.69,2.72,0.72,4.82,30.1,,,,49.0,Good
+Thiruvananthapuram,2018-06-04,16.7,30.1,2.79,17.41,11.47,2.6,0.92,5.28,29.15,,,,58.0,Satisfactory
+Thiruvananthapuram,2018-06-05,17.04,37.16,2.97,22.39,14.09,2.32,1.08,5.86,24.34,,,,78.0,Satisfactory
+Thiruvananthapuram,2018-06-06,17.49,33.78,3.24,14.35,10.11,2.67,0.92,6.22,26.6,,,,70.0,Satisfactory
+Thiruvananthapuram,2018-06-07,15.77,27.33,2.73,19.38,12.49,3.26,0.73,6.53,20.39,,,,64.0,Satisfactory
+Thiruvananthapuram,2018-06-08,13.57,43.69,3.22,9.14,7.38,2.87,0.89,4.84,26.3,,,,60.0,Satisfactory
+Thiruvananthapuram,2018-06-09,10.75,40.67,3.19,2.08,3.59,2.36,0.6,6.0,28.03,,,,51.0,Satisfactory
+Thiruvananthapuram,2018-06-10,5.19,36.92,3.19,1.89,3.16,2.39,0.58,5.36,23.88,,,,44.0,Good
+Thiruvananthapuram,2018-06-11,13.23,43.69,3.06,5.15,5.14,2.1,0.8,5.64,24.69,,,,48.0,Good
+Thiruvananthapuram,2018-06-12,13.4,53.74,3.01,9.16,7.3,2.12,0.86,5.95,24.44,,,,53.0,Satisfactory
+Thiruvananthapuram,2018-06-13,13.5,39.6,3.08,13.25,9.46,1.65,0.79,4.97,25.84,,,,59.0,Satisfactory
+Thiruvananthapuram,2018-06-14,13.45,28.3,3.18,9.14,7.36,1.83,0.7,5.79,28.12,,,,49.0,Good
+Thiruvananthapuram,2018-06-15,12.81,30.9,3.21,9.67,7.75,1.97,0.76,5.97,28.01,,,,46.0,Good
+Thiruvananthapuram,2018-06-16,12.34,28.76,3.12,14.24,10.07,1.48,0.71,5.94,27.71,,,,54.0,Satisfactory
+Thiruvananthapuram,2018-06-17,11.32,31.95,3.25,11.75,8.89,1.56,0.76,5.44,20.83,,,,47.0,Good
+Thiruvananthapuram,2018-06-18,13.09,38.2,3.06,14.69,10.31,1.54,0.93,5.25,24.01,,,,56.0,Satisfactory
+Thiruvananthapuram,2018-06-19,15.52,63.21,2.99,12.1,8.82,1.51,0.93,6.17,20.66,,,,66.0,Satisfactory
+Thiruvananthapuram,2018-06-20,16.72,49.12,3.03,10.55,7.92,1.42,0.71,5.1,25.56,,,,59.0,Satisfactory
+Thiruvananthapuram,2018-06-21,20.49,44.95,3.04,12.9,9.3,1.84,0.77,6.0,28.31,,,,57.0,Satisfactory
+Thiruvananthapuram,2018-06-22,19.2,45.68,3.05,14.11,9.99,2.13,0.98,5.57,30.81,,,,66.0,Satisfactory
+Thiruvananthapuram,2018-06-23,17.08,44.56,3.12,13.06,9.49,2.71,0.74,5.87,27.3,,,,53.0,Satisfactory
+Thiruvananthapuram,2018-06-24,15.29,25.55,3.1,10.06,7.85,2.53,0.81,5.83,29.0,,,,51.0,Satisfactory
+Thiruvananthapuram,2018-06-25,13.66,41.84,3.15,8.46,7.0,2.29,0.62,5.71,25.78,,,,44.0,Good
+Thiruvananthapuram,2018-06-26,15.12,39.79,3.24,5.81,5.72,2.89,0.94,5.67,24.74,,,,55.0,Satisfactory
+Thiruvananthapuram,2018-06-27,13.41,39.18,3.26,2.6,3.96,2.54,0.83,5.64,22.35,,,,51.0,Satisfactory
+Thiruvananthapuram,2018-06-28,14.5,34.99,3.53,5.59,5.83,3.13,0.67,6.63,26.13,,,,51.0,Satisfactory
+Thiruvananthapuram,2018-06-29,17.1,38.49,3.04,8.25,6.86,3.6,0.83,5.19,29.35,,,,49.0,Good
+Thiruvananthapuram,2018-06-30,15.49,35.9,3.1,10.12,7.91,4.25,0.8,5.16,35.28,,,,52.0,Satisfactory
+Thiruvananthapuram,2018-07-01,17.82,33.89,3.26,7.74,6.75,3.45,0.68,6.42,33.36,,,,48.0,Good
+Thiruvananthapuram,2018-07-02,19.23,34.53,3.1,9.0,7.28,3.03,0.74,5.33,32.83,,,,46.0,Good
+Thiruvananthapuram,2018-07-03,23.0,43.26,3.11,9.57,7.62,2.94,0.83,6.47,30.42,,,,53.0,Satisfactory
+Thiruvananthapuram,2018-07-04,18.41,42.32,3.16,6.67,6.12,2.42,0.88,6.52,28.5,,,,56.0,Satisfactory
+Thiruvananthapuram,2018-07-05,19.07,40.65,2.94,7.66,6.46,2.48,0.8,5.86,28.1,,,,51.0,Satisfactory
+Thiruvananthapuram,2018-07-06,18.6,46.16,3.02,8.43,6.94,2.39,0.78,6.89,31.54,,,,51.0,Satisfactory
+Thiruvananthapuram,2018-07-07,16.08,44.91,3.13,8.66,7.15,1.89,0.78,5.85,29.99,,,,53.0,Satisfactory
+Thiruvananthapuram,2018-07-08,7.0,36.83,3.17,7.14,6.37,1.98,0.72,5.98,29.37,,,,46.0,Good
+Thiruvananthapuram,2018-07-09,15.77,29.21,3.28,11.32,8.48,1.88,0.79,7.12,29.82,,,,50.0,Good
+Thiruvananthapuram,2018-07-10,10.73,27.82,3.1,14.09,9.82,1.69,0.81,6.66,27.51,,,,65.0,Satisfactory
+Thiruvananthapuram,2018-07-11,17.48,36.89,2.81,12.2,8.77,1.72,0.84,7.0,30.21,,,,53.0,Satisfactory
+Thiruvananthapuram,2018-07-12,16.18,39.8,2.99,10.8,8.03,1.94,0.87,5.75,28.53,,,,60.0,Satisfactory
+Thiruvananthapuram,2018-07-13,17.58,46.58,3.02,11.87,8.77,2.25,0.92,5.02,26.85,,,,65.0,Satisfactory
+Thiruvananthapuram,2018-07-14,11.88,36.38,3.06,8.59,7.06,1.99,0.75,6.97,27.58,,,,50.0,Good
+Thiruvananthapuram,2018-07-15,9.01,21.69,3.06,6.91,5.91,1.91,0.66,6.22,28.42,,,,42.0,Good
+Thiruvananthapuram,2018-07-16,10.5,26.23,2.95,5.67,5.21,1.99,0.67,4.0,31.16,,,,43.0,Good
+Thiruvananthapuram,2018-07-17,11.1,27.05,2.97,5.97,5.03,1.84,0.62,5.61,34.97,,,,43.0,Good
+Thiruvananthapuram,2018-07-18,15.43,41.07,2.9,8.0,6.61,1.72,0.71,6.37,35.13,,,,44.0,Good
+Thiruvananthapuram,2018-07-19,13.54,35.93,2.98,9.67,7.42,1.79,0.81,6.38,33.87,,,,52.0,Satisfactory
+Thiruvananthapuram,2018-07-20,14.45,46.7,2.98,11.27,8.41,1.73,0.76,5.93,34.64,,,,53.0,Satisfactory
+Thiruvananthapuram,2018-07-21,18.23,62.76,3.1,8.35,6.96,2.0,0.82,5.89,34.21,,,,57.0,Satisfactory
+Thiruvananthapuram,2018-07-22,,58.53,3.08,4.55,4.92,2.0,0.74,5.17,34.36,,,,64.0,Satisfactory
+Thiruvananthapuram,2018-07-23,18.71,65.29,2.87,6.27,5.67,1.95,0.91,6.24,32.27,,,,58.0,Satisfactory
+Thiruvananthapuram,2018-07-24,13.41,43.0,2.89,5.95,5.51,1.85,0.8,5.13,30.19,,,,56.0,Satisfactory
+Thiruvananthapuram,2018-07-25,12.69,34.25,2.99,6.46,5.86,1.8,0.75,6.28,30.52,,,,49.0,Good
+Thiruvananthapuram,2018-07-26,14.85,40.29,2.95,8.08,6.68,1.82,0.74,6.06,27.3,,,,53.0,Satisfactory
+Thiruvananthapuram,2018-07-27,16.1,46.1,3.0,6.93,6.11,1.77,0.9,6.64,30.17,,,,50.0,Good
+Thiruvananthapuram,2018-07-28,18.51,54.71,2.92,8.08,6.65,2.13,0.95,5.73,30.96,,,,62.0,Satisfactory
+Thiruvananthapuram,2018-07-29,17.59,50.25,3.09,5.91,5.66,2.25,0.87,5.23,30.49,,,,61.0,Satisfactory
+Thiruvananthapuram,2018-07-30,13.55,37.53,2.91,5.95,5.53,2.21,0.93,5.99,28.73,,,,58.0,Satisfactory
+Thiruvananthapuram,2018-07-31,13.44,25.9,2.87,12.14,8.65,1.82,1.02,5.48,27.66,,,,64.0,Satisfactory
+Thiruvananthapuram,2018-08-01,14.91,39.67,2.94,15.24,10.4,1.65,1.07,5.96,24.5,,,,70.0,Satisfactory
+Thiruvananthapuram,2018-08-02,14.62,36.35,2.86,10.09,7.69,1.96,0.95,4.65,29.3,,,,62.0,Satisfactory
+Thiruvananthapuram,2018-08-03,18.7,37.27,2.83,8.53,6.83,1.89,0.98,5.55,26.01,,,,62.0,Satisfactory
+Thiruvananthapuram,2018-08-04,19.14,42.58,2.89,8.14,6.69,1.84,1.04,6.02,27.58,,,,67.0,Satisfactory
+Thiruvananthapuram,2018-08-05,11.14,33.81,2.96,4.41,4.62,2.02,1.06,5.43,29.14,,,,62.0,Satisfactory
+Thiruvananthapuram,2018-08-06,9.04,28.54,2.81,5.17,4.99,1.97,1.0,4.48,27.11,,,,62.0,Satisfactory
+Thiruvananthapuram,2018-08-07,9.51,30.15,2.95,5.07,4.6,1.8,1.05,5.95,30.42,,,,63.0,Satisfactory
+Thiruvananthapuram,2018-08-08,11.16,25.2,2.9,7.21,6.1,1.87,1.12,6.03,30.15,,,,69.0,Satisfactory
+Thiruvananthapuram,2018-08-09,9.21,39.6,2.87,8.03,6.5,1.79,1.16,4.98,29.02,,,,73.0,Satisfactory
+Thiruvananthapuram,2018-08-10,8.67,27.55,2.8,3.96,4.31,1.95,1.05,4.96,30.69,,,,66.0,Satisfactory
+Thiruvananthapuram,2018-08-11,11.88,31.22,2.91,3.27,4.07,2.21,1.15,5.82,31.29,,,,69.0,Satisfactory
+Thiruvananthapuram,2018-08-12,10.35,29.91,2.98,4.77,4.93,2.13,1.14,4.93,30.56,,,,74.0,Satisfactory
+Thiruvananthapuram,2018-08-13,10.5,31.66,2.81,7.6,6.25,2.04,1.4,5.75,28.25,,,,81.0,Satisfactory
+Thiruvananthapuram,2018-08-14,6.88,28.88,2.91,5.1,5.02,2.09,1.29,5.72,30.65,,,,92.0,Satisfactory
+Thiruvananthapuram,2018-08-15,6.0,42.0,2.85,2.62,3.18,1.56,0.44,6.13,20.32,,,,68.0,Satisfactory
+Thiruvananthapuram,2018-08-16,12.86,34.43,2.86,6.52,5.66,1.88,1.1,5.77,32.6,,,,106.0,Moderate
+Thiruvananthapuram,2018-08-17,6.92,27.58,2.78,6.8,5.87,2.19,1.17,4.56,27.92,,,,69.0,Satisfactory
+Thiruvananthapuram,2018-08-18,10.26,28.14,2.93,7.48,5.73,2.19,1.36,5.12,31.71,,,,81.0,Satisfactory
+Thiruvananthapuram,2018-08-19,9.45,30.3,2.92,5.9,5.5,2.09,1.42,5.57,30.22,,,,84.0,Satisfactory
+Thiruvananthapuram,2018-08-20,11.81,39.35,2.8,6.29,5.62,2.07,1.78,5.11,28.91,,,,93.0,Satisfactory
+Thiruvananthapuram,2018-08-21,12.68,44.17,2.95,7.29,6.27,2.32,1.53,6.39,28.41,,,,108.0,Moderate
+Thiruvananthapuram,2018-08-22,17.56,46.05,2.91,4.72,4.87,2.32,1.13,5.51,33.17,,,,73.0,Satisfactory
+Thiruvananthapuram,2018-08-23,14.31,43.2,2.78,5.11,4.98,2.17,1.01,6.5,32.85,,,,62.0,Satisfactory
+Thiruvananthapuram,2018-08-24,21.91,50.41,2.97,5.3,5.24,2.31,1.13,6.51,35.73,,,,69.0,Satisfactory
+Thiruvananthapuram,2018-08-25,15.88,42.72,3.01,4.2,4.64,2.22,1.73,5.95,37.06,,,,92.0,Satisfactory
+Thiruvananthapuram,2018-08-26,16.86,39.71,2.97,4.5,4.81,2.25,2.45,5.47,35.95,,,,112.0,Moderate
+Thiruvananthapuram,2018-08-27,15.94,37.14,2.88,4.3,4.58,2.28,2.73,6.19,35.69,,,,114.0,Moderate
+Thiruvananthapuram,2018-08-28,9.94,24.86,3.02,2.92,3.98,2.13,2.11,5.38,37.07,,,,112.0,Moderate
+Thiruvananthapuram,2018-08-29,10.58,33.98,2.93,5.04,5.06,2.27,0.82,6.49,36.37,,,,57.0,Satisfactory
+Thiruvananthapuram,2018-08-30,20.16,41.24,2.93,5.23,5.16,2.44,0.64,6.38,35.02,,,,51.0,Satisfactory
+Thiruvananthapuram,2018-08-31,18.13,47.25,2.8,5.98,5.45,2.43,0.91,6.35,30.68,,,,53.0,Satisfactory
+Thiruvananthapuram,2018-09-01,23.44,56.07,2.94,7.1,6.16,2.72,0.79,5.98,34.09,,,,61.0,Satisfactory
+Thiruvananthapuram,2018-09-02,19.24,52.38,2.93,4.64,4.85,2.7,0.78,6.07,35.3,,,,56.0,Satisfactory
+Thiruvananthapuram,2018-09-03,20.49,50.48,2.89,6.64,5.87,2.61,0.81,6.02,35.03,,,,54.0,Satisfactory
+Thiruvananthapuram,2018-09-04,20.0,51.27,2.97,5.82,5.51,2.62,0.77,5.56,38.92,,,,58.0,Satisfactory
+Thiruvananthapuram,2018-09-05,22.06,55.46,2.8,6.44,5.69,2.46,0.81,5.48,37.14,,,,59.0,Satisfactory
+Thiruvananthapuram,2018-09-06,16.12,52.45,2.92,6.96,6.08,2.39,0.79,6.72,36.66,,,,58.0,Satisfactory
+Thiruvananthapuram,2018-09-07,17.55,45.48,2.88,6.46,5.73,2.47,0.9,6.0,31.62,,,,58.0,Satisfactory
+Thiruvananthapuram,2018-09-08,17.14,43.17,3.0,4.86,4.99,2.83,0.78,5.5,37.88,,,,55.0,Satisfactory
+Thiruvananthapuram,2018-09-09,,,,,,,,,,,,,63.0,Satisfactory
+Thiruvananthapuram,2018-09-10,18.86,50.89,2.88,5.72,5.37,3.51,0.52,8.14,42.27,,,,,
+Thiruvananthapuram,2018-09-11,22.24,60.76,2.95,8.42,6.83,2.6,0.76,5.19,40.49,,,,63.0,Satisfactory
+Thiruvananthapuram,2018-09-12,24.4,67.26,2.9,7.36,6.27,2.5,0.85,5.86,44.4,,,,70.0,Satisfactory
+Thiruvananthapuram,2018-09-13,25.5,68.99,2.98,7.82,6.58,2.57,0.88,6.73,38.85,,,,68.0,Satisfactory
+Thiruvananthapuram,2018-09-14,28.03,72.04,2.87,9.43,7.34,2.63,0.93,6.44,42.35,,,,76.0,Satisfactory
+Thiruvananthapuram,2018-09-15,28.44,64.05,2.8,8.62,6.84,3.08,0.81,7.36,41.8,,,,73.0,Satisfactory
+Thiruvananthapuram,2018-09-16,19.46,43.68,3.04,6.65,6.0,3.19,0.81,7.35,42.2,,,,62.0,Satisfactory
+Thiruvananthapuram,2018-09-17,18.96,43.82,2.77,8.43,6.74,3.02,0.83,6.45,35.51,,,,50.0,Good
+Thiruvananthapuram,2018-09-18,12.38,35.01,2.88,7.9,6.53,2.54,0.84,6.07,31.54,,,,55.0,Satisfactory
+Thiruvananthapuram,2018-09-19,17.14,39.68,2.74,8.21,6.6,2.65,0.84,5.56,32.06,,,,53.0,Satisfactory
+Thiruvananthapuram,2018-09-20,14.31,32.57,2.89,6.06,5.57,2.39,0.88,5.05,36.96,,,,54.0,Satisfactory
+Thiruvananthapuram,2018-09-21,20.42,60.69,2.92,6.71,5.94,2.33,0.83,5.15,40.99,,,,55.0,Satisfactory
+Thiruvananthapuram,2018-09-22,21.49,56.28,2.77,6.82,5.87,2.5,0.9,5.45,36.52,,,,67.0,Satisfactory
+Thiruvananthapuram,2018-09-23,13.45,30.23,2.88,4.45,4.63,2.53,0.75,5.68,31.89,,,,53.0,Satisfactory
+Thiruvananthapuram,2018-09-24,16.64,29.76,2.69,7.85,6.28,2.39,0.87,5.26,32.13,,,,52.0,Satisfactory
+Thiruvananthapuram,2018-09-25,24.56,45.89,2.64,9.65,7.28,2.62,0.95,5.71,36.49,,,,62.0,Satisfactory
+Thiruvananthapuram,2018-09-26,24.19,47.71,2.91,6.06,5.56,2.9,0.86,6.39,37.66,,,,57.0,Satisfactory
+Thiruvananthapuram,2018-09-27,22.38,41.11,2.86,6.63,5.74,2.69,0.96,5.6,44.87,,,,66.0,Satisfactory
+Thiruvananthapuram,2018-09-28,26.0,45.3,2.9,7.34,6.2,2.51,0.94,5.42,36.45,,,,62.0,Satisfactory
+Thiruvananthapuram,2018-09-29,15.29,27.84,2.83,7.36,6.2,2.53,0.97,5.54,40.25,,,,58.0,Satisfactory
+Thiruvananthapuram,2018-09-30,21.93,35.57,2.82,8.24,6.66,2.83,0.96,5.25,31.92,,,,57.0,Satisfactory
+Thiruvananthapuram,2018-10-01,23.75,43.0,2.86,9.79,7.53,2.58,1.14,4.94,29.32,,,,64.0,Satisfactory
+Thiruvananthapuram,2018-10-02,17.33,31.2,2.76,7.0,5.91,2.9,0.89,4.85,27.34,,,,59.0,Satisfactory
+Thiruvananthapuram,2018-10-03,18.9,34.18,3.05,9.29,7.24,3.83,1.1,5.22,27.8,,,,67.0,Satisfactory
+Thiruvananthapuram,2018-10-04,14.12,29.82,2.78,11.08,8.16,3.6,0.86,5.37,28.68,,,,72.0,Satisfactory
+Thiruvananthapuram,2018-10-05,20.59,39.69,2.8,20.9,13.29,2.99,0.95,4.93,5.93,,,,54.0,Satisfactory
+Thiruvananthapuram,2018-10-06,30.33,50.39,2.8,8.2,6.57,3.15,1.16,5.57,8.34,,,,82.0,Satisfactory
+Thiruvananthapuram,2018-10-07,12.48,24.47,2.82,6.03,5.38,2.9,1.03,3.92,8.3,,,,62.0,Satisfactory
+Thiruvananthapuram,2018-10-08,13.27,26.54,2.7,7.97,6.42,2.7,1.01,5.68,8.62,,,,78.0,Satisfactory
+Thiruvananthapuram,2018-10-09,15.1,26.27,2.74,9.25,7.12,2.6,1.01,5.59,11.0,,,,64.0,Satisfactory
+Thiruvananthapuram,2018-10-10,15.43,34.46,2.77,9.88,7.47,2.6,1.04,6.49,11.47,,,,70.0,Satisfactory
+Thiruvananthapuram,2018-10-11,35.94,50.68,2.64,9.85,7.38,2.84,1.09,5.53,9.94,,,,71.0,Satisfactory
+Thiruvananthapuram,2018-10-12,38.58,67.44,2.96,8.94,7.13,3.21,1.02,5.73,10.98,,,,71.0,Satisfactory
+Thiruvananthapuram,2018-10-13,36.93,63.53,2.98,6.78,5.97,2.82,0.98,5.31,8.87,,,,67.0,Satisfactory
+Thiruvananthapuram,2018-10-14,30.14,52.64,2.91,4.82,4.88,2.39,0.96,6.65,6.88,,,,61.0,Satisfactory
+Thiruvananthapuram,2018-10-15,31.75,53.57,2.87,4.55,4.71,3.08,1.05,6.64,5.58,,,,59.0,Satisfactory
+Thiruvananthapuram,2018-10-16,19.06,35.04,2.77,6.51,5.65,3.22,1.04,5.55,7.8,,,,63.0,Satisfactory
+Thiruvananthapuram,2018-10-17,12.74,28.26,2.79,7.11,6.03,2.83,1.02,5.91,10.68,,,,64.0,Satisfactory
+Thiruvananthapuram,2018-10-18,16.07,30.33,2.9,4.4,4.19,2.98,0.84,5.69,8.91,,,,60.0,Satisfactory
+Thiruvananthapuram,2018-10-19,12.9,30.94,2.98,4.3,4.48,3.14,0.97,6.48,7.44,,,,54.0,Satisfactory
+Thiruvananthapuram,2018-10-20,13.8,28.76,2.86,6.48,5.5,3.16,1.01,5.7,6.57,,,,69.0,Satisfactory
+Thiruvananthapuram,2018-10-21,11.42,24.47,2.99,3.84,4.45,3.18,0.8,5.49,8.17,,,,47.0,Good
+Thiruvananthapuram,2018-10-22,19.09,31.72,3.11,8.11,6.18,2.72,1.05,6.15,7.22,,,,68.0,Satisfactory
+Thiruvananthapuram,2018-10-23,17.97,33.12,3.1,4.94,5.14,2.65,0.86,5.12,6.58,,,,58.0,Satisfactory
+Thiruvananthapuram,2018-10-24,30.73,56.61,3.08,8.79,6.83,2.43,1.25,5.1,7.49,,,,70.0,Satisfactory
+Thiruvananthapuram,2018-10-25,45.62,72.5,3.05,7.7,6.54,2.53,1.31,5.23,7.77,,,,85.0,Satisfactory
+Thiruvananthapuram,2018-10-26,54.28,94.45,3.18,8.97,7.34,3.25,1.49,6.05,11.76,,,,101.0,Moderate
+Thiruvananthapuram,2018-10-27,66.15,116.25,3.17,10.84,8.34,2.8,1.46,6.45,17.08,,,,101.0,Moderate
+Thiruvananthapuram,2018-10-28,57.1,96.05,3.25,5.95,5.81,2.68,1.15,6.36,10.17,,,,119.0,Moderate
+Thiruvananthapuram,2018-10-29,49.67,84.26,3.21,4.42,4.85,2.79,1.2,5.75,9.52,,,,87.0,Satisfactory
+Thiruvananthapuram,2018-10-30,51.29,90.58,3.4,3.88,4.6,3.05,1.21,5.84,20.02,,,,87.0,Satisfactory
+Thiruvananthapuram,2018-10-31,46.33,83.3,3.12,4.02,4.48,5.39,1.09,5.96,16.3,,,,90.0,Satisfactory
+Thiruvananthapuram,2018-11-01,42.05,68.11,2.85,5.92,5.37,2.71,1.19,5.16,6.09,,,,74.0,Satisfactory
+Thiruvananthapuram,2018-11-02,43.92,77.95,2.78,11.63,8.4,3.48,1.44,5.56,8.85,,,,99.0,Satisfactory
+Thiruvananthapuram,2018-11-03,11.3,27.28,2.93,9.86,7.58,2.8,1.13,5.2,36.9,,,,88.0,Satisfactory
+Thiruvananthapuram,2018-11-04,26.4,45.52,2.8,6.96,5.91,2.73,1.34,10.4,35.11,,,,76.0,Satisfactory
+Thiruvananthapuram,2018-11-05,54.98,78.08,2.78,8.5,6.62,2.56,1.4,7.32,34.42,,,,87.0,Satisfactory
+Thiruvananthapuram,2018-11-06,64.48,86.88,2.91,6.02,5.19,2.48,1.22,6.5,44.69,,,,123.0,Moderate
+Thiruvananthapuram,2018-11-07,46.01,65.46,5.14,10.97,8.93,3.47,1.39,7.09,40.15,,,,99.0,Satisfactory
+Thiruvananthapuram,2018-11-08,49.17,73.19,5.07,13.16,10.13,4.52,1.72,6.52,40.54,,,,95.0,Satisfactory
+Thiruvananthapuram,2018-11-09,40.86,60.82,5.88,7.95,8.77,5.26,1.5,6.32,37.02,,,,93.0,Satisfactory
+Thiruvananthapuram,2018-11-10,35.16,53.9,4.57,6.01,6.88,5.76,1.41,11.07,45.94,,,,93.0,Satisfactory
+Thiruvananthapuram,2018-11-11,36.27,54.12,3.99,3.33,4.35,6.15,1.2,4.37,47.14,,,,83.0,Satisfactory
+Thiruvananthapuram,2018-11-12,44.3,63.39,4.32,5.14,5.46,5.62,1.19,15.51,54.61,,,,84.0,Satisfactory
+Thiruvananthapuram,2018-11-13,43.66,59.67,4.23,5.85,5.83,5.3,1.19,4.1,64.4,,,,82.0,Satisfactory
+Thiruvananthapuram,2018-11-14,61.59,87.3,4.22,5.51,5.95,5.33,1.28,5.6,64.07,,,,94.0,Satisfactory
+Thiruvananthapuram,2018-11-15,71.71,104.39,3.87,5.26,5.54,4.71,1.37,6.12,72.01,,,,130.0,Moderate
+Thiruvananthapuram,2018-11-16,55.78,73.44,3.62,5.39,5.36,3.92,1.12,3.56,65.96,,,,103.0,Moderate
+Thiruvananthapuram,2018-11-17,51.3,76.59,3.56,8.59,3.5,5.04,1.29,4.48,51.17,,,,88.0,Satisfactory
+Thiruvananthapuram,2018-11-18,46.81,64.32,3.27,3.31,3.9,3.58,1.24,5.66,41.59,,,,93.0,Satisfactory
+Thiruvananthapuram,2018-11-19,32.55,47.35,4.39,4.72,5.55,4.24,1.23,15.55,36.38,,,,78.0,Satisfactory
+Thiruvananthapuram,2018-11-20,19.99,35.46,4.62,7.13,6.63,3.88,1.24,7.98,36.24,,,,74.0,Satisfactory
+Thiruvananthapuram,2018-11-21,22.19,36.16,4.21,6.98,6.15,3.44,1.21,4.72,43.78,,,,75.0,Satisfactory
+Thiruvananthapuram,2018-11-22,31.18,48.44,3.94,4.82,5.54,3.3,1.3,6.1,44.21,,,,84.0,Satisfactory
+Thiruvananthapuram,2018-11-23,31.22,49.24,4.03,4.23,5.3,3.41,1.18,11.65,46.36,,,,75.0,Satisfactory
+Thiruvananthapuram,2018-11-24,19.58,37.35,4.72,5.88,6.68,3.43,1.25,6.56,32.03,,,,73.0,Satisfactory
+Thiruvananthapuram,2018-11-25,27.44,44.34,3.54,3.54,4.29,3.29,1.2,5.53,41.98,,,,76.0,Satisfactory
+Thiruvananthapuram,2018-11-26,58.93,85.65,4.16,8.74,7.11,3.67,1.5,14.75,45.51,,,,82.0,Satisfactory
+Thiruvananthapuram,2018-11-27,77.51,112.18,4.21,10.58,7.92,4.23,1.56,8.29,57.6,,,,149.0,Moderate
+Thiruvananthapuram,2018-11-28,85.73,119.12,4.58,10.82,9.48,5.34,1.74,17.86,65.61,,,,177.0,Moderate
+Thiruvananthapuram,2018-11-29,75.89,108.14,4.98,8.95,8.82,5.75,1.81,8.86,44.08,,,,183.0,Moderate
+Thiruvananthapuram,2018-11-30,36.23,58.17,5.96,8.63,9.2,5.48,1.8,11.58,39.11,,,,106.0,Moderate
+Thiruvananthapuram,2018-12-01,59.39,70.75,5.7,7.98,8.86,5.12,1.96,18.65,37.8,,,,104.0,Moderate
+Thiruvananthapuram,2018-12-02,,72.64,4.45,7.27,7.49,4.71,1.65,14.93,45.71,,,,95.0,Satisfactory
+Thiruvananthapuram,2018-12-03,42.7,69.66,4.62,6.21,7.02,4.95,1.61,8.44,51.9,,,,97.0,Satisfactory
+Thiruvananthapuram,2018-12-04,63.22,90.86,4.56,7.21,7.53,5.79,2.03,5.31,40.96,,,,105.0,Moderate
+Thiruvananthapuram,2018-12-05,52.66,74.59,5.7,8.22,8.93,5.49,1.95,8.6,37.22,,,,106.0,Moderate
+Thiruvananthapuram,2018-12-06,41.77,61.3,5.34,6.63,7.82,4.2,1.76,5.11,30.73,,,,103.0,Moderate
+Thiruvananthapuram,2018-12-07,35.04,53.63,5.18,5.67,7.22,3.83,1.73,4.07,39.66,,,,99.0,Satisfactory
+Thiruvananthapuram,2018-12-08,28.12,47.04,4.44,6.54,6.76,3.75,1.79,20.81,41.63,,,,100.0,Satisfactory
+Thiruvananthapuram,2018-12-09,57.4,85.48,3.84,6.67,6.34,3.76,1.9,7.57,43.05,,,,103.0,Moderate
+Thiruvananthapuram,2018-12-10,76.54,114.52,3.6,8.33,6.87,3.87,2.07,2.92,46.45,,,,128.0,Moderate
+Thiruvananthapuram,2018-12-11,92.78,124.33,2.99,5.51,4.75,4.01,2.21,8.49,55.01,,,,178.0,Moderate
+Thiruvananthapuram,2018-12-12,82.74,115.19,2.95,5.58,5.2,3.66,2.11,4.18,56.52,,,,220.0,Poor
+Thiruvananthapuram,2018-12-13,58.89,90.71,2.89,4.51,4.52,3.6,2.11,4.45,58.22,,,,121.0,Moderate
+Thiruvananthapuram,2018-12-14,50.27,73.69,3.11,3.67,3.59,3.7,2.1,9.0,64.75,,,,105.0,Moderate
+Thiruvananthapuram,2018-12-15,62.32,89.85,2.97,6.35,5.73,3.88,2.39,12.14,43.15,,,,108.0,Moderate
+Thiruvananthapuram,2018-12-16,67.93,90.91,3.5,8.25,1.26,1.06,2.32,12.18,47.45,,,,113.0,Moderate
+Thiruvananthapuram,2018-12-17,51.07,85.65,3.26,14.95,4.03,2.0,2.06,9.89,48.42,,,,106.0,Moderate
+Thiruvananthapuram,2018-12-18,76.05,110.35,2.76,13.72,9.54,4.81,2.37,9.98,62.22,,,,116.0,Moderate
+Thiruvananthapuram,2018-12-19,81.61,116.95,2.79,7.98,6.5,6.47,2.94,23.73,62.44,,,,181.0,Moderate
+Thiruvananthapuram,2018-12-20,72.14,102.92,2.73,9.16,6.96,5.9,2.53,16.99,62.9,,,,149.0,Moderate
+Thiruvananthapuram,2018-12-21,69.3,103.17,2.67,8.28,6.52,5.41,2.77,25.33,65.28,,,,134.0,Moderate
+Thiruvananthapuram,2018-12-22,72.7,106.69,2.73,9.4,7.08,6.72,2.91,24.59,60.36,,,,118.0,Moderate
+Thiruvananthapuram,2018-12-23,41.69,60.51,2.76,5.38,5.11,5.51,2.49,16.17,51.55,,,,142.0,Moderate
+Thiruvananthapuram,2018-12-24,40.21,60.48,2.78,9.47,7.09,4.69,2.91,18.5,31.19,,,,115.0,Moderate
+Thiruvananthapuram,2018-12-25,35.68,52.33,2.63,5.04,4.74,4.63,2.55,9.51,46.36,,,,114.0,Moderate
+Thiruvananthapuram,2018-12-26,47.01,69.44,2.66,7.27,5.96,4.92,2.42,11.66,44.99,,,,108.0,Moderate
+Thiruvananthapuram,2018-12-27,52.53,81.17,2.65,6.9,5.76,4.98,2.85,17.07,60.74,,,,117.0,Moderate
+Thiruvananthapuram,2018-12-28,50.31,79.04,2.63,6.35,5.46,4.75,4.85,34.23,61.71,,,,139.0,Moderate
+Thiruvananthapuram,2018-12-29,52.06,85.51,2.61,7.55,5.8,5.14,5.59,18.01,56.83,,,,156.0,Moderate
+Thiruvananthapuram,2018-12-30,52.29,83.14,2.66,6.65,5.68,5.1,5.48,13.9,70.07,,,,160.0,Moderate
+Thiruvananthapuram,2018-12-31,60.68,99.05,2.65,11.29,7.38,5.5,4.56,15.98,75.33,,,,146.0,Moderate
+Thiruvananthapuram,2019-01-01,62.38,99.86,2.79,9.53,7.01,5.39,4.61,13.1,78.49,,,,180.0,Moderate
+Thiruvananthapuram,2019-01-02,61.89,98.66,2.51,9.89,7.25,5.75,0.08,13.63,72.82,,,,124.0,Moderate
+Thiruvananthapuram,2019-01-03,58.41,92.79,2.69,6.94,5.7,6.15,0.06,20.06,79.3,,,,128.0,Moderate
+Thiruvananthapuram,2019-01-04,44.94,80.7,2.84,11.76,8.21,5.63,0.05,22.19,78.4,,,,124.0,Moderate
+Thiruvananthapuram,2019-01-05,46.48,85.2,2.82,11.03,8.17,6.03,0.05,30.99,68.5,,,,104.0,Moderate
+Thiruvananthapuram,2019-01-06,46.64,79.36,2.64,7.67,6.18,7.57,0.0,30.89,67.82,,,,109.0,Moderate
+Thiruvananthapuram,2019-01-07,54.81,91.32,2.71,10.35,7.42,7.47,0.03,25.64,64.79,,,,102.0,Moderate
+Thiruvananthapuram,2019-01-08,59.72,93.45,2.57,6.73,5.51,7.48,0.07,20.32,69.65,,,,108.0,Moderate
+Thiruvananthapuram,2019-01-09,65.74,104.01,2.58,6.56,5.59,6.99,0.03,23.45,76.67,,,,137.0,Moderate
+Thiruvananthapuram,2019-01-10,55.81,92.53,2.57,9.73,7.2,6.58,0.0,17.98,77.91,,,,141.0,Moderate
+Thiruvananthapuram,2019-01-11,63.93,99.11,2.49,8.32,6.46,6.82,0.0,35.33,83.38,,,,127.0,Moderate
+Thiruvananthapuram,2019-01-12,68.12,102.28,2.44,8.46,6.28,7.21,0.0,15.31,74.35,,,,126.0,Moderate
+Thiruvananthapuram,2019-01-13,60.71,95.19,2.49,6.38,5.42,6.49,0.0,24.64,76.74,,,,125.0,Moderate
+Thiruvananthapuram,2019-01-14,73.06,110.44,2.6,10.3,7.57,6.5,0.0,22.15,66.58,,,,131.0,Moderate
+Thiruvananthapuram,2019-01-15,70.43,105.47,2.58,8.18,6.35,6.13,0.01,19.25,69.94,,,,132.0,Moderate
+Thiruvananthapuram,2019-01-16,76.85,116.02,2.42,10.76,7.56,6.01,0.0,21.95,84.14,,,,160.0,Moderate
+Thiruvananthapuram,2019-01-17,62.24,97.88,2.51,9.23,6.9,5.91,0.0,17.06,81.37,,,,147.0,Moderate
+Thiruvananthapuram,2019-01-18,76.8,118.3,2.84,13.28,9.25,6.54,0.06,15.24,74.07,,,,126.0,Moderate
+Thiruvananthapuram,2019-01-19,76.27,112.76,2.54,9.91,7.2,6.32,0.02,22.8,88.77,,,,164.0,Moderate
+Thiruvananthapuram,2019-01-20,82.99,120.86,2.23,10.97,7.54,6.77,0.36,20.22,81.16,,,,159.0,Moderate
+Thiruvananthapuram,2019-01-21,79.17,114.98,1.12,17.3,9.89,6.31,1.11,13.38,51.39,,,,176.0,Moderate
+Thiruvananthapuram,2019-01-22,61.19,95.33,1.13,14.36,8.29,6.86,0.93,10.14,68.24,,,,132.0,Moderate
+Thiruvananthapuram,2019-01-23,70.86,107.83,1.02,12.85,7.6,7.58,0.87,7.48,81.49,,,,135.0,Moderate
+Thiruvananthapuram,2019-01-24,73.6,108.97,1.08,11.71,6.94,7.53,0.95,8.5,77.46,,,,164.0,Moderate
+Thiruvananthapuram,2019-01-25,59.53,90.38,0.97,10.75,6.32,6.56,0.97,6.37,71.51,,,,121.0,Moderate
+Thiruvananthapuram,2019-01-26,52.82,81.14,0.93,8.6,5.33,5.76,0.81,5.02,64.39,,,,95.0,Satisfactory
+Thiruvananthapuram,2019-01-27,40.59,72.21,0.92,5.78,3.82,4.97,0.6,2.44,74.93,,,,94.0,Satisfactory
+Thiruvananthapuram,2019-01-28,41.14,72.15,0.99,7.31,4.58,4.61,0.71,4.7,71.42,,,,94.0,Satisfactory
+Thiruvananthapuram,2019-01-29,34.56,59.82,0.97,7.12,4.43,4.19,0.69,4.24,64.37,,,,100.0,Satisfactory
+Thiruvananthapuram,2019-01-30,39.99,67.14,0.95,8.55,5.3,4.53,0.76,4.75,69.67,,,,90.0,Satisfactory
+Thiruvananthapuram,2019-01-31,39.49,65.93,0.95,8.46,5.22,4.35,0.69,8.99,91.71,,,,118.0,Moderate
+Thiruvananthapuram,2019-02-01,40.29,71.48,0.95,8.31,5.06,4.72,0.68,8.87,86.53,,,,119.0,Moderate
+Thiruvananthapuram,2019-02-02,48.82,79.06,0.99,9.97,5.9,5.23,0.84,7.74,71.97,,,,107.0,Moderate
+Thiruvananthapuram,2019-02-03,39.42,64.31,0.96,6.61,4.22,5.43,0.67,4.04,67.59,,,,92.0,Satisfactory
+Thiruvananthapuram,2019-02-04,46.75,74.89,0.93,10.87,6.31,5.26,0.92,7.43,58.98,,,,82.0,Satisfactory
+Thiruvananthapuram,2019-02-05,42.5,69.57,1.21,10.77,6.4,4.72,0.93,4.78,58.86,,,,81.0,Satisfactory
+Thiruvananthapuram,2019-02-06,37.67,57.39,1.0,8.61,5.22,5.47,0.85,2.12,58.54,,,,86.0,Satisfactory
+Thiruvananthapuram,2019-02-07,46.17,72.17,1.03,8.5,5.31,5.5,0.75,7.82,64.32,,,,88.0,Satisfactory
+Thiruvananthapuram,2019-02-08,56.66,85.64,0.98,9.75,5.86,5.82,0.89,7.24,69.29,,,,110.0,Moderate
+Thiruvananthapuram,2019-02-09,56.59,85.04,0.96,7.65,4.78,5.5,0.81,5.03,62.04,,,,104.0,Moderate
+Thiruvananthapuram,2019-02-10,37.03,59.82,1.01,8.72,5.33,4.39,0.78,16.43,42.33,,,,76.0,Satisfactory
+Thiruvananthapuram,2019-02-11,32.65,60.12,0.9,9.33,5.5,4.81,0.85,5.14,46.91,,,,71.0,Satisfactory
+Thiruvananthapuram,2019-02-12,36.0,64.67,0.9,10.87,6.22,4.85,0.86,1.96,51.21,,,,78.0,Satisfactory
+Thiruvananthapuram,2019-02-13,38.32,73.93,1.08,11.0,6.33,5.02,0.86,2.77,71.82,,,,96.0,Satisfactory
+Thiruvananthapuram,2019-02-14,45.27,82.9,0.87,9.2,5.41,5.67,0.84,5.15,61.49,,,,91.0,Satisfactory
+Thiruvananthapuram,2019-02-15,44.81,78.98,0.98,8.54,5.27,5.2,0.84,6.64,71.49,,,,98.0,Satisfactory
+Thiruvananthapuram,2019-02-16,36.43,65.73,0.9,6.59,4.18,4.68,0.73,7.9,69.86,,,,96.0,Satisfactory
+Thiruvananthapuram,2019-02-17,32.9,64.89,0.93,5.37,3.61,4.33,0.67,2.44,53.57,,,,78.0,Satisfactory
+Thiruvananthapuram,2019-02-18,31.41,61.82,0.92,6.46,4.06,3.91,0.66,2.23,60.2,,,,80.0,Satisfactory
+Thiruvananthapuram,2019-02-19,27.75,57.21,0.91,5.33,3.42,4.3,0.67,1.86,51.1,,,,65.0,Satisfactory
+Thiruvananthapuram,2019-02-20,35.35,67.65,0.92,5.28,3.52,4.45,0.67,6.33,54.39,,,,77.0,Satisfactory
+Thiruvananthapuram,2019-02-21,22.44,50.94,0.99,6.19,3.95,4.44,0.59,6.93,64.79,,,,79.0,Satisfactory
+Thiruvananthapuram,2019-02-22,23.74,54.29,1.02,7.86,4.75,4.71,0.68,5.78,58.99,,,,78.0,Satisfactory
+Thiruvananthapuram,2019-02-23,28.5,60.73,0.95,6.58,4.19,4.82,0.55,3.81,71.74,,,,90.0,Satisfactory
+Thiruvananthapuram,2019-02-24,27.97,58.6,0.91,6.03,3.88,4.69,0.56,3.62,74.11,,,,104.0,Moderate
+Thiruvananthapuram,2019-02-25,37.34,68.04,0.9,7.22,4.44,4.76,0.69,5.49,69.58,,,,95.0,Satisfactory
+Thiruvananthapuram,2019-02-26,40.97,68.32,0.91,5.93,3.88,4.44,0.65,3.18,66.22,,,,93.0,Satisfactory
+Thiruvananthapuram,2019-02-27,33.72,67.47,0.92,5.64,3.63,3.95,0.63,2.09,60.65,,,,78.0,Satisfactory
+Thiruvananthapuram,2019-02-28,31.09,74.96,0.89,5.82,3.74,3.61,0.67,2.03,59.96,,,,84.0,Satisfactory
+Thiruvananthapuram,2019-03-01,31.38,88.46,1.02,5.44,3.69,3.45,0.58,4.06,67.86,,,,88.0,Satisfactory
+Thiruvananthapuram,2019-03-02,30.46,68.2,0.96,6.55,4.11,3.45,0.74,3.83,60.34,,,,90.0,Satisfactory
+Thiruvananthapuram,2019-03-03,35.12,63.12,0.97,4.7,3.29,3.32,0.64,3.72,63.59,,,,85.0,Satisfactory
+Thiruvananthapuram,2019-03-04,44.45,69.4,0.8,5.6,3.57,3.29,0.76,5.66,62.83,,,,86.0,Satisfactory
+Thiruvananthapuram,2019-03-05,21.33,58.71,0.9,4.75,3.16,3.1,0.62,1.49,57.22,,,,80.0,Satisfactory
+Thiruvananthapuram,2019-03-06,19.0,67.2,0.92,4.76,3.24,2.87,0.57,1.92,49.41,,,,66.0,Satisfactory
+Thiruvananthapuram,2019-03-07,58.12,178.24,0.77,5.66,3.52,2.87,0.65,5.76,58.6,,,,116.0,Moderate
+Thiruvananthapuram,2019-03-08,40.41,126.39,0.93,6.05,3.82,3.11,0.68,5.13,48.91,,,,137.0,Moderate
+Thiruvananthapuram,2019-03-09,29.82,86.59,0.9,4.32,2.99,3.58,0.65,1.27,59.11,,,,106.0,Moderate
+Thiruvananthapuram,2019-03-10,26.06,60.76,0.91,4.95,3.31,3.77,0.66,4.36,61.11,,,,83.0,Satisfactory
+Thiruvananthapuram,2019-03-11,29.97,70.94,0.9,5.95,3.73,3.76,0.75,9.61,56.11,,,,77.0,Satisfactory
+Thiruvananthapuram,2019-03-12,36.67,72.46,0.93,5.46,3.63,3.58,0.66,3.83,64.88,,,,99.0,Satisfactory
+Thiruvananthapuram,2019-03-13,48.85,96.27,0.86,8.47,5.07,4.01,0.83,4.84,94.17,,,,74.0,Satisfactory
+Thiruvananthapuram,2019-03-14,42.82,87.99,0.88,5.53,3.65,3.63,0.74,3.08,67.26,,,,142.0,Moderate
+Thiruvananthapuram,2019-03-15,39.88,85.38,1.05,8.76,5.31,4.57,0.86,4.17,97.28,,,,88.0,Satisfactory
+Thiruvananthapuram,2019-03-16,44.04,88.36,0.95,7.15,4.39,4.09,0.83,5.28,66.07,,,,94.0,Satisfactory
+Thiruvananthapuram,2019-03-17,46.07,87.18,0.87,5.94,3.76,3.79,0.81,4.1,69.55,,,,101.0,Moderate
+Thiruvananthapuram,2019-03-18,35.14,72.39,0.84,6.12,3.87,3.55,0.83,6.37,58.82,,,,88.0,Satisfactory
+Thiruvananthapuram,2019-03-19,33.45,65.23,0.93,7.64,4.4,3.32,0.89,7.03,48.67,,,,80.0,Satisfactory
+Thiruvananthapuram,2019-03-20,31.39,62.21,0.89,7.05,4.35,3.41,0.89,7.4,45.72,,,,69.0,Satisfactory
+Thiruvananthapuram,2019-03-21,30.52,59.9,0.91,6.56,4.13,3.62,0.85,7.34,58.3,,,,79.0,Satisfactory
+Thiruvananthapuram,2019-03-22,32.33,61.19,0.9,6.83,4.27,3.95,0.86,4.13,67.81,,,,94.0,Satisfactory
+Thiruvananthapuram,2019-03-23,32.25,64.78,0.82,5.21,3.36,4.26,0.8,2.66,65.11,,,,81.0,Satisfactory
+Thiruvananthapuram,2019-03-24,28.49,59.02,0.77,4.06,2.77,3.73,0.7,2.74,63.12,,,,80.0,Satisfactory
+Thiruvananthapuram,2019-03-25,32.02,65.3,0.91,6.34,3.99,3.39,0.86,2.6,55.99,,,,79.0,Satisfactory
+Thiruvananthapuram,2019-03-26,30.55,67.23,0.87,4.85,3.23,2.96,0.72,3.36,56.69,,,,82.0,Satisfactory
+Thiruvananthapuram,2019-03-27,28.72,67.02,1.04,5.81,3.66,3.12,0.57,3.37,61.46,,,,89.0,Satisfactory
+Thiruvananthapuram,2019-03-28,35.69,75.77,0.91,6.38,3.93,3.27,0.81,2.35,47.74,,,,74.0,Satisfactory
+Thiruvananthapuram,2019-03-29,33.98,75.12,0.93,5.16,3.4,2.95,0.72,1.99,53.96,,,,79.0,Satisfactory
+Thiruvananthapuram,2019-03-30,34.94,85.28,0.88,4.84,3.09,2.84,0.84,1.17,50.38,,,,82.0,Satisfactory
+Thiruvananthapuram,2019-03-31,37.82,81.64,0.84,3.35,2.46,2.52,0.75,1.55,51.96,,,,86.0,Satisfactory
+Thiruvananthapuram,2019-04-01,39.22,79.24,0.9,4.18,2.96,2.57,0.82,1.44,47.12,,,,79.0,Satisfactory
+Thiruvananthapuram,2019-04-02,44.11,82.12,0.86,4.98,3.27,2.59,0.77,1.58,46.11,,,,80.0,Satisfactory
+Thiruvananthapuram,2019-04-03,40.78,81.81,0.88,4.95,3.31,2.6,0.74,2.69,49.93,,,,83.0,Satisfactory
+Thiruvananthapuram,2019-04-04,25.46,50.68,0.9,5.51,3.61,2.91,0.79,1.84,49.66,,,,74.0,Satisfactory
+Thiruvananthapuram,2019-04-05,19.34,44.72,1.02,6.03,3.64,2.55,0.74,5.9,42.11,,,,65.0,Satisfactory
+Thiruvananthapuram,2019-04-06,22.06,50.03,0.84,5.6,3.58,2.63,0.76,1.01,42.45,,,,61.0,Satisfactory
+Thiruvananthapuram,2019-04-07,29.36,66.82,0.83,3.86,2.69,3.2,0.63,1.28,51.91,,,,66.0,Satisfactory
+Thiruvananthapuram,2019-04-08,29.4,71.05,0.96,4.31,2.97,3.16,0.7,2.87,47.6,,,,69.0,Satisfactory
+Thiruvananthapuram,2019-04-09,29.84,67.66,0.87,4.12,2.82,2.95,0.84,1.95,49.38,,,,70.0,Satisfactory
+Thiruvananthapuram,2019-04-10,29.96,62.29,0.89,4.54,3.11,2.73,0.89,1.98,54.35,,,,68.0,Satisfactory
+Thiruvananthapuram,2019-04-11,27.02,59.77,0.78,3.83,2.65,2.6,0.85,1.15,58.07,,,,83.0,Satisfactory
+Thiruvananthapuram,2019-04-12,28.08,65.59,0.79,4.4,2.91,2.83,0.86,1.13,46.32,,,,68.0,Satisfactory
+Thiruvananthapuram,2019-04-13,29.0,60.17,2.7,5.62,3.22,2.97,0.86,1.02,49.61,,,,72.0,Satisfactory
+Thiruvananthapuram,2019-04-14,29.11,60.55,1.62,5.77,3.29,3.06,0.91,2.54,48.69,,,,72.0,Satisfactory
+Thiruvananthapuram,2019-04-15,27.8,54.56,1.62,5.62,3.22,3.05,0.88,2.66,45.55,,,,64.0,Satisfactory
+Thiruvananthapuram,2019-04-16,25.36,51.86,1.62,7.6,4.31,3.11,1.01,1.8,37.88,,,,65.0,Satisfactory
+Thiruvananthapuram,2019-04-17,27.7,56.55,1.56,6.93,3.7,2.87,0.94,1.79,39.21,,,,61.0,Satisfactory
+Thiruvananthapuram,2019-04-18,23.75,44.77,1.13,6.31,3.78,3.23,0.88,0.64,44.07,,,,66.0,Satisfactory
+Thiruvananthapuram,2019-04-19,19.82,42.03,1.48,5.74,3.32,3.13,0.96,0.63,44.89,,,,63.0,Satisfactory
+Thiruvananthapuram,2019-04-20,6.75,32.47,1.66,5.4,3.11,2.74,0.97,1.39,47.52,,,,65.0,Satisfactory
+Thiruvananthapuram,2019-04-21,,28.21,1.53,5.51,3.15,2.42,0.94,1.2,47.61,,,,70.0,Satisfactory
+Thiruvananthapuram,2019-04-22,20.85,41.85,2.03,5.2,3.03,3.2,0.95,1.41,52.09,,,,73.0,Satisfactory
+Thiruvananthapuram,2019-04-23,14.08,28.42,1.56,5.06,2.94,3.5,0.72,1.59,60.65,,,,70.0,Satisfactory
+Thiruvananthapuram,2019-04-24,20.29,40.08,1.62,6.53,3.86,3.5,0.93,2.48,55.08,,,,79.0,Satisfactory
+Thiruvananthapuram,2019-04-25,22.56,44.12,1.54,6.67,3.76,3.22,0.82,4.42,53.82,,,,70.0,Satisfactory
+Thiruvananthapuram,2019-04-26,23.4,53.12,1.09,5.21,3.25,3.13,0.89,2.4,55.52,,,,69.0,Satisfactory
+Thiruvananthapuram,2019-04-27,24.68,59.62,1.2,8.44,4.88,3.11,1.04,0.78,44.53,,,,69.0,Satisfactory
+Thiruvananthapuram,2019-04-28,24.35,59.02,1.5,4.8,2.83,2.88,0.98,3.05,39.2,,,,64.0,Satisfactory
+Thiruvananthapuram,2019-04-29,23.93,56.52,1.06,5.78,12.73,2.8,0.89,2.75,47.45,,,,70.0,Satisfactory
+Thiruvananthapuram,2019-04-30,21.05,49.07,1.53,6.15,3.47,2.65,1.03,2.96,55.71,,,,70.0,Satisfactory
+Thiruvananthapuram,2019-05-01,20.83,49.94,1.48,4.25,2.87,2.69,0.93,2.37,51.43,,,,78.0,Satisfactory
+Thiruvananthapuram,2019-05-02,31.21,87.96,1.01,4.94,12.15,2.63,1.09,3.95,38.65,,,,76.0,Satisfactory
+Thiruvananthapuram,2019-05-03,34.33,103.25,1.65,6.93,3.83,2.47,1.02,2.85,41.05,,,,100.0,Satisfactory
+Thiruvananthapuram,2019-05-04,33.84,100.42,1.84,5.31,3.06,2.45,0.88,3.69,46.24,,,,102.0,Moderate
+Thiruvananthapuram,2019-05-05,29.95,97.18,1.62,3.39,2.38,2.48,0.8,3.27,47.52,,,,96.0,Satisfactory
+Thiruvananthapuram,2019-05-06,35.81,110.95,2.05,5.26,2.91,2.68,1.04,3.35,42.12,,,,105.0,Moderate
+Thiruvananthapuram,2019-05-07,28.5,88.32,2.11,3.87,2.66,2.6,1.02,3.25,34.79,,,,100.0,Satisfactory
+Thiruvananthapuram,2019-05-08,24.2,67.7,1.2,4.36,6.91,2.36,0.98,2.34,33.48,,,,76.0,Satisfactory
+Thiruvananthapuram,2019-05-09,22.41,64.57,1.45,5.45,3.09,2.47,0.84,2.03,39.01,,,,66.0,Satisfactory
+Thiruvananthapuram,2019-05-10,21.15,56.44,2.38,5.88,3.3,2.4,0.87,2.32,48.23,,,,64.0,Satisfactory
+Thiruvananthapuram,2019-05-11,19.17,54.42,1.41,5.04,2.85,2.59,0.82,1.81,40.41,,,,59.0,Satisfactory
+Thiruvananthapuram,2019-05-12,17.72,48.58,1.38,4.43,2.55,2.53,0.78,2.31,45.35,,,,69.0,Satisfactory
+Thiruvananthapuram,2019-05-13,15.1,44.81,1.09,3.33,7.04,2.33,0.87,1.96,32.67,,,,59.0,Satisfactory
+Thiruvananthapuram,2019-05-14,15.51,44.75,1.44,4.64,2.68,2.35,0.95,1.44,33.63,,,,59.0,Satisfactory
+Thiruvananthapuram,2019-05-15,15.45,45.92,1.37,4.66,2.7,2.38,1.31,3.05,36.62,,,,82.0,Satisfactory
+Thiruvananthapuram,2019-05-16,20.14,58.16,1.52,3.65,6.45,2.28,2.44,4.11,40.85,,,,112.0,Moderate
+Thiruvananthapuram,2019-05-17,22.57,65.88,1.48,4.94,2.81,2.28,3.31,4.11,32.72,,,,121.0,Moderate
+Thiruvananthapuram,2019-05-18,22.07,55.7,0.99,3.56,7.8,1.99,2.02,3.04,47.85,,,,111.0,Moderate
+Thiruvananthapuram,2019-05-19,15.62,46.85,1.41,4.06,2.29,1.84,0.64,6.34,39.76,,,,54.0,Satisfactory
+Thiruvananthapuram,2019-05-20,27.99,62.22,1.99,6.66,3.96,1.97,0.81,3.95,29.81,,,,54.0,Satisfactory
+Thiruvananthapuram,2019-05-21,31.07,72.77,1.24,5.52,3.06,1.99,0.72,4.4,36.36,,,,71.0,Satisfactory
+Thiruvananthapuram,2019-05-22,26.95,64.09,1.66,6.85,3.94,1.8,0.68,3.89,38.44,,,,67.0,Satisfactory
+Thiruvananthapuram,2019-05-23,19.94,51.78,0.89,4.18,2.38,1.82,0.67,5.65,28.39,,,,59.0,Satisfactory
+Thiruvananthapuram,2019-05-24,15.06,31.31,0.62,5.71,2.83,2.07,0.38,5.51,31.63,,,,54.0,Satisfactory
+Thiruvananthapuram,2019-05-25,9.71,29.58,0.71,12.1,6.97,1.79,0.64,2.22,39.82,,,,62.0,Satisfactory
+Thiruvananthapuram,2019-05-26,12.44,34.61,1.1,4.36,2.5,1.67,0.5,1.25,37.65,,,,50.0,Good
+Thiruvananthapuram,2019-05-27,17.4,52.68,1.19,4.78,2.72,1.85,0.55,1.47,32.51,,,,44.0,Good
+Thiruvananthapuram,2019-05-28,29.1,77.25,1.19,4.62,2.56,1.8,0.54,2.62,28.04,,,,66.0,Satisfactory
+Thiruvananthapuram,2019-05-29,27.92,76.55,0.84,3.13,2.05,1.64,0.55,2.02,39.68,,,,84.0,Satisfactory
+Thiruvananthapuram,2019-05-30,25.3,78.76,1.32,4.33,2.43,1.57,0.68,0.83,38.47,,,,68.0,Satisfactory
+Thiruvananthapuram,2019-05-31,20.1,49.86,1.38,4.67,2.58,1.56,0.62,1.22,32.62,,,,70.0,Satisfactory
+Thiruvananthapuram,2019-06-01,22.08,54.8,0.87,2.76,1.86,1.63,0.62,2.22,30.08,,,,57.0,Satisfactory
+Thiruvananthapuram,2019-06-02,13.33,35.77,0.55,2.43,1.74,1.4,0.46,1.6,21.26,,,,49.0,Good
+Thiruvananthapuram,2019-06-03,10.7,37.15,0.5,4.86,2.89,6.29,0.76,1.58,37.03,,,,,
+Thiruvananthapuram,2019-06-04,9.27,29.82,1.1,4.09,2.39,2.4,0.65,1.38,35.1,,,,44.0,Good
+Thiruvananthapuram,2019-06-05,10.76,27.21,1.02,3.46,1.99,1.99,0.59,1.02,36.69,,,,52.0,Satisfactory
+Thiruvananthapuram,2019-06-06,19.83,45.83,0.76,5.01,2.75,1.71,0.77,2.91,28.36,,,,47.0,Good
+Thiruvananthapuram,2019-06-07,13.93,33.76,0.99,4.5,2.43,1.48,0.74,1.74,29.83,,,,60.0,Satisfactory
+Thiruvananthapuram,2019-06-08,6.51,25.46,1.22,4.26,2.35,1.3,0.71,1.44,33.93,,,,51.0,Satisfactory
+Thiruvananthapuram,2019-06-09,7.83,24.78,0.92,3.12,1.84,1.29,0.56,2.03,27.8,,,,44.0,Good
+Thiruvananthapuram,2019-06-10,9.9,23.83,1.28,4.48,2.44,1.29,0.55,2.22,33.91,,,,53.0,Satisfactory
+Thiruvananthapuram,2019-06-11,,,,,,,,,,,,,39.0,Good
+Thiruvananthapuram,2019-06-12,,,,,,,,,,,,,,
+Thiruvananthapuram,2019-06-13,,,,,,,,,,,,,,
+Thiruvananthapuram,2019-06-14,,,,,,,,,,,,,,
+Thiruvananthapuram,2019-06-15,,,,,,,,,,,,,,
+Thiruvananthapuram,2019-06-16,,,,,,,,,,,,,,
+Thiruvananthapuram,2019-06-17,,,,,,,,,,,,,,
+Thiruvananthapuram,2019-06-18,11.16,56.09,0.76,2.57,1.34,5.3,0.0,4.81,16.36,,,,,
+Thiruvananthapuram,2019-06-19,10.26,47.92,1.07,2.21,8.95,10.74,0.08,1.77,14.52,,,,50.0,Good
+Thiruvananthapuram,2019-06-20,5.75,22.78,0.66,1.35,1.15,9.82,0.43,2.28,21.71,,,,51.0,Satisfactory
+Thiruvananthapuram,2019-06-21,,,0.71,1.58,1.18,8.03,0.48,2.38,17.01,,,,,
+Thiruvananthapuram,2019-06-22,,,0.67,2.07,1.54,7.02,0.81,1.64,14.46,,,,,
+Thiruvananthapuram,2019-06-23,,,0.56,1.5,1.2,6.0,0.47,3.02,15.43,,,,,
+Thiruvananthapuram,2019-06-24,,,0.56,1.88,1.41,5.98,0.67,2.45,14.23,,,,,
+Thiruvananthapuram,2019-06-25,26.0,57.36,0.48,1.89,1.33,5.47,0.65,1.21,14.2,,,,,
+Thiruvananthapuram,2019-06-26,23.62,55.51,0.72,2.15,8.74,6.04,0.65,2.4,13.52,,,,55.0,Satisfactory
+Thiruvananthapuram,2019-06-27,13.04,50.75,1.44,2.32,5.42,6.75,0.63,0.65,14.73,,,,53.0,Satisfactory
+Thiruvananthapuram,2019-06-28,13.43,45.05,1.01,2.24,5.93,6.06,0.58,0.95,14.21,,,,48.0,Good
+Thiruvananthapuram,2019-06-29,17.03,46.9,1.1,3.08,9.72,6.12,0.68,2.32,14.87,,,,49.0,Good
+Thiruvananthapuram,2019-06-30,8.74,40.2,1.62,2.69,9.83,5.96,0.6,2.39,14.65,,,,46.0,Good
+Thiruvananthapuram,2019-07-01,9.89,36.12,1.81,2.32,10.09,5.6,0.77,0.94,15.03,,,,48.0,Good
+Thiruvananthapuram,2019-07-02,11.09,43.52,1.54,3.27,9.76,4.98,0.79,1.68,15.31,,,,46.0,Good
+Thiruvananthapuram,2019-07-03,12.48,34.86,1.57,3.29,15.43,5.57,0.82,0.65,17.14,,,,50.0,Good
+Thiruvananthapuram,2019-07-04,6.33,27.34,1.09,3.63,11.09,5.24,0.63,1.64,21.12,,,,88.0,Satisfactory
+Thiruvananthapuram,2019-07-05,11.48,38.57,0.95,3.32,11.1,3.27,0.81,1.87,14.24,,,,52.0,Satisfactory
+Thiruvananthapuram,2019-07-06,15.2,49.52,0.97,3.42,11.24,3.23,0.78,1.69,16.23,,,,53.0,Satisfactory
+Thiruvananthapuram,2019-07-07,13.47,28.95,1.38,2.83,10.62,2.4,0.55,1.6,17.67,,,,41.0,Good
+Thiruvananthapuram,2019-07-08,8.94,26.17,0.98,2.21,16.66,2.78,0.62,1.26,17.75,,,,37.0,Good
+Thiruvananthapuram,2019-07-09,10.82,26.83,0.9,3.69,7.24,2.45,0.64,1.34,22.66,,,,53.0,Satisfactory
+Thiruvananthapuram,2019-07-10,11.84,33.66,0.88,4.49,7.65,2.32,0.68,0.41,23.55,,,,53.0,Satisfactory
+Thiruvananthapuram,2019-07-11,24.32,49.88,1.13,6.3,8.58,2.55,0.82,0.96,33.61,,,,62.0,Satisfactory
+Thiruvananthapuram,2019-07-12,23.27,50.61,0.88,5.22,8.03,2.19,0.77,1.54,23.15,,,,66.0,Satisfactory
+Thiruvananthapuram,2019-07-13,17.42,37.18,0.82,3.62,2.21,1.97,0.64,0.97,22.26,,,,45.0,Good
+Thiruvananthapuram,2019-07-14,10.78,27.74,0.74,2.95,11.58,1.92,0.57,1.66,24.72,,,,44.0,Good
+Thiruvananthapuram,2019-07-15,9.3,26.98,0.85,3.48,11.78,1.68,0.61,1.31,26.31,,,,50.0,Good
+Thiruvananthapuram,2019-07-16,10.93,29.01,1.09,3.86,12.46,1.51,0.64,0.77,28.26,,,,70.0,Satisfactory
+Thiruvananthapuram,2019-07-17,8.52,29.39,1.18,4.25,2.36,1.48,0.73,1.97,25.37,,,,55.0,Satisfactory
+Thiruvananthapuram,2019-07-18,4.25,21.07,0.79,3.55,1.93,1.5,0.56,0.9,26.2,,,,49.0,Good
+Thiruvananthapuram,2019-07-19,7.19,17.91,1.05,3.88,2.14,1.78,0.42,1.96,24.33,,,,41.0,Good
+Thiruvananthapuram,2019-07-20,7.22,21.05,1.03,3.01,1.76,1.78,0.33,0.86,28.29,,,,49.0,Good
+Thiruvananthapuram,2019-07-21,6.05,16.86,1.09,2.19,11.27,1.72,0.42,0.71,29.51,,,,43.0,Good
+Thiruvananthapuram,2019-07-22,7.62,21.08,0.86,3.24,1.84,1.84,0.57,1.03,29.77,,,,52.0,Satisfactory
+Thiruvananthapuram,2019-07-23,10.07,26.21,1.0,3.39,1.92,1.69,0.56,0.89,34.61,,,,51.0,Satisfactory
+Thiruvananthapuram,2019-07-24,13.25,29.58,0.72,3.99,2.24,1.71,0.7,1.33,31.47,,,,55.0,Satisfactory
+Thiruvananthapuram,2019-07-25,17.72,39.38,0.63,3.92,2.11,1.77,0.77,1.1,25.1,,,,52.0,Satisfactory
+Thiruvananthapuram,2019-07-26,12.16,35.43,1.0,4.98,2.75,1.74,0.88,2.38,24.0,,,,57.0,Satisfactory
+Thiruvananthapuram,2019-07-27,19.32,43.83,0.94,5.0,7.81,1.74,0.96,0.68,25.25,,,,61.0,Satisfactory
+Thiruvananthapuram,2019-07-28,14.56,44.4,0.92,3.32,11.82,1.61,0.92,0.42,23.69,,,,56.0,Satisfactory
+Thiruvananthapuram,2019-07-29,12.96,39.89,0.73,3.99,7.08,1.55,1.12,1.3,21.95,,,,70.0,Satisfactory
+Thiruvananthapuram,2019-07-30,10.63,35.98,0.96,3.76,2.11,1.53,1.67,1.23,20.01,,,,78.0,Satisfactory
+Thiruvananthapuram,2019-07-31,11.22,31.15,0.85,2.88,6.8,1.54,2.74,1.5,20.06,,,,139.0,Moderate
+Thiruvananthapuram,2019-08-01,15.15,33.9,1.14,3.61,2.02,1.51,0.68,0.44,22.94,,,,46.0,Good
+Thiruvananthapuram,2019-08-02,9.24,45.88,0.92,3.85,2.21,1.21,0.77,1.72,22.3,,,,54.0,Satisfactory
+Thiruvananthapuram,2019-08-03,13.06,44.31,0.94,3.9,11.36,1.54,0.83,0.59,19.2,,,,56.0,Satisfactory
+Thiruvananthapuram,2019-08-04,11.41,38.04,0.85,2.71,1.67,1.5,0.65,1.09,18.84,,,,45.0,Good
+Thiruvananthapuram,2019-08-05,14.64,48.38,1.11,2.87,1.59,1.37,0.67,1.07,21.47,,,,55.0,Satisfactory
+Thiruvananthapuram,2019-08-06,10.62,34.72,1.02,2.93,6.77,1.55,0.68,1.87,20.78,,,,52.0,Satisfactory
+Thiruvananthapuram,2019-08-07,9.83,27.68,0.75,3.28,1.95,1.54,0.68,1.32,22.28,,,,55.0,Satisfactory
+Thiruvananthapuram,2019-08-08,8.62,29.48,1.31,3.81,2.03,1.81,0.68,1.93,24.38,,,,90.0,Satisfactory
+Thiruvananthapuram,2019-08-09,8.51,23.3,0.9,4.02,7.36,1.79,0.72,1.89,23.87,,,,53.0,Satisfactory
+Thiruvananthapuram,2019-08-10,4.8,16.95,1.08,3.29,1.97,1.89,0.51,0.71,31.41,,,,59.0,Satisfactory
+Thiruvananthapuram,2019-08-11,4.44,14.72,0.9,2.34,1.32,2.01,0.39,0.89,30.75,,,,45.0,Good
+Thiruvananthapuram,2019-08-12,5.56,17.06,0.89,2.29,1.51,2.14,0.45,0.94,31.66,,,,43.0,Good
+Thiruvananthapuram,2019-08-13,9.0,21.22,1.03,3.85,2.12,1.85,0.59,2.11,30.56,,,,54.0,Satisfactory
+Thiruvananthapuram,2019-08-14,7.9,24.9,0.91,3.94,2.19,1.64,0.63,1.13,31.87,,,,50.0,Good
+Thiruvananthapuram,2019-08-15,15.08,33.7,0.93,3.66,2.28,1.82,0.6,2.15,33.88,,,,51.0,Satisfactory
+Thiruvananthapuram,2019-08-16,10.74,28.25,0.91,3.35,1.9,1.8,0.63,0.95,28.9,,,,51.0,Satisfactory
+Thiruvananthapuram,2019-08-17,21.0,40.48,0.96,5.03,2.75,1.55,0.81,1.17,24.18,,,,52.0,Satisfactory
+Thiruvananthapuram,2019-08-18,21.45,42.58,0.86,3.74,2.15,1.64,0.72,0.55,26.49,,,,52.0,Satisfactory
+Thiruvananthapuram,2019-08-19,19.93,39.9,0.97,4.98,2.78,1.49,0.74,1.43,27.55,,,,51.0,Satisfactory
+Thiruvananthapuram,2019-08-20,20.37,38.29,0.85,4.17,2.35,1.54,0.72,1.08,21.62,,,,48.0,Good
+Thiruvananthapuram,2019-08-21,13.58,31.07,0.73,3.64,2.15,1.44,0.67,1.36,19.92,,,,42.0,Good
+Thiruvananthapuram,2019-08-22,8.02,23.18,1.37,4.01,2.12,1.44,0.7,0.73,22.72,,,,48.0,Good
+Thiruvananthapuram,2019-08-23,7.98,22.64,0.84,3.03,6.66,1.66,0.63,1.57,26.12,,,,45.0,Good
+Thiruvananthapuram,2019-08-24,12.11,30.07,1.16,3.65,2.08,1.65,0.64,1.79,30.67,,,,49.0,Good
+Thiruvananthapuram,2019-08-25,6.82,21.39,1.11,3.12,1.81,1.7,0.59,1.36,31.24,,,,50.0,Good
+Thiruvananthapuram,2019-08-26,6.9,18.76,1.22,3.35,1.96,1.52,0.71,2.02,26.6,,,,51.0,Satisfactory
+Thiruvananthapuram,2019-08-27,9.75,21.27,0.9,3.98,2.09,1.42,0.7,1.65,30.35,,,,53.0,Satisfactory
+Thiruvananthapuram,2019-08-28,27.82,23.28,0.9,3.75,2.15,1.31,0.7,1.05,27.47,,,,58.0,Satisfactory
+Thiruvananthapuram,2019-08-29,15.48,31.92,0.92,3.61,2.06,1.33,0.67,1.29,26.61,,,,48.0,Good
+Thiruvananthapuram,2019-08-30,14.76,30.21,0.87,3.96,2.13,1.47,0.72,1.23,26.98,,,,55.0,Satisfactory
+Thiruvananthapuram,2019-08-31,13.65,39.05,0.88,3.86,11.85,1.33,0.66,1.34,19.78,,,,47.0,Good
+Thiruvananthapuram,2019-09-01,10.55,28.91,0.88,2.97,1.79,1.24,0.68,1.38,18.16,,,,44.0,Good
+Thiruvananthapuram,2019-09-02,9.84,26.69,1.11,3.51,1.94,1.27,0.81,1.03,16.1,,,,51.0,Satisfactory
+Thiruvananthapuram,2019-09-03,11.17,27.66,0.97,3.32,1.95,1.23,0.84,1.21,15.35,,,,59.0,Satisfactory
+Thiruvananthapuram,2019-09-04,15.35,23.82,0.96,3.68,2.0,1.02,0.77,0.99,16.2,,,,52.0,Satisfactory
+Thiruvananthapuram,2019-09-05,11.81,21.87,1.21,3.52,2.07,1.2,0.81,0.61,12.12,,,,55.0,Satisfactory
+Thiruvananthapuram,2019-09-06,9.23,19.67,0.94,3.35,1.91,1.07,0.78,1.81,13.47,,,,53.0,Satisfactory
+Thiruvananthapuram,2019-09-07,13.71,27.82,0.89,4.12,7.48,1.04,0.82,2.75,15.58,,,,58.0,Satisfactory
+Thiruvananthapuram,2019-09-08,12.5,29.74,0.75,3.08,1.83,1.16,0.77,1.04,17.62,,,,54.0,Satisfactory
+Thiruvananthapuram,2019-09-09,14.83,30.69,0.77,2.7,1.62,1.27,0.8,1.22,15.78,,,,52.0,Satisfactory
+Thiruvananthapuram,2019-09-10,11.86,27.14,0.77,2.66,1.56,1.39,0.7,1.33,24.46,,,,48.0,Good
+Thiruvananthapuram,2019-09-11,13.06,28.23,0.54,1.42,1.2,1.4,0.67,0.58,20.23,,,,44.0,Good
+Thiruvananthapuram,2019-09-12,13.16,31.68,0.58,3.78,2.4,1.33,0.92,0.96,22.44,,,,,
+Thiruvananthapuram,2019-09-13,17.36,33.53,0.62,3.3,1.93,1.3,0.73,1.25,23.88,,,,46.0,Good
+Thiruvananthapuram,2019-09-14,14.02,30.52,0.72,3.17,1.86,1.29,0.77,1.01,20.82,,,,49.0,Good
+Thiruvananthapuram,2019-09-15,13.42,29.57,0.96,3.34,1.92,1.21,0.8,0.63,19.0,,,,53.0,Satisfactory
+Thiruvananthapuram,2019-09-16,19.32,32.68,1.02,3.66,2.05,1.16,0.87,0.89,23.53,,,,56.0,Satisfactory
+Thiruvananthapuram,2019-09-17,18.6,34.76,0.81,4.01,2.24,1.25,0.94,0.82,19.0,,,,57.0,Satisfactory
+Thiruvananthapuram,2019-09-18,9.92,22.19,1.08,3.57,1.95,1.24,0.85,1.09,19.97,,,,57.0,Satisfactory
+Thiruvananthapuram,2019-09-19,8.66,22.42,0.94,3.64,2.07,1.26,0.93,1.81,19.32,,,,58.0,Satisfactory
+Thiruvananthapuram,2019-09-20,17.5,33.56,0.96,3.44,2.03,1.41,0.88,1.0,20.32,,,,56.0,Satisfactory
+Thiruvananthapuram,2019-09-21,15.18,36.12,0.88,3.01,1.8,1.44,0.82,1.52,23.26,,,,51.0,Satisfactory
+Thiruvananthapuram,2019-09-22,11.18,33.91,0.78,3.16,1.84,1.43,0.84,1.12,20.47,,,,50.0,Good
+Thiruvananthapuram,2019-09-23,10.28,20.84,0.92,2.99,1.74,1.37,0.99,1.13,20.1,,,,58.0,Satisfactory
+Thiruvananthapuram,2019-09-24,4.78,22.3,1.43,3.09,1.95,1.16,1.13,2.08,20.74,,,,68.0,Satisfactory
+Thiruvananthapuram,2019-09-25,10.07,22.76,1.12,4.03,2.26,1.15,1.07,1.85,25.34,,,,74.0,Satisfactory
+Thiruvananthapuram,2019-09-26,13.82,26.74,1.07,4.22,2.49,1.17,1.24,1.98,26.03,,,,80.0,Satisfactory
+Thiruvananthapuram,2019-09-27,15.46,32.4,0.89,4.81,2.62,1.33,1.08,0.89,30.49,,,,78.0,Satisfactory
+Thiruvananthapuram,2019-09-28,18.97,33.81,0.96,3.63,2.09,1.51,1.01,0.64,36.42,,,,64.0,Satisfactory
+Thiruvananthapuram,2019-09-29,15.58,29.1,0.95,3.57,2.08,1.54,1.33,0.94,32.53,,,,76.0,Satisfactory
+Thiruvananthapuram,2019-09-30,10.55,20.95,1.32,3.72,2.14,1.63,3.04,1.31,29.58,,,,153.0,Moderate
+Thiruvananthapuram,2019-10-01,11.16,27.22,0.96,4.45,2.4,1.82,1.58,0.78,25.66,,,,109.0,Moderate
+Thiruvananthapuram,2019-10-02,16.49,30.45,0.77,3.69,2.17,1.83,0.89,1.17,36.25,,,,63.0,Satisfactory
+Thiruvananthapuram,2019-10-03,17.66,28.85,0.67,4.29,2.44,1.81,0.97,0.51,36.78,,,,63.0,Satisfactory
+Thiruvananthapuram,2019-10-04,15.35,31.23,0.84,4.26,2.39,1.86,0.9,0.75,32.22,,,,60.0,Satisfactory
+Thiruvananthapuram,2019-10-05,16.49,33.07,0.7,3.0,1.9,1.86,0.85,1.42,33.96,,,,56.0,Satisfactory
+Thiruvananthapuram,2019-10-06,13.44,28.23,0.81,3.25,1.93,1.72,0.75,1.79,36.08,,,,62.0,Satisfactory
+Thiruvananthapuram,2019-10-07,7.42,22.56,0.85,3.18,1.88,1.61,0.74,1.21,28.73,,,,48.0,Good
+Thiruvananthapuram,2019-10-08,7.99,19.94,0.64,3.36,1.94,1.84,0.7,0.89,37.35,,,,57.0,Satisfactory
+Thiruvananthapuram,2019-10-09,15.64,34.77,1.0,4.8,2.6,2.03,0.9,1.73,29.73,,,,55.0,Satisfactory
+Thiruvananthapuram,2019-10-10,18.4,33.61,0.98,4.23,2.42,2.02,0.84,0.95,40.39,,,,67.0,Satisfactory
+Thiruvananthapuram,2019-10-11,12.32,29.79,0.7,4.47,2.5,1.88,0.9,2.16,29.86,,,,58.0,Satisfactory
+Thiruvananthapuram,2019-10-12,8.51,28.76,0.94,4.36,7.54,1.57,0.97,1.38,13.35,,,,63.0,Satisfactory
+Thiruvananthapuram,2019-10-13,9.63,21.86,0.66,2.97,6.73,1.78,0.75,1.55,15.9,,,,54.0,Satisfactory
+Thiruvananthapuram,2019-10-14,17.32,28.23,0.85,4.47,2.49,3.24,0.95,1.04,14.38,,,,64.0,Satisfactory
+Thiruvananthapuram,2019-10-15,16.53,29.12,0.85,4.47,7.6,3.38,1.09,0.92,15.67,,,,67.0,Satisfactory
+Thiruvananthapuram,2019-10-16,17.68,33.51,1.04,4.57,2.55,2.64,1.07,1.93,21.96,,,,71.0,Satisfactory
+Thiruvananthapuram,2019-10-17,8.59,20.77,0.76,4.52,2.56,2.39,0.91,1.25,20.8,,,,56.0,Satisfactory
+Thiruvananthapuram,2019-10-18,27.8,23.21,0.77,3.85,2.23,1.9,0.94,1.18,18.36,,,,59.0,Satisfactory
+Thiruvananthapuram,2019-10-19,14.56,,0.94,3.87,2.21,1.85,0.96,0.95,25.87,,,,61.0,Satisfactory
+Thiruvananthapuram,2019-10-20,,13.9,0.85,3.4,2.04,1.73,0.81,0.68,28.29,,,,56.0,Satisfactory
+Thiruvananthapuram,2019-10-21,,16.67,0.88,3.28,1.9,2.3,0.81,1.21,25.61,,,,51.0,Satisfactory
+Thiruvananthapuram,2019-10-22,16.05,22.5,0.84,3.44,2.03,2.08,0.81,1.72,30.12,,,,60.0,Satisfactory
+Thiruvananthapuram,2019-10-23,8.03,21.1,1.09,4.11,2.38,1.98,0.91,1.43,26.67,,,,60.0,Satisfactory
+Thiruvananthapuram,2019-10-24,24.0,33.55,0.59,3.58,2.22,1.8,1.16,2.18,26.54,,,,72.0,Satisfactory
+Thiruvananthapuram,2019-10-25,41.09,37.78,0.65,3.14,2.04,1.66,1.0,0.73,25.26,,,,79.0,Satisfactory
+Thiruvananthapuram,2019-10-26,39.27,36.28,0.52,2.34,1.61,1.69,0.84,1.29,23.88,,,,58.0,Satisfactory
+Thiruvananthapuram,2019-10-27,30.64,42.3,0.53,2.52,1.74,1.62,0.85,1.58,27.95,,,,63.0,Satisfactory
+Thiruvananthapuram,2019-10-28,14.82,35.83,0.52,3.14,2.03,1.48,1.13,1.47,26.25,,,,69.0,Satisfactory
+Thiruvananthapuram,2019-10-29,18.2,33.99,0.52,2.43,1.65,1.35,1.02,1.11,27.21,,,,77.0,Satisfactory
+Thiruvananthapuram,2019-10-30,3.18,10.54,0.53,2.55,1.65,1.3,0.76,0.97,31.97,,,,68.0,Satisfactory
+Thiruvananthapuram,2019-10-31,7.75,12.23,0.63,2.88,1.93,1.3,0.82,1.07,39.53,,,,61.0,Satisfactory
+Thiruvananthapuram,2019-11-01,13.74,28.72,0.67,4.03,2.49,1.46,1.03,2.54,27.43,,,,62.0,Satisfactory
+Thiruvananthapuram,2019-11-02,22.02,37.35,0.58,3.87,2.47,1.55,1.04,5.44,30.05,,,,69.0,Satisfactory
+Thiruvananthapuram,2019-11-03,19.35,31.71,0.88,2.6,1.89,1.42,0.95,9.18,34.48,,,,60.0,Satisfactory
+Thiruvananthapuram,2019-11-04,17.01,27.28,0.93,2.92,2.11,1.6,0.92,9.53,36.96,,,,59.0,Satisfactory
+Thiruvananthapuram,2019-11-05,26.2,50.49,0.97,3.85,2.52,1.77,1.09,10.17,37.51,,,,66.0,Satisfactory
+Thiruvananthapuram,2019-11-06,21.36,50.81,0.92,3.98,2.57,1.97,1.1,9.44,41.04,,,,67.0,Satisfactory
+Thiruvananthapuram,2019-11-07,21.4,45.02,0.9,3.18,2.18,2.09,0.95,9.01,40.88,,,,65.0,Satisfactory
+Thiruvananthapuram,2019-11-08,19.01,47.27,0.96,3.47,2.26,2.61,1.08,8.21,32.8,,,,65.0,Satisfactory
+Thiruvananthapuram,2019-11-09,14.52,31.08,0.88,2.51,1.84,2.47,1.01,9.28,35.34,,,,64.0,Satisfactory
+Thiruvananthapuram,2019-11-10,9.64,30.39,0.94,2.16,1.68,2.38,1.02,8.68,32.36,,,,63.0,Satisfactory
+Thiruvananthapuram,2019-11-11,18.73,39.27,0.92,3.25,2.14,3.16,1.12,9.43,38.87,,,,69.0,Satisfactory
+Thiruvananthapuram,2019-11-12,21.32,49.25,0.92,4.56,2.93,4.71,1.26,8.44,34.03,,,,71.0,Satisfactory
+Thiruvananthapuram,2019-11-13,39.67,67.61,0.94,5.78,3.49,4.29,1.83,10.05,35.31,,,,95.0,Satisfactory
+Thiruvananthapuram,2019-11-14,28.95,56.88,1.09,5.87,3.35,3.38,3.71,9.64,28.46,,,,136.0,Moderate
+Thiruvananthapuram,2019-11-15,22.08,48.96,0.93,4.16,2.84,3.43,2.03,9.71,34.36,,,,111.0,Moderate
+Thiruvananthapuram,2019-11-16,21.53,35.95,0.57,3.55,2.18,2.77,4.11,9.91,24.68,,,,156.0,Moderate
+Thiruvananthapuram,2019-11-17,13.55,27.57,0.88,2.59,1.87,2.85,0.83,7.1,27.76,,,,61.0,Satisfactory
+Thiruvananthapuram,2019-11-18,30.45,51.91,0.52,4.45,2.53,2.67,1.06,7.93,31.24,,,,67.0,Satisfactory
+Thiruvananthapuram,2019-11-19,25.22,45.85,5.19,14.47,10.82,5.04,1.08,8.84,25.21,,,,72.0,Satisfactory
+Thiruvananthapuram,2019-11-20,22.23,43.29,10.09,17.41,17.46,12.84,1.01,9.3,28.4,,,,80.0,Satisfactory
+Thiruvananthapuram,2019-11-21,24.63,39.84,12.3,21.11,21.23,11.54,1.09,9.27,24.04,,,,71.0,Satisfactory
+Thiruvananthapuram,2019-11-22,16.2,35.35,10.12,21.44,19.49,11.82,1.12,9.61,27.77,,,,76.0,Satisfactory
+Thiruvananthapuram,2019-11-23,22.78,53.49,15.77,23.24,23.25,11.04,1.5,8.61,17.12,,,,91.0,Satisfactory
+Thiruvananthapuram,2019-11-24,19.88,49.09,8.13,18.38,16.26,11.36,1.13,9.27,32.53,,,,83.0,Satisfactory
+Thiruvananthapuram,2019-11-25,20.91,42.3,10.11,20.14,18.93,10.05,1.24,8.56,29.64,,,,76.0,Satisfactory
+Thiruvananthapuram,2019-11-26,23.36,47.81,12.82,26.13,24.32,11.06,1.32,9.23,33.3,,,,93.0,Satisfactory
+Thiruvananthapuram,2019-11-27,39.81,65.38,11.52,24.52,22.41,11.69,1.3,9.93,32.06,,,,83.0,Satisfactory
+Thiruvananthapuram,2019-11-28,22.79,40.69,12.94,21.22,21.79,10.36,1.2,8.17,29.61,,,,80.0,Satisfactory
+Thiruvananthapuram,2019-11-29,22.79,49.72,10.07,21.72,19.74,10.26,1.29,8.76,27.88,,,,82.0,Satisfactory
+Thiruvananthapuram,2019-11-30,11.23,25.41,11.01,20.93,20.08,7.95,1.1,7.86,22.96,,,,73.0,Satisfactory
+Thiruvananthapuram,2019-12-01,11.17,13.3,7.47,9.46,11.05,8.1,0.8,7.79,24.27,,,,61.0,Satisfactory
+Thiruvananthapuram,2019-12-02,16.88,31.62,10.56,16.98,17.62,8.71,1.12,8.27,27.85,,,,72.0,Satisfactory
+Thiruvananthapuram,2019-12-03,25.81,51.14,17.12,24.3,26.85,7.4,1.63,9.56,21.71,,,,90.0,Satisfactory
+Thiruvananthapuram,2019-12-04,27.99,52.39,17.56,23.43,26.66,8.48,1.47,8.54,26.59,,,,96.0,Satisfactory
+Thiruvananthapuram,2019-12-05,37.99,58.52,12.38,17.64,19.31,9.35,1.2,8.2,32.49,,,,88.0,Satisfactory
+Thiruvananthapuram,2019-12-06,32.3,58.0,8.9,18.07,16.84,10.18,1.14,8.98,58.08,,,,90.0,Satisfactory
+Thiruvananthapuram,2019-12-07,24.68,64.6,8.0,21.04,17.66,10.57,1.34,9.09,39.31,,,,90.0,Satisfactory
+Thiruvananthapuram,2019-12-08,17.82,39.35,8.27,14.82,14.57,9.93,1.16,8.48,40.55,,,,76.0,Satisfactory
+Thiruvananthapuram,2019-12-09,17.78,44.54,10.73,24.86,21.91,9.65,1.33,9.68,43.46,,,,79.0,Satisfactory
+Thiruvananthapuram,2019-12-10,27.24,57.7,10.02,23.66,20.7,11.18,1.33,9.46,45.3,,,,88.0,Satisfactory
+Thiruvananthapuram,2019-12-11,34.11,59.92,10.47,24.62,21.56,11.78,1.4,9.49,40.34,,,,91.0,Satisfactory
+Thiruvananthapuram,2019-12-12,27.66,49.24,9.75,23.7,20.5,11.67,1.4,9.24,42.26,,,,87.0,Satisfactory
+Thiruvananthapuram,2019-12-13,39.57,61.92,8.91,21.3,18.53,11.86,1.44,9.56,41.61,,,,91.0,Satisfactory
+Thiruvananthapuram,2019-12-14,17.89,42.06,8.57,14.27,14.52,9.53,1.3,8.33,32.31,,,,78.0,Satisfactory
+Thiruvananthapuram,2019-12-15,19.4,46.41,12.46,21.04,21.28,10.09,1.47,8.9,31.46,,,,88.0,Satisfactory
+Thiruvananthapuram,2019-12-16,32.25,63.77,12.38,26.23,23.97,10.36,1.56,11.62,40.86,,,,92.0,Satisfactory
+Thiruvananthapuram,2019-12-17,29.26,51.31,6.96,12.41,12.22,12.02,1.2,7.76,43.04,,,,80.0,Satisfactory
+Thiruvananthapuram,2019-12-18,34.5,66.25,8.7,30.54,23.3,11.91,1.49,11.15,47.89,,,,98.0,Satisfactory
+Thiruvananthapuram,2019-12-19,21.36,48.09,11.13,22.06,20.74,12.28,1.39,10.05,38.84,,,,90.0,Satisfactory
+Thiruvananthapuram,2019-12-20,29.94,57.02,10.27,24.17,21.16,12.42,1.56,9.48,29.93,,,,97.0,Satisfactory
+Thiruvananthapuram,2019-12-21,30.65,52.52,15.45,24.07,25.32,11.7,1.58,10.2,39.35,,,,102.0,Moderate
+Thiruvananthapuram,2019-12-22,38.11,63.31,9.09,21.6,18.84,12.0,1.53,9.74,46.2,,,,97.0,Satisfactory
+Thiruvananthapuram,2019-12-23,44.8,68.62,9.91,23.69,20.62,12.09,1.66,9.65,42.96,,,,96.0,Satisfactory
+Thiruvananthapuram,2019-12-24,51.96,80.62,19.87,29.92,32.04,12.66,1.94,9.43,38.6,,,,101.0,Moderate
+Thiruvananthapuram,2019-12-25,36.39,58.38,8.72,16.66,15.91,13.11,1.56,9.57,46.83,,,,99.0,Satisfactory
+Thiruvananthapuram,2019-12-26,12.52,38.64,8.87,16.21,15.81,11.92,1.59,9.48,47.93,,,,92.0,Satisfactory
+Thiruvananthapuram,2019-12-27,21.29,49.14,31.49,24.75,38.7,10.92,1.89,9.29,29.09,,,,103.0,Moderate
+Thiruvananthapuram,2019-12-28,32.54,62.85,16.91,29.29,28.18,14.12,1.63,8.58,37.06,,,,89.0,Satisfactory
+Thiruvananthapuram,2019-12-29,45.06,72.67,10.38,27.49,23.01,9.93,2.26,9.3,44.11,,,,110.0,Moderate
+Thiruvananthapuram,2019-12-30,44.74,73.72,10.75,27.32,23.22,9.58,1.94,8.64,43.56,,,,108.0,Moderate
+Thiruvananthapuram,2019-12-31,40.42,68.57,11.58,26.8,23.62,10.18,1.49,9.03,40.43,,,,92.0,Satisfactory
+Thiruvananthapuram,2020-01-01,35.96,65.09,9.66,23.08,20.09,12.88,1.41,10.15,42.93,,,,85.0,Satisfactory
+Thiruvananthapuram,2020-01-02,36.18,60.26,9.42,21.04,18.82,13.5,0.96,8.78,37.71,,,,70.0,Satisfactory
+Thiruvananthapuram,2020-01-03,39.12,65.79,12.86,24.75,23.57,14.34,0.76,8.87,34.07,,,,72.0,Satisfactory
+Thiruvananthapuram,2020-01-04,30.58,55.05,10.39,19.58,18.82,13.76,0.92,7.68,46.14,,,,78.0,Satisfactory
+Thiruvananthapuram,2020-01-05,27.03,43.67,8.19,17.5,15.92,13.76,0.85,8.36,43.66,,,,71.0,Satisfactory
+Thiruvananthapuram,2020-01-06,36.85,74.23,12.41,27.71,24.79,13.68,1.12,9.65,36.49,,,,75.0,Satisfactory
+Thiruvananthapuram,2020-01-07,30.37,59.51,14.76,30.16,28.0,11.43,1.12,9.47,35.13,,,,75.0,Satisfactory
+Thiruvananthapuram,2020-01-08,16.57,37.56,7.44,15.99,14.51,10.52,0.84,7.55,35.46,,,,73.0,Satisfactory
+Thiruvananthapuram,2020-01-09,31.99,57.01,11.33,23.64,21.74,10.42,0.99,8.15,40.21,,,,74.0,Satisfactory
+Thiruvananthapuram,2020-01-10,46.1,65.95,10.7,24.85,21.84,10.2,1.06,8.58,33.62,,,,82.0,Satisfactory
+Thiruvananthapuram,2020-01-11,35.23,55.43,11.59,30.0,25.34,10.54,1.01,9.89,46.81,,,,89.0,Satisfactory
+Thiruvananthapuram,2020-01-12,34.52,50.54,8.91,22.22,19.01,11.28,0.82,10.6,50.65,,,,83.0,Satisfactory
+Thiruvananthapuram,2020-01-13,45.18,72.0,9.89,26.77,22.24,13.4,0.97,9.13,51.15,,,,87.0,Satisfactory
+Thiruvananthapuram,2020-01-14,48.75,85.45,9.38,26.54,21.71,12.97,0.91,8.56,58.43,,,,82.0,Satisfactory
+Thiruvananthapuram,2020-01-15,61.78,90.09,8.02,25.43,20.0,13.8,1.06,8.77,58.14,,,,97.0,Satisfactory
+Thiruvananthapuram,2020-01-16,47.74,74.82,10.18,27.92,23.08,13.92,0.97,8.71,54.89,,,,98.0,Satisfactory
+Thiruvananthapuram,2020-01-17,38.16,69.87,9.09,24.09,20.17,14.39,0.95,8.61,54.29,,,,85.0,Satisfactory
+Thiruvananthapuram,2020-01-18,31.66,59.79,11.3,24.82,22.34,17.61,0.88,9.17,46.57,,,,68.0,Satisfactory
+Thiruvananthapuram,2020-01-19,28.79,56.6,9.67,23.12,20.12,17.17,0.94,8.79,38.07,,,,66.0,Satisfactory
+Thiruvananthapuram,2020-01-20,31.86,58.42,12.36,24.67,23.15,15.22,1.15,7.65,29.1,,,,79.0,Satisfactory
+Thiruvananthapuram,2020-01-21,25.78,52.01,11.01,22.73,20.99,12.71,1.04,8.05,34.92,,,,65.0,Satisfactory
+Thiruvananthapuram,2020-01-22,22.57,55.34,11.28,22.81,21.27,12.35,0.99,8.46,37.51,,,,66.0,Satisfactory
+Thiruvananthapuram,2020-01-23,25.61,53.17,12.37,23.56,22.52,11.63,1.06,8.76,33.38,,,,65.0,Satisfactory
+Thiruvananthapuram,2020-01-24,30.53,60.35,9.63,21.07,19.01,11.88,1.06,7.8,36.8,,,,66.0,Satisfactory
+Thiruvananthapuram,2020-01-25,29.85,65.88,10.49,22.96,20.7,11.39,1.03,7.75,41.96,,,,71.0,Satisfactory
+Thiruvananthapuram,2020-01-26,29.88,55.09,8.15,17.18,15.71,9.91,0.85,8.42,52.55,,,,71.0,Satisfactory
+Thiruvananthapuram,2020-01-27,28.72,59.45,8.98,20.0,17.9,10.35,0.87,9.13,53.33,,,,71.0,Satisfactory
+Thiruvananthapuram,2020-01-28,38.14,80.21,8.58,22.43,18.86,11.06,0.97,8.24,53.45,,,,77.0,Satisfactory
+Thiruvananthapuram,2020-01-29,55.14,91.03,8.9,26.53,21.31,10.71,1.13,9.48,52.46,,,,94.0,Satisfactory
+Thiruvananthapuram,2020-01-30,50.29,88.7,7.82,20.44,17.2,11.9,1.07,9.09,53.25,,,,93.0,Satisfactory
+Thiruvananthapuram,2020-01-31,43.18,86.73,8.62,23.19,19.26,14.26,1.05,8.28,56.73,,,,98.0,Satisfactory
+Thiruvananthapuram,2020-02-01,42.92,71.66,8.23,18.95,16.72,14.53,0.92,7.65,51.58,,,,83.0,Satisfactory
+Thiruvananthapuram,2020-02-02,32.97,57.62,8.1,16.57,15.36,14.34,0.83,7.72,55.43,,,,69.0,Satisfactory
+Thiruvananthapuram,2020-02-03,38.13,68.97,9.36,24.45,20.58,14.4,1.04,7.37,47.23,,,,73.0,Satisfactory
+Thiruvananthapuram,2020-02-04,30.37,53.71,9.94,20.46,18.92,14.86,0.88,9.16,44.03,,,,65.0,Satisfactory
+Thiruvananthapuram,2020-02-05,36.27,62.33,8.88,19.56,17.58,13.96,1.0,8.28,41.08,,,,69.0,Satisfactory
+Thiruvananthapuram,2020-02-06,27.97,60.73,8.36,17.95,16.31,13.32,0.87,8.51,46.71,,,,71.0,Satisfactory
+Thiruvananthapuram,2020-02-07,32.0,56.28,9.4,16.95,16.61,12.38,0.92,9.66,40.6,,,,63.0,Satisfactory
+Thiruvananthapuram,2020-02-08,38.32,61.92,9.56,17.99,17.3,13.06,0.98,10.1,48.19,,,,70.0,Satisfactory
+Thiruvananthapuram,2020-02-09,36.14,60.54,7.77,18.42,16.08,11.37,0.95,10.59,51.13,,,,68.0,Satisfactory
+Thiruvananthapuram,2020-02-10,98.87,134.53,8.71,23.62,19.62,19.45,1.29,10.76,52.3,,,,215.0,Poor
+Thiruvananthapuram,2020-02-11,39.01,70.15,9.95,23.63,20.62,12.64,1.02,11.91,46.07,,,,84.0,Satisfactory
+Thiruvananthapuram,2020-02-12,36.41,64.86,4.89,22.49,15.94,12.89,1.09,10.17,44.08,,,,72.0,Satisfactory
+Thiruvananthapuram,2020-02-13,42.33,69.38,9.31,21.5,21.6,14.09,1.15,8.53,43.74,,,,73.0,Satisfactory
+Thiruvananthapuram,2020-02-14,37.2,63.63,8.61,22.65,27.09,10.73,0.87,5.63,48.64,,,,83.0,Satisfactory
+Thiruvananthapuram,2020-02-15,44.53,70.41,7.0,20.72,23.14,8.17,0.86,4.36,50.41,,,,82.0,Satisfactory
+Thiruvananthapuram,2020-02-16,51.95,80.15,8.14,17.85,19.38,9.31,1.02,8.11,46.08,,,,85.0,Satisfactory
+Thiruvananthapuram,2020-02-17,58.39,82.96,9.66,23.93,29.22,11.5,0.95,5.11,52.61,,,,108.0,Moderate
+Thiruvananthapuram,2020-02-18,42.38,67.89,6.82,23.28,25.09,8.31,0.73,5.63,63.0,,,,100.0,Satisfactory
+Thiruvananthapuram,2020-02-19,40.38,67.59,7.61,25.06,27.45,8.77,0.66,6.48,69.11,,,,98.0,Satisfactory
+Thiruvananthapuram,2020-02-20,48.83,74.67,7.79,27.54,29.23,9.11,0.82,6.87,55.25,,,,89.0,Satisfactory
+Thiruvananthapuram,2020-02-21,38.85,62.19,9.43,25.97,30.22,10.67,0.79,7.58,43.76,,,,81.0,Satisfactory
+Thiruvananthapuram,2020-02-22,44.96,68.21,9.26,26.83,30.14,11.39,1.01,6.61,47.92,,,,92.0,Satisfactory
+Thiruvananthapuram,2020-02-23,32.33,49.54,8.26,22.12,26.02,8.9,0.75,5.49,55.44,,,,89.0,Satisfactory
+Thiruvananthapuram,2020-02-24,36.26,58.64,10.44,25.2,30.68,10.46,0.99,5.74,42.28,,,,86.0,Satisfactory
+Thiruvananthapuram,2020-02-25,36.83,61.57,8.61,27.32,30.7,9.83,1.02,6.29,51.43,,,,89.0,Satisfactory
+Thiruvananthapuram,2020-02-26,38.81,60.79,7.97,24.06,27.43,8.65,1.03,5.08,54.66,,,,92.0,Satisfactory
+Thiruvananthapuram,2020-02-27,36.46,59.85,6.65,24.81,27.4,10.11,1.1,6.73,51.53,,,,102.0,Moderate
+Thiruvananthapuram,2020-02-28,38.7,68.88,8.74,28.39,31.28,9.67,1.29,5.78,46.5,,,,93.0,Satisfactory
+Thiruvananthapuram,2020-02-29,42.26,123.28,9.29,24.9,28.6,9.92,1.07,6.48,52.67,,,,126.0,Moderate
+Thiruvananthapuram,2020-03-01,32.56,55.13,6.52,17.26,20.74,8.65,0.98,6.67,50.62,,,,100.0,Satisfactory
+Thiruvananthapuram,2020-03-02,30.9,59.61,8.8,23.26,27.52,9.85,1.39,5.51,47.03,,,,96.0,Satisfactory
+Thiruvananthapuram,2020-03-03,28.39,50.14,11.74,24.1,31.6,12.44,1.82,4.75,35.92,,,,100.0,Satisfactory
+Thiruvananthapuram,2020-03-04,40.19,88.17,12.81,24.17,33.09,13.9,2.17,3.82,29.52,,,,107.0,Moderate
+Thiruvananthapuram,2020-03-05,37.47,63.93,13.16,27.82,37.12,13.63,1.52,4.91,31.83,,,,110.0,Moderate
+Thiruvananthapuram,2020-03-06,30.49,58.67,10.1,19.07,25.21,11.85,0.73,4.42,27.06,,,,76.0,Satisfactory
+Thiruvananthapuram,2020-03-07,32.73,55.47,8.31,15.07,15.69,8.02,0.84,6.27,24.6,,,,64.0,Satisfactory
+Thiruvananthapuram,2020-03-08,28.37,54.46,7.83,10.35,10.24,9.36,0.97,6.45,30.78,,,,64.0,Satisfactory
+Thiruvananthapuram,2020-03-09,26.95,54.84,7.45,15.07,12.49,7.42,1.05,6.92,37.24,,,,68.0,Satisfactory
+Thiruvananthapuram,2020-03-10,37.64,62.34,7.18,18.15,15.96,8.27,1.08,6.41,39.97,,,,73.0,Satisfactory
+Thiruvananthapuram,2020-03-11,29.75,56.42,6.12,17.57,17.83,7.97,1.1,6.12,40.62,,,,74.0,Satisfactory
+Thiruvananthapuram,2020-03-12,31.49,59.96,6.37,17.69,17.78,7.33,1.05,7.67,44.33,,,,74.0,Satisfactory
+Thiruvananthapuram,2020-03-13,29.1,54.95,5.68,19.15,19.63,7.22,1.08,7.02,50.3,,,,87.0,Satisfactory
+Thiruvananthapuram,2020-03-14,31.04,60.48,5.34,15.33,15.23,7.63,0.92,8.57,47.0,,,,85.0,Satisfactory
+Thiruvananthapuram,2020-03-15,25.49,53.51,7.55,11.74,12.35,10.8,0.74,8.75,43.06,,,,60.0,Satisfactory
+Thiruvananthapuram,2020-03-16,30.67,60.2,5.67,16.04,14.77,9.49,0.93,8.27,45.65,,,,62.0,Satisfactory
+Thiruvananthapuram,2020-03-17,39.09,70.74,5.32,15.24,15.24,7.25,1.03,7.16,41.94,,,,74.0,Satisfactory
+Thiruvananthapuram,2020-03-18,20.54,47.79,6.42,16.74,18.01,7.09,1.04,7.17,41.09,,,,67.0,Satisfactory
+Thiruvananthapuram,2020-03-19,25.51,52.54,7.94,15.12,15.9,7.78,0.97,7.53,45.49,,,,68.0,Satisfactory
+Thiruvananthapuram,2020-03-20,31.27,61.65,6.1,16.67,18.68,6.93,1.06,6.45,45.88,,,,77.0,Satisfactory
+Thiruvananthapuram,2020-03-21,30.55,59.67,5.83,13.65,15.88,6.37,0.97,5.17,42.77,,,,71.0,Satisfactory
+Thiruvananthapuram,2020-03-22,27.46,49.53,11.34,10.02,12.15,6.42,0.88,5.66,45.7,,,,66.0,Satisfactory
+Thiruvananthapuram,2020-03-23,27.12,54.5,4.9,11.21,12.5,5.09,0.96,5.54,40.42,,,,65.0,Satisfactory
+Thiruvananthapuram,2020-03-24,21.74,41.48,6.99,8.39,9.77,5.09,0.87,6.32,42.23,,,,57.0,Satisfactory
+Thiruvananthapuram,2020-03-25,25.26,46.73,7.27,7.82,10.05,4.87,0.85,5.9,38.14,,,,68.0,Satisfactory
+Thiruvananthapuram,2020-03-26,25.07,46.63,5.59,8.44,11.58,4.91,0.88,5.55,42.63,,,,70.0,Satisfactory
+Thiruvananthapuram,2020-03-27,29.67,52.78,3.34,8.37,11.17,3.86,0.96,4.42,53.93,,,,74.0,Satisfactory
+Thiruvananthapuram,2020-03-28,28.9,54.61,3.34,8.43,11.03,4.26,0.94,5.04,49.23,,,,78.0,Satisfactory
+Thiruvananthapuram,2020-03-29,18.2,45.16,3.57,9.41,9.53,6.06,0.77,5.81,36.25,,,,60.0,Satisfactory
+Thiruvananthapuram,2020-03-30,20.38,48.86,7.66,8.49,10.76,7.48,0.72,7.88,35.2,,,,52.0,Satisfactory
+Thiruvananthapuram,2020-03-31,19.28,49.22,7.39,7.91,10.18,7.1,0.65,6.65,40.33,,,,70.0,Satisfactory
+Thiruvananthapuram,2020-04-01,15.98,48.32,7.47,7.98,10.28,7.32,0.67,6.46,36.55,,,,55.0,Satisfactory
+Thiruvananthapuram,2020-04-02,23.01,56.02,7.49,7.13,9.85,8.01,0.68,7.38,38.57,,,,61.0,Satisfactory
+Thiruvananthapuram,2020-04-03,27.02,56.3,5.27,7.28,9.19,6.64,0.6,6.11,46.56,,,,60.0,Satisfactory
+Thiruvananthapuram,2020-04-04,28.89,55.61,5.38,8.15,11.04,5.46,0.48,5.47,44.84,,,,66.0,Satisfactory
+Thiruvananthapuram,2020-04-05,25.56,46.5,5.46,9.01,12.11,5.33,0.46,4.28,37.6,,,,60.0,Satisfactory
+Thiruvananthapuram,2020-04-06,16.88,31.28,4.32,10.18,13.71,5.55,0.32,4.24,30.17,,,,59.0,Satisfactory
+Thiruvananthapuram,2020-04-07,18.57,35.34,5.7,9.56,12.7,4.97,0.46,6.0,34.58,,,,53.0,Satisfactory
+Thiruvananthapuram,2020-04-08,18.85,37.62,5.44,8.86,12.09,4.39,0.47,5.79,51.56,,,,61.0,Satisfactory
+Thiruvananthapuram,2020-04-09,19.06,45.18,3.37,7.91,9.92,4.37,0.52,5.76,46.01,,,,63.0,Satisfactory
+Thiruvananthapuram,2020-04-10,17.15,43.1,5.35,7.61,10.94,4.08,0.51,5.4,39.11,,,,56.0,Satisfactory
+Thiruvananthapuram,2020-04-11,20.62,49.68,5.58,7.52,11.12,4.2,0.5,5.29,35.92,,,,55.0,Satisfactory
+Thiruvananthapuram,2020-04-12,22.32,46.43,3.16,6.32,8.44,4.12,0.49,5.43,39.28,,,,58.0,Satisfactory
+Thiruvananthapuram,2020-04-13,24.24,52.42,5.43,7.3,10.89,4.0,0.51,5.7,43.58,,,,63.0,Satisfactory
+Thiruvananthapuram,2020-04-14,23.55,49.73,5.5,6.46,10.24,4.02,0.49,6.31,40.95,,,,66.0,Satisfactory
+Thiruvananthapuram,2020-04-15,18.34,35.83,5.47,5.66,9.68,4.04,0.46,5.28,36.84,,,,52.0,Satisfactory
+Thiruvananthapuram,2020-04-16,15.59,26.06,5.9,6.31,10.07,6.14,0.49,5.9,36.95,,,,50.0,Good
+Thiruvananthapuram,2020-04-17,14.81,26.14,5.08,6.76,10.11,6.7,0.5,6.13,40.74,,,,62.0,Satisfactory
+Thiruvananthapuram,2020-04-18,13.37,21.02,5.0,6.13,9.38,5.66,0.42,5.17,42.84,,,,56.0,Satisfactory
+Thiruvananthapuram,2020-04-19,10.74,20.13,5.07,6.07,9.55,4.97,0.38,5.05,28.32,,,,49.0,Good
+Thiruvananthapuram,2020-04-20,15.01,27.65,3.25,7.99,9.71,6.01,0.48,5.8,29.78,,,,46.0,Good
+Thiruvananthapuram,2020-04-21,13.77,31.6,5.61,8.41,12.1,6.16,0.49,5.74,32.43,,,,53.0,Satisfactory
+Thiruvananthapuram,2020-04-22,15.9,30.51,5.53,8.4,12.05,5.94,0.48,5.72,33.23,,,,51.0,Satisfactory
+Thiruvananthapuram,2020-04-23,15.97,35.6,5.62,8.08,11.93,6.01,0.42,5.17,29.95,,,,50.0,Good
+Thiruvananthapuram,2020-04-24,15.73,38.65,3.5,7.8,9.99,5.83,0.43,5.51,30.46,,,,59.0,Satisfactory
+Thiruvananthapuram,2020-04-25,18.42,41.47,7.02,8.36,13.06,5.89,0.45,5.31,30.76,,,,53.0,Satisfactory
+Thiruvananthapuram,2020-04-26,23.19,57.7,5.3,6.97,10.66,5.54,0.4,5.57,35.45,,,,58.0,Satisfactory
+Thiruvananthapuram,2020-04-27,14.13,34.27,5.6,8.98,12.48,5.65,0.49,5.5,42.41,,,,63.0,Satisfactory
+Thiruvananthapuram,2020-04-28,23.84,44.32,6.27,10.01,13.8,5.73,0.44,5.62,44.55,,,,60.0,Satisfactory
+Thiruvananthapuram,2020-04-29,18.54,34.48,6.17,9.67,13.35,5.93,0.51,5.52,38.97,,,,57.0,Satisfactory
+Thiruvananthapuram,2020-04-30,20.57,48.19,6.28,9.52,13.56,5.84,0.46,5.32,39.23,,,,57.0,Satisfactory
+Thiruvananthapuram,2020-05-01,17.43,43.59,5.67,8.01,11.8,5.71,0.45,5.29,34.11,,,,54.0,Satisfactory
+Thiruvananthapuram,2020-05-02,23.64,48.64,5.75,7.73,11.75,5.78,0.49,5.4,40.83,,,,55.0,Satisfactory
+Thiruvananthapuram,2020-05-03,18.36,47.16,3.01,5.68,7.91,5.59,0.46,5.36,38.72,,,,58.0,Satisfactory
+Thiruvananthapuram,2020-05-04,25.86,47.67,16.54,8.81,23.24,16.12,0.45,5.42,36.06,,,,55.0,Satisfactory
+Thiruvananthapuram,2020-05-05,25.74,54.3,26.19,9.57,33.73,26.08,0.47,5.23,42.54,,,,63.0,Satisfactory
+Thiruvananthapuram,2020-05-06,20.76,45.58,26.29,11.07,34.8,26.58,0.58,5.68,37.83,,,,66.0,Satisfactory
+Thiruvananthapuram,2020-05-07,18.51,47.43,27.93,11.05,35.5,25.58,0.51,6.11,29.32,,,,59.0,Satisfactory
+Thiruvananthapuram,2020-05-08,13.96,36.69,26.05,10.21,33.45,25.69,0.47,5.19,24.44,,,,61.0,Satisfactory
+Thiruvananthapuram,2020-05-09,15.85,39.05,26.69,11.5,35.24,26.23,0.58,5.46,26.44,,,,63.0,Satisfactory
+Thiruvananthapuram,2020-05-10,14.9,37.16,25.59,7.09,30.83,24.99,0.43,5.92,30.16,,,,63.0,Satisfactory
+Thiruvananthapuram,2020-05-11,13.68,34.67,26.22,10.53,33.99,25.61,0.53,5.88,24.78,,,,66.0,Satisfactory
+Thiruvananthapuram,2020-05-12,19.88,52.48,17.16,11.7,24.11,16.68,0.6,5.73,26.32,,,,65.0,Satisfactory
+Thiruvananthapuram,2020-05-13,12.83,29.49,4.93,10.69,9.56,4.54,0.57,6.3,27.01,,,,47.0,Good
+Thiruvananthapuram,2020-05-14,15.39,38.91,4.45,11.0,13.08,5.94,0.53,5.26,28.47,,,,53.0,Satisfactory
+Thiruvananthapuram,2020-05-15,16.76,40.97,6.48,11.74,15.27,6.67,0.49,6.17,34.35,,,,58.0,Satisfactory
+Thiruvananthapuram,2020-05-16,15.99,31.34,6.23,10.75,14.13,5.68,0.56,5.78,43.58,,,,59.0,Satisfactory
+Thiruvananthapuram,2020-05-17,15.08,40.82,5.27,6.28,9.96,4.69,0.43,5.91,48.44,,,,60.0,Satisfactory
+Thiruvananthapuram,2020-05-18,15.7,33.81,6.32,10.31,14.04,6.0,0.53,4.94,47.64,,,,64.0,Satisfactory
+Thiruvananthapuram,2020-05-19,20.75,44.22,6.86,9.92,14.03,6.27,0.49,4.88,37.95,,,,62.0,Satisfactory
+Thiruvananthapuram,2020-05-20,20.26,39.46,7.83,10.53,15.48,6.47,0.52,5.15,31.41,,,,56.0,Satisfactory
+Thiruvananthapuram,2020-05-21,12.19,29.47,6.75,11.68,14.99,5.69,0.5,5.09,32.17,,,,48.0,Good
+Thiruvananthapuram,2020-05-22,11.41,30.8,7.22,11.6,15.45,5.89,0.54,5.12,35.45,,,,48.0,Good
+Thiruvananthapuram,2020-05-23,14.91,37.29,7.33,10.08,14.7,6.1,0.51,5.73,25.23,,,,39.0,Good
+Thiruvananthapuram,2020-05-24,16.15,35.54,5.73,6.67,10.44,4.7,0.43,6.1,32.04,,,,46.0,Good
+Thiruvananthapuram,2020-05-25,18.14,47.13,8.22,11.59,16.38,6.56,0.53,5.78,21.75,,,,50.0,Good
+Thiruvananthapuram,2020-05-26,16.22,35.47,7.76,12.74,17.08,6.18,0.62,5.93,25.07,,,,47.0,Good
+Thiruvananthapuram,2020-05-27,16.68,41.6,8.02,12.73,17.23,6.64,0.54,5.29,27.19,,,,56.0,Satisfactory
+Thiruvananthapuram,2020-05-28,17.4,40.45,7.21,12.44,16.15,5.96,0.56,6.18,27.9,,,,56.0,Satisfactory
+Thiruvananthapuram,2020-05-29,12.51,32.58,6.63,12.63,14.93,5.98,0.64,5.53,24.31,,,,54.0,Satisfactory
+Thiruvananthapuram,2020-05-30,9.86,29.67,8.67,11.45,14.94,5.48,0.61,7.33,26.96,,,,54.0,Satisfactory
+Thiruvananthapuram,2020-05-31,9.51,17.71,4.85,5.53,8.54,4.29,0.43,6.92,34.17,,,,50.0,Good
+Thiruvananthapuram,2020-06-01,9.56,16.64,6.81,9.5,13.12,4.89,0.5,5.32,23.69,,,,42.0,Good
+Thiruvananthapuram,2020-06-02,12.31,22.06,7.57,13.1,18.25,7.55,0.47,4.94,16.83,,,,48.0,Good
+Thiruvananthapuram,2020-06-03,11.92,23.91,4.73,9.15,12.28,5.13,0.25,4.64,14.84,,,,35.0,Good
+Thiruvananthapuram,2020-06-04,16.61,34.41,7.87,10.73,17.32,7.86,0.27,3.39,8.66,,,,32.0,Good
+Thiruvananthapuram,2020-06-05,16.81,36.22,8.15,12.68,18.52,7.49,0.29,3.74,9.92,,,,38.0,Good
+Thiruvananthapuram,2020-06-06,10.76,23.4,5.12,12.19,10.6,3.88,0.46,6.39,23.05,,,,35.0,Good
+Thiruvananthapuram,2020-06-07,10.15,,6.64,4.65,7.37,7.24,0.42,8.92,27.2,,,,35.0,Good
+Thiruvananthapuram,2020-06-08,14.49,,10.48,13.05,15.09,6.39,0.64,6.82,24.13,,,,41.0,Good
+Thiruvananthapuram,2020-06-09,23.6,49.5,4.86,8.09,9.2,6.04,0.38,6.87,20.87,,,,41.0,Good
+Thiruvananthapuram,2020-06-10,22.93,45.57,6.4,11.56,14.88,7.44,0.53,6.08,19.07,,,,46.0,Good
+Thiruvananthapuram,2020-06-11,24.21,42.51,13.87,15.02,23.87,7.02,0.61,6.31,16.1,,,,46.0,Good
+Thiruvananthapuram,2020-06-12,28.64,48.84,12.96,15.66,23.12,6.59,0.54,6.27,12.38,,,,49.0,Good
+Thiruvananthapuram,2020-06-13,26.26,46.15,7.89,11.41,16.28,6.37,0.46,6.22,17.69,,,,52.0,Satisfactory
+Thiruvananthapuram,2020-06-14,17.45,34.44,7.95,7.41,11.95,5.74,0.42,7.35,23.68,,,,38.0,Good
+Thiruvananthapuram,2020-06-15,28.24,47.31,10.3,13.69,17.64,6.29,0.65,7.19,21.01,,,,45.0,Good
+Thiruvananthapuram,2020-06-16,24.39,46.31,13.27,12.67,19.7,6.84,0.58,7.66,17.99,,,,51.0,Satisfactory
+Thiruvananthapuram,2020-06-17,27.92,57.72,10.42,12.51,19.56,8.53,0.54,5.72,15.06,,,,58.0,Satisfactory
+Thiruvananthapuram,2020-06-18,23.96,48.74,9.26,12.01,17.99,7.9,0.55,6.18,19.28,,,,57.0,Satisfactory
+Thiruvananthapuram,2020-06-19,20.32,41.01,6.52,11.08,14.82,6.91,0.43,6.04,20.45,,,,50.0,Good
+Thiruvananthapuram,2020-06-20,19.9,40.99,8.88,11.77,17.46,7.66,0.56,5.35,20.2,,,,43.0,Good
+Thiruvananthapuram,2020-06-21,15.74,31.24,6.47,7.52,12.11,5.85,0.38,5.56,20.74,,,,42.0,Good
+Thiruvananthapuram,2020-06-22,16.89,34.27,8.19,10.63,15.98,7.19,0.56,4.98,23.96,,,,40.0,Good
+Thiruvananthapuram,2020-06-23,28.45,54.74,8.77,14.36,19.22,7.8,0.67,5.36,26.45,,,,50.0,Good
+Thiruvananthapuram,2020-06-24,34.68,67.22,8.14,12.35,16.73,7.21,0.5,6.54,23.23,,,,70.0,Satisfactory
+Thiruvananthapuram,2020-06-25,28.01,51.15,8.43,13.57,17.71,7.3,0.51,6.14,27.5,,,,58.0,Satisfactory
+Thiruvananthapuram,2020-06-26,18.78,32.5,8.81,11.17,14.67,6.34,0.56,6.23,30.8,,,,46.0,Good
+Thiruvananthapuram,2020-06-27,18.06,36.04,8.19,9.5,12.46,6.57,0.61,8.38,29.89,,,,42.0,Good
+Thiruvananthapuram,2020-06-28,22.51,43.97,7.0,7.38,9.57,6.09,0.61,8.32,27.73,,,,43.0,Good
+Thiruvananthapuram,2020-06-29,23.17,46.71,8.87,10.75,12.88,5.65,0.68,8.07,25.61,,,,49.0,Good
+Thiruvananthapuram,2020-06-30,20.66,41.53,8.65,9.93,12.41,5.88,0.53,8.4,26.0,,,,40.0,Good
+Thiruvananthapuram,2020-07-01,2.0,35.0,1.68,2.3,2.58,5.62,0.42,6.15,22.1,,,,41.0,Good
+Visakhapatnam,2016-07-01,44.92,82.5,16.75,56.96,40.24,62.45,1.0,38.67,10.45,6.43,12.5,3.42,,
+Visakhapatnam,2016-07-02,,,,,,,,,,,,,,
+Visakhapatnam,2016-07-03,,,,,,,,,,,,,,
+Visakhapatnam,2016-07-04,,,,,,,,,,,,,,
+Visakhapatnam,2016-07-05,17.0,68.0,7.32,25.08,17.66,15.8,0.66,20.08,30.54,2.96,7.8,3.12,,
+Visakhapatnam,2016-07-06,30.54,77.06,17.73,44.73,35.0,13.88,0.99,9.0,30.3,5.98,11.53,7.37,,
+Visakhapatnam,2016-07-07,35.33,84.31,16.95,44.35,34.22,12.06,0.84,5.07,25.24,4.87,9.37,4.74,81.0,Satisfactory
+Visakhapatnam,2016-07-08,40.64,92.73,28.48,52.89,47.01,11.91,1.07,6.57,16.24,6.46,12.2,6.81,112.0,Moderate
+Visakhapatnam,2016-07-09,33.25,77.65,23.32,45.37,39.49,12.77,1.0,8.79,18.38,5.51,9.55,5.84,81.0,Satisfactory
+Visakhapatnam,2016-07-10,26.64,69.68,11.03,36.51,26.0,12.82,0.88,9.97,27.98,4.12,6.82,3.48,81.0,Satisfactory
+Visakhapatnam,2016-07-11,23.92,70.52,13.89,39.01,29.35,12.46,0.89,9.72,24.73,3.87,7.32,3.62,79.0,Satisfactory
+Visakhapatnam,2016-07-12,28.42,84.49,11.59,42.76,29.47,13.49,1.09,8.99,27.01,5.19,7.9,4.1,79.0,Satisfactory
+Visakhapatnam,2016-07-13,35.71,75.77,13.83,48.4,33.88,13.12,1.07,9.33,28.83,6.9,10.03,5.72,90.0,Satisfactory
+Visakhapatnam,2016-07-14,37.09,98.23,14.05,49.9,34.78,13.3,1.09,9.28,33.36,5.24,8.33,7.04,93.0,Satisfactory
+Visakhapatnam,2016-07-15,43.67,103.08,12.1,49.19,32.98,13.52,1.02,6.74,26.01,6.66,11.08,6.43,112.0,Moderate
+Visakhapatnam,2016-07-16,44.76,111.15,10.93,47.01,31.05,13.58,1.1,4.76,33.86,6.27,8.15,5.02,104.0,Moderate
+Visakhapatnam,2016-07-17,41.11,94.44,12.29,48.83,32.94,13.17,1.1,7.73,29.34,6.08,6.32,4.32,102.0,Moderate
+Visakhapatnam,2016-07-18,46.5,96.07,14.93,49.36,35.16,13.99,1.09,11.05,39.16,4.86,7.42,3.35,95.0,Satisfactory
+Visakhapatnam,2016-07-19,33.54,80.51,33.45,65.03,56.61,8.69,1.9,11.57,28.7,3.57,6.07,5.88,127.0,Moderate
+Visakhapatnam,2016-07-20,11.98,103.34,22.54,37.86,35.25,16.1,0.95,19.13,67.74,7.58,13.45,6.46,135.0,Moderate
+Visakhapatnam,2016-07-21,2.0,57.56,3.77,13.46,9.35,13.88,0.7,11.33,49.86,2.74,6.61,2.04,,
+Visakhapatnam,2016-07-22,21.8,85.88,16.24,56.24,39.49,14.99,1.19,23.29,33.72,7.22,12.08,7.25,,
+Visakhapatnam,2016-07-23,27.32,83.02,6.98,37.5,23.47,14.76,0.78,18.54,47.74,4.59,12.49,2.53,105.0,Moderate
+Visakhapatnam,2016-07-24,,103.9,19.88,60.35,44.21,2.5,1.2,32.99,40.39,5.43,9.03,5.17,,
+Visakhapatnam,2016-07-25,22.75,58.38,11.05,37.72,26.61,16.37,0.79,25.13,32.89,4.48,9.85,2.39,84.0,Satisfactory
+Visakhapatnam,2016-07-26,23.34,80.58,32.99,58.13,52.91,13.21,1.34,31.7,42.77,7.2,16.74,9.25,155.0,Moderate
+Visakhapatnam,2016-07-27,24.49,66.8,24.2,43.69,39.32,15.34,0.94,35.21,28.28,6.47,11.13,9.81,138.0,Moderate
+Visakhapatnam,2016-07-28,21.85,68.36,26.31,31.72,34.93,12.91,0.98,28.09,18.39,6.27,10.57,5.93,78.0,Satisfactory
+Visakhapatnam,2016-07-29,23.4,81.96,15.24,29.87,25.91,11.19,1.11,31.45,20.92,6.81,12.52,5.14,79.0,Satisfactory
+Visakhapatnam,2016-07-30,29.12,77.05,8.21,30.77,21.1,15.58,0.89,26.82,41.79,4.09,6.99,2.75,95.0,Satisfactory
+Visakhapatnam,2016-07-31,22.44,68.42,15.19,37.52,29.94,10.37,1.15,30.72,37.79,6.08,13.25,6.73,90.0,Satisfactory
+Visakhapatnam,2016-08-01,23.82,62.12,19.5,34.3,31.25,12.06,1.05,38.43,24.1,6.23,12.61,7.68,105.0,Moderate
+Visakhapatnam,2016-08-02,16.53,44.53,18.54,29.24,28.07,11.49,0.94,46.26,16.92,4.85,11.16,4.6,67.0,Satisfactory
+Visakhapatnam,2016-08-03,18.76,43.55,23.96,29.85,32.4,9.98,1.04,29.69,13.1,6.12,9.84,7.44,73.0,Satisfactory
+Visakhapatnam,2016-08-04,23.64,52.09,22.64,31.32,32.14,11.62,1.1,26.89,13.39,5.46,10.17,5.97,79.0,Satisfactory
+Visakhapatnam,2016-08-05,27.8,82.45,18.95,34.95,31.16,11.67,1.25,32.89,17.76,6.37,9.77,7.33,89.0,Satisfactory
+Visakhapatnam,2016-08-06,24.73,89.99,15.38,33.23,27.66,11.63,1.17,32.63,21.29,5.98,9.28,6.34,95.0,Satisfactory
+Visakhapatnam,2016-08-07,25.74,86.21,13.79,31.69,25.72,7.13,0.96,34.28,25.35,4.49,7.81,3.91,89.0,Satisfactory
+Visakhapatnam,2016-08-08,30.37,92.09,14.75,34.63,27.86,17.47,1.07,27.96,22.94,6.13,8.35,5.49,94.0,Satisfactory
+Visakhapatnam,2016-08-09,36.85,103.97,12.44,43.12,30.27,22.93,1.25,44.65,28.44,4.93,8.87,4.45,103.0,Moderate
+Visakhapatnam,2016-08-10,23.77,96.36,18.46,33.73,30.2,13.62,1.09,37.9,24.9,5.04,9.36,5.92,101.0,Moderate
+Visakhapatnam,2016-08-11,23.39,85.46,10.64,29.54,16.74,13.05,0.64,35.36,29.24,3.0,6.54,2.73,93.0,Satisfactory
+Visakhapatnam,2016-08-12,39.42,107.82,21.52,53.0,17.44,15.32,0.62,47.11,28.33,4.2,5.26,4.51,85.0,Satisfactory
+Visakhapatnam,2016-08-13,34.14,106.86,12.43,41.82,29.63,13.73,1.18,31.44,36.75,6.74,9.95,6.76,106.0,Moderate
+Visakhapatnam,2016-08-14,28.14,93.6,10.66,34.82,24.89,13.82,1.02,35.15,35.95,5.28,8.93,4.41,101.0,Moderate
+Visakhapatnam,2016-08-15,27.92,78.98,14.5,35.64,28.18,13.08,1.07,35.46,25.98,5.08,11.15,5.51,89.0,Satisfactory
+Visakhapatnam,2016-08-16,25.7,80.46,20.26,39.56,34.38,12.96,1.15,26.2,24.28,5.81,11.49,6.69,83.0,Satisfactory
+Visakhapatnam,2016-08-17,28.17,101.92,17.67,38.75,32.06,11.37,1.03,32.12,28.17,5.48,13.77,5.61,90.0,Satisfactory
+Visakhapatnam,2016-08-18,26.93,102.19,16.38,38.95,31.19,10.95,1.1,39.42,33.16,4.96,11.43,5.37,102.0,Moderate
+Visakhapatnam,2016-08-19,33.79,101.42,10.69,38.88,26.9,12.64,1.11,39.92,47.65,6.62,14.61,4.75,102.0,Moderate
+Visakhapatnam,2016-08-20,33.73,102.06,8.33,33.98,22.76,13.38,1.02,35.43,42.24,5.64,11.25,3.95,102.0,Moderate
+Visakhapatnam,2016-08-21,38.2,107.83,6.13,33.87,21.06,13.87,0.98,31.97,57.54,4.65,8.1,3.24,111.0,Moderate
+Visakhapatnam,2016-08-22,47.01,111.73,8.58,36.96,24.39,13.95,1.17,37.63,49.99,6.14,11.6,4.68,108.0,Moderate
+Visakhapatnam,2016-08-23,31.59,97.97,10.01,33.61,23.78,12.53,0.87,37.4,44.39,5.34,9.3,3.7,102.0,Moderate
+Visakhapatnam,2016-08-24,30.39,89.86,11.86,38.65,29.1,12.71,0.86,38.41,42.86,5.81,12.14,4.7,93.0,Satisfactory
+Visakhapatnam,2016-08-25,30.35,77.62,14.44,35.76,28.26,10.98,0.79,28.78,44.58,5.45,9.42,6.04,87.0,Satisfactory
+Visakhapatnam,2016-08-26,32.44,72.64,17.68,28.77,27.26,12.54,0.64,30.59,41.06,5.45,8.77,6.11,87.0,Satisfactory
+Visakhapatnam,2016-08-27,17.78,63.29,10.06,23.5,18.95,10.75,0.39,28.17,35.82,4.07,6.89,4.2,66.0,Satisfactory
+Visakhapatnam,2016-08-28,9.53,32.93,6.68,12.87,11.25,10.66,0.43,11.18,43.5,2.29,5.1,2.25,63.0,Satisfactory
+Visakhapatnam,2016-08-29,8.91,34.51,6.21,12.77,10.85,9.96,0.41,11.8,41.29,2.47,5.75,2.48,53.0,Satisfactory
+Visakhapatnam,2016-08-30,10.56,35.2,8.47,12.97,12.65,9.48,0.47,12.63,38.43,2.59,5.66,2.73,60.0,Satisfactory
+Visakhapatnam,2016-08-31,26.85,54.03,12.01,27.72,22.46,9.75,0.6,27.67,48.49,5.18,8.47,4.42,77.0,Satisfactory
+Visakhapatnam,2016-09-01,29.45,66.39,12.64,38.84,28.34,8.69,0.8,37.97,41.44,6.62,10.09,6.41,77.0,Satisfactory
+Visakhapatnam,2016-09-02,26.88,74.2,9.94,30.88,22.46,8.49,0.64,36.41,39.52,6.53,10.93,5.11,71.0,Satisfactory
+Visakhapatnam,2016-09-03,26.75,57.16,18.67,32.96,29.98,7.5,0.79,27.0,19.97,6.09,14.76,6.54,68.0,Satisfactory
+Visakhapatnam,2016-09-04,37.11,57.14,13.96,26.57,23.37,8.45,0.46,21.12,17.67,5.35,17.46,3.31,67.0,Satisfactory
+Visakhapatnam,2016-09-05,43.77,101.71,10.42,32.96,23.82,8.17,0.66,25.75,45.94,5.66,9.01,5.24,,
+Visakhapatnam,2016-09-06,42.4,91.61,17.32,35.13,32.18,8.91,0.79,28.26,58.59,5.16,10.49,5.87,102.0,Moderate
+Visakhapatnam,2016-09-07,42.73,94.73,16.83,37.04,30.6,10.34,0.66,24.68,46.0,5.47,11.25,6.36,101.0,Moderate
+Visakhapatnam,2016-09-08,42.7,101.98,15.86,42.25,32.4,11.0,0.7,31.11,40.2,6.75,15.49,6.61,98.0,Satisfactory
+Visakhapatnam,2016-09-09,46.08,91.88,12.73,36.83,27.44,12.77,0.69,34.53,40.09,5.72,13.73,6.06,96.0,Satisfactory
+Visakhapatnam,2016-09-10,63.33,98.79,26.4,41.67,39.99,13.62,1.06,30.31,27.79,8.25,15.32,8.53,98.0,Satisfactory
+Visakhapatnam,2016-09-11,52.77,88.89,19.96,39.21,33.93,10.4,0.87,30.83,70.49,6.65,11.0,8.43,160.0,Moderate
+Visakhapatnam,2016-09-12,41.43,79.75,17.8,33.77,29.73,18.81,0.71,31.09,72.47,6.04,12.4,7.76,188.0,Moderate
+Visakhapatnam,2016-09-13,22.89,54.42,16.53,28.03,25.98,17.05,0.59,18.84,27.81,5.33,9.74,5.88,73.0,Satisfactory
+Visakhapatnam,2016-09-14,28.28,55.62,18.71,23.62,25.46,11.15,0.73,15.97,32.27,4.33,7.98,5.72,64.0,Satisfactory
+Visakhapatnam,2016-09-15,13.46,27.95,6.94,14.2,12.09,10.1,0.51,12.08,42.39,3.52,6.14,3.86,71.0,Satisfactory
+Visakhapatnam,2016-09-16,24.93,47.83,9.28,25.39,19.28,9.54,0.58,20.6,37.3,4.47,7.64,4.05,65.0,Satisfactory
+Visakhapatnam,2016-09-17,33.68,71.78,13.95,36.89,28.37,10.65,0.78,35.63,25.04,6.41,12.52,6.06,65.0,Satisfactory
+Visakhapatnam,2016-09-18,39.38,79.07,11.08,36.34,25.96,9.04,0.66,41.44,31.44,5.68,11.58,4.7,86.0,Satisfactory
+Visakhapatnam,2016-09-19,36.02,92.91,20.75,39.78,34.87,7.14,0.58,25.49,57.61,6.12,10.74,5.91,151.0,Moderate
+Visakhapatnam,2016-09-20,23.1,46.12,6.67,14.08,11.92,10.99,0.6,10.69,32.1,3.34,7.72,3.98,,
+Visakhapatnam,2016-09-21,13.75,29.45,7.76,14.05,14.1,12.09,0.4,10.11,26.54,2.87,6.38,3.3,49.0,Good
+Visakhapatnam,2016-09-22,12.67,27.2,5.69,8.62,8.45,15.01,0.42,15.35,38.02,1.75,4.06,1.93,55.0,Satisfactory
+Visakhapatnam,2016-09-23,19.93,33.15,10.92,20.31,18.05,11.57,0.94,15.79,35.97,3.58,6.16,4.18,90.0,Satisfactory
+Visakhapatnam,2016-09-24,27.57,55.19,16.3,35.71,29.57,9.9,1.27,19.36,22.13,5.84,11.56,6.62,78.0,Satisfactory
+Visakhapatnam,2016-09-25,23.78,51.23,11.29,26.18,21.16,9.16,1.02,15.03,30.47,5.32,7.71,5.0,85.0,Satisfactory
+Visakhapatnam,2016-09-26,36.71,64.6,26.67,36.36,39.43,8.64,1.3,19.0,25.59,6.74,13.52,10.04,89.0,Satisfactory
+Visakhapatnam,2016-09-27,62.52,103.15,55.13,56.17,70.43,9.34,1.91,20.52,16.48,11.14,21.51,17.9,108.0,Moderate
+Visakhapatnam,2016-09-28,72.4,118.07,30.97,45.89,46.51,9.35,1.44,11.11,21.68,9.87,19.96,14.29,130.0,Moderate
+Visakhapatnam,2016-09-29,60.73,92.72,24.07,44.06,39.43,12.31,1.28,18.29,25.04,8.21,13.93,9.78,113.0,Moderate
+Visakhapatnam,2016-09-30,54.76,96.82,34.71,50.32,51.48,14.59,1.3,22.54,17.98,8.76,18.37,12.17,104.0,Moderate
+Visakhapatnam,2016-10-01,40.24,72.92,20.02,38.29,35.6,12.82,1.01,16.68,25.81,6.77,14.69,8.62,94.0,Satisfactory
+Visakhapatnam,2016-10-02,71.57,99.21,31.72,43.55,44.87,10.45,1.18,16.61,53.92,7.89,14.02,11.93,132.0,Moderate
+Visakhapatnam,2016-10-03,42.06,113.21,16.29,43.26,34.26,12.73,0.82,29.0,42.97,6.26,12.61,6.44,133.0,Moderate
+Visakhapatnam,2016-10-04,44.1,93.36,24.07,45.35,41.13,14.02,1.03,24.17,25.85,6.3,14.84,7.33,104.0,Moderate
+Visakhapatnam,2016-10-05,53.43,101.42,24.25,44.43,40.98,15.85,1.03,25.07,20.23,7.69,15.89,8.64,100.0,Satisfactory
+Visakhapatnam,2016-10-06,51.42,94.82,28.9,41.1,44.03,16.59,0.97,17.9,31.39,7.79,15.09,10.14,105.0,Moderate
+Visakhapatnam,2016-10-07,37.61,79.35,27.42,42.34,41.06,16.35,0.76,13.62,19.19,6.28,11.41,8.87,85.0,Satisfactory
+Visakhapatnam,2016-10-08,50.36,102.59,37.53,50.06,53.46,14.86,1.23,20.11,11.78,7.22,13.5,10.4,95.0,Satisfactory
+Visakhapatnam,2016-10-09,43.12,87.66,18.73,42.1,34.46,14.2,0.82,19.9,16.01,6.67,15.84,6.63,97.0,Satisfactory
+Visakhapatnam,2016-10-10,45.73,92.35,23.78,40.62,38.55,14.28,1.06,22.14,26.02,7.23,14.21,6.92,90.0,Satisfactory
+Visakhapatnam,2016-10-11,43.88,83.88,22.09,30.35,31.25,15.63,1.15,11.31,28.35,8.11,13.94,11.44,108.0,Moderate
+Visakhapatnam,2016-10-12,,,,,,,,,,,,,,
+Visakhapatnam,2016-10-13,51.4,107.77,6.57,39.39,26.03,10.81,0.84,13.92,57.18,4.93,9.8,5.79,,
+Visakhapatnam,2016-10-14,89.96,94.0,37.46,88.72,71.16,12.63,1.34,17.6,14.47,9.45,14.82,17.37,110.0,Moderate
+Visakhapatnam,2016-10-15,,,,,,,,,,,,,,
+Visakhapatnam,2016-10-16,,,,,,,,,,,,,,
+Visakhapatnam,2016-10-17,61.38,115.67,7.47,39.92,25.08,16.18,0.89,13.44,59.75,4.46,8.62,5.69,,
+Visakhapatnam,2016-10-18,65.83,112.08,18.3,45.39,37.2,16.54,1.1,14.24,47.41,6.12,10.52,7.63,123.0,Moderate
+Visakhapatnam,2016-10-19,66.14,105.53,10.22,50.18,33.13,16.96,1.04,12.48,42.08,6.08,9.45,8.52,121.0,Moderate
+Visakhapatnam,2016-10-20,64.67,112.79,12.26,56.35,37.63,14.86,1.13,15.17,43.97,8.0,11.6,11.21,116.0,Moderate
+Visakhapatnam,2016-10-21,64.92,101.08,18.34,60.75,43.29,14.18,1.23,13.5,33.92,7.63,12.9,12.18,118.0,Moderate
+Visakhapatnam,2016-10-22,66.93,100.71,23.2,68.56,51.78,15.93,1.34,18.09,28.29,8.7,14.62,13.5,122.0,Moderate
+Visakhapatnam,2016-10-23,62.97,103.08,17.85,67.64,46.25,9.58,1.19,26.49,30.0,7.92,13.84,10.53,109.0,Moderate
+Visakhapatnam,2016-10-24,63.12,103.67,33.73,83.01,60.72,14.34,1.5,33.28,38.47,9.72,16.83,15.24,126.0,Moderate
+Visakhapatnam,2016-10-25,60.85,108.64,26.17,62.1,50.81,18.51,1.29,22.65,39.3,7.79,18.4,10.56,142.0,Moderate
+Visakhapatnam,2016-10-26,63.31,96.76,21.42,67.62,48.9,19.04,1.21,15.88,44.27,7.87,15.33,10.78,110.0,Moderate
+Visakhapatnam,2016-10-27,47.62,101.06,4.61,26.48,17.43,17.51,0.8,12.67,53.25,4.23,5.96,3.57,104.0,Moderate
+Visakhapatnam,2016-10-28,44.65,76.94,7.7,32.65,22.73,18.43,1.01,6.99,53.31,4.99,10.19,6.15,147.0,Moderate
+Visakhapatnam,2016-10-29,44.44,81.9,4.92,25.0,18.04,14.71,0.86,7.73,26.08,4.04,10.17,4.43,91.0,Satisfactory
+Visakhapatnam,2016-10-30,44.81,74.15,4.97,24.3,15.52,12.08,0.79,14.42,44.42,3.77,5.9,2.84,76.0,Satisfactory
+Visakhapatnam,2016-10-31,58.43,96.69,4.27,29.01,19.39,11.75,0.97,10.38,52.16,4.74,7.05,4.1,89.0,Satisfactory
+Visakhapatnam,2016-11-01,64.91,93.18,9.34,43.66,29.3,10.9,1.06,11.89,38.43,6.76,9.73,7.98,117.0,Moderate
+Visakhapatnam,2016-11-02,37.5,65.46,4.61,19.09,13.81,10.7,0.77,7.61,34.08,3.21,6.48,2.88,82.0,Satisfactory
+Visakhapatnam,2016-11-03,29.34,53.15,5.17,18.55,13.97,10.38,0.77,9.45,36.52,3.31,6.3,2.73,67.0,Satisfactory
+Visakhapatnam,2016-11-04,12.94,30.1,7.27,17.48,13.97,8.39,0.67,5.62,24.79,2.93,5.79,3.34,55.0,Satisfactory
+Visakhapatnam,2016-11-05,18.14,36.89,7.57,21.59,16.19,7.69,0.71,8.4,31.53,2.96,5.39,3.06,56.0,Satisfactory
+Visakhapatnam,2016-11-06,48.11,92.4,13.64,45.09,32.12,8.72,1.05,14.04,38.94,5.37,8.04,5.42,83.0,Satisfactory
+Visakhapatnam,2016-11-07,71.88,112.68,10.83,54.12,35.49,9.21,1.21,12.59,40.8,6.42,11.87,7.09,113.0,Moderate
+Visakhapatnam,2016-11-08,67.16,105.6,24.19,70.94,46.62,10.33,1.46,18.95,34.74,8.58,13.49,11.16,133.0,Moderate
+Visakhapatnam,2016-11-09,63.98,104.47,31.77,71.81,58.66,12.69,1.61,26.27,39.16,8.0,12.33,9.25,114.0,Moderate
+Visakhapatnam,2016-11-10,60.85,101.39,19.14,51.12,32.27,15.22,1.81,32.42,29.42,4.56,8.12,8.52,112.0,Moderate
+Visakhapatnam,2016-11-11,68.5,94.0,24.41,61.14,49.08,15.74,1.64,19.71,56.0,9.18,14.26,12.69,114.0,Moderate
+Visakhapatnam,2016-11-12,56.0,94.0,16.46,60.94,43.0,16.97,1.62,19.54,67.32,8.59,12.78,11.09,132.0,Moderate
+Visakhapatnam,2016-11-13,78.65,120.82,3.86,28.57,16.77,15.63,1.2,8.27,80.0,5.07,8.23,3.74,129.0,Moderate
+Visakhapatnam,2016-11-14,77.51,115.91,3.53,26.66,16.63,14.09,1.15,9.79,75.77,5.0,7.55,3.51,163.0,Moderate
+Visakhapatnam,2016-11-15,68.7,106.53,3.72,26.07,16.54,12.74,1.13,8.59,70.65,5.25,6.77,4.07,150.0,Moderate
+Visakhapatnam,2016-11-16,72.89,108.85,3.44,23.94,15.26,12.01,1.18,10.66,92.13,5.22,6.49,2.84,127.0,Moderate
+Visakhapatnam,2016-11-17,76.4,120.03,3.77,31.02,18.94,11.23,1.14,12.94,97.23,5.33,8.33,3.51,151.0,Moderate
+Visakhapatnam,2016-11-18,71.11,122.95,4.09,33.96,18.8,10.81,1.11,12.68,91.7,4.93,6.79,3.54,148.0,Moderate
+Visakhapatnam,2016-11-19,64.44,113.83,11.55,61.25,38.44,10.06,1.45,17.52,56.33,7.97,11.32,10.74,120.0,Moderate
+Visakhapatnam,2016-11-20,66.78,107.4,15.84,63.11,42.55,10.25,1.53,16.82,56.55,8.63,12.55,12.29,119.0,Moderate
+Visakhapatnam,2016-11-21,66.07,110.91,19.17,68.27,45.92,12.38,1.59,18.76,48.74,9.13,13.33,11.53,125.0,Moderate
+Visakhapatnam,2016-11-22,63.54,100.06,29.12,72.33,50.9,13.21,1.74,22.0,41.06,10.13,14.93,12.19,116.0,Moderate
+Visakhapatnam,2016-11-23,60.96,109.68,32.81,71.71,57.21,17.92,1.71,22.92,42.1,9.32,14.46,11.85,112.0,Moderate
+Visakhapatnam,2016-11-24,61.68,102.75,27.7,81.21,51.17,19.94,1.6,25.38,40.32,9.24,14.49,11.38,108.0,Moderate
+Visakhapatnam,2016-11-25,61.23,102.48,33.02,85.44,55.92,21.23,1.64,25.54,38.35,13.52,25.99,23.31,109.0,Moderate
+Visakhapatnam,2016-11-26,63.17,96.29,34.01,80.13,65.55,23.54,1.68,40.55,43.78,10.03,16.13,15.45,110.0,Moderate
+Visakhapatnam,2016-11-27,61.53,102.83,21.07,69.96,49.77,21.14,1.58,20.38,53.4,8.31,14.98,9.34,116.0,Moderate
+Visakhapatnam,2016-11-28,68.77,105.94,15.35,63.18,42.25,20.06,1.55,23.3,61.76,8.07,14.36,8.14,125.0,Moderate
+Visakhapatnam,2016-11-29,63.62,103.65,28.1,68.05,49.0,17.8,1.64,24.5,57.9,11.08,12.79,10.15,121.0,Moderate
+Visakhapatnam,2016-11-30,66.66,99.53,26.05,71.79,54.43,17.33,1.53,21.3,63.94,9.88,12.74,11.84,126.0,Moderate
+Visakhapatnam,2016-12-01,66.92,108.85,3.95,25.19,16.29,14.95,1.0,11.07,85.63,4.85,7.16,2.92,144.0,Moderate
+Visakhapatnam,2016-12-02,41.55,80.48,5.24,30.56,19.88,12.69,0.99,6.67,58.45,5.0,7.78,3.71,93.0,Satisfactory
+Visakhapatnam,2016-12-03,32.6,67.24,4.72,26.56,17.54,12.21,0.94,8.0,55.43,4.24,6.35,3.15,82.0,Satisfactory
+Visakhapatnam,2016-12-04,52.58,93.04,3.81,24.96,14.98,13.43,0.98,6.34,88.45,4.93,6.05,2.46,106.0,Moderate
+Visakhapatnam,2016-12-05,74.8,113.48,4.47,30.06,19.03,12.76,1.06,8.32,86.68,5.29,6.24,3.29,131.0,Moderate
+Visakhapatnam,2016-12-06,43.18,77.91,4.38,28.66,18.28,11.01,1.0,10.04,76.9,4.86,6.39,3.41,113.0,Moderate
+Visakhapatnam,2016-12-07,50.53,64.11,6.98,36.44,22.96,11.29,1.04,27.9,68.2,5.12,7.54,4.11,91.0,Satisfactory
+Visakhapatnam,2016-12-08,64.4,80.16,21.16,58.46,44.28,13.02,1.49,34.58,56.16,8.49,11.29,10.9,105.0,Moderate
+Visakhapatnam,2016-12-09,65.44,102.77,11.34,57.17,37.35,14.36,1.41,37.75,68.11,7.45,9.57,8.24,123.0,Moderate
+Visakhapatnam,2016-12-10,57.84,116.72,4.68,36.03,22.09,12.89,1.19,35.72,91.9,5.69,7.33,3.83,120.0,Moderate
+Visakhapatnam,2016-12-11,46.03,95.57,4.18,20.92,13.28,11.64,1.02,33.88,84.98,4.67,6.39,2.03,113.0,Moderate
+Visakhapatnam,2016-12-12,40.99,71.42,4.2,18.21,13.03,10.59,0.96,34.07,87.04,4.04,4.68,1.77,105.0,Moderate
+Visakhapatnam,2016-12-13,48.07,84.67,3.86,18.08,13.73,10.72,0.96,32.54,93.76,4.34,4.75,2.23,117.0,Moderate
+Visakhapatnam,2016-12-14,62.66,102.67,4.05,22.56,15.08,12.02,1.15,31.35,90.96,5.54,5.84,2.8,107.0,Moderate
+Visakhapatnam,2016-12-15,71.8,117.17,4.18,30.64,19.09,11.53,1.18,31.52,83.67,5.81,6.53,3.57,139.0,Moderate
+Visakhapatnam,2016-12-16,52.28,113.57,8.7,46.05,29.97,9.93,1.14,32.89,61.72,5.59,8.82,5.51,119.0,Moderate
+Visakhapatnam,2016-12-17,69.5,104.08,24.59,65.42,49.38,11.01,1.49,31.48,52.04,8.75,11.76,11.55,119.0,Moderate
+Visakhapatnam,2016-12-18,59.38,107.2,36.33,67.64,59.39,12.79,1.48,18.63,56.03,8.97,12.18,12.09,120.0,Moderate
+Visakhapatnam,2016-12-19,64.2,104.71,25.37,74.72,56.34,14.22,1.55,18.98,56.84,9.29,14.33,11.82,119.0,Moderate
+Visakhapatnam,2016-12-20,61.85,100.85,34.99,77.27,56.04,14.55,1.53,19.86,58.88,9.29,13.28,12.08,122.0,Moderate
+Visakhapatnam,2016-12-21,63.14,99.22,42.75,77.15,65.42,17.05,1.82,23.87,54.52,10.4,12.42,11.64,133.0,Moderate
+Visakhapatnam,2016-12-22,67.26,102.33,36.66,77.47,64.63,17.05,1.84,21.77,51.71,10.26,13.83,12.15,120.0,Moderate
+Visakhapatnam,2016-12-23,65.86,96.71,40.45,71.11,52.61,16.19,1.67,20.15,50.28,11.28,18.38,12.22,124.0,Moderate
+Visakhapatnam,2016-12-24,79.29,123.67,19.87,48.03,37.06,14.96,1.48,18.57,83.35,6.1,9.62,6.87,122.0,Moderate
+Visakhapatnam,2016-12-25,63.52,101.09,50.66,64.9,68.48,16.48,1.63,14.27,46.2,9.52,12.96,12.9,126.0,Moderate
+Visakhapatnam,2016-12-26,78.21,127.14,9.69,40.06,24.78,15.44,1.38,12.02,84.24,5.78,9.21,6.39,,
+Visakhapatnam,2016-12-27,66.59,108.45,31.18,53.96,53.86,15.33,1.55,12.91,55.78,7.9,11.25,9.4,133.0,Moderate
+Visakhapatnam,2016-12-28,56.0,94.0,4.13,41.25,24.23,18.3,1.52,11.0,92.97,7.57,7.69,5.05,127.0,Moderate
+Visakhapatnam,2016-12-29,56.0,94.0,20.37,57.45,44.24,17.17,1.69,8.02,65.25,9.4,10.33,9.09,116.0,Moderate
+Visakhapatnam,2016-12-30,56.0,94.0,29.71,53.1,49.12,15.55,1.67,5.13,65.98,8.39,9.7,7.7,116.0,Moderate
+Visakhapatnam,2016-12-31,71.19,112.65,19.61,55.17,42.59,13.73,1.57,6.8,56.32,8.04,10.17,8.13,107.0,Moderate
+Visakhapatnam,2017-01-01,63.51,97.56,9.2,38.43,25.57,11.49,1.38,1.44,55.05,6.13,8.99,6.6,147.0,Moderate
+Visakhapatnam,2017-01-02,38.25,77.84,4.34,33.05,19.33,11.28,1.1,1.23,49.63,4.33,7.0,4.62,102.0,Moderate
+Visakhapatnam,2017-01-03,62.3,101.33,32.35,42.11,46.79,13.2,1.32,6.48,50.55,7.39,9.91,8.19,98.0,Satisfactory
+Visakhapatnam,2017-01-04,66.77,100.24,14.68,46.67,34.77,15.92,1.39,4.81,64.8,6.96,8.48,6.38,117.0,Moderate
+Visakhapatnam,2017-01-05,68.9,105.73,4.1,29.76,17.58,15.04,1.27,5.03,92.19,5.95,7.01,3.48,121.0,Moderate
+Visakhapatnam,2017-01-06,69.58,123.12,8.34,39.5,26.54,13.31,1.22,7.2,85.63,5.19,7.27,4.28,146.0,Moderate
+Visakhapatnam,2017-01-07,47.15,88.98,28.39,59.46,50.1,12.24,1.41,6.3,54.57,7.66,9.94,9.41,110.0,Moderate
+Visakhapatnam,2017-01-08,57.31,92.42,26.36,51.83,42.99,11.47,1.35,3.42,56.85,7.5,9.97,9.73,108.0,Moderate
+Visakhapatnam,2017-01-09,56.08,95.9,30.36,60.14,51.93,12.74,1.46,6.48,47.06,7.75,11.21,10.7,103.0,Moderate
+Visakhapatnam,2017-01-10,61.58,96.12,37.11,63.83,59.85,13.36,1.5,13.46,39.83,7.54,11.51,11.67,108.0,Moderate
+Visakhapatnam,2017-01-11,55.21,97.03,23.46,52.63,46.57,13.92,1.36,16.88,41.86,6.27,12.3,8.52,102.0,Moderate
+Visakhapatnam,2017-01-12,66.21,107.1,29.48,41.29,42.14,14.6,1.28,7.78,49.79,5.73,9.67,8.09,107.0,Moderate
+Visakhapatnam,2017-01-13,71.24,111.64,4.86,28.97,18.79,15.76,1.21,4.35,76.59,4.56,5.77,2.5,121.0,Moderate
+Visakhapatnam,2017-01-14,73.17,113.17,3.86,18.95,13.18,13.54,0.95,3.3,90.96,3.5,4.92,1.47,144.0,Moderate
+Visakhapatnam,2017-01-15,76.86,123.73,3.89,23.54,15.42,13.1,0.98,4.77,105.22,3.72,5.78,1.95,148.0,Moderate
+Visakhapatnam,2017-01-16,67.81,108.77,10.99,57.83,37.45,13.76,1.42,8.65,64.86,6.43,9.81,8.44,136.0,Moderate
+Visakhapatnam,2017-01-17,68.03,111.45,21.88,68.69,50.86,14.33,1.54,18.4,67.78,5.11,7.06,7.43,137.0,Moderate
+Visakhapatnam,2017-01-18,62.88,102.81,19.8,70.47,50.17,14.2,1.48,15.37,60.23,0.0,0.0,0.0,124.0,Moderate
+Visakhapatnam,2017-01-19,77.1,107.71,4.09,30.17,18.84,13.78,1.1,5.99,104.87,0.0,0.0,0.0,139.0,Moderate
+Visakhapatnam,2017-01-20,80.78,122.62,4.28,29.97,18.88,14.36,1.11,4.71,109.76,0.0,0.0,0.0,166.0,Moderate
+Visakhapatnam,2017-01-21,80.65,120.43,4.27,33.64,20.69,17.02,1.21,12.21,153.23,0.0,0.0,0.0,236.0,Poor
+Visakhapatnam,2017-01-22,74.57,122.65,4.4,33.51,19.58,12.92,1.18,3.76,103.82,0.0,0.0,0.0,156.0,Moderate
+Visakhapatnam,2017-01-23,63.88,114.71,11.79,51.04,32.67,12.48,1.26,8.36,73.47,1.12,1.49,1.03,126.0,Moderate
+Visakhapatnam,2017-01-24,55.47,103.58,23.55,56.26,44.97,14.51,1.31,6.47,55.26,11.25,15.29,10.55,108.0,Moderate
+Visakhapatnam,2017-01-25,68.84,118.21,4.66,30.0,16.93,14.17,1.05,7.12,94.31,7.01,12.18,5.25,101.0,Moderate
+Visakhapatnam,2017-01-26,82.19,127.59,3.74,25.96,15.4,15.25,1.12,4.77,100.61,8.61,13.06,2.9,173.0,Moderate
+Visakhapatnam,2017-01-27,68.09,106.33,15.05,36.01,29.2,15.4,1.26,6.49,64.59,10.52,16.76,5.66,190.0,Moderate
+Visakhapatnam,2017-01-28,90.15,165.54,53.09,46.57,66.39,12.61,1.57,19.63,40.84,12.94,19.62,8.64,178.0,Moderate
+Visakhapatnam,2017-01-29,68.13,109.16,13.95,23.93,21.48,12.54,0.84,9.77,48.52,7.27,12.71,4.7,183.0,Moderate
+Visakhapatnam,2017-01-30,84.78,144.43,24.92,26.01,30.95,13.7,1.3,10.28,61.69,8.5,12.92,4.27,177.0,Moderate
+Visakhapatnam,2017-01-31,95.17,154.56,20.56,40.05,34.62,13.6,1.26,11.5,42.12,9.36,18.77,5.95,214.0,Poor
+Visakhapatnam,2017-02-01,93.11,149.8,18.12,41.89,36.92,12.94,1.36,9.69,39.06,10.62,12.36,5.19,221.0,Poor
+Visakhapatnam,2017-02-02,64.85,125.5,20.28,30.29,32.47,11.71,0.77,7.15,52.79,6.97,11.21,4.06,158.0,Moderate
+Visakhapatnam,2017-02-03,95.92,172.76,30.03,45.33,48.49,12.74,1.42,10.41,43.94,9.87,17.42,7.57,177.0,Moderate
+Visakhapatnam,2017-02-04,96.96,170.32,36.16,44.16,52.84,12.37,1.87,20.63,32.07,9.81,18.91,6.84,255.0,Poor
+Visakhapatnam,2017-02-05,98.42,191.04,21.82,53.95,44.32,12.88,1.09,17.72,37.53,10.17,20.58,6.82,227.0,Poor
+Visakhapatnam,2017-02-06,90.31,159.65,14.53,50.7,36.97,13.9,1.31,11.52,34.48,15.97,17.2,2.91,214.0,Poor
+Visakhapatnam,2017-02-07,86.33,161.9,10.63,41.98,30.96,13.41,0.95,14.14,38.68,9.27,14.52,1.75,137.0,Moderate
+Visakhapatnam,2017-02-08,97.24,177.05,15.93,54.72,42.07,14.31,1.07,17.66,45.07,0.0,0.0,0.0,198.0,Moderate
+Visakhapatnam,2017-02-09,108.49,191.72,23.48,51.15,46.26,13.4,1.1,14.45,40.81,0.0,0.0,0.0,265.0,Poor
+Visakhapatnam,2017-02-10,90.15,158.52,11.15,50.13,35.73,12.76,0.95,10.94,32.96,0.0,0.0,0.0,228.0,Poor
+Visakhapatnam,2017-02-11,72.66,134.1,14.45,38.14,32.05,11.97,0.81,8.28,39.94,0.0,0.0,0.0,168.0,Moderate
+Visakhapatnam,2017-02-12,50.1,92.38,8.21,24.89,19.92,10.5,0.68,3.41,47.33,0.0,0.0,0.0,107.0,Moderate
+Visakhapatnam,2017-02-13,47.32,108.45,17.57,29.69,30.07,9.05,0.74,5.12,43.6,0.72,1.8,0.36,118.0,Moderate
+Visakhapatnam,2017-02-14,54.3,122.19,22.18,31.76,34.87,6.86,1.3,4.77,32.83,4.65,9.92,2.39,146.0,Moderate
+Visakhapatnam,2017-02-15,74.8,181.65,40.55,51.11,60.16,9.42,1.57,10.04,39.01,7.32,13.83,3.81,158.0,Moderate
+Visakhapatnam,2017-02-16,103.57,205.91,44.55,67.56,72.12,14.22,1.74,31.92,40.03,8.81,15.57,4.77,219.0,Poor
+Visakhapatnam,2017-02-17,69.93,177.61,26.33,51.53,48.77,11.25,1.5,14.76,37.05,6.57,15.12,2.23,196.0,Moderate
+Visakhapatnam,2017-02-18,90.56,171.09,28.42,50.92,46.29,12.55,1.48,15.12,40.75,6.8,14.97,2.16,191.0,Moderate
+Visakhapatnam,2017-02-19,78.47,143.79,6.54,41.19,27.23,12.33,0.86,17.2,34.93,4.63,12.8,1.05,166.0,Moderate
+Visakhapatnam,2017-02-20,78.02,138.38,12.65,39.22,31.1,11.86,1.27,21.8,29.06,4.26,6.15,1.21,184.0,Moderate
+Visakhapatnam,2017-02-21,61.52,116.64,13.59,34.28,29.23,10.79,1.24,14.93,28.19,4.65,10.47,1.25,158.0,Moderate
+Visakhapatnam,2017-02-22,48.68,110.73,12.59,32.48,27.48,10.06,1.22,20.24,25.74,3.44,6.22,1.16,144.0,Moderate
+Visakhapatnam,2017-02-23,50.3,116.4,15.84,36.34,32.17,10.0,1.28,25.92,20.73,4.12,6.22,1.28,141.0,Moderate
+Visakhapatnam,2017-02-24,51.17,93.34,10.66,25.74,22.34,10.25,1.01,18.59,28.0,2.76,4.78,0.6,138.0,Moderate
+Visakhapatnam,2017-02-25,54.92,100.52,11.29,26.63,23.31,10.56,1.18,11.52,36.23,3.97,4.62,0.88,129.0,Moderate
+Visakhapatnam,2017-02-26,72.35,120.28,7.05,26.9,20.04,10.58,0.68,13.36,33.81,2.58,4.79,0.71,122.0,Moderate
+Visakhapatnam,2017-02-27,68.0,134.8,15.89,33.52,30.71,10.38,1.22,10.82,32.05,4.43,8.88,1.26,160.0,Moderate
+Visakhapatnam,2017-02-28,67.1,124.23,19.87,32.02,33.1,10.23,1.17,10.37,31.9,3.33,6.39,1.05,151.0,Moderate
+Visakhapatnam,2017-03-01,84.69,175.98,31.39,50.97,52.59,10.46,1.41,25.77,46.36,5.6,11.39,1.97,175.0,Moderate
+Visakhapatnam,2017-03-02,72.19,142.93,19.01,47.3,40.53,10.9,0.83,14.73,53.58,5.33,15.04,1.39,151.0,Moderate
+Visakhapatnam,2017-03-03,76.47,174.14,19.99,56.43,46.23,10.42,1.38,15.05,45.82,5.56,12.99,1.99,172.0,Moderate
+Visakhapatnam,2017-03-04,52.09,115.14,11.88,40.5,31.17,9.64,1.16,10.11,34.81,3.67,8.86,1.06,159.0,Moderate
+Visakhapatnam,2017-03-05,29.71,62.1,8.95,26.24,21.24,8.06,0.62,10.14,20.75,1.92,5.64,0.65,86.0,Satisfactory
+Visakhapatnam,2017-03-06,22.3,53.71,22.37,22.88,30.27,8.23,1.01,12.79,15.05,3.02,7.24,1.09,117.0,Moderate
+Visakhapatnam,2017-03-07,24.57,58.88,17.16,18.35,23.66,8.27,1.08,8.84,11.06,2.66,4.88,0.96,118.0,Moderate
+Visakhapatnam,2017-03-08,19.72,42.65,14.08,13.58,18.62,8.15,0.96,4.49,13.87,2.05,3.83,0.84,108.0,Moderate
+Visakhapatnam,2017-03-09,22.26,51.86,17.06,21.42,25.22,7.91,1.05,10.69,13.5,2.51,6.24,0.86,106.0,Moderate
+Visakhapatnam,2017-03-10,26.23,61.07,18.86,20.68,26.28,8.03,0.7,9.99,12.16,3.4,8.77,1.09,62.0,Satisfactory
+Visakhapatnam,2017-03-11,28.4,45.37,16.39,13.13,17.51,17.92,0.72,8.13,17.81,2.81,7.74,4.32,122.0,Moderate
+Visakhapatnam,2017-03-12,45.77,82.12,12.66,15.24,16.52,7.59,0.45,13.53,16.28,2.74,7.6,2.4,67.0,Satisfactory
+Visakhapatnam,2017-03-13,50.47,94.74,19.86,14.84,5.59,8.75,0.92,7.48,26.05,4.49,10.03,2.42,90.0,Satisfactory
+Visakhapatnam,2017-03-14,42.41,78.96,4.08,18.12,12.86,8.36,1.19,3.49,29.83,3.33,10.59,4.25,169.0,Moderate
+Visakhapatnam,2017-03-15,36.17,62.62,18.53,23.85,27.71,8.31,0.83,4.73,17.71,4.22,12.31,7.81,112.0,Moderate
+Visakhapatnam,2017-03-16,36.92,78.56,18.26,23.69,27.4,8.93,0.94,10.12,17.9,4.8,19.41,5.07,114.0,Moderate
+Visakhapatnam,2017-03-17,40.35,85.47,16.28,23.26,25.56,9.15,0.98,10.05,16.28,4.31,12.44,4.64,126.0,Moderate
+Visakhapatnam,2017-03-18,47.45,99.17,13.13,23.88,23.33,9.84,1.02,10.64,17.6,3.89,11.04,3.79,129.0,Moderate
+Visakhapatnam,2017-03-19,51.6,107.27,6.73,23.09,17.76,9.27,0.56,12.14,19.16,3.11,9.99,3.26,106.0,Moderate
+Visakhapatnam,2017-03-20,56.22,109.69,14.0,24.25,24.23,10.07,1.17,12.52,20.22,3.94,10.43,3.47,147.0,Moderate
+Visakhapatnam,2017-03-21,48.4,84.08,10.83,22.58,20.77,8.84,1.0,5.62,17.43,3.03,9.87,3.26,136.0,Moderate
+Visakhapatnam,2017-03-22,47.43,92.46,16.78,23.01,25.85,8.9,1.07,8.49,12.91,3.69,13.29,3.81,127.0,Moderate
+Visakhapatnam,2017-03-23,48.72,108.98,16.61,24.53,26.51,8.96,0.72,13.48,14.31,3.75,11.93,3.6,97.0,Satisfactory
+Visakhapatnam,2017-03-24,52.68,123.59,19.18,28.39,29.19,8.47,1.14,21.56,14.58,3.67,10.09,3.34,144.0,Moderate
+Visakhapatnam,2017-03-25,33.5,96.75,4.44,21.75,15.18,8.1,0.56,11.56,15.12,2.8,7.48,2.84,115.0,Moderate
+Visakhapatnam,2017-03-26,,,,,,,,,,,,,,
+Visakhapatnam,2017-03-27,41.75,105.5,5.1,21.47,7.79,6.6,0.34,8.8,14.47,1.6,3.88,1.64,,
+Visakhapatnam,2017-03-28,33.09,116.29,25.71,17.8,30.29,8.99,1.94,18.5,12.87,4.68,10.19,3.42,,
+Visakhapatnam,2017-03-29,30.71,82.42,15.06,15.91,20.71,8.4,1.11,15.93,9.32,4.06,9.33,2.72,94.0,Satisfactory
+Visakhapatnam,2017-03-30,30.48,92.82,21.87,12.79,24.54,8.67,1.68,15.52,9.25,4.01,9.75,2.97,134.0,Moderate
+Visakhapatnam,2017-03-31,30.66,110.0,25.5,13.76,28.0,8.66,1.71,19.38,9.29,5.16,10.52,3.23,140.0,Moderate
+Visakhapatnam,2017-04-01,33.98,96.5,19.02,15.38,22.56,8.54,1.55,16.77,9.57,4.51,9.33,2.68,140.0,Moderate
+Visakhapatnam,2017-04-02,32.45,103.49,11.54,16.13,17.96,7.34,1.12,14.92,12.39,3.75,8.49,2.19,106.0,Moderate
+Visakhapatnam,2017-04-03,28.03,75.36,23.69,16.11,26.39,8.58,1.65,14.5,6.85,3.72,9.57,2.67,98.0,Satisfactory
+Visakhapatnam,2017-04-04,30.18,86.28,20.43,15.4,24.75,7.65,1.58,14.6,7.31,3.98,10.54,2.74,128.0,Moderate
+Visakhapatnam,2017-04-05,39.15,96.82,15.51,17.95,21.19,7.8,1.6,14.55,11.03,3.66,8.2,2.24,136.0,Moderate
+Visakhapatnam,2017-04-06,46.38,104.17,18.44,20.15,24.3,9.16,1.74,16.06,13.89,3.73,9.15,2.55,142.0,Moderate
+Visakhapatnam,2017-04-07,45.34,99.45,15.11,18.06,20.8,39.01,1.7,14.11,17.01,3.68,9.2,2.55,152.0,Moderate
+Visakhapatnam,2017-04-08,45.08,98.0,17.0,18.38,23.54,9.31,1.71,15.15,16.39,4.09,9.1,2.54,149.0,Moderate
+Visakhapatnam,2017-04-09,30.88,66.79,7.24,17.28,13.92,7.43,0.98,11.21,11.83,2.24,6.72,1.74,94.0,Satisfactory
+Visakhapatnam,2017-04-10,43.29,90.62,20.94,12.27,22.22,17.5,2.62,16.4,10.55,5.23,10.37,3.15,,
+Visakhapatnam,2017-04-11,28.6,81.5,11.94,17.27,9.63,13.21,0.9,8.72,11.9,1.61,5.02,1.2,131.0,Moderate
+Visakhapatnam,2017-04-12,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-04-13,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-04-14,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-04-15,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-04-16,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-04-17,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-04-18,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-04-19,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-04-20,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-04-21,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-04-22,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-04-23,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-04-24,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-04-25,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-04-26,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-04-27,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-04-28,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-04-29,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-04-30,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-01,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-02,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-03,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-04,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-05,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-06,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-07,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-08,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-09,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-10,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-11,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-12,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-13,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-14,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-15,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-16,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-17,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-18,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-19,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-20,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-21,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-22,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-23,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-24,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-25,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-26,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-27,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-28,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-29,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-30,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-05-31,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-01,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-02,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-03,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-04,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-05,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-06,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-07,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-08,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-09,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-10,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-11,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-12,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-13,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-14,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-15,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-16,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-17,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-18,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-19,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-20,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-21,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-22,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-23,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-24,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-25,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-26,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-27,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-28,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-29,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-06-30,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-01,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-02,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-03,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-04,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-05,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-06,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-07,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-08,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-09,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-10,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-11,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-12,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-13,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-14,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-15,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-16,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-17,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-18,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-19,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-20,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-21,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-22,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-23,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-24,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-25,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-26,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-27,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-28,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-29,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-30,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-07-31,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-01,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-02,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-03,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-04,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-05,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-06,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-07,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-08,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-09,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-10,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-11,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-12,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-13,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-14,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-15,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-16,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-17,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-18,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-19,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-20,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-21,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-22,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-23,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-24,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-25,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-26,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-27,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-28,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-29,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-30,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-08-31,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-01,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-02,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-03,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-04,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-05,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-06,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-07,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-08,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-09,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-10,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-11,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-12,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-13,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-14,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-15,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-16,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-17,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-18,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-19,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-20,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-21,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-22,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-23,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-24,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-25,,,,,0.0,,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-26,,,,,0.0,1.37,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-27,,,,,0.0,7.61,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-28,,,,,0.0,0.21,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-29,,,,,0.0,0.21,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-09-30,,,,,0.0,0.24,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-10-01,17.67,44.56,1.55,,0.05,0.17,0.18,8.24,,0.73,2.23,0.36,,
+Visakhapatnam,2017-10-02,23.36,52.29,1.75,,0.07,6.3,0.13,7.94,,0.57,2.04,0.14,,
+Visakhapatnam,2017-10-03,8.06,41.55,1.5,,0.05,0.24,0.19,3.25,7.62,0.77,2.09,0.41,,
+Visakhapatnam,2017-10-04,18.44,56.15,1.97,,0.11,0.21,0.27,6.86,17.02,1.17,3.12,1.28,,
+Visakhapatnam,2017-10-05,7.0,26.0,1.88,,0.03,0.19,0.04,2.85,8.32,0.12,0.46,0.11,,
+Visakhapatnam,2017-10-06,8.88,21.41,1.55,,0.04,0.24,0.22,2.4,11.04,0.62,2.25,0.56,,
+Visakhapatnam,2017-10-07,9.66,35.62,2.06,,0.06,0.19,1.04,6.02,8.22,0.7,2.27,0.57,,
+Visakhapatnam,2017-10-08,7.79,30.0,1.67,,0.03,0.2,0.11,8.01,7.6,0.36,1.18,0.21,,
+Visakhapatnam,2017-10-09,8.6,30.57,1.89,,0.04,0.16,0.1,6.45,9.07,0.7,2.67,0.22,,
+Visakhapatnam,2017-10-10,,,,,0.0,0.18,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-10-11,,,,,0.0,0.24,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-10-12,,,,,0.0,0.22,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-10-13,,,,,0.0,0.22,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-10-14,,,,,0.0,0.18,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-10-15,,,,,0.0,0.2,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-10-16,,,,,0.0,0.22,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-10-17,,,,,0.0,0.22,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-10-18,,,,,0.0,0.23,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-10-19,60.42,102.42,2.05,,0.13,0.29,0.73,23.09,13.28,2.28,5.75,2.12,,
+Visakhapatnam,2017-10-20,,,1.0,,0.0,0.28,0.03,14.9,1.38,0.12,0.26,0.1,,
+Visakhapatnam,2017-10-21,52.33,138.58,1.28,,0.03,0.29,0.12,29.16,28.44,0.44,1.28,0.34,,
+Visakhapatnam,2017-10-22,,,,,0.0,0.18,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-10-23,48.95,95.65,1.77,,0.12,0.21,0.15,9.13,68.37,0.42,0.9,0.15,,
+Visakhapatnam,2017-10-24,20.0,36.0,0.85,,0.0,0.16,0.02,2.45,30.85,0.04,0.08,0.01,,
+Visakhapatnam,2017-10-25,,,,,0.0,0.23,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-10-26,,,,,0.0,0.19,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-10-27,18.0,46.0,0.9,,0.0,0.12,0.01,2.4,,0.04,0.11,0.02,,
+Visakhapatnam,2017-10-28,,,,,0.0,0.17,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-10-29,,,,,0.0,0.13,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-10-30,,,,,0.0,0.08,0.0,,,0.0,0.0,0.0,,
+Visakhapatnam,2017-10-31,55.84,119.76,1.32,,0.21,0.12,0.79,7.78,85.18,2.73,5.74,1.11,116.0,Moderate
+Visakhapatnam,2017-11-01,47.12,96.39,1.2,0.17,0.17,0.15,1.25,4.36,80.43,2.67,6.02,1.07,149.0,Moderate
+Visakhapatnam,2017-11-02,54.15,100.96,1.12,,0.14,0.13,1.26,5.16,78.48,3.06,5.76,1.1,144.0,Moderate
+Visakhapatnam,2017-11-03,39.54,83.03,1.01,,0.09,0.11,1.14,5.99,77.85,2.6,4.87,0.85,141.0,Moderate
+Visakhapatnam,2017-11-04,27.6,67.98,1.01,,0.14,0.11,0.73,5.63,70.0,2.51,5.62,0.83,86.0,Satisfactory
+Visakhapatnam,2017-11-05,23.59,57.01,0.98,,0.15,0.11,0.72,5.44,65.63,1.96,4.67,0.49,82.0,Satisfactory
+Visakhapatnam,2017-11-06,22.41,48.12,0.92,5.76,1.65,0.12,0.71,5.35,49.78,2.59,5.84,1.04,70.0,Satisfactory
+Visakhapatnam,2017-11-07,28.03,55.26,2.6,4.43,4.45,0.62,0.79,4.23,62.64,2.69,5.38,1.01,94.0,Satisfactory
+Visakhapatnam,2017-11-08,29.4,61.49,5.56,13.63,11.07,0.77,0.75,5.03,68.2,2.67,5.08,0.99,85.0,Satisfactory
+Visakhapatnam,2017-11-09,42.25,81.14,6.16,13.34,12.03,1.17,0.83,6.52,75.27,2.89,5.38,1.15,90.0,Satisfactory
+Visakhapatnam,2017-11-10,54.75,97.61,6.11,2.68,4.18,1.04,0.8,7.43,79.11,3.19,5.58,1.04,99.0,Satisfactory
+Visakhapatnam,2017-11-11,60.62,109.46,6.19,0.38,0.81,1.11,0.85,7.45,109.06,2.84,4.93,0.93,148.0,Moderate
+Visakhapatnam,2017-11-12,56.4,98.27,,,0.0,,0.84,8.57,112.66,2.88,3.89,0.53,150.0,Moderate
+Visakhapatnam,2017-11-13,33.02,72.5,1.64,19.44,2.73,0.14,0.75,5.84,89.53,2.7,4.62,0.62,130.0,Moderate
+Visakhapatnam,2017-11-14,30.55,54.72,4.37,16.56,12.06,1.38,0.76,3.89,63.31,2.92,4.8,1.09,93.0,Satisfactory
+Visakhapatnam,2017-11-15,13.1,27.08,5.88,14.82,12.59,3.82,0.74,4.74,42.26,2.61,4.33,1.05,85.0,Satisfactory
+Visakhapatnam,2017-11-16,6.48,22.89,7.13,11.61,11.94,1.39,0.74,5.57,29.49,2.63,5.43,1.45,64.0,Satisfactory
+Visakhapatnam,2017-11-17,7.8,18.72,8.16,14.27,14.19,1.13,0.76,5.12,22.19,2.55,5.67,1.68,63.0,Satisfactory
+Visakhapatnam,2017-11-18,10.89,28.9,7.06,10.62,11.36,1.49,0.71,6.13,30.74,2.58,6.78,1.19,58.0,Satisfactory
+Visakhapatnam,2017-11-19,15.12,28.67,1.78,8.23,5.82,1.72,0.63,5.84,31.24,1.93,5.37,0.66,52.0,Satisfactory
+Visakhapatnam,2017-11-20,13.71,28.68,5.91,10.58,10.34,7.27,0.82,6.95,19.47,1.58,4.58,0.83,74.0,Satisfactory
+Visakhapatnam,2017-11-21,38.17,61.47,4.55,8.68,8.28,2.41,0.79,4.93,42.78,2.83,5.74,0.83,62.0,Satisfactory
+Visakhapatnam,2017-11-22,61.5,106.56,4.52,11.39,9.69,2.19,0.91,5.98,75.21,3.53,7.69,1.09,95.0,Satisfactory
+Visakhapatnam,2017-11-23,67.51,130.08,11.25,25.32,22.58,13.3,1.02,8.7,72.79,3.51,6.98,1.81,120.0,Moderate
+Visakhapatnam,2017-11-24,72.41,138.21,8.14,28.02,21.16,8.59,0.93,9.69,110.54,4.31,8.7,1.94,161.0,Moderate
+Visakhapatnam,2017-11-25,69.52,119.5,11.08,30.52,25.13,9.98,0.94,8.78,121.73,3.47,6.73,1.07,174.0,Moderate
+Visakhapatnam,2017-11-26,70.0,124.86,1.39,31.12,17.64,10.32,0.98,8.23,121.71,3.74,5.86,1.1,175.0,Moderate
+Visakhapatnam,2017-11-27,62.29,125.91,8.62,41.42,28.9,10.87,1.07,7.34,95.86,4.46,8.25,1.98,153.0,Moderate
+Visakhapatnam,2017-11-28,82.35,172.13,14.68,54.91,41.05,11.96,1.05,8.89,76.15,5.64,10.83,3.56,158.0,Moderate
+Visakhapatnam,2017-11-29,51.25,133.9,10.83,44.58,32.46,9.56,0.81,5.7,71.32,3.91,7.3,2.13,138.0,Moderate
+Visakhapatnam,2017-11-30,56.05,92.98,5.43,39.66,25.48,10.89,0.89,7.2,80.85,2.36,4.43,1.13,116.0,Moderate
+Visakhapatnam,2017-12-01,61.99,126.25,11.77,40.34,30.94,10.89,0.91,10.41,90.05,3.29,6.23,1.73,122.0,Moderate
+Visakhapatnam,2017-12-02,71.27,124.88,6.08,27.71,19.62,11.75,0.94,7.28,122.71,2.75,3.89,0.69,165.0,Moderate
+Visakhapatnam,2017-12-03,69.02,114.81,1.3,29.42,16.66,11.2,0.93,6.61,110.02,2.82,4.02,0.67,157.0,Moderate
+Visakhapatnam,2017-12-04,75.65,123.44,6.35,34.31,23.34,12.19,1.1,9.75,106.51,3.1,4.71,1.04,162.0,Moderate
+Visakhapatnam,2017-12-05,98.32,184.65,19.59,55.94,45.6,13.31,1.23,9.07,81.64,4.31,6.63,1.87,207.0,Poor
+Visakhapatnam,2017-12-06,101.28,178.5,18.76,55.34,44.64,13.61,1.3,10.87,77.64,4.56,7.69,2.23,230.0,Poor
+Visakhapatnam,2017-12-07,83.65,141.02,6.82,36.78,24.99,20.2,1.09,12.56,96.71,3.5,6.22,1.12,195.0,Moderate
+Visakhapatnam,2017-12-08,60.98,112.99,3.86,44.64,26.84,12.06,1.04,11.66,77.73,3.09,4.78,1.27,155.0,Moderate
+Visakhapatnam,2017-12-09,55.61,111.86,10.14,44.59,31.93,11.12,1.06,10.45,53.68,3.19,4.93,1.32,104.0,Moderate
+Visakhapatnam,2017-12-10,77.81,160.8,16.77,54.45,42.5,13.01,1.14,11.55,37.76,4.16,8.01,1.9,148.0,Moderate
+Visakhapatnam,2017-12-11,72.49,126.78,8.91,47.58,32.49,15.85,1.11,10.08,46.58,3.5,6.31,1.45,132.0,Moderate
+Visakhapatnam,2017-12-12,76.95,128.31,21.61,43.73,40.7,17.37,1.16,11.13,36.79,3.93,7.83,1.67,159.0,Moderate
+Visakhapatnam,2017-12-13,80.72,149.08,37.79,41.51,52.74,15.23,1.26,7.11,36.13,4.02,8.39,2.33,169.0,Moderate
+Visakhapatnam,2017-12-14,66.31,97.69,1.73,24.11,14.13,14.84,0.93,6.7,64.81,2.54,5.99,0.93,128.0,Moderate
+Visakhapatnam,2017-12-15,66.12,97.87,6.82,36.82,25.01,13.13,1.04,5.84,71.93,2.95,5.9,1.31,125.0,Moderate
+Visakhapatnam,2017-12-16,83.31,163.67,37.77,67.69,66.71,12.29,1.47,14.22,43.04,4.91,8.85,3.08,155.0,Moderate
+Visakhapatnam,2017-12-17,92.11,181.98,23.36,56.71,49.16,14.04,1.26,14.12,52.25,4.39,7.63,2.4,206.0,Poor
+Visakhapatnam,2017-12-18,72.64,139.11,18.69,46.04,39.63,13.05,1.09,26.03,63.46,4.02,6.61,1.65,158.0,Moderate
+Visakhapatnam,2017-12-19,55.81,121.39,4.86,43.94,27.22,11.15,0.91,9.21,77.78,3.0,5.47,1.29,131.0,Moderate
+Visakhapatnam,2017-12-20,72.83,137.31,10.25,54.01,37.01,12.09,1.12,6.59,69.33,3.83,6.36,1.87,124.0,Moderate
+Visakhapatnam,2017-12-21,67.7,110.88,4.24,41.12,25.28,12.53,1.1,6.93,82.73,3.28,6.32,1.46,142.0,Moderate
+Visakhapatnam,2017-12-22,89.92,178.94,29.44,52.59,51.86,13.92,1.39,10.78,57.23,4.44,7.57,2.32,164.0,Moderate
+Visakhapatnam,2017-12-23,113.04,195.51,27.63,61.96,55.38,16.66,1.47,40.38,48.63,4.99,8.59,3.09,251.0,Poor
+Visakhapatnam,2017-12-24,117.2,183.31,19.69,45.4,40.0,16.56,1.32,13.44,65.61,4.23,6.44,2.09,268.0,Poor
+Visakhapatnam,2017-12-25,115.56,168.7,6.88,39.23,26.44,16.31,1.21,8.55,82.6,3.6,4.26,1.2,292.0,Poor
+Visakhapatnam,2017-12-26,123.9,202.38,16.37,60.49,45.4,17.16,1.45,15.18,66.62,4.47,6.7,2.26,296.0,Poor
+Visakhapatnam,2017-12-27,101.93,176.88,15.87,55.93,42.58,14.37,1.2,16.39,69.82,3.76,6.4,1.72,290.0,Poor
+Visakhapatnam,2017-12-28,88.29,195.79,28.26,60.83,55.3,11.48,1.28,16.54,57.78,4.7,7.63,2.68,203.0,Poor
+Visakhapatnam,2017-12-29,52.25,103.4,9.07,52.56,35.2,11.33,1.08,6.26,52.57,3.59,6.08,1.71,160.0,Moderate
+Visakhapatnam,2017-12-30,58.56,100.61,2.43,32.45,19.08,12.22,0.93,5.44,80.89,2.76,4.18,1.01,99.0,Satisfactory
+Visakhapatnam,2017-12-31,67.75,113.01,1.62,23.54,13.63,12.58,0.93,8.38,112.64,2.62,3.18,0.56,129.0,Moderate
+Visakhapatnam,2018-01-01,59.73,99.04,1.73,23.69,13.89,11.68,0.95,5.75,95.39,2.7,3.67,0.66,131.0,Moderate
+Visakhapatnam,2018-01-02,64.22,106.57,1.69,28.36,16.24,11.86,1.02,9.84,98.75,2.96,3.6,0.73,125.0,Moderate
+Visakhapatnam,2018-01-03,72.28,132.6,16.74,52.03,41.16,13.35,1.33,12.67,90.33,3.04,5.95,1.65,132.0,Moderate
+Visakhapatnam,2018-01-04,112.67,234.51,66.29,83.29,98.05,21.58,1.95,34.16,35.0,3.17,6.12,2.4,231.0,Poor
+Visakhapatnam,2018-01-05,89.89,183.69,42.93,59.18,66.2,14.24,1.5,11.99,57.98,4.57,7.79,3.35,233.0,Poor
+Visakhapatnam,2018-01-06,106.06,218.15,63.93,75.76,92.21,13.74,1.78,12.97,49.1,5.24,9.12,3.95,231.0,Poor
+Visakhapatnam,2018-01-07,92.74,200.4,51.53,70.87,79.46,15.97,1.6,14.41,54.14,5.0,8.18,3.5,230.0,Poor
+Visakhapatnam,2018-01-08,100.71,196.05,25.73,60.68,52.99,15.67,1.19,12.79,68.59,5.72,6.42,2.42,229.0,Poor
+Visakhapatnam,2018-01-09,63.83,116.56,2.04,33.16,19.04,15.07,0.88,10.25,101.8,2.45,4.42,0.8,150.0,Moderate
+Visakhapatnam,2018-01-10,98.05,191.53,19.01,62.83,48.04,16.65,1.28,13.18,70.78,4.17,6.77,1.99,192.0,Moderate
+Visakhapatnam,2018-01-11,123.81,289.19,33.55,70.69,64.86,19.8,1.52,15.06,60.26,6.32,7.06,2.61,279.0,Poor
+Visakhapatnam,2018-01-12,128.34,254.08,34.94,69.88,65.57,21.94,1.64,15.88,50.55,5.62,7.25,2.76,305.0,Very Poor
+Visakhapatnam,2018-01-13,117.2,210.61,13.04,52.2,38.32,22.54,1.19,16.11,33.98,4.21,8.39,1.74,293.0,Poor
+Visakhapatnam,2018-01-14,199.94,283.0,36.34,62.91,62.89,27.2,2.11,14.33,37.74,5.08,7.05,2.3,334.0,Very Poor
+Visakhapatnam,2018-01-15,113.89,203.02,20.08,47.37,41.32,19.15,1.37,11.01,60.7,4.12,5.69,1.9,320.0,Very Poor
+Visakhapatnam,2018-01-16,123.38,233.26,12.64,53.99,38.84,20.14,1.48,17.97,52.2,4.36,5.93,1.77,284.0,Poor
+Visakhapatnam,2018-01-17,104.12,200.75,13.68,50.03,37.54,17.26,1.39,12.76,39.92,4.37,5.94,1.84,297.0,Poor
+Visakhapatnam,2018-01-18,83.42,168.22,22.29,56.14,47.89,14.19,1.33,14.01,43.42,3.7,5.85,1.79,189.0,Moderate
+Visakhapatnam,2018-01-19,85.14,187.51,32.49,57.47,56.92,14.41,1.41,10.54,43.48,3.83,5.69,2.23,180.0,Moderate
+Visakhapatnam,2018-01-20,103.95,249.97,36.89,60.86,62.16,16.32,1.52,14.32,49.83,4.1,6.25,2.66,229.0,Poor
+Visakhapatnam,2018-01-21,90.25,199.35,34.06,58.21,58.52,18.07,1.48,11.72,52.56,3.84,5.57,2.03,224.0,Poor
+Visakhapatnam,2018-01-22,93.18,213.01,21.82,63.07,51.08,18.96,1.52,12.21,52.3,4.12,5.62,2.11,200.0,Moderate
+Visakhapatnam,2018-01-23,108.47,262.9,59.45,87.42,94.82,19.17,1.7,13.74,31.71,4.89,7.16,3.01,226.0,Poor
+Visakhapatnam,2018-01-24,,,,,,,,,,,,,,
+Visakhapatnam,2018-01-25,,,,,,,,,,,,,,
+Visakhapatnam,2018-01-26,,,,,,,,,,,,,,
+Visakhapatnam,2018-01-27,71.62,124.52,1.7,24.76,14.55,16.42,0.92,8.54,104.23,4.31,6.4,1.83,,
+Visakhapatnam,2018-01-28,83.94,152.19,21.27,38.1,37.57,17.95,0.99,18.12,80.72,5.16,8.94,2.54,182.0,Moderate
+Visakhapatnam,2018-01-29,87.12,156.83,13.37,44.15,34.35,17.01,1.04,9.01,77.9,5.9,9.41,2.99,176.0,Moderate
+Visakhapatnam,2018-01-30,95.29,202.2,31.84,68.01,62.06,16.09,1.24,21.3,52.07,7.86,14.99,6.39,219.0,Poor
+Visakhapatnam,2018-01-31,92.94,187.71,17.43,65.32,48.88,16.16,1.15,11.28,61.19,7.66,21.31,3.84,215.0,Poor
+Visakhapatnam,2018-02-01,73.77,168.36,16.91,61.11,46.23,14.09,1.15,2.45,57.06,7.47,19.38,3.85,179.0,Moderate
+Visakhapatnam,2018-02-02,81.05,210.94,20.17,69.86,53.53,14.98,1.19,3.83,46.84,8.43,22.89,4.88,172.0,Moderate
+Visakhapatnam,2018-02-03,78.53,205.06,32.51,65.58,61.32,16.54,1.25,9.44,44.32,8.41,15.95,4.8,164.0,Moderate
+Visakhapatnam,2018-02-04,63.4,191.95,26.6,62.86,55.05,15.52,1.06,11.92,33.84,7.49,14.47,4.31,169.0,Moderate
+Visakhapatnam,2018-02-05,65.06,179.27,31.51,58.17,56.53,16.39,1.16,11.79,33.73,7.41,14.98,4.76,162.0,Moderate
+Visakhapatnam,2018-02-06,69.68,183.64,43.41,57.75,66.0,19.37,1.02,11.14,32.3,8.28,14.87,6.18,150.0,Moderate
+Visakhapatnam,2018-02-07,62.76,139.55,23.22,49.41,45.16,18.36,0.66,9.09,21.18,6.68,17.02,3.81,136.0,Moderate
+Visakhapatnam,2018-02-08,51.09,114.01,18.01,47.2,39.76,16.05,0.59,10.01,28.8,7.01,20.99,3.29,116.0,Moderate
+Visakhapatnam,2018-02-09,49.31,125.65,25.44,41.02,42.5,13.87,0.61,9.03,18.52,6.7,18.5,3.86,112.0,Moderate
+Visakhapatnam,2018-02-10,52.48,119.12,12.38,38.01,30.27,13.99,0.59,8.76,15.79,7.64,13.03,2.86,99.0,Satisfactory
+Visakhapatnam,2018-02-11,72.97,129.71,4.22,29.17,15.38,11.54,0.44,10.67,31.16,6.39,9.11,1.92,140.0,Moderate
+Visakhapatnam,2018-02-12,72.05,116.58,1.59,,0.3,0.23,0.48,9.29,60.2,4.18,9.5,1.52,136.0,Moderate
+Visakhapatnam,2018-02-13,65.12,122.26,1.62,,0.38,0.26,0.49,10.64,99.5,4.3,6.38,1.3,144.0,Moderate
+Visakhapatnam,2018-02-14,52.38,113.91,0.98,6.49,2.22,1.42,0.51,8.12,81.06,4.17,7.44,1.8,121.0,Moderate
+Visakhapatnam,2018-02-15,67.26,169.98,4.29,11.17,9.43,2.05,0.71,10.5,58.92,7.43,13.43,4.97,134.0,Moderate
+Visakhapatnam,2018-02-16,72.41,150.5,3.63,8.09,5.75,0.98,0.65,10.83,47.88,5.91,10.28,3.92,137.0,Moderate
+Visakhapatnam,2018-02-17,82.74,155.27,1.0,0.51,0.98,0.15,0.73,10.53,30.64,7.24,12.42,4.18,169.0,Moderate
+Visakhapatnam,2018-02-18,66.72,112.92,0.44,0.64,0.6,0.19,0.49,10.45,44.98,4.92,13.43,2.18,136.0,Moderate
+Visakhapatnam,2018-02-19,78.83,143.59,0.84,0.81,1.04,0.24,0.54,9.74,34.1,5.97,9.42,2.72,148.0,Moderate
+Visakhapatnam,2018-02-20,81.56,161.53,5.29,18.27,13.07,4.64,0.72,10.34,29.31,6.56,16.56,3.43,174.0,Moderate
+Visakhapatnam,2018-02-21,72.27,183.23,24.48,49.32,46.12,11.02,0.81,10.01,32.77,7.49,13.37,4.3,156.0,Moderate
+Visakhapatnam,2018-02-22,71.19,194.15,18.76,65.2,49.93,11.49,0.74,17.08,37.11,7.24,17.12,3.6,160.0,Moderate
+Visakhapatnam,2018-02-23,76.45,188.84,16.74,58.72,44.85,12.7,0.77,16.64,36.6,6.53,18.67,3.38,157.0,Moderate
+Visakhapatnam,2018-02-24,86.82,256.85,85.97,90.43,117.99,16.13,1.71,29.37,20.95,11.15,34.23,9.54,195.0,Moderate
+Visakhapatnam,2018-02-25,61.99,250.5,83.36,66.23,102.86,19.18,1.11,24.09,35.85,9.57,17.78,8.39,232.0,Poor
+Visakhapatnam,2018-02-26,58.94,171.6,15.01,80.37,49.45,19.85,0.94,21.12,49.87,6.75,12.01,4.33,182.0,Moderate
+Visakhapatnam,2018-02-27,48.33,136.39,11.32,59.48,40.83,16.1,0.77,17.88,37.29,5.89,12.9,3.35,131.0,Moderate
+Visakhapatnam,2018-02-28,50.69,151.74,16.79,67.88,49.76,15.15,0.76,19.73,36.33,6.03,15.35,3.96,128.0,Moderate
+Visakhapatnam,2018-03-01,56.85,149.89,14.87,58.84,43.38,15.32,0.82,18.51,38.14,7.16,17.09,3.79,142.0,Moderate
+Visakhapatnam,2018-03-02,54.86,138.5,12.4,49.57,36.46,15.31,0.77,22.91,31.66,5.59,14.59,2.52,124.0,Moderate
+Visakhapatnam,2018-03-03,37.05,124.78,7.76,56.87,36.56,13.23,0.71,39.68,28.0,5.0,11.26,2.28,118.0,Moderate
+Visakhapatnam,2018-03-04,31.85,118.47,9.1,57.8,38.14,10.22,0.71,27.14,26.32,4.86,9.74,2.05,115.0,Moderate
+Visakhapatnam,2018-03-05,47.48,133.72,10.51,51.33,35.96,12.15,0.83,20.42,24.56,5.41,12.49,2.99,121.0,Moderate
+Visakhapatnam,2018-03-06,48.65,123.68,5.95,43.91,28.18,12.89,0.77,15.75,43.75,6.14,17.79,2.12,124.0,Moderate
+Visakhapatnam,2018-03-07,64.04,147.36,13.35,48.57,36.69,18.27,0.88,13.82,31.67,6.19,14.16,3.57,115.0,Moderate
+Visakhapatnam,2018-03-08,50.73,96.61,2.52,20.95,13.2,16.02,0.54,2.57,50.33,3.14,6.63,1.57,124.0,Moderate
+Visakhapatnam,2018-03-09,45.48,84.41,2.12,23.2,14.06,15.28,0.56,3.81,52.11,3.07,6.31,1.34,85.0,Satisfactory
+Visakhapatnam,2018-03-10,60.64,143.53,12.17,44.34,33.86,15.37,0.75,11.94,45.95,6.26,11.09,3.4,114.0,Moderate
+Visakhapatnam,2018-03-11,63.92,142.07,7.35,52.48,33.9,12.73,0.82,14.67,42.88,5.56,10.35,2.71,126.0,Moderate
+Visakhapatnam,2018-03-12,57.28,125.83,9.02,48.37,33.06,12.37,0.73,19.82,31.2,5.77,10.27,2.7,120.0,Moderate
+Visakhapatnam,2018-03-13,48.89,122.96,10.99,55.29,38.34,10.16,0.78,18.72,27.85,6.25,14.94,3.05,112.0,Moderate
+Visakhapatnam,2018-03-14,39.85,123.78,9.77,56.73,38.12,10.12,0.78,22.65,29.5,6.55,17.08,3.14,117.0,Moderate
+Visakhapatnam,2018-03-15,42.34,107.78,16.56,39.02,34.22,10.74,0.83,20.9,11.81,5.38,9.71,2.89,109.0,Moderate
+Visakhapatnam,2018-03-16,42.47,83.23,7.66,34.41,24.53,12.16,0.62,10.7,20.39,5.0,9.77,1.87,99.0,Satisfactory
+Visakhapatnam,2018-03-17,96.1,175.91,9.9,66.65,43.48,15.38,1.1,15.43,57.75,8.82,13.14,4.33,148.0,Moderate
+Visakhapatnam,2018-03-18,93.98,157.14,8.91,52.36,35.1,14.86,0.91,11.91,51.39,6.68,16.1,3.0,224.0,Poor
+Visakhapatnam,2018-03-19,67.56,108.03,7.26,39.88,27.24,14.5,0.66,9.05,37.93,4.75,10.86,2.13,168.0,Moderate
+Visakhapatnam,2018-03-20,55.97,106.51,8.08,40.7,28.34,12.55,0.64,17.06,22.72,4.24,9.59,2.33,105.0,Moderate
+Visakhapatnam,2018-03-21,60.63,120.63,14.38,46.99,36.83,14.27,0.76,22.86,10.8,5.29,9.51,3.03,107.0,Moderate
+Visakhapatnam,2018-03-22,51.64,108.06,10.31,41.97,30.71,11.16,0.68,16.68,17.12,5.31,9.47,2.61,110.0,Moderate
+Visakhapatnam,2018-03-23,55.66,139.74,5.8,41.72,26.56,11.71,0.93,13.78,17.41,5.6,7.3,2.44,121.0,Moderate
+Visakhapatnam,2018-03-24,54.05,115.06,4.25,31.7,20.32,12.93,0.65,8.25,25.26,4.19,6.07,2.04,116.0,Moderate
+Visakhapatnam,2018-03-25,45.64,97.95,4.34,27.43,18.13,13.32,0.54,4.7,29.04,2.62,3.95,1.15,106.0,Moderate
+Visakhapatnam,2018-03-26,51.89,114.38,7.66,37.22,26.01,11.49,0.72,9.25,23.1,4.26,7.25,2.21,99.0,Satisfactory
+Visakhapatnam,2018-03-27,48.2,107.48,12.51,40.51,31.57,10.91,0.67,24.17,13.97,4.89,7.96,2.8,110.0,Moderate
+Visakhapatnam,2018-03-28,30.53,74.44,9.91,29.04,23.28,7.57,0.56,18.48,12.55,4.26,8.72,2.41,88.0,Satisfactory
+Visakhapatnam,2018-03-29,27.49,67.21,5.33,29.4,19.76,9.57,0.57,10.65,17.22,3.54,6.88,2.2,71.0,Satisfactory
+Visakhapatnam,2018-03-30,29.82,75.32,5.43,27.29,18.9,8.17,0.52,10.8,21.54,3.7,6.73,2.01,73.0,Satisfactory
+Visakhapatnam,2018-03-31,38.7,94.22,7.62,39.01,26.95,7.64,0.6,14.53,20.53,4.06,8.45,2.79,82.0,Satisfactory
+Visakhapatnam,2018-04-01,36.96,88.07,9.2,34.75,25.96,7.44,0.62,10.53,19.03,4.42,10.19,2.46,101.0,Moderate
+Visakhapatnam,2018-04-02,29.16,87.32,3.33,30.39,18.88,6.55,0.44,9.41,54.44,3.46,6.5,1.9,95.0,Satisfactory
+Visakhapatnam,2018-04-03,22.21,55.07,6.84,21.58,17.04,7.39,0.5,3.93,19.39,3.05,5.99,2.18,62.0,Satisfactory
+Visakhapatnam,2018-04-04,23.84,69.72,5.35,30.58,20.62,7.9,0.43,5.31,23.36,3.21,7.32,2.23,70.0,Satisfactory
+Visakhapatnam,2018-04-05,27.42,71.41,6.35,35.01,23.79,5.99,0.49,9.32,44.52,3.52,7.53,2.29,72.0,Satisfactory
+Visakhapatnam,2018-04-06,38.43,102.08,9.74,35.61,26.06,9.51,0.56,10.75,14.98,4.36,9.32,2.21,89.0,Satisfactory
+Visakhapatnam,2018-04-07,36.88,82.95,8.42,33.99,24.67,9.1,0.53,12.06,13.83,4.42,10.65,2.96,95.0,Satisfactory
+Visakhapatnam,2018-04-08,23.42,42.92,2.35,21.57,12.33,6.97,0.31,2.33,65.33,2.3,5.17,1.36,84.0,Satisfactory
+Visakhapatnam,2018-04-09,39.79,89.78,14.78,40.3,33.42,8.53,0.58,4.88,23.42,4.77,9.8,3.18,75.0,Satisfactory
+Visakhapatnam,2018-04-10,47.17,97.93,10.02,37.12,27.18,10.42,0.63,13.77,29.1,5.24,13.19,4.43,90.0,Satisfactory
+Visakhapatnam,2018-04-11,29.43,69.38,11.05,30.01,24.95,8.84,0.52,11.95,18.46,4.99,11.26,2.59,85.0,Satisfactory
+Visakhapatnam,2018-04-12,22.09,54.98,10.22,28.51,23.41,11.4,0.5,10.36,17.47,3.85,8.7,2.18,59.0,Satisfactory
+Visakhapatnam,2018-04-13,28.25,83.68,13.24,35.98,29.83,8.67,0.51,17.9,17.23,5.39,11.05,3.96,81.0,Satisfactory
+Visakhapatnam,2018-04-14,18.89,55.15,11.59,23.41,21.87,8.92,0.56,15.35,12.73,4.25,7.74,2.54,54.0,Satisfactory
+Visakhapatnam,2018-04-15,15.53,54.14,10.17,27.48,22.81,10.69,0.48,10.19,14.2,3.34,6.8,1.93,66.0,Satisfactory
+Visakhapatnam,2018-04-16,17.15,57.66,10.0,28.43,23.25,9.46,0.48,16.84,20.28,3.51,7.43,2.09,55.0,Satisfactory
+Visakhapatnam,2018-04-17,27.23,85.09,11.53,33.99,27.44,11.95,0.64,27.9,13.08,5.94,12.6,3.14,78.0,Satisfactory
+Visakhapatnam,2018-04-18,19.46,66.45,17.02,31.74,30.71,10.66,0.51,27.42,14.73,4.38,9.06,2.83,71.0,Satisfactory
+Visakhapatnam,2018-04-19,17.86,65.64,9.19,28.5,22.62,9.01,0.48,14.34,24.0,3.85,8.55,2.31,66.0,Satisfactory
+Visakhapatnam,2018-04-20,16.36,69.43,9.87,24.01,20.8,10.93,0.57,16.12,11.16,4.25,8.2,2.95,65.0,Satisfactory
+Visakhapatnam,2018-04-21,21.74,83.35,6.69,23.61,17.99,9.78,0.59,8.98,15.06,4.52,7.78,2.59,80.0,Satisfactory
+Visakhapatnam,2018-04-22,15.93,66.29,12.65,23.5,22.78,8.24,0.34,33.14,12.63,2.95,5.59,1.63,76.0,Satisfactory
+Visakhapatnam,2018-04-23,26.78,107.32,10.33,30.62,23.51,9.9,0.71,20.4,10.28,6.28,10.17,3.8,,
+Visakhapatnam,2018-04-24,29.64,86.19,8.02,35.29,25.25,11.0,0.59,16.03,20.32,4.32,7.96,2.83,98.0,Satisfactory
+Visakhapatnam,2018-04-25,25.81,87.92,11.32,27.12,22.65,8.44,1.77,18.84,18.82,5.55,12.14,3.62,86.0,Satisfactory
+Visakhapatnam,2018-04-26,21.97,81.58,12.77,26.51,24.58,8.56,0.52,22.25,12.68,4.77,8.46,2.71,76.0,Satisfactory
+Visakhapatnam,2018-04-27,16.34,52.24,7.04,18.01,15.3,11.11,0.38,10.65,15.38,3.83,8.56,1.97,77.0,Satisfactory
+Visakhapatnam,2018-04-28,13.9,54.07,7.84,19.48,16.05,9.87,0.44,13.13,11.69,3.19,6.02,1.96,49.0,Good
+Visakhapatnam,2018-04-29,17.59,69.48,9.11,22.83,19.56,9.38,0.44,11.63,13.03,3.36,7.94,1.62,60.0,Satisfactory
+Visakhapatnam,2018-04-30,14.44,60.54,9.24,21.94,19.32,10.65,0.4,12.1,13.62,3.43,7.07,2.33,67.0,Satisfactory
+Visakhapatnam,2018-05-01,14.65,58.94,5.99,29.04,20.39,9.81,0.43,4.0,37.8,3.07,6.61,2.22,65.0,Satisfactory
+Visakhapatnam,2018-05-02,31.6,127.69,15.55,51.33,39.94,11.65,0.61,14.33,25.02,6.29,13.52,4.09,91.0,Satisfactory
+Visakhapatnam,2018-05-03,23.95,75.02,16.82,64.59,48.21,7.37,0.69,8.61,38.82,6.87,15.25,5.86,,
+Visakhapatnam,2018-05-04,22.42,81.52,8.05,40.78,28.23,9.49,0.46,17.91,23.02,5.37,17.25,3.37,84.0,Satisfactory
+Visakhapatnam,2018-05-05,18.79,72.55,9.84,25.71,21.68,9.26,0.42,4.96,15.94,3.87,9.6,2.45,77.0,Satisfactory
+Visakhapatnam,2018-05-06,14.83,77.05,10.29,23.09,20.64,7.75,0.53,11.51,13.08,3.58,7.79,1.85,70.0,Satisfactory
+Visakhapatnam,2018-05-07,16.6,72.27,12.23,27.91,24.92,8.1,0.52,16.18,14.68,4.06,7.88,2.5,81.0,Satisfactory
+Visakhapatnam,2018-05-08,19.95,87.8,8.49,27.69,21.76,9.69,0.61,14.62,18.42,4.71,7.99,2.64,84.0,Satisfactory
+Visakhapatnam,2018-05-09,19.27,81.33,9.64,27.8,22.62,8.11,0.62,6.64,13.05,4.35,8.55,2.72,102.0,Moderate
+Visakhapatnam,2018-05-10,20.57,94.77,12.86,35.37,29.28,9.21,0.53,20.22,13.27,5.88,11.19,2.92,90.0,Satisfactory
+Visakhapatnam,2018-05-11,9.35,58.97,6.29,23.46,17.59,8.95,0.41,11.06,21.44,3.45,6.63,2.08,77.0,Satisfactory
+Visakhapatnam,2018-05-12,81.14,64.46,8.78,34.7,25.57,10.15,0.46,8.49,34.93,4.8,9.81,2.39,119.0,Moderate
+Visakhapatnam,2018-05-13,16.11,71.82,7.45,25.8,19.79,10.66,0.48,8.2,7.76,3.64,5.7,1.73,130.0,Moderate
+Visakhapatnam,2018-05-14,15.15,56.46,13.96,30.57,25.58,8.05,0.46,6.97,15.68,4.41,9.64,3.32,,
+Visakhapatnam,2018-05-15,25.41,87.91,16.73,46.17,38.16,9.92,0.42,13.34,21.87,5.43,13.4,4.13,81.0,Satisfactory
+Visakhapatnam,2018-05-16,17.96,78.44,14.68,30.47,28.15,9.42,0.5,16.64,11.08,4.81,10.43,2.86,76.0,Satisfactory
+Visakhapatnam,2018-05-17,12.0,71.64,11.45,20.48,20.2,10.0,0.55,12.17,10.33,4.39,7.38,2.24,79.0,Satisfactory
+Visakhapatnam,2018-05-18,20.89,89.72,10.87,38.54,27.36,11.46,0.61,22.45,24.42,4.36,8.58,2.71,69.0,Satisfactory
+Visakhapatnam,2018-05-19,20.64,84.06,9.32,29.74,23.52,10.08,0.44,9.07,18.33,4.6,8.71,2.45,101.0,Moderate
+Visakhapatnam,2018-05-20,16.73,76.61,5.59,25.98,18.36,12.33,0.32,8.63,10.75,3.11,6.31,1.69,76.0,Satisfactory
+Visakhapatnam,2018-05-21,19.4,73.38,9.79,28.18,21.87,9.49,0.41,11.28,12.4,5.31,11.44,3.79,,
+Visakhapatnam,2018-05-22,14.85,66.39,10.0,25.75,21.83,10.05,0.37,4.89,14.19,4.18,12.74,2.07,75.0,Satisfactory
+Visakhapatnam,2018-05-23,11.81,53.12,7.66,20.44,17.1,9.4,0.37,7.35,11.97,4.17,6.91,1.78,60.0,Satisfactory
+Visakhapatnam,2018-05-24,13.64,50.59,10.64,22.38,20.56,10.12,0.35,8.21,9.98,3.87,9.89,2.22,47.0,Good
+Visakhapatnam,2018-05-25,11.32,39.54,7.05,20.52,16.65,10.89,0.27,5.47,12.88,3.06,14.07,1.12,44.0,Good
+Visakhapatnam,2018-05-26,13.25,31.62,4.89,13.2,11.0,10.11,0.3,2.76,21.74,2.98,6.81,1.76,40.0,Good
+Visakhapatnam,2018-05-27,14.42,43.25,6.27,20.85,16.04,10.73,0.35,4.16,17.36,3.12,9.82,1.27,38.0,Good
+Visakhapatnam,2018-05-28,25.1,76.72,10.74,30.18,24.95,12.93,0.48,13.46,13.69,6.47,15.26,2.56,56.0,Satisfactory
+Visakhapatnam,2018-05-29,27.11,80.88,6.3,28.35,20.21,11.33,0.39,13.61,22.99,3.86,7.63,2.36,87.0,Satisfactory
+Visakhapatnam,2018-05-30,37.85,106.22,3.26,27.18,17.11,12.73,0.41,9.87,37.66,4.47,8.17,2.15,98.0,Satisfactory
+Visakhapatnam,2018-05-31,34.18,107.24,2.87,20.48,13.24,12.8,0.43,3.51,42.74,3.19,6.31,1.71,103.0,Moderate
+Visakhapatnam,2018-06-01,39.17,102.24,6.0,33.55,22.91,13.36,0.43,7.38,30.22,3.95,10.88,2.14,107.0,Moderate
+Visakhapatnam,2018-06-02,30.78,86.36,7.32,35.75,24.94,13.82,0.54,4.75,30.05,4.28,9.91,2.58,89.0,Satisfactory
+Visakhapatnam,2018-06-03,38.25,121.95,10.15,69.53,45.23,20.09,0.55,13.42,14.32,6.38,13.83,4.47,90.0,Satisfactory
+Visakhapatnam,2018-06-04,45.63,89.52,2.96,24.49,15.09,14.62,1.04,3.69,68.27,3.46,7.24,1.65,,
+Visakhapatnam,2018-06-05,57.79,144.62,6.22,51.13,32.14,11.48,0.51,12.56,40.88,5.85,14.5,3.71,124.0,Moderate
+Visakhapatnam,2018-06-06,35.24,84.35,6.1,46.12,29.49,10.57,0.5,10.84,42.3,5.24,12.24,3.4,101.0,Moderate
+Visakhapatnam,2018-06-07,28.43,68.43,3.91,27.3,17.03,17.38,0.4,5.92,62.99,3.59,10.01,2.39,82.0,Satisfactory
+Visakhapatnam,2018-06-08,51.33,124.02,5.8,45.18,28.74,11.15,0.73,17.91,45.15,6.67,11.02,4.2,,
+Visakhapatnam,2018-06-09,36.75,83.33,7.13,43.22,28.75,11.47,0.45,15.33,36.89,4.5,11.04,2.92,95.0,Satisfactory
+Visakhapatnam,2018-06-10,28.69,66.84,7.43,46.76,30.91,11.62,0.41,11.71,32.48,4.06,16.57,1.69,81.0,Satisfactory
+Visakhapatnam,2018-06-11,30.94,87.54,7.83,44.8,30.2,10.87,0.41,11.93,29.61,4.57,10.77,2.06,82.0,Satisfactory
+Visakhapatnam,2018-06-12,35.48,100.2,21.41,52.86,42.93,10.19,0.93,15.22,10.92,5.37,14.21,3.89,83.0,Satisfactory
+Visakhapatnam,2018-06-13,35.64,136.51,9.51,46.06,32.36,12.77,0.63,19.68,26.85,5.61,10.01,3.07,105.0,Moderate
+Visakhapatnam,2018-06-14,38.98,148.5,8.86,46.8,32.22,14.31,0.53,18.59,32.99,4.68,10.14,3.34,126.0,Moderate
+Visakhapatnam,2018-06-15,53.56,188.11,7.4,52.52,33.19,14.28,0.55,26.72,30.34,5.44,9.36,2.82,151.0,Moderate
+Visakhapatnam,2018-06-16,50.78,173.25,6.21,41.44,27.28,15.95,0.39,21.93,47.03,4.84,11.28,1.81,158.0,Moderate
+Visakhapatnam,2018-06-17,,,,,,,,,,,,,147.0,Moderate
+Visakhapatnam,2018-06-18,,,,,,,,,,,,,,
+Visakhapatnam,2018-06-19,18.21,78.35,1.66,31.0,16.1,12.94,0.36,4.09,44.01,3.02,6.93,1.57,,
+Visakhapatnam,2018-06-20,33.71,129.48,1.79,46.23,25.55,13.8,0.46,17.05,33.74,4.66,10.53,3.82,,
+Visakhapatnam,2018-06-21,27.7,106.31,1.39,38.37,21.07,12.44,0.35,15.97,27.5,3.55,8.77,2.35,112.0,Moderate
+Visakhapatnam,2018-06-22,27.05,74.19,1.7,38.98,21.59,12.69,0.46,9.52,26.54,4.28,12.6,3.13,92.0,Satisfactory
+Visakhapatnam,2018-06-23,26.17,97.3,1.42,36.83,20.54,12.72,0.54,11.83,24.5,4.89,17.57,2.54,79.0,Satisfactory
+Visakhapatnam,2018-06-24,30.25,95.68,1.34,35.29,19.72,12.73,0.46,18.1,33.16,3.35,6.23,2.01,101.0,Moderate
+Visakhapatnam,2018-06-25,30.0,113.06,1.08,35.52,19.41,11.41,0.43,10.95,40.09,4.61,11.95,3.44,97.0,Satisfactory
+Visakhapatnam,2018-06-26,27.27,101.23,2.4,45.97,25.39,10.38,0.57,10.33,23.03,5.53,13.75,4.36,,
+Visakhapatnam,2018-06-27,33.04,113.38,2.63,41.73,23.17,10.05,0.56,18.17,13.23,5.99,13.04,4.88,111.0,Moderate
+Visakhapatnam,2018-06-28,27.29,70.27,1.92,38.39,21.26,8.61,0.45,17.86,16.53,4.77,12.89,3.46,84.0,Satisfactory
+Visakhapatnam,2018-06-29,32.92,84.65,1.9,44.95,24.58,9.62,0.7,11.38,12.07,6.03,16.2,4.8,76.0,Satisfactory
+Visakhapatnam,2018-06-30,33.78,79.51,1.56,36.11,20.18,12.56,0.43,12.05,24.91,4.69,18.09,3.13,85.0,Satisfactory
+Visakhapatnam,2018-07-01,32.22,91.28,1.51,37.53,20.92,10.45,0.56,13.1,21.67,4.77,13.21,3.78,79.0,Satisfactory
+Visakhapatnam,2018-07-02,31.92,79.9,1.43,34.59,19.33,11.96,0.48,15.3,20.82,3.84,11.58,2.67,95.0,Satisfactory
+Visakhapatnam,2018-07-03,38.8,86.26,2.42,44.72,25.19,11.77,0.5,13.39,18.01,4.59,15.15,4.1,80.0,Satisfactory
+Visakhapatnam,2018-07-04,33.39,102.52,2.81,45.59,26.38,11.74,0.45,15.11,22.69,4.95,13.76,3.88,90.0,Satisfactory
+Visakhapatnam,2018-07-05,24.36,91.04,2.81,41.02,23.76,9.97,0.43,10.52,16.46,4.87,12.41,3.92,100.0,Satisfactory
+Visakhapatnam,2018-07-06,27.25,71.62,11.52,41.73,31.19,10.3,0.54,12.32,16.69,5.05,12.85,4.39,85.0,Satisfactory
+Visakhapatnam,2018-07-07,35.14,101.2,12.11,42.5,32.46,9.88,0.58,22.36,14.14,6.26,13.0,4.28,87.0,Satisfactory
+Visakhapatnam,2018-07-08,33.26,80.16,9.85,37.76,28.08,10.5,0.5,10.86,17.08,4.77,12.63,2.66,88.0,Satisfactory
+Visakhapatnam,2018-07-09,34.32,88.43,9.08,41.61,29.51,10.21,0.49,17.0,20.19,4.67,13.24,3.21,81.0,Satisfactory
+Visakhapatnam,2018-07-10,30.08,82.39,10.04,38.24,28.5,10.28,0.47,25.43,17.19,4.23,10.35,3.3,91.0,Satisfactory
+Visakhapatnam,2018-07-11,31.55,84.57,22.42,43.01,41.13,13.34,0.4,27.6,9.27,5.11,10.75,4.14,83.0,Satisfactory
+Visakhapatnam,2018-07-12,25.83,70.56,19.44,43.68,38.33,16.21,0.85,30.88,9.06,5.31,11.93,5.21,84.0,Satisfactory
+Visakhapatnam,2018-07-13,28.16,82.2,14.49,36.77,31.34,11.59,0.45,19.09,12.36,4.54,11.07,3.81,68.0,Satisfactory
+Visakhapatnam,2018-07-14,36.57,84.99,16.34,37.66,33.32,9.84,0.54,2.72,7.93,5.02,13.48,4.64,91.0,Satisfactory
+Visakhapatnam,2018-07-15,21.84,49.03,14.0,35.28,30.14,6.86,0.42,3.69,5.98,4.51,11.37,3.64,68.0,Satisfactory
+Visakhapatnam,2018-07-16,28.49,99.19,12.1,33.71,27.76,15.54,0.52,14.09,9.15,4.64,10.13,3.96,70.0,Satisfactory
+Visakhapatnam,2018-07-17,22.82,74.76,12.19,33.08,26.54,17.79,0.37,13.4,12.67,4.46,12.46,3.48,89.0,Satisfactory
+Visakhapatnam,2018-07-18,29.86,82.04,12.74,32.84,27.82,12.91,0.49,5.17,12.63,4.07,11.87,3.03,82.0,Satisfactory
+Visakhapatnam,2018-07-19,22.54,58.77,12.38,34.15,28.24,13.19,0.39,6.51,13.41,3.85,14.45,3.19,69.0,Satisfactory
+Visakhapatnam,2018-07-20,27.9,67.82,24.2,39.37,40.61,9.28,0.55,5.16,7.57,5.45,18.97,4.8,63.0,Satisfactory
+Visakhapatnam,2018-07-21,27.85,59.59,20.46,39.62,37.7,7.66,0.58,3.7,8.23,5.86,17.52,5.72,67.0,Satisfactory
+Visakhapatnam,2018-07-22,32.61,91.42,11.81,36.09,28.8,7.27,0.51,10.45,11.48,4.88,12.9,4.27,81.0,Satisfactory
+Visakhapatnam,2018-07-23,36.78,138.91,10.14,37.23,28.04,10.9,0.72,13.25,17.24,6.49,10.93,3.73,104.0,Moderate
+Visakhapatnam,2018-07-24,41.99,137.9,9.11,38.59,27.93,11.81,0.58,11.7,18.61,6.29,10.04,3.78,127.0,Moderate
+Visakhapatnam,2018-07-25,43.56,128.51,10.1,38.15,28.5,10.99,0.66,9.21,16.97,6.23,11.11,3.86,123.0,Moderate
+Visakhapatnam,2018-07-26,44.48,150.92,11.06,43.93,32.35,8.22,0.59,7.5,14.34,5.61,13.22,4.68,130.0,Moderate
+Visakhapatnam,2018-07-27,35.02,127.79,10.73,38.7,29.3,8.57,0.55,12.02,13.41,6.52,18.93,3.64,125.0,Moderate
+Visakhapatnam,2018-07-28,35.58,108.84,8.78,35.59,26.06,9.96,0.53,11.23,19.99,4.71,11.46,3.5,113.0,Moderate
+Visakhapatnam,2018-07-29,40.33,127.5,9.14,34.26,25.65,8.97,0.45,7.3,17.03,4.11,11.28,2.21,114.0,Moderate
+Visakhapatnam,2018-07-30,43.0,157.0,15.52,52.68,40.03,9.86,0.99,12.92,14.31,8.42,17.17,7.91,118.0,Moderate
+Visakhapatnam,2018-07-31,60.0,163.0,12.43,41.18,32.01,9.52,0.45,8.08,11.5,5.04,12.78,3.94,,
+Visakhapatnam,2018-08-01,74.62,239.38,7.28,44.96,23.16,10.49,0.54,15.64,7.96,6.09,10.88,3.93,,
+Visakhapatnam,2018-08-02,40.26,109.01,9.59,34.1,25.94,8.08,0.33,7.57,19.84,3.5,10.82,2.71,117.0,Moderate
+Visakhapatnam,2018-08-03,52.43,165.01,12.56,40.08,31.53,8.35,0.51,7.34,16.1,4.36,16.14,3.52,130.0,Moderate
+Visakhapatnam,2018-08-04,53.49,166.88,17.65,46.16,38.91,10.33,0.67,6.51,18.95,6.15,23.18,4.99,142.0,Moderate
+Visakhapatnam,2018-08-05,,115.41,6.84,29.97,21.49,10.86,0.37,2.02,20.89,4.59,20.04,2.58,128.0,Moderate
+Visakhapatnam,2018-08-06,48.5,140.55,14.91,45.67,36.42,12.04,0.59,11.38,20.66,7.43,15.77,4.94,109.0,Moderate
+Visakhapatnam,2018-08-07,45.4,83.09,14.02,34.88,29.95,11.13,0.52,2.45,8.5,5.1,15.44,4.14,106.0,Moderate
+Visakhapatnam,2018-08-08,39.1,82.99,16.86,41.31,35.68,9.07,0.6,5.02,8.57,5.21,13.38,4.84,73.0,Satisfactory
+Visakhapatnam,2018-08-09,44.7,109.74,11.97,37.98,29.93,10.93,0.61,9.11,13.38,4.69,12.87,3.73,100.0,Satisfactory
+Visakhapatnam,2018-08-10,53.32,107.32,17.93,45.44,38.74,12.2,0.64,7.69,11.07,5.74,17.27,3.98,107.0,Moderate
+Visakhapatnam,2018-08-11,34.35,71.82,20.47,42.32,39.15,8.31,0.6,4.71,6.46,4.96,19.14,4.38,93.0,Satisfactory
+Visakhapatnam,2018-08-12,21.86,49.71,21.28,42.23,39.76,11.7,0.48,6.46,7.68,3.7,15.56,3.27,76.0,Satisfactory
+Visakhapatnam,2018-08-13,35.57,49.8,32.61,46.46,51.23,11.53,0.69,12.14,3.61,6.28,16.15,6.34,,
+Visakhapatnam,2018-08-14,47.85,82.02,25.81,56.07,50.81,11.82,1.01,12.74,8.25,6.64,18.06,7.4,,
+Visakhapatnam,2018-08-15,,,,,,,,,,,,,,
+Visakhapatnam,2018-08-16,43.39,111.67,13.98,34.25,29.58,11.48,0.86,6.0,11.48,6.26,12.07,5.15,,
+Visakhapatnam,2018-08-17,25.69,69.31,12.56,42.03,32.56,35.17,0.53,8.05,9.7,4.41,11.32,3.77,87.0,Satisfactory
+Visakhapatnam,2018-08-18,32.84,68.96,14.69,43.43,35.14,17.54,0.56,11.58,8.85,4.72,14.15,4.01,72.0,Satisfactory
+Visakhapatnam,2018-08-19,17.9,52.3,10.04,40.17,29.52,38.77,0.51,14.66,11.03,6.97,33.06,1.59,63.0,Satisfactory
+Visakhapatnam,2018-08-20,21.84,53.92,15.32,37.9,32.61,23.04,1.05,13.16,14.54,5.19,14.47,5.84,,
+Visakhapatnam,2018-08-21,20.96,48.4,14.68,32.21,29.07,11.45,0.85,30.0,9.95,3.55,10.94,3.18,54.0,Satisfactory
+Visakhapatnam,2018-08-22,30.03,67.02,12.31,32.93,27.52,10.7,0.88,22.77,13.26,3.98,13.44,3.4,61.0,Satisfactory
+Visakhapatnam,2018-08-23,31.38,71.25,9.39,31.63,24.45,11.36,0.91,21.64,16.3,3.8,13.78,2.88,74.0,Satisfactory
+Visakhapatnam,2018-08-24,,39.0,,,,,0.9,10.65,17.85,2.58,10.55,1.94,72.0,Satisfactory
+Visakhapatnam,2018-08-25,37.25,93.42,17.48,42.53,36.85,8.85,1.37,2.74,12.11,6.61,18.69,5.85,,
+Visakhapatnam,2018-08-26,,,,,,,,,,,,,,
+Visakhapatnam,2018-08-27,34.29,96.32,36.48,53.99,58.45,19.98,0.79,13.89,,6.72,47.97,32.47,,
+Visakhapatnam,2018-08-28,41.97,108.88,13.79,48.76,37.14,12.83,0.9,10.66,29.39,7.33,12.81,5.54,122.0,Moderate
+Visakhapatnam,2018-08-29,48.18,133.73,10.11,38.12,28.09,9.07,1.11,5.28,16.78,5.92,10.93,4.79,118.0,Moderate
+Visakhapatnam,2018-08-30,43.89,110.32,6.23,28.8,20.38,8.75,0.84,4.08,25.09,4.33,10.69,3.82,114.0,Moderate
+Visakhapatnam,2018-08-31,51.3,125.77,31.93,47.77,51.37,8.02,1.36,3.97,14.49,7.65,21.2,6.18,116.0,Moderate
+Visakhapatnam,2018-09-01,35.33,84.6,30.83,43.2,48.05,6.05,1.13,6.77,9.39,5.39,18.08,6.08,108.0,Moderate
+Visakhapatnam,2018-09-02,39.86,99.71,12.03,37.89,29.94,8.39,1.0,25.01,18.72,4.63,15.94,2.99,87.0,Satisfactory
+Visakhapatnam,2018-09-03,45.16,104.47,11.0,41.65,31.1,9.71,0.95,31.5,17.51,5.02,14.31,3.61,97.0,Satisfactory
+Visakhapatnam,2018-09-04,41.12,101.34,12.18,41.07,31.75,8.39,0.97,3.64,18.32,4.49,14.19,3.87,107.0,Moderate
+Visakhapatnam,2018-09-05,39.34,91.6,15.02,39.76,33.36,8.29,0.89,5.25,16.05,5.12,17.24,4.39,96.0,Satisfactory
+Visakhapatnam,2018-09-06,48.18,133.49,18.2,45.56,39.04,8.03,0.93,11.99,11.47,5.14,15.29,4.87,106.0,Moderate
+Visakhapatnam,2018-09-07,41.28,105.99,16.49,42.57,36.04,7.55,0.96,8.45,13.77,5.44,15.96,4.82,118.0,Moderate
+Visakhapatnam,2018-09-08,47.03,134.82,10.82,37.44,28.72,8.34,0.88,8.23,27.53,4.66,10.89,3.14,110.0,Moderate
+Visakhapatnam,2018-09-09,65.02,165.7,13.02,32.44,27.85,9.17,1.03,3.32,36.85,5.38,11.25,3.55,141.0,Moderate
+Visakhapatnam,2018-09-10,48.09,123.99,9.82,37.19,27.76,8.04,0.95,2.95,21.01,4.87,17.3,3.25,129.0,Moderate
+Visakhapatnam,2018-09-11,47.34,100.31,15.0,41.09,34.05,8.5,0.98,3.86,16.42,4.83,16.23,4.08,105.0,Moderate
+Visakhapatnam,2018-09-12,56.6,114.28,9.97,38.93,28.81,9.14,1.01,4.19,14.83,5.24,16.69,4.25,106.0,Moderate
+Visakhapatnam,2018-09-13,64.77,109.78,5.32,26.21,18.28,8.12,0.86,2.81,21.69,4.44,16.07,2.53,121.0,Moderate
+Visakhapatnam,2018-09-14,62.18,117.69,12.39,42.52,32.7,9.82,1.13,6.77,17.75,6.18,19.36,4.48,100.0,Satisfactory
+Visakhapatnam,2018-09-15,62.22,147.66,18.31,44.38,38.49,10.56,1.03,3.05,28.63,5.87,15.27,6.08,138.0,Moderate
+Visakhapatnam,2018-09-16,67.61,192.29,10.63,51.88,36.23,11.24,0.95,2.85,26.42,5.55,13.89,5.44,154.0,Moderate
+Visakhapatnam,2018-09-17,33.98,79.99,9.87,32.51,25.32,8.45,0.91,2.35,22.78,4.5,10.37,3.96,96.0,Satisfactory
+Visakhapatnam,2018-09-18,41.23,104.04,10.84,40.65,30.44,8.51,1.01,2.47,25.53,5.4,12.87,5.14,100.0,Satisfactory
+Visakhapatnam,2018-09-19,47.77,129.97,12.96,43.66,33.75,10.27,0.97,2.73,24.79,5.12,13.07,4.65,119.0,Moderate
+Visakhapatnam,2018-09-20,71.26,105.67,16.14,51.8,40.68,11.68,1.05,3.22,16.1,5.25,19.84,4.42,110.0,Moderate
+Visakhapatnam,2018-09-21,37.58,74.29,7.22,35.07,24.52,9.31,0.81,5.38,38.07,3.48,9.36,2.75,102.0,Moderate
+Visakhapatnam,2018-09-22,38.53,71.96,7.7,31.62,23.08,8.99,0.7,2.13,38.9,3.37,10.12,2.73,77.0,Satisfactory
+Visakhapatnam,2018-09-23,38.46,101.61,17.9,28.05,29.47,6.47,0.45,1.31,40.03,4.26,11.1,3.97,114.0,Moderate
+Visakhapatnam,2018-09-24,29.18,77.84,15.92,28.82,28.26,6.01,0.51,2.37,15.0,4.06,10.87,2.71,78.0,Satisfactory
+Visakhapatnam,2018-09-25,28.61,79.11,10.51,31.75,25.44,7.03,0.43,2.01,33.31,4.32,16.88,2.89,86.0,Satisfactory
+Visakhapatnam,2018-09-26,34.19,104.24,16.91,38.97,34.49,8.2,0.65,3.82,22.36,5.61,11.4,4.23,98.0,Satisfactory
+Visakhapatnam,2018-09-27,36.81,92.5,16.21,34.54,31.55,9.9,0.54,4.44,17.16,4.46,10.57,4.6,99.0,Satisfactory
+Visakhapatnam,2018-09-28,18.71,55.55,14.94,27.41,26.73,13.13,0.18,4.46,11.52,4.68,14.01,2.91,66.0,Satisfactory
+Visakhapatnam,2018-09-29,28.19,86.03,20.98,26.8,31.31,8.29,0.56,2.81,21.05,4.7,12.99,3.56,70.0,Satisfactory
+Visakhapatnam,2018-09-30,52.09,119.12,19.75,27.89,30.9,7.62,0.46,3.09,36.61,4.18,10.89,2.39,104.0,Moderate
+Visakhapatnam,2018-10-01,73.3,125.23,8.21,29.07,22.13,21.52,0.52,3.69,47.84,4.1,9.4,2.68,157.0,Moderate
+Visakhapatnam,2018-10-02,64.0,137.38,13.61,32.38,27.8,47.68,0.49,4.75,44.3,4.73,10.57,4.5,122.0,Moderate
+Visakhapatnam,2018-10-03,31.64,104.29,13.19,29.95,26.65,68.42,0.41,4.53,,3.35,8.96,2.01,107.0,Moderate
+Visakhapatnam,2018-10-04,62.23,141.49,15.72,37.26,32.44,27.72,0.66,3.19,18.47,5.1,11.79,4.11,117.0,Moderate
+Visakhapatnam,2018-10-05,57.35,154.36,22.65,42.21,40.86,24.63,0.57,3.3,21.5,4.68,11.53,3.98,130.0,Moderate
+Visakhapatnam,2018-10-06,78.54,181.76,18.59,46.02,39.58,24.65,0.68,3.7,26.83,5.16,12.67,5.1,149.0,Moderate
+Visakhapatnam,2018-10-07,69.29,155.0,5.47,32.8,21.9,17.76,0.55,3.7,37.8,3.38,7.82,2.67,153.0,Moderate
+Visakhapatnam,2018-10-08,54.88,122.81,4.5,27.32,18.25,21.39,0.57,3.87,39.34,3.37,7.95,2.22,107.0,Moderate
+Visakhapatnam,2018-10-09,42.4,126.5,5.03,30.66,20.39,14.7,0.54,3.71,35.3,3.85,9.11,2.6,112.0,Moderate
+Visakhapatnam,2018-10-10,31.74,93.9,9.86,39.07,28.8,12.68,0.64,8.16,33.84,4.3,10.53,3.41,112.0,Moderate
+Visakhapatnam,2018-10-11,49.33,137.83,14.88,63.88,46.08,14.13,0.96,28.82,22.92,7.92,25.12,5.2,106.0,Moderate
+Visakhapatnam,2018-10-12,43.88,110.35,10.23,49.84,34.83,12.58,0.69,12.45,29.07,6.08,18.5,3.65,115.0,Moderate
+Visakhapatnam,2018-10-13,69.73,118.55,6.53,36.05,24.48,15.64,0.53,5.9,50.27,3.81,9.67,2.26,122.0,Moderate
+Visakhapatnam,2018-10-14,58.04,99.35,14.0,49.77,37.85,12.16,0.61,8.68,37.85,4.62,10.6,3.73,114.0,Moderate
+Visakhapatnam,2018-10-15,49.55,100.07,18.38,51.42,42.3,12.79,0.71,11.62,32.89,5.29,12.87,4.86,98.0,Satisfactory
+Visakhapatnam,2018-10-16,40.69,83.99,13.28,29.18,26.32,10.36,0.51,2.9,35.62,3.48,10.58,3.34,98.0,Satisfactory
+Visakhapatnam,2018-10-17,53.01,89.9,9.11,33.06,25.0,11.6,0.54,4.91,49.86,3.07,8.1,2.59,80.0,Satisfactory
+Visakhapatnam,2018-10-18,86.27,164.46,22.33,62.09,51.18,12.52,0.8,20.28,66.53,6.24,12.87,5.72,144.0,Moderate
+Visakhapatnam,2018-10-19,145.0,209.56,9.88,50.73,35.02,13.74,0.78,13.31,66.45,6.57,15.11,4.89,181.0,Moderate
+Visakhapatnam,2018-10-20,69.05,187.53,9.8,45.83,32.34,13.85,0.67,10.09,66.17,5.75,14.48,4.47,168.0,Moderate
+Visakhapatnam,2018-10-21,99.12,213.95,18.6,56.25,45.03,14.97,0.75,12.67,64.33,5.62,12.76,5.09,199.0,Moderate
+Visakhapatnam,2018-10-22,107.88,250.11,11.74,57.23,39.99,16.5,0.79,14.24,85.98,5.76,12.14,4.12,236.0,Poor
+Visakhapatnam,2018-10-23,111.32,249.15,20.04,78.4,58.0,16.3,0.97,15.35,59.59,7.05,14.93,5.88,288.0,Poor
+Visakhapatnam,2018-10-24,90.26,226.33,19.84,63.2,49.75,13.67,1.04,22.56,51.64,7.08,15.38,5.26,228.0,Poor
+Visakhapatnam,2018-10-25,78.89,198.9,28.48,62.3,56.28,12.4,0.9,13.32,57.29,6.79,14.27,6.04,177.0,Moderate
+Visakhapatnam,2018-10-26,52.93,123.25,4.02,42.35,25.79,10.93,0.77,6.46,88.11,4.28,9.8,3.33,152.0,Moderate
+Visakhapatnam,2018-10-27,63.16,208.22,12.52,57.54,40.79,11.09,0.76,11.04,84.77,5.4,11.43,4.8,160.0,Moderate
+Visakhapatnam,2018-10-28,44.31,107.47,3.41,22.51,14.74,10.49,0.61,7.37,128.93,3.12,5.67,1.27,182.0,Moderate
+Visakhapatnam,2018-10-29,34.42,70.48,3.57,19.74,13.4,10.27,0.63,5.3,93.99,2.9,5.78,1.4,118.0,Moderate
+Visakhapatnam,2018-10-30,37.5,72.83,3.66,19.84,13.53,10.18,0.61,5.71,73.12,3.26,6.37,1.39,95.0,Satisfactory
+Visakhapatnam,2018-10-31,22.75,49.88,3.69,16.98,12.03,8.0,0.57,4.18,43.39,2.7,6.1,1.41,63.0,Satisfactory
+Visakhapatnam,2018-11-01,11.04,32.91,3.75,14.93,10.99,6.7,0.54,3.22,37.97,2.19,5.81,1.4,47.0,Good
+Visakhapatnam,2018-11-02,11.34,36.49,4.36,14.72,11.38,7.15,0.56,2.65,29.71,2.33,7.77,1.5,44.0,Good
+Visakhapatnam,2018-11-03,7.47,29.02,4.44,12.91,10.48,6.46,0.54,1.93,26.99,1.87,5.55,1.27,38.0,Good
+Visakhapatnam,2018-11-04,8.24,28.92,3.68,10.16,8.4,5.85,0.54,2.07,29.15,1.68,5.04,0.95,40.0,Good
+Visakhapatnam,2018-11-05,11.35,38.83,10.19,17.47,17.57,6.06,0.6,2.72,22.95,2.14,5.12,1.68,44.0,Good
+Visakhapatnam,2018-11-06,30.77,89.68,28.77,42.96,46.24,7.16,0.75,6.5,26.63,4.53,10.11,4.49,74.0,Satisfactory
+Visakhapatnam,2018-11-07,101.79,160.09,27.33,44.43,45.85,7.79,0.74,19.0,39.23,4.82,10.14,3.61,112.0,Moderate
+Visakhapatnam,2018-11-08,198.38,196.15,25.58,41.63,42.95,10.07,0.73,19.32,43.18,5.24,11.26,4.25,387.0,Very Poor
+Visakhapatnam,2018-11-09,48.16,108.47,13.22,29.96,26.68,12.58,0.66,5.47,40.88,3.51,7.77,2.97,142.0,Moderate
+Visakhapatnam,2018-11-10,66.51,160.33,14.16,33.99,29.59,14.08,0.74,13.53,51.26,4.62,8.39,3.38,127.0,Moderate
+Visakhapatnam,2018-11-11,87.49,141.5,3.14,18.34,12.31,14.63,0.69,15.16,118.98,3.17,5.9,1.2,147.0,Moderate
+Visakhapatnam,2018-11-12,90.03,157.27,4.08,32.85,20.8,13.39,0.92,12.25,113.48,4.84,8.58,2.41,214.0,Poor
+Visakhapatnam,2018-11-13,56.29,120.8,3.58,24.96,16.19,9.87,0.75,10.24,116.88,3.85,6.81,1.65,170.0,Moderate
+Visakhapatnam,2018-11-14,72.47,131.34,3.42,21.2,14.06,10.68,0.75,8.52,133.4,3.96,5.55,1.38,170.0,Moderate
+Visakhapatnam,2018-11-15,57.22,108.41,3.29,18.49,12.5,9.31,0.73,5.04,101.83,3.74,6.09,1.58,139.0,Moderate
+Visakhapatnam,2018-11-16,54.95,111.88,3.34,17.67,12.13,8.49,0.81,3.19,78.71,3.52,6.06,1.96,103.0,Moderate
+Visakhapatnam,2018-11-17,57.21,138.21,7.95,20.42,17.34,9.23,0.7,3.03,63.84,3.59,5.51,1.96,131.0,Moderate
+Visakhapatnam,2018-11-18,40.27,97.11,10.89,27.34,23.39,7.52,0.64,8.67,37.11,3.33,6.76,2.05,107.0,Moderate
+Visakhapatnam,2018-11-19,42.25,88.83,3.41,15.38,10.95,9.2,0.63,3.94,60.08,2.67,6.45,1.53,86.0,Satisfactory
+Visakhapatnam,2018-11-20,47.82,94.72,4.15,16.99,12.42,10.43,0.66,5.07,60.2,2.56,6.14,1.33,96.0,Satisfactory
+Visakhapatnam,2018-11-21,,,,,,,,,,,,,,
+Visakhapatnam,2018-11-22,,,,,,,,,,,,,,
+Visakhapatnam,2018-11-23,,,,,,,,,,,,,,
+Visakhapatnam,2018-11-24,,,,,,,,,,,,,,
+Visakhapatnam,2018-11-25,,,,,,,,,,,,,,
+Visakhapatnam,2018-11-26,,,,,,,,,,,,,,
+Visakhapatnam,2018-11-27,,,,,,,,,,,,,,
+Visakhapatnam,2018-11-28,,,,,,,,,,,,,,
+Visakhapatnam,2018-11-29,,,,,,,,,,,,,,
+Visakhapatnam,2018-11-30,55.43,101.29,3.02,35.49,21.35,15.02,0.78,6.61,88.3,4.18,8.39,2.59,,
+Visakhapatnam,2018-12-01,61.71,120.39,6.39,37.42,25.09,15.55,0.68,7.74,84.67,4.46,8.49,2.17,112.0,Moderate
+Visakhapatnam,2018-12-02,,,,,,,,,,,,,,
+Visakhapatnam,2018-12-03,,,,,,,,,,,,,,
+Visakhapatnam,2018-12-04,82.23,143.07,3.67,30.5,19.2,13.0,0.92,6.74,134.58,4.79,7.68,2.54,,
+Visakhapatnam,2018-12-05,89.61,148.52,4.41,29.08,19.05,13.29,0.85,5.29,130.07,4.96,9.2,2.3,187.0,Moderate
+Visakhapatnam,2018-12-06,96.08,154.93,3.87,21.61,14.65,13.38,0.89,4.41,130.61,4.82,8.48,2.19,213.0,Poor
+Visakhapatnam,2018-12-07,105.85,,3.89,20.12,13.87,13.78,0.85,5.66,119.86,5.23,11.07,1.13,231.0,Poor
+Visakhapatnam,2018-12-08,104.42,166.15,3.66,26.01,16.8,13.17,0.91,10.29,137.65,4.15,7.86,2.57,,
+Visakhapatnam,2018-12-09,114.86,180.89,4.31,24.2,16.37,14.97,0.84,8.94,155.27,4.37,8.62,3.06,274.0,Poor
+Visakhapatnam,2018-12-10,86.25,155.66,4.12,32.87,20.84,12.86,0.65,8.1,161.93,4.46,8.43,2.39,282.0,Poor
+Visakhapatnam,2018-12-11,74.06,141.28,4.14,35.65,22.34,11.33,0.83,6.01,162.33,4.69,9.1,3.38,233.0,Poor
+Visakhapatnam,2018-12-12,69.72,122.47,4.28,28.88,18.79,10.83,0.84,5.33,93.69,4.31,7.97,2.67,176.0,Moderate
+Visakhapatnam,2018-12-13,82.35,135.92,4.34,27.44,18.12,12.38,0.84,5.79,86.41,4.37,9.29,2.48,160.0,Moderate
+Visakhapatnam,2018-12-14,80.16,144.93,4.29,20.91,14.62,12.2,0.79,7.69,98.99,4.15,6.86,1.38,145.0,Moderate
+Visakhapatnam,2018-12-15,78.08,168.15,4.05,19.55,13.69,11.99,0.72,10.34,88.9,3.76,5.03,1.03,171.0,Moderate
+Visakhapatnam,2018-12-16,53.03,107.74,4.65,22.34,15.67,10.4,0.61,7.09,49.89,2.87,5.47,0.99,130.0,Moderate
+Visakhapatnam,2018-12-17,24.85,42.28,4.73,15.9,12.29,8.39,0.58,2.94,51.06,2.37,3.63,0.52,79.0,Satisfactory
+Visakhapatnam,2018-12-18,5.89,24.42,11.44,36.94,27.3,7.9,0.54,3.65,17.13,3.99,9.58,3.78,61.0,Satisfactory
+Visakhapatnam,2018-12-19,8.6,26.8,5.11,20.6,15.12,7.57,0.46,2.81,37.63,2.44,6.18,1.84,49.0,Good
+Visakhapatnam,2018-12-20,23.79,46.15,5.77,26.7,18.9,9.37,,3.45,44.56,2.75,8.54,1.84,53.0,Satisfactory
+Visakhapatnam,2018-12-21,43.75,76.9,4.81,26.77,18.15,10.63,,5.41,65.79,3.06,7.18,1.94,75.0,Satisfactory
+Visakhapatnam,2018-12-22,63.48,97.28,4.38,29.34,19.17,12.95,0.62,19.89,78.72,2.8,7.91,1.26,91.0,Satisfactory
+Visakhapatnam,2018-12-23,86.99,132.35,4.27,32.17,20.58,14.09,0.68,,105.91,0.01,0.01,0.01,158.0,Moderate
+Visakhapatnam,2018-12-24,87.29,141.81,9.4,47.11,32.71,12.32,0.63,,102.54,1.7,3.65,1.35,198.0,Moderate
+Visakhapatnam,2018-12-25,104.71,197.54,18.6,78.37,56.81,12.92,0.91,,113.42,5.25,11.94,3.91,230.0,Poor
+Visakhapatnam,2018-12-26,118.3,193.27,32.54,93.1,75.97,12.4,1.08,7.03,116.49,5.83,11.01,5.12,291.0,Poor
+Visakhapatnam,2018-12-27,111.24,195.18,31.43,79.61,67.9,13.77,0.92,19.05,119.87,5.19,9.34,4.13,276.0,Poor
+Visakhapatnam,2018-12-28,100.63,179.35,10.12,58.23,39.29,14.99,0.73,12.57,115.35,4.04,8.29,2.4,255.0,Poor
+Visakhapatnam,2018-12-29,77.43,137.85,3.76,40.68,24.69,14.13,0.65,17.41,104.11,3.44,5.75,1.69,220.0,Poor
+Visakhapatnam,2018-12-30,70.2,116.5,2.04,21.96,13.33,12.9,0.47,17.86,99.99,2.53,7.21,0.77,152.0,Moderate
+Visakhapatnam,2018-12-31,67.62,147.92,21.63,82.71,61.57,9.65,1.09,25.66,85.67,4.43,8.46,3.87,,
+Visakhapatnam,2019-01-01,131.6,278.71,24.58,103.42,74.99,12.25,1.26,31.0,61.02,6.26,10.18,5.23,278.0,Poor
+Visakhapatnam,2019-01-02,132.69,265.78,16.21,92.32,62.29,14.25,1.28,28.06,91.78,5.31,8.93,3.89,298.0,Poor
+Visakhapatnam,2019-01-03,148.04,285.83,25.44,103.9,75.95,16.96,1.38,29.16,93.29,5.72,9.61,4.75,319.0,Very Poor
+Visakhapatnam,2019-01-04,139.55,244.16,30.48,92.53,73.99,15.53,1.25,23.07,106.51,5.24,8.18,3.98,315.0,Very Poor
+Visakhapatnam,2019-01-05,116.68,170.85,3.06,40.15,23.83,15.5,0.95,13.47,146.19,3.06,4.47,1.29,299.0,Poor
+Visakhapatnam,2019-01-06,132.1,199.8,12.3,73.49,49.08,14.04,1.12,11.81,99.07,4.12,6.2,1.99,304.0,Very Poor
+Visakhapatnam,2019-01-07,119.16,250.09,17.85,87.59,61.1,13.93,1.2,14.7,60.8,4.78,7.46,2.51,307.0,Very Poor
+Visakhapatnam,2019-01-08,136.86,297.86,41.81,130.26,103.28,15.5,1.51,41.63,72.8,7.45,10.71,4.8,296.0,Poor
+Visakhapatnam,2019-01-09,137.45,285.72,29.95,87.03,70.65,15.99,1.4,21.05,105.07,5.14,7.97,3.39,320.0,Very Poor
+Visakhapatnam,2019-01-10,135.46,227.11,17.84,67.15,50.23,18.86,1.08,16.33,121.45,4.15,7.06,2.42,309.0,Very Poor
+Visakhapatnam,2019-01-11,106.66,161.56,3.3,33.85,20.69,15.22,0.86,11.83,113.11,2.64,4.01,1.12,279.0,Poor
+Visakhapatnam,2019-01-12,115.8,203.73,17.74,56.99,44.71,13.85,1.0,17.47,90.12,3.8,6.65,2.31,291.0,Poor
+Visakhapatnam,2019-01-13,120.2,206.55,14.84,57.3,42.55,11.64,1.02,15.43,96.41,4.65,7.12,2.59,280.0,Poor
+Visakhapatnam,2019-01-14,203.05,306.16,20.25,80.39,59.22,16.24,1.71,36.83,83.48,5.91,8.06,3.12,343.0,Very Poor
+Visakhapatnam,2019-01-15,76.5,269.04,18.07,63.35,48.39,10.91,1.24,31.62,64.29,5.73,9.25,4.0,281.0,Poor
+Visakhapatnam,2019-01-16,,185.07,2.43,17.39,11.22,10.75,0.88,12.0,153.41,2.47,2.87,0.61,226.0,Poor
+Visakhapatnam,2019-01-17,102.42,213.54,5.7,29.75,20.46,12.18,0.96,14.97,128.67,3.05,4.94,1.03,199.0,Moderate
+Visakhapatnam,2019-01-18,126.4,253.02,16.19,58.08,44.05,11.49,1.12,20.4,109.19,4.08,6.33,1.86,274.0,Poor
+Visakhapatnam,2019-01-19,125.44,228.39,26.37,74.49,61.06,10.36,1.24,31.84,99.66,4.72,7.96,3.32,305.0,Very Poor
+Visakhapatnam,2019-01-20,125.76,267.76,35.02,78.53,70.25,10.11,1.29,20.76,80.84,6.18,9.65,4.29,307.0,Very Poor
+Visakhapatnam,2019-01-21,143.69,283.17,20.65,62.47,50.02,12.72,1.3,26.0,42.56,6.25,12.15,4.08,313.0,Very Poor
+Visakhapatnam,2019-01-22,129.7,254.44,20.44,59.43,48.23,11.0,1.24,16.05,17.55,5.88,9.23,4.31,315.0,Very Poor
+Visakhapatnam,2019-01-23,118.46,137.7,34.77,76.17,68.79,16.81,1.09,19.4,30.27,5.57,9.22,3.82,302.0,Very Poor
+Visakhapatnam,2019-01-24,115.56,233.08,32.41,47.81,51.88,15.06,1.16,25.46,27.6,6.25,10.66,4.62,281.0,Poor
+Visakhapatnam,2019-01-25,100.56,198.95,52.11,41.78,64.6,12.75,1.1,19.65,7.36,7.45,13.25,6.46,257.0,Poor
+Visakhapatnam,2019-01-26,45.94,56.4,14.33,22.82,23.79,14.3,0.63,7.14,25.44,3.06,6.2,1.84,113.0,Moderate
+Visakhapatnam,2019-01-27,80.45,129.08,2.37,17.27,11.11,17.47,0.78,6.64,69.36,3.23,4.96,0.63,101.0,Moderate
+Visakhapatnam,2019-01-28,85.77,138.65,6.2,42.57,27.67,14.85,0.88,8.47,51.84,3.51,5.42,1.37,196.0,Moderate
+Visakhapatnam,2019-01-29,79.75,127.43,5.36,44.93,28.26,14.54,0.83,8.68,62.36,3.15,4.48,1.34,172.0,Moderate
+Visakhapatnam,2019-01-30,71.88,117.96,2.97,33.23,20.1,13.49,0.71,10.28,77.3,2.15,3.84,0.87,160.0,Moderate
+Visakhapatnam,2019-01-31,57.58,106.17,2.8,35.5,21.16,11.43,0.7,7.14,89.74,2.11,3.9,0.82,117.0,Moderate
+Visakhapatnam,2019-02-01,53.84,106.93,11.78,51.62,37.03,10.88,0.84,7.87,83.16,2.56,5.05,1.38,116.0,Moderate
+Visakhapatnam,2019-02-02,99.81,212.2,36.94,71.07,67.85,15.66,1.19,11.1,52.71,5.81,8.12,3.69,205.0,Poor
+Visakhapatnam,2019-02-03,85.53,245.56,28.37,65.16,57.72,13.92,1.06,9.32,60.92,4.75,6.65,2.85,205.0,Poor
+Visakhapatnam,2019-02-04,71.09,144.15,6.02,46.25,29.51,14.77,0.85,5.64,77.64,2.83,4.04,1.24,147.0,Moderate
+Visakhapatnam,2019-02-05,111.01,243.2,40.38,74.52,72.46,16.53,1.32,10.17,49.65,5.4,6.39,2.48,228.0,Poor
+Visakhapatnam,2019-02-06,113.48,275.41,53.82,91.99,92.68,19.22,1.43,29.5,40.99,5.47,8.19,3.23,272.0,Poor
+Visakhapatnam,2019-02-07,118.36,278.92,58.1,85.31,92.62,22.25,1.57,28.7,53.62,5.47,9.11,2.66,283.0,Poor
+Visakhapatnam,2019-02-08,98.9,221.69,41.61,63.54,67.63,21.33,1.15,18.3,28.17,3.53,5.86,1.72,277.0,Poor
+Visakhapatnam,2019-02-09,76.34,140.91,12.42,42.83,32.88,19.15,0.83,13.4,21.97,1.8,4.79,0.5,165.0,Moderate
+Visakhapatnam,2019-02-10,76.17,,4.18,31.31,20.05,14.0,0.82,5.9,42.82,1.38,1.92,0.58,147.0,Moderate
+Visakhapatnam,2019-02-11,59.05,124.13,3.08,28.13,17.47,12.39,0.68,4.38,65.86,1.2,2.11,0.17,126.0,Moderate
+Visakhapatnam,2019-02-12,54.84,126.53,3.32,33.09,20.3,11.44,0.72,5.12,69.7,1.36,3.45,0.28,114.0,Moderate
+Visakhapatnam,2019-02-13,59.6,124.4,4.22,33.96,21.5,10.85,0.78,6.52,91.09,1.31,2.38,0.26,122.0,Moderate
+Visakhapatnam,2019-02-14,94.42,178.56,30.85,60.03,57.02,11.61,1.06,8.19,50.52,3.18,3.84,1.07,182.0,Moderate
+Visakhapatnam,2019-02-15,55.03,94.34,3.61,30.02,17.16,10.53,0.74,6.43,59.81,1.47,1.98,0.37,144.0,Moderate
+Visakhapatnam,2019-02-16,67.33,138.24,24.49,44.68,43.67,10.43,0.86,7.87,37.87,2.11,3.61,0.68,115.0,Moderate
+Visakhapatnam,2019-02-17,50.92,109.68,6.96,34.62,24.08,9.49,0.81,11.06,28.92,1.89,3.65,0.44,109.0,Moderate
+Visakhapatnam,2019-02-18,51.74,100.88,12.68,37.14,30.07,8.91,0.79,20.8,17.83,1.9,3.36,0.64,109.0,Moderate
+Visakhapatnam,2019-02-19,33.27,71.67,6.19,20.37,15.87,8.37,0.68,4.56,15.31,1.43,1.73,0.41,84.0,Satisfactory
+Visakhapatnam,2019-02-20,39.61,86.76,17.41,24.55,27.22,8.72,0.72,5.77,13.42,1.92,4.32,0.62,82.0,Satisfactory
+Visakhapatnam,2019-02-21,51.81,115.7,24.02,36.12,38.74,9.88,0.83,15.92,17.11,2.06,3.88,0.9,98.0,Satisfactory
+Visakhapatnam,2019-02-22,52.8,118.58,10.35,40.23,29.58,10.5,0.67,10.17,28.71,1.87,5.97,0.41,103.0,Moderate
+Visakhapatnam,2019-02-23,51.41,128.17,11.2,47.12,33.81,9.68,0.84,13.49,17.21,2.13,3.96,0.65,118.0,Moderate
+Visakhapatnam,2019-02-24,41.71,144.36,14.69,50.67,38.99,11.17,0.72,33.77,20.74,1.83,4.17,0.46,124.0,Moderate
+Visakhapatnam,2019-02-25,48.26,165.39,16.54,36.7,33.12,14.7,1.11,24.73,12.13,2.47,3.92,0.67,137.0,Moderate
+Visakhapatnam,2019-02-26,52.58,169.83,8.1,28.68,21.83,13.21,0.89,7.1,1.55,2.72,2.85,0.64,148.0,Moderate
+Visakhapatnam,2019-02-27,,,,,,,,,,,,,,
+Visakhapatnam,2019-02-28,,,,,,,,,,,,,,
+Visakhapatnam,2019-03-01,10.68,46.46,4.94,17.81,11.12,12.46,0.49,3.9,18.56,4.63,3.91,0.99,,
+Visakhapatnam,2019-03-02,15.89,52.28,5.49,14.77,11.88,18.19,0.45,4.55,24.44,1.26,1.92,0.59,48.0,Good
+Visakhapatnam,2019-03-03,26.93,69.05,9.16,20.86,18.4,19.16,0.55,6.16,25.91,1.38,2.35,0.44,63.0,Satisfactory
+Visakhapatnam,2019-03-04,27.8,87.02,9.33,24.13,20.15,16.91,0.73,10.33,15.8,1.93,2.6,0.5,78.0,Satisfactory
+Visakhapatnam,2019-03-05,22.27,91.01,11.92,26.61,23.91,15.04,0.67,11.33,12.4,1.54,2.93,0.55,92.0,Satisfactory
+Visakhapatnam,2019-03-06,42.23,111.52,10.3,32.32,25.64,15.18,0.74,14.82,13.43,1.83,3.18,0.6,102.0,Moderate
+Visakhapatnam,2019-03-07,30.85,93.77,7.01,23.55,17.86,13.6,0.67,7.93,20.43,1.58,4.05,0.34,104.0,Moderate
+Visakhapatnam,2019-03-08,33.92,81.68,16.0,29.37,28.39,14.64,0.77,4.45,27.64,1.6,5.19,0.69,81.0,Satisfactory
+Visakhapatnam,2019-03-09,27.95,96.17,26.94,39.08,42.69,9.47,0.86,5.18,13.08,2.69,5.31,1.6,80.0,Satisfactory
+Visakhapatnam,2019-03-10,19.08,75.6,18.0,36.5,34.05,9.02,0.61,12.53,9.47,1.17,4.25,0.37,79.0,Satisfactory
+Visakhapatnam,2019-03-11,21.22,93.11,16.6,42.49,36.09,7.21,0.83,17.44,9.42,1.53,2.28,0.46,74.0,Satisfactory
+Visakhapatnam,2019-03-12,30.96,123.07,15.16,53.94,41.01,6.77,0.71,25.05,14.33,1.85,3.12,0.68,105.0,Moderate
+Visakhapatnam,2019-03-13,42.54,133.44,11.91,51.99,37.33,9.45,0.71,23.47,15.38,1.8,2.69,0.54,121.0,Moderate
+Visakhapatnam,2019-03-14,50.39,159.08,20.49,61.21,49.22,9.92,0.84,25.54,16.02,2.48,5.05,0.67,131.0,Moderate
+Visakhapatnam,2019-03-15,43.56,116.19,10.54,38.18,28.88,10.07,0.72,12.45,22.29,0.88,1.28,0.18,130.0,Moderate
+Visakhapatnam,2019-03-16,28.18,95.94,5.96,25.99,18.67,8.88,0.59,8.67,18.53,0.94,1.5,0.16,107.0,Moderate
+Visakhapatnam,2019-03-17,34.35,105.79,12.83,37.82,30.54,11.04,0.62,13.1,15.39,1.44,2.82,0.2,98.0,Satisfactory
+Visakhapatnam,2019-03-18,30.15,79.98,8.63,29.19,22.42,9.72,0.57,35.88,34.91,1.85,4.34,0.91,98.0,Satisfactory
+Visakhapatnam,2019-03-19,32.39,100.66,13.28,43.73,34.05,9.23,0.68,4.7,21.36,3.68,8.13,2.35,100.0,Satisfactory
+Visakhapatnam,2019-03-20,27.53,72.87,6.94,28.71,20.92,9.03,0.64,9.69,20.53,2.39,9.1,0.92,78.0,Satisfactory
+Visakhapatnam,2019-03-21,23.36,66.43,10.06,29.64,23.95,7.49,0.79,9.32,22.21,4.19,6.98,1.61,74.0,Satisfactory
+Visakhapatnam,2019-03-22,36.33,115.06,16.25,42.43,35.79,8.6,0.96,27.76,10.36,3.94,7.53,1.51,91.0,Satisfactory
+Visakhapatnam,2019-03-23,31.12,105.29,12.4,36.11,29.29,8.76,0.77,11.71,13.51,3.16,6.39,1.52,114.0,Moderate
+Visakhapatnam,2019-03-24,31.06,108.14,15.64,35.72,31.71,7.9,0.87,11.38,10.46,3.76,5.71,1.12,101.0,Moderate
+Visakhapatnam,2019-03-25,36.77,89.98,15.7,35.59,31.69,7.68,0.83,4.85,15.33,2.95,7.09,0.88,99.0,Satisfactory
+Visakhapatnam,2019-03-26,24.49,64.93,13.33,30.89,27.27,6.13,0.7,8.09,8.37,2.08,7.01,0.49,81.0,Satisfactory
+Visakhapatnam,2019-03-27,24.5,76.36,12.35,33.42,27.82,6.14,0.68,10.25,12.09,1.57,3.53,0.51,71.0,Satisfactory
+Visakhapatnam,2019-03-28,30.49,93.56,9.58,33.41,25.56,6.78,0.77,15.85,14.54,1.81,3.06,0.43,87.0,Satisfactory
+Visakhapatnam,2019-03-29,31.8,102.51,9.63,28.23,22.85,7.16,0.83,11.6,15.0,2.38,3.93,0.66,91.0,Satisfactory
+Visakhapatnam,2019-03-30,37.15,104.69,15.62,36.12,31.91,7.17,0.86,12.35,8.66,2.55,5.63,0.76,103.0,Moderate
+Visakhapatnam,2019-03-31,44.75,133.71,18.2,45.4,38.95,7.48,0.88,22.5,8.84,3.16,4.71,0.91,110.0,Moderate
+Visakhapatnam,2019-04-01,43.25,133.41,8.31,35.51,25.64,6.01,0.94,10.1,17.23,3.16,5.88,0.93,126.0,Moderate
+Visakhapatnam,2019-04-02,28.42,103.06,11.85,36.19,28.89,5.34,0.95,17.8,10.37,2.34,5.13,0.71,108.0,Moderate
+Visakhapatnam,2019-04-03,27.5,89.44,13.6,35.23,29.79,5.19,0.88,14.67,9.43,1.83,3.93,0.7,101.0,Moderate
+Visakhapatnam,2019-04-04,27.02,103.61,20.57,32.42,33.96,4.97,0.87,21.15,4.48,3.23,4.9,1.02,91.0,Satisfactory
+Visakhapatnam,2019-04-05,23.63,77.64,21.08,25.85,30.79,5.33,0.72,19.17,4.17,2.34,4.15,0.9,96.0,Satisfactory
+Visakhapatnam,2019-04-06,32.96,109.5,13.85,43.6,34.45,6.14,0.63,8.55,9.24,2.85,5.75,0.88,86.0,Satisfactory
+Visakhapatnam,2019-04-07,25.61,85.39,8.02,41.37,28.52,5.39,0.64,12.44,17.83,2.48,5.67,0.79,105.0,Moderate
+Visakhapatnam,2019-04-08,22.42,79.8,14.26,22.97,23.82,4.41,0.8,4.42,5.25,2.47,4.12,0.87,81.0,Satisfactory
+Visakhapatnam,2019-04-09,23.73,81.76,19.81,23.77,28.74,5.25,0.85,6.88,5.09,2.87,5.12,0.74,80.0,Satisfactory
+Visakhapatnam,2019-04-10,33.69,99.18,14.32,22.46,23.58,5.62,0.66,5.13,9.26,2.02,3.52,0.66,100.0,Satisfactory
+Visakhapatnam,2019-04-11,,,,,,,,,,,,,86.0,Satisfactory
+Visakhapatnam,2019-04-12,17.95,97.07,20.46,31.15,33.19,4.88,0.96,8.95,8.21,3.05,4.38,1.25,,
+Visakhapatnam,2019-04-13,27.28,106.57,14.48,42.29,34.27,6.29,0.8,7.57,30.51,3.53,7.25,1.38,96.0,Satisfactory
+Visakhapatnam,2019-04-14,20.65,85.16,16.65,31.55,30.32,6.09,0.71,9.19,7.99,2.46,6.18,0.72,99.0,Satisfactory
+Visakhapatnam,2019-04-15,28.84,107.04,20.1,36.27,35.64,6.95,0.84,16.08,7.94,3.54,5.54,1.46,89.0,Satisfactory
+Visakhapatnam,2019-04-16,31.45,120.82,20.27,42.89,39.3,7.41,0.87,19.8,9.43,4.6,7.18,1.72,110.0,Moderate
+Visakhapatnam,2019-04-17,35.3,116.16,15.75,33.42,30.58,7.0,0.8,6.68,10.95,2.97,5.23,1.21,114.0,Moderate
+Visakhapatnam,2019-04-18,31.25,102.2,15.92,24.69,26.08,5.86,0.75,5.09,7.71,1.83,4.44,0.72,111.0,Moderate
+Visakhapatnam,2019-04-19,22.48,68.45,10.03,18.99,18.27,5.28,0.65,3.89,8.0,1.3,3.58,0.48,88.0,Satisfactory
+Visakhapatnam,2019-04-20,21.76,73.93,14.91,28.49,27.27,5.19,0.71,4.05,8.68,1.56,4.51,0.7,71.0,Satisfactory
+Visakhapatnam,2019-04-21,25.62,86.99,20.55,44.16,40.2,6.25,0.79,2.61,7.01,3.47,9.56,1.7,79.0,Satisfactory
+Visakhapatnam,2019-04-22,29.58,78.81,8.56,33.58,24.82,6.46,0.65,3.6,23.29,2.45,5.58,1.07,85.0,Satisfactory
+Visakhapatnam,2019-04-23,26.19,68.03,10.22,26.87,22.6,5.44,0.61,3.32,17.99,1.7,3.72,0.66,72.0,Satisfactory
+Visakhapatnam,2019-04-24,21.88,60.43,13.66,22.74,23.2,5.26,0.6,2.76,8.57,1.87,4.71,0.56,63.0,Satisfactory
+Visakhapatnam,2019-04-25,37.51,114.06,14.93,23.73,24.76,5.05,0.88,3.31,8.22,2.18,4.54,0.9,83.0,Satisfactory
+Visakhapatnam,2019-04-26,38.9,120.33,12.73,27.19,24.81,24.31,0.79,2.88,11.15,2.46,3.92,0.86,116.0,Moderate
+Visakhapatnam,2019-04-27,29.45,96.85,12.22,23.62,22.35,34.25,1.01,2.41,9.02,1.9,4.55,0.73,113.0,Moderate
+Visakhapatnam,2019-04-28,25.92,104.1,16.81,19.16,23.85,38.69,0.83,3.27,8.65,2.88,3.22,0.61,102.0,Moderate
+Visakhapatnam,2019-04-29,18.89,65.88,14.16,15.71,19.87,42.9,0.61,5.58,7.06,1.89,3.17,0.58,85.0,Satisfactory
+Visakhapatnam,2019-04-30,12.9,52.79,8.44,15.86,15.3,43.25,0.61,5.1,10.51,1.08,2.73,0.32,56.0,Satisfactory
+Visakhapatnam,2019-05-01,13.18,50.34,4.75,18.79,13.85,25.06,0.58,5.3,10.63,1.14,3.53,0.38,46.0,Good
+Visakhapatnam,2019-05-02,15.1,55.1,9.33,35.9,26.68,13.04,0.57,6.22,5.82,1.88,4.35,0.91,50.0,Good
+Visakhapatnam,2019-05-03,59.67,198.42,10.9,49.52,35.21,12.07,1.16,4.15,25.37,5.16,10.52,2.33,97.0,Satisfactory
+Visakhapatnam,2019-05-04,52.61,180.09,4.74,32.12,20.93,31.66,0.86,2.49,36.58,2.56,4.47,0.95,175.0,Moderate
+Visakhapatnam,2019-05-05,65.23,220.1,6.93,42.18,28.07,26.72,0.95,3.66,32.99,3.03,3.88,0.66,160.0,Moderate
+Visakhapatnam,2019-05-06,67.2,216.54,7.84,31.58,23.17,31.93,0.9,3.34,26.11,2.39,4.32,0.66,190.0,Moderate
+Visakhapatnam,2019-05-07,56.08,194.4,11.34,35.5,28.1,25.79,0.85,3.37,15.57,2.01,3.2,0.55,163.0,Moderate
+Visakhapatnam,2019-05-08,54.82,183.91,6.11,22.26,16.8,41.26,0.64,2.01,23.67,2.06,2.71,0.42,166.0,Moderate
+Visakhapatnam,2019-05-09,61.23,188.33,8.18,26.94,20.98,16.66,1.16,4.41,33.61,3.34,5.08,0.94,151.0,Moderate
+Visakhapatnam,2019-05-10,56.23,171.44,4.67,18.5,13.62,26.89,0.81,3.73,36.53,2.85,4.14,0.74,163.0,Moderate
+Visakhapatnam,2019-05-11,49.08,163.64,5.63,11.09,10.49,3.62,0.87,3.19,25.23,2.72,4.09,0.79,140.0,Moderate
+Visakhapatnam,2019-05-12,44.74,147.05,4.91,10.19,9.26,23.45,0.71,3.32,24.45,2.42,3.59,0.61,138.0,Moderate
+Visakhapatnam,2019-05-13,43.14,168.58,7.54,11.43,12.19,9.65,0.98,2.82,17.65,2.92,4.07,0.73,135.0,Moderate
+Visakhapatnam,2019-05-14,37.06,122.82,5.88,10.67,10.43,5.51,0.69,2.64,19.63,2.03,4.12,0.68,129.0,Moderate
+Visakhapatnam,2019-05-15,45.0,113.4,5.28,4.13,6.02,7.08,0.9,7.43,23.34,1.98,3.35,0.59,116.0,Moderate
+Visakhapatnam,2019-05-16,29.21,130.06,10.51,19.75,18.92,12.63,0.84,9.12,15.88,2.87,5.45,0.72,111.0,Moderate
+Visakhapatnam,2019-05-17,35.01,127.26,10.53,40.82,30.27,4.86,0.97,7.74,16.0,2.45,5.64,1.13,125.0,Moderate
+Visakhapatnam,2019-05-18,40.21,139.76,13.36,42.51,33.59,5.31,0.96,6.94,14.09,2.52,4.46,0.95,117.0,Moderate
+Visakhapatnam,2019-05-19,38.02,124.52,11.59,38.62,29.97,6.32,0.68,25.27,11.39,2.07,3.34,0.86,127.0,Moderate
+Visakhapatnam,2019-05-20,31.6,105.97,12.45,28.85,25.47,3.77,0.83,12.95,14.09,2.63,4.29,1.11,,
+Visakhapatnam,2019-05-21,31.98,117.35,11.57,32.0,26.43,6.16,0.79,9.84,11.98,2.28,3.52,0.8,108.0,Moderate
+Visakhapatnam,2019-05-22,32.84,120.24,14.11,32.44,28.73,17.9,0.67,13.58,11.28,1.49,2.2,0.46,115.0,Moderate
+Visakhapatnam,2019-05-23,26.16,103.66,10.78,28.5,23.92,12.54,0.73,10.67,10.02,1.69,2.06,0.45,106.0,Moderate
+Visakhapatnam,2019-05-24,29.8,104.97,9.9,29.1,23.53,5.34,0.77,11.11,13.22,1.88,2.5,0.54,101.0,Moderate
+Visakhapatnam,2019-05-25,39.15,123.66,9.88,31.19,24.62,7.44,0.82,7.83,17.42,1.63,2.05,0.4,109.0,Moderate
+Visakhapatnam,2019-05-26,57.41,131.82,5.22,33.59,22.11,4.44,0.75,7.1,26.98,1.94,1.84,0.39,126.0,Moderate
+Visakhapatnam,2019-05-27,31.75,127.6,7.55,34.42,24.46,3.11,0.79,6.71,32.66,2.08,2.7,0.63,120.0,Moderate
+Visakhapatnam,2019-05-28,39.54,117.65,12.21,51.29,37.33,1.9,1.06,18.0,29.81,3.99,6.75,1.6,106.0,Moderate
+Visakhapatnam,2019-05-29,33.95,112.15,11.21,44.94,32.14,1.71,0.85,29.13,19.85,3.07,5.7,1.83,114.0,Moderate
+Visakhapatnam,2019-05-30,33.91,103.26,6.99,42.39,28.22,2.52,0.8,17.44,23.55,3.83,6.86,2.63,111.0,Moderate
+Visakhapatnam,2019-05-31,37.1,107.98,6.56,31.49,22.21,4.8,0.77,4.73,24.16,3.35,6.07,1.77,103.0,Moderate
+Visakhapatnam,2019-06-01,45.29,106.33,7.38,29.3,21.59,8.43,0.76,6.79,30.85,4.59,8.09,2.53,103.0,Moderate
+Visakhapatnam,2019-06-02,50.58,137.62,6.03,33.15,22.59,14.25,0.79,7.03,26.69,4.12,5.68,1.49,87.0,Satisfactory
+Visakhapatnam,2019-06-03,29.74,101.8,17.14,44.6,37.79,3.6,0.9,6.22,19.75,4.76,10.42,4.77,97.0,Satisfactory
+Visakhapatnam,2019-06-04,42.08,113.64,18.3,50.29,41.75,3.73,0.86,9.46,16.86,5.72,17.77,4.03,109.0,Moderate
+Visakhapatnam,2019-06-05,50.27,126.08,5.74,31.49,21.31,12.96,0.85,7.79,25.76,4.88,6.84,2.2,88.0,Satisfactory
+Visakhapatnam,2019-06-06,38.91,123.12,8.69,35.15,25.77,4.53,0.84,8.96,22.76,5.45,9.33,3.73,117.0,Moderate
+Visakhapatnam,2019-06-07,45.26,127.45,8.4,35.69,25.79,6.4,0.85,13.73,18.08,6.15,8.71,2.81,121.0,Moderate
+Visakhapatnam,2019-06-08,37.51,118.95,6.51,32.28,22.46,3.04,0.74,11.74,18.21,5.39,7.21,2.16,109.0,Moderate
+Visakhapatnam,2019-06-09,55.58,133.27,6.45,46.77,30.12,5.79,0.9,14.09,31.21,5.53,10.18,2.8,119.0,Moderate
+Visakhapatnam,2019-06-10,47.28,116.44,5.79,51.94,32.33,5.43,0.82,15.56,40.04,6.59,14.42,3.39,122.0,Moderate
+Visakhapatnam,2019-06-11,37.53,113.19,8.34,49.11,32.91,3.74,0.74,14.49,24.99,5.61,13.34,3.17,99.0,Satisfactory
+Visakhapatnam,2019-06-12,,131.6,8.97,51.42,34.76,4.03,0.86,23.45,21.92,7.58,11.37,3.8,119.0,Moderate
+Visakhapatnam,2019-06-13,27.89,94.44,5.57,43.7,27.77,2.49,0.75,12.47,35.08,4.56,10.61,2.75,112.0,Moderate
+Visakhapatnam,2019-06-14,39.18,130.58,10.88,54.95,38.2,2.65,0.97,18.97,21.48,7.25,15.75,3.93,101.0,Moderate
+Visakhapatnam,2019-06-15,37.35,138.02,7.87,46.38,31.2,2.71,0.76,21.26,24.49,5.66,10.97,3.21,122.0,Moderate
+Visakhapatnam,2019-06-16,40.03,141.42,11.35,40.83,30.06,4.1,0.69,21.41,19.68,3.92,9.24,1.68,135.0,Moderate
+Visakhapatnam,2019-06-17,33.4,100.52,12.51,53.01,38.49,5.01,0.78,9.52,17.89,6.24,22.56,4.13,109.0,Moderate
+Visakhapatnam,2019-06-18,40.58,120.64,8.07,45.39,30.84,5.24,0.84,18.11,25.52,5.4,11.08,2.74,100.0,Satisfactory
+Visakhapatnam,2019-06-19,59.13,196.5,11.49,56.36,39.33,7.92,1.08,11.91,13.25,10.35,19.07,4.78,153.0,Moderate
+Visakhapatnam,2019-06-20,37.62,105.75,9.24,38.69,28.1,4.81,0.89,6.32,17.01,5.81,12.49,3.62,126.0,Moderate
+Visakhapatnam,2019-06-21,28.8,66.8,11.94,41.36,31.71,4.09,0.82,9.01,21.5,5.3,14.08,4.74,86.0,Satisfactory
+Visakhapatnam,2019-06-22,56.84,114.49,20.05,63.61,50.14,5.83,1.11,8.07,11.88,9.83,26.43,7.23,104.0,Moderate
+Visakhapatnam,2019-06-23,39.46,81.53,7.26,37.97,26.09,4.9,0.73,8.51,25.95,6.12,16.7,3.2,98.0,Satisfactory
+Visakhapatnam,2019-06-24,35.47,71.35,5.17,28.75,19.5,5.85,0.68,8.96,24.19,4.23,13.81,1.78,75.0,Satisfactory
+Visakhapatnam,2019-06-25,22.96,61.28,7.14,26.62,19.97,5.84,0.64,7.11,11.66,3.77,7.76,1.73,60.0,Satisfactory
+Visakhapatnam,2019-06-26,30.65,84.08,7.75,27.46,20.91,6.72,0.79,8.36,16.2,3.88,9.33,2.31,73.0,Satisfactory
+Visakhapatnam,2019-06-27,40.18,105.25,7.6,47.96,31.68,6.71,0.81,13.28,19.68,5.36,11.1,3.0,98.0,Satisfactory
+Visakhapatnam,2019-06-28,30.4,106.57,9.54,50.51,34.62,6.97,0.87,14.79,17.03,7.6,20.77,4.73,100.0,Satisfactory
+Visakhapatnam,2019-06-29,25.84,91.36,12.85,42.21,32.9,7.97,0.8,14.17,9.36,5.24,14.78,4.15,105.0,Moderate
+Visakhapatnam,2019-06-30,20.4,77.9,8.26,39.65,27.81,8.58,0.63,14.86,11.36,5.79,21.77,2.66,80.0,Satisfactory
+Visakhapatnam,2019-07-01,41.42,96.54,20.57,59.14,48.18,8.32,0.88,6.55,4.82,8.13,28.76,7.78,,
+Visakhapatnam,2019-07-02,29.39,92.4,14.88,50.5,38.96,7.99,0.66,9.93,6.8,5.5,15.59,4.32,88.0,Satisfactory
+Visakhapatnam,2019-07-03,33.41,141.22,10.19,43.53,31.44,7.41,1.02,14.2,10.3,7.05,12.82,4.3,107.0,Moderate
+Visakhapatnam,2019-07-04,33.55,139.81,11.72,40.73,31.2,7.02,0.68,14.65,11.12,6.83,11.15,3.61,132.0,Moderate
+Visakhapatnam,2019-07-05,33.67,85.62,13.64,41.48,33.15,6.54,0.61,14.04,6.21,5.4,11.03,3.88,110.0,Moderate
+Visakhapatnam,2019-07-06,25.58,91.73,17.5,39.32,35.15,5.7,0.7,10.14,5.42,5.97,15.23,4.13,80.0,Satisfactory
+Visakhapatnam,2019-07-07,30.74,139.65,15.7,46.97,37.74,5.3,0.69,31.92,6.92,5.89,10.78,3.02,107.0,Moderate
+Visakhapatnam,2019-07-08,26.75,100.5,10.06,35.87,27.26,5.77,0.59,23.57,7.95,3.32,6.01,1.49,128.0,Moderate
+Visakhapatnam,2019-07-09,41.29,192.31,17.47,44.71,34.82,5.2,1.27,10.69,7.76,9.97,11.66,6.04,,
+Visakhapatnam,2019-07-10,31.12,121.6,11.42,40.55,30.85,4.98,0.83,9.07,9.17,4.87,9.05,3.33,129.0,Moderate
+Visakhapatnam,2019-07-11,25.62,106.83,10.77,34.25,26.97,7.96,0.63,7.67,9.32,4.2,7.9,2.76,108.0,Moderate
+Visakhapatnam,2019-07-12,20.88,95.85,8.9,34.46,25.57,6.4,0.5,7.07,11.47,4.08,7.44,2.73,102.0,Moderate
+Visakhapatnam,2019-07-13,34.28,118.77,11.76,41.25,31.5,6.85,0.52,6.76,10.65,5.13,11.37,4.14,110.0,Moderate
+Visakhapatnam,2019-07-14,28.47,84.28,11.2,41.79,31.34,6.26,0.37,6.88,4.38,4.2,9.27,1.79,106.0,Moderate
+Visakhapatnam,2019-07-15,22.4,103.5,6.74,36.97,25.14,5.15,0.76,6.45,19.04,5.34,12.88,3.75,,
+Visakhapatnam,2019-07-16,41.9,130.91,16.51,49.44,39.72,8.12,0.95,5.05,13.19,8.1,20.31,3.74,106.0,Moderate
+Visakhapatnam,2019-07-17,57.36,161.99,20.86,59.13,48.41,9.14,1.07,6.75,14.7,8.11,19.16,6.34,143.0,Moderate
+Visakhapatnam,2019-07-18,40.74,106.84,7.75,33.3,24.01,9.25,0.63,12.61,25.08,5.28,13.23,3.08,117.0,Moderate
+Visakhapatnam,2019-07-19,58.92,110.31,16.16,48.17,38.77,11.25,0.93,9.67,12.78,7.76,19.72,5.27,106.0,Moderate
+Visakhapatnam,2019-07-20,34.17,71.59,5.19,24.07,17.02,9.8,0.57,11.45,20.48,4.46,7.92,1.44,89.0,Satisfactory
+Visakhapatnam,2019-07-21,20.21,48.5,2.79,12.57,8.96,7.2,0.44,14.75,24.05,1.91,6.87,0.72,57.0,Satisfactory
+Visakhapatnam,2019-07-22,20.03,47.3,3.46,13.26,9.86,7.28,0.39,14.46,18.31,2.03,4.23,1.04,46.0,Good
+Visakhapatnam,2019-07-23,16.74,50.23,9.48,17.67,17.1,6.6,0.49,15.32,9.97,3.01,7.32,1.65,49.0,Good
+Visakhapatnam,2019-07-24,29.76,102.17,11.47,35.69,28.3,6.63,0.89,15.27,12.02,5.05,16.02,2.96,75.0,Satisfactory
+Visakhapatnam,2019-07-25,29.61,81.88,9.2,35.82,26.53,5.46,1.05,5.87,16.25,4.26,10.06,3.47,100.0,Satisfactory
+Visakhapatnam,2019-07-26,19.61,49.3,22.44,40.12,39.59,4.58,0.67,13.09,7.5,5.41,17.78,4.17,78.0,Satisfactory
+Visakhapatnam,2019-07-27,17.07,54.79,21.73,40.79,39.36,4.61,0.7,12.45,4.78,5.29,16.02,4.46,52.0,Satisfactory
+Visakhapatnam,2019-07-28,27.38,50.55,22.79,39.75,39.68,5.41,0.75,15.04,3.57,4.77,11.66,3.55,71.0,Satisfactory
+Visakhapatnam,2019-07-29,24.48,70.71,18.77,38.05,35.49,6.43,0.93,10.33,4.97,4.66,11.24,4.59,53.0,Satisfactory
+Visakhapatnam,2019-07-30,26.17,96.67,13.3,36.98,30.48,6.59,0.76,14.9,8.75,5.11,11.05,3.11,85.0,Satisfactory
+Visakhapatnam,2019-07-31,32.33,124.88,14.67,43.05,34.83,7.19,0.98,9.68,7.18,6.07,11.7,3.55,104.0,Moderate
+Visakhapatnam,2019-08-01,26.12,90.2,13.03,34.39,28.89,7.49,0.88,10.89,6.41,4.4,9.58,3.09,113.0,Moderate
+Visakhapatnam,2019-08-02,17.8,58.85,17.24,32.18,31.13,8.13,0.79,15.37,3.58,4.49,10.4,3.3,75.0,Satisfactory
+Visakhapatnam,2019-08-03,25.11,49.19,32.58,45.85,50.87,8.68,0.84,11.42,2.98,6.96,16.1,7.65,68.0,Satisfactory
+Visakhapatnam,2019-08-04,29.95,92.72,20.07,38.31,36.69,8.33,0.99,13.0,6.39,5.97,13.49,3.78,83.0,Satisfactory
+Visakhapatnam,2019-08-05,21.59,57.12,17.1,41.77,36.12,8.01,0.86,10.46,6.44,6.27,14.99,6.18,88.0,Satisfactory
+Visakhapatnam,2019-08-06,22.25,44.55,26.53,38.1,41.84,9.55,0.71,14.35,3.96,6.56,15.0,5.66,82.0,Satisfactory
+Visakhapatnam,2019-08-07,14.45,26.19,27.97,35.05,41.39,9.13,0.56,8.44,2.49,8.11,15.38,6.68,52.0,Satisfactory
+Visakhapatnam,2019-08-08,24.41,82.32,21.6,29.55,33.27,9.73,0.79,14.27,6.81,4.98,9.74,5.42,63.0,Satisfactory
+Visakhapatnam,2019-08-09,30.46,103.55,11.38,38.34,29.64,7.86,0.74,11.71,15.62,6.99,12.1,4.6,90.0,Satisfactory
+Visakhapatnam,2019-08-10,36.4,104.83,14.67,40.32,33.38,8.43,0.82,16.17,10.84,6.33,13.76,6.03,98.0,Satisfactory
+Visakhapatnam,2019-08-11,29.25,82.66,11.2,26.37,23.14,9.1,0.69,13.81,12.65,4.61,13.66,2.99,102.0,Moderate
+Visakhapatnam,2019-08-12,42.33,110.48,23.83,40.05,40.68,13.41,1.09,13.23,11.31,8.31,29.15,7.41,90.0,Satisfactory
+Visakhapatnam,2019-08-13,38.76,100.88,11.89,29.49,25.35,11.8,1.04,11.26,9.43,6.95,21.26,5.21,101.0,Moderate
+Visakhapatnam,2019-08-14,38.11,101.57,7.43,22.38,17.94,10.34,0.75,10.36,15.09,5.31,11.18,3.51,108.0,Moderate
+Visakhapatnam,2019-08-15,44.17,162.64,5.18,29.12,19.7,11.33,1.17,15.21,10.91,5.5,4.95,1.23,113.0,Moderate
+Visakhapatnam,2019-08-16,30.77,78.38,9.98,17.04,17.2,0.7,0.89,12.98,21.1,6.02,14.37,6.64,,
+Visakhapatnam,2019-08-17,46.96,108.8,13.25,16.53,19.51,,1.06,17.68,13.95,7.57,17.64,7.78,96.0,Satisfactory
+Visakhapatnam,2019-08-18,39.9,91.54,9.41,9.45,12.24,,1.03,12.4,19.0,5.41,15.28,4.27,113.0,Moderate
+Visakhapatnam,2019-08-19,49.19,107.54,11.17,13.93,16.42,,1.35,14.32,15.85,7.59,17.78,6.54,112.0,Moderate
+Visakhapatnam,2019-08-20,51.98,128.99,6.45,11.32,11.27,,1.05,10.99,11.92,6.69,20.74,5.89,108.0,Moderate
+Visakhapatnam,2019-08-21,36.68,93.0,7.58,9.43,11.19,2.84,0.7,9.77,15.12,7.85,19.49,3.58,112.0,Moderate
+Visakhapatnam,2019-08-22,29.83,81.31,9.73,10.6,13.56,4.12,0.73,11.5,21.25,6.11,20.19,7.13,77.0,Satisfactory
+Visakhapatnam,2019-08-23,45.17,124.19,15.13,15.42,20.51,2.82,1.24,9.78,12.48,9.97,32.15,12.57,109.0,Moderate
+Visakhapatnam,2019-08-24,30.77,84.5,9.69,11.86,14.17,2.47,0.88,10.12,10.44,7.66,25.86,6.87,97.0,Satisfactory
+Visakhapatnam,2019-08-25,26.34,57.94,6.68,11.76,11.72,2.46,0.57,7.02,4.44,4.05,20.0,2.47,82.0,Satisfactory
+Visakhapatnam,2019-08-26,38.8,149.3,7.11,13.14,12.54,3.49,1.28,7.78,22.53,8.85,14.91,5.9,,
+Visakhapatnam,2019-08-27,35.18,105.31,4.73,9.73,9.03,5.14,0.79,9.85,22.84,5.29,10.53,3.71,108.0,Moderate
+Visakhapatnam,2019-08-28,32.64,106.67,5.44,9.42,9.43,5.12,0.65,13.95,19.52,5.27,13.29,3.43,109.0,Moderate
+Visakhapatnam,2019-08-29,,,,,,,,,,,,,102.0,Moderate
+Visakhapatnam,2019-08-30,,,,,,,,,,,,,,
+Visakhapatnam,2019-08-31,,,,,,,,,,,,,,
+Visakhapatnam,2019-09-01,,,,,,,,,,,,,,
+Visakhapatnam,2019-09-02,,,,,,,,,,,,,,
+Visakhapatnam,2019-09-03,,,,,,,,,,,,,,
+Visakhapatnam,2019-09-04,,,,,,,,,,,,,,
+Visakhapatnam,2019-09-05,30.08,71.23,21.6,42.61,41.28,16.85,1.1,10.96,7.67,5.11,14.71,5.85,,
+Visakhapatnam,2019-09-06,20.11,52.18,19.18,36.1,34.79,9.54,0.71,11.7,19.76,5.35,15.59,5.4,62.0,Satisfactory
+Visakhapatnam,2019-09-07,18.05,52.41,19.62,39.29,36.84,8.68,0.77,3.19,14.59,4.48,13.57,4.73,56.0,Satisfactory
+Visakhapatnam,2019-09-08,23.49,80.31,11.34,32.1,26.31,7.35,0.84,6.27,21.65,6.41,10.85,3.86,64.0,Satisfactory
+Visakhapatnam,2019-09-09,29.19,108.49,12.63,35.22,29.01,6.81,0.94,5.22,27.72,5.47,8.75,3.34,98.0,Satisfactory
+Visakhapatnam,2019-09-10,33.74,106.76,17.0,42.43,35.44,6.52,0.95,10.84,17.76,5.37,12.5,5.13,111.0,Moderate
+Visakhapatnam,2019-09-11,35.28,98.36,21.98,42.02,40.22,5.6,0.95,14.92,17.79,5.44,14.41,5.22,104.0,Moderate
+Visakhapatnam,2019-09-12,33.52,91.75,15.98,41.39,35.0,5.03,1.03,11.65,20.83,5.76,13.93,4.67,93.0,Satisfactory
+Visakhapatnam,2019-09-13,34.27,97.09,21.38,47.83,42.83,6.12,1.06,12.33,17.62,4.73,14.54,5.33,96.0,Satisfactory
+Visakhapatnam,2019-09-14,39.35,93.44,8.6,39.29,28.02,6.93,0.73,11.27,28.48,3.61,11.06,4.13,107.0,Moderate
+Visakhapatnam,2019-09-15,37.09,85.61,6.65,33.06,22.99,6.25,0.68,13.99,32.83,2.16,5.95,1.55,86.0,Satisfactory
+Visakhapatnam,2019-09-16,42.98,98.42,7.28,34.0,24.13,7.16,0.84,11.14,38.86,1.87,6.42,2.46,83.0,Satisfactory
+Visakhapatnam,2019-09-17,35.14,66.68,4.12,15.97,11.84,6.4,0.47,43.29,39.25,0.57,6.59,0.92,91.0,Satisfactory
+Visakhapatnam,2019-09-18,14.11,45.52,14.42,21.64,23.23,4.27,0.5,13.71,18.83,0.99,7.31,2.06,60.0,Satisfactory
+Visakhapatnam,2019-09-19,9.76,27.66,3.26,9.06,7.46,3.87,0.43,14.52,36.58,0.51,2.81,0.96,43.0,Good
+Visakhapatnam,2019-09-20,14.75,37.77,9.46,20.6,18.65,4.08,0.54,14.57,35.98,1.18,5.13,1.38,53.0,Satisfactory
+Visakhapatnam,2019-09-21,15.09,80.12,24.8,20.87,31.27,3.86,0.61,13.48,18.88,2.72,9.12,2.69,77.0,Satisfactory
+Visakhapatnam,2019-09-22,6.64,31.12,8.82,14.1,14.67,3.09,0.5,13.67,19.18,1.82,5.37,1.07,44.0,Good
+Visakhapatnam,2019-09-23,6.63,20.53,8.07,18.22,16.42,3.16,0.59,19.71,21.31,1.97,7.87,1.48,42.0,Good
+Visakhapatnam,2019-09-24,12.12,31.34,25.95,30.68,37.57,3.45,0.89,11.8,16.54,1.64,8.91,4.63,64.0,Satisfactory
+Visakhapatnam,2019-09-25,15.48,34.22,25.39,31.57,37.43,3.7,0.93,13.94,15.0,4.6,10.74,3.93,84.0,Satisfactory
+Visakhapatnam,2019-09-26,23.9,50.1,67.93,41.9,77.63,3.96,1.62,14.48,14.53,6.71,18.8,9.39,106.0,Moderate
+Visakhapatnam,2019-09-27,35.29,116.42,90.84,35.82,89.98,4.86,1.27,36.42,13.48,6.79,18.05,8.06,131.0,Moderate
+Visakhapatnam,2019-09-28,11.77,43.1,18.31,26.47,28.96,3.62,0.83,11.75,14.7,2.91,7.44,3.17,,
+Visakhapatnam,2019-09-29,27.57,78.88,34.87,29.53,44.05,6.92,1.19,13.16,12.48,4.48,12.92,3.67,89.0,Satisfactory
+Visakhapatnam,2019-09-30,32.77,99.56,32.53,32.42,43.7,10.69,1.32,9.55,13.14,4.6,15.39,4.67,98.0,Satisfactory
+Visakhapatnam,2019-10-01,27.7,87.41,31.47,38.3,46.08,13.79,0.96,11.82,15.39,5.14,16.13,4.8,93.0,Satisfactory
+Visakhapatnam,2019-10-02,26.46,89.36,39.38,42.8,54.78,15.67,1.24,15.85,15.7,6.83,22.83,6.64,97.0,Satisfactory
+Visakhapatnam,2019-10-03,42.61,185.5,77.73,43.36,86.26,16.1,1.19,7.74,11.51,8.45,22.33,11.31,117.0,Moderate
+Visakhapatnam,2019-10-04,31.25,109.12,34.08,79.93,70.24,16.02,0.86,16.16,14.24,10.32,29.89,11.96,,
+Visakhapatnam,2019-10-05,40.08,114.53,23.87,60.16,51.42,28.34,1.25,21.9,24.1,7.07,16.03,6.56,,
+Visakhapatnam,2019-10-06,26.99,88.4,14.96,41.21,34.2,32.57,0.63,28.81,22.9,4.52,17.29,3.15,109.0,Moderate
+Visakhapatnam,2019-10-07,30.49,81.94,23.38,55.32,46.89,27.01,0.85,31.92,22.39,5.57,13.47,5.04,74.0,Satisfactory
+Visakhapatnam,2019-10-08,57.44,157.35,30.91,65.83,60.15,28.27,0.87,21.33,23.63,9.66,23.43,12.41,114.0,Moderate
+Visakhapatnam,2019-10-09,16.27,34.04,16.3,25.44,27.04,20.94,0.7,24.93,33.12,3.14,7.4,2.54,,
+Visakhapatnam,2019-10-10,25.84,80.25,23.95,47.16,44.64,15.95,0.93,28.64,20.76,4.82,10.91,3.91,81.0,Satisfactory
+Visakhapatnam,2019-10-11,24.45,99.34,26.21,45.24,45.52,2.96,0.72,26.95,14.83,4.74,11.31,4.16,100.0,Satisfactory
+Visakhapatnam,2019-10-12,27.58,112.85,22.29,33.36,35.88,3.35,0.68,21.97,21.4,4.88,14.47,3.04,101.0,Moderate
+Visakhapatnam,2019-10-13,28.92,161.21,24.9,34.79,38.75,4.75,0.6,21.58,24.13,3.05,8.76,2.92,133.0,Moderate
+Visakhapatnam,2019-10-14,28.02,46.85,1.95,27.55,15.79,3.44,0.56,30.78,43.62,2.96,8.28,1.88,147.0,Moderate
+Visakhapatnam,2019-10-15,45.56,72.39,2.26,21.17,13.09,3.13,0.62,22.43,66.99,2.78,7.42,1.13,75.0,Satisfactory
+Visakhapatnam,2019-10-16,32.93,56.18,5.98,29.73,20.68,1.13,0.74,24.58,52.67,2.97,8.97,1.6,83.0,Satisfactory
+Visakhapatnam,2019-10-17,7.02,20.34,7.31,24.67,19.06,1.3,0.56,23.0,26.63,2.52,8.84,1.54,48.0,Good
+Visakhapatnam,2019-10-18,8.55,22.06,5.42,21.09,15.63,2.27,0.51,21.46,28.19,2.07,5.72,1.1,45.0,Good
+Visakhapatnam,2019-10-19,10.32,23.93,17.22,40.82,35.71,1.31,0.8,29.33,19.51,3.62,9.25,2.31,52.0,Satisfactory
+Visakhapatnam,2019-10-20,5.29,17.65,6.04,25.84,18.66,2.58,0.53,61.41,26.21,2.15,4.57,0.94,64.0,Satisfactory
+Visakhapatnam,2019-10-21,10.5,23.78,4.96,22.41,15.92,2.67,0.52,20.41,27.52,2.07,5.82,0.97,44.0,Good
+Visakhapatnam,2019-10-22,15.67,26.01,21.98,38.11,38.29,1.8,0.78,21.7,21.41,3.18,8.46,2.07,62.0,Satisfactory
+Visakhapatnam,2019-10-23,5.08,8.16,13.55,29.46,26.85,2.36,0.69,23.81,17.4,2.45,7.5,1.66,74.0,Satisfactory
+Visakhapatnam,2019-10-24,31.4,63.4,14.13,40.55,33.04,2.15,0.99,17.58,24.01,4.37,7.59,2.85,,
+Visakhapatnam,2019-10-25,37.82,88.58,22.91,56.87,48.88,1.16,1.44,22.24,19.29,5.48,12.05,3.52,121.0,Moderate
+Visakhapatnam,2019-10-26,18.29,60.5,25.55,37.56,40.96,4.16,0.8,23.34,31.21,3.26,8.72,2.5,93.0,Satisfactory
+Visakhapatnam,2019-10-27,116.65,192.8,32.3,41.26,47.34,4.86,1.11,26.63,22.5,1.27,5.51,1.25,132.0,Moderate
+Visakhapatnam,2019-10-28,40.46,61.36,6.39,22.82,17.3,2.55,0.58,20.81,28.22,2.73,6.2,1.17,284.0,Poor
+Visakhapatnam,2019-10-29,31.24,50.3,3.28,22.14,14.43,3.49,0.82,24.43,42.64,2.38,5.34,0.74,60.0,Satisfactory
+Visakhapatnam,2019-10-30,41.58,69.57,7.2,35.0,23.77,3.33,0.79,20.54,43.45,2.15,5.82,1.23,81.0,Satisfactory
+Visakhapatnam,2019-10-31,63.19,109.0,25.5,42.84,43.48,12.52,1.0,18.43,37.39,3.85,8.31,2.32,101.0,Moderate
+Visakhapatnam,2019-11-01,78.9,144.14,22.21,40.43,39.56,17.77,1.06,18.88,33.46,5.51,12.84,2.68,163.0,Moderate
+Visakhapatnam,2019-11-02,86.71,157.26,25.08,43.75,43.67,16.22,0.95,16.03,41.03,6.17,16.87,4.64,134.0,Moderate
+Visakhapatnam,2019-11-03,144.72,259.91,11.94,47.03,34.74,23.41,1.13,21.69,55.81,6.3,15.98,3.05,281.0,Poor
+Visakhapatnam,2019-11-04,109.46,194.85,24.05,61.03,51.98,16.76,1.27,18.52,42.93,7.01,18.57,3.76,307.0,Very Poor
+Visakhapatnam,2019-11-05,114.41,252.29,25.48,66.87,56.28,17.58,1.25,23.79,47.37,7.57,21.39,4.47,271.0,Poor
+Visakhapatnam,2019-11-06,116.67,183.4,11.14,54.7,38.15,15.05,1.18,24.78,60.65,7.16,17.16,3.39,266.0,Poor
+Visakhapatnam,2019-11-07,97.75,153.08,6.25,49.32,31.31,12.77,0.95,31.16,63.15,5.23,11.69,2.42,275.0,Poor
+Visakhapatnam,2019-11-08,77.22,174.76,44.7,76.77,77.19,13.36,1.05,21.67,37.14,7.16,16.22,5.62,169.0,Moderate
+Visakhapatnam,2019-11-09,57.05,142.8,30.38,57.39,55.22,12.24,0.93,19.4,33.06,6.63,16.24,4.32,158.0,Moderate
+Visakhapatnam,2019-11-10,38.34,88.54,14.13,41.66,33.73,6.36,0.88,11.09,42.15,4.12,9.27,2.42,111.0,Moderate
+Visakhapatnam,2019-11-11,37.12,98.86,22.24,43.05,40.98,2.37,1.1,6.17,39.97,4.52,11.43,2.9,105.0,Moderate
+Visakhapatnam,2019-11-12,36.97,104.19,14.02,36.46,30.8,21.37,0.74,2.78,51.42,4.52,10.57,2.62,103.0,Moderate
+Visakhapatnam,2019-11-13,41.18,78.79,3.02,26.24,16.35,10.84,0.92,5.74,70.23,2.91,6.99,1.14,98.0,Satisfactory
+Visakhapatnam,2019-11-14,55.7,104.68,2.94,30.96,18.83,42.86,1.0,7.36,78.85,2.8,7.56,1.24,107.0,Moderate
+Visakhapatnam,2019-11-15,59.7,108.74,2.79,35.91,21.37,30.83,1.11,5.88,74.13,3.08,8.74,1.42,110.0,Moderate
+Visakhapatnam,2019-11-16,57.56,111.17,3.63,38.74,23.55,10.14,0.84,8.04,79.93,5.27,11.02,2.08,109.0,Moderate
+Visakhapatnam,2019-11-17,46.69,92.64,2.95,29.13,17.88,10.57,0.72,8.71,69.31,4.39,11.24,1.41,96.0,Satisfactory
+Visakhapatnam,2019-11-18,46.28,85.5,2.89,23.71,14.96,11.51,0.71,7.21,66.6,3.98,8.4,1.18,82.0,Satisfactory
+Visakhapatnam,2019-11-19,73.45,129.85,2.47,24.11,14.83,13.57,0.76,8.92,86.67,3.81,8.16,1.13,105.0,Moderate
+Visakhapatnam,2019-11-20,69.65,120.93,2.69,26.1,16.04,12.15,0.77,8.16,92.94,4.07,9.7,1.16,152.0,Moderate
+Visakhapatnam,2019-11-21,51.21,101.16,2.88,29.86,18.22,9.97,0.69,7.72,87.78,3.9,8.82,1.32,114.0,Moderate
+Visakhapatnam,2019-11-22,53.08,100.93,2.99,33.47,20.15,10.77,0.75,8.3,84.27,3.99,10.49,1.62,106.0,Moderate
+Visakhapatnam,2019-11-23,68.83,119.7,3.06,41.14,24.34,11.77,0.81,7.53,79.97,4.32,10.56,1.81,112.0,Moderate
+Visakhapatnam,2019-11-24,90.0,147.0,3.55,85.93,48.58,12.55,1.27,9.9,43.62,5.97,14.9,3.9,136.0,Moderate
+Visakhapatnam,2019-11-25,95.6,150.87,3.15,36.79,22.13,13.87,0.92,8.15,87.59,4.68,10.55,1.96,,
+Visakhapatnam,2019-11-26,93.79,148.19,2.69,30.06,18.13,11.64,0.92,7.95,91.45,4.68,9.62,1.18,226.0,Poor
+Visakhapatnam,2019-11-27,72.71,119.26,2.87,28.31,17.37,10.91,0.85,9.67,84.34,4.67,9.1,1.1,169.0,Moderate
+Visakhapatnam,2019-11-28,44.67,80.81,3.12,29.73,18.36,8.41,0.64,8.46,63.97,4.06,9.32,1.24,111.0,Moderate
+Visakhapatnam,2019-11-29,61.52,105.51,3.13,33.07,20.13,9.67,0.8,8.7,71.8,4.72,8.93,1.33,87.0,Satisfactory
+Visakhapatnam,2019-11-30,64.34,102.9,2.9,29.06,17.81,10.27,0.8,8.3,77.18,4.64,7.83,1.13,134.0,Moderate
+Visakhapatnam,2019-12-01,56.81,94.56,2.49,23.67,14.62,10.36,0.74,8.46,78.8,4.28,6.69,0.87,102.0,Moderate
+Visakhapatnam,2019-12-02,65.08,113.55,2.82,29.86,18.18,10.17,0.75,9.17,88.44,4.53,8.07,1.58,106.0,Moderate
+Visakhapatnam,2019-12-03,71.12,125.12,2.71,33.16,19.84,9.85,0.82,9.14,84.58,4.62,11.04,1.52,132.0,Moderate
+Visakhapatnam,2019-12-04,63.36,113.04,3.29,34.16,20.84,9.51,0.74,8.34,82.55,3.79,7.67,1.44,125.0,Moderate
+Visakhapatnam,2019-12-05,76.4,129.34,2.7,32.77,19.64,10.06,0.69,8.42,91.88,4.26,6.92,1.3,137.0,Moderate
+Visakhapatnam,2019-12-06,58.41,110.56,3.46,42.14,25.23,9.36,0.69,8.35,83.84,4.44,8.28,1.7,129.0,Moderate
+Visakhapatnam,2019-12-07,36.8,73.78,3.03,30.32,18.06,7.63,0.62,9.99,66.87,3.34,7.6,0.71,92.0,Satisfactory
+Visakhapatnam,2019-12-08,17.03,48.31,3.66,24.57,16.04,6.3,0.68,8.84,46.24,2.22,5.26,1.05,64.0,Satisfactory
+Visakhapatnam,2019-12-09,12.79,48.71,6.63,30.6,21.67,6.12,0.91,9.02,42.0,3.15,7.48,1.61,63.0,Satisfactory
+Visakhapatnam,2019-12-10,24.02,95.84,29.64,37.62,44.11,7.15,0.95,7.82,40.3,5.08,11.08,4.02,91.0,Satisfactory
+Visakhapatnam,2019-12-11,27.82,96.94,29.83,39.95,45.5,7.63,1.03,8.27,36.34,5.69,11.32,4.13,97.0,Satisfactory
+Visakhapatnam,2019-12-12,34.71,112.54,39.06,43.66,54.98,8.86,1.1,6.22,34.18,6.2,13.11,4.49,106.0,Moderate
+Visakhapatnam,2019-12-13,37.07,110.43,11.7,35.91,28.61,10.64,0.95,8.72,47.92,4.4,9.01,3.35,105.0,Moderate
+Visakhapatnam,2019-12-14,36.82,71.34,4.09,25.16,16.72,13.26,0.89,7.86,65.75,3.01,6.26,1.32,85.0,Satisfactory
+Visakhapatnam,2019-12-15,27.12,54.86,3.71,23.35,15.44,13.29,0.84,7.37,54.39,2.7,7.35,1.1,69.0,Satisfactory
+Visakhapatnam,2019-12-16,46.59,84.0,3.45,26.75,17.03,14.5,0.96,7.26,66.3,3.37,6.68,1.25,76.0,Satisfactory
+Visakhapatnam,2019-12-17,75.61,121.94,2.95,27.03,16.78,15.92,1.12,8.24,74.21,4.93,7.53,1.13,128.0,Moderate
+Visakhapatnam,2019-12-18,75.54,126.76,3.12,27.0,16.91,14.8,1.14,6.7,78.9,4.66,7.67,1.09,143.0,Moderate
+Visakhapatnam,2019-12-19,74.33,124.21,2.82,27.03,16.67,13.42,1.1,7.84,77.99,4.5,7.16,1.06,153.0,Moderate
+Visakhapatnam,2019-12-20,68.72,118.43,2.94,26.22,16.34,12.62,1.02,7.57,85.54,3.77,7.51,1.0,140.0,Moderate
+Visakhapatnam,2019-12-21,72.61,145.62,10.87,38.84,29.5,13.95,1.12,8.36,71.85,5.06,8.77,2.38,136.0,Moderate
+Visakhapatnam,2019-12-22,71.04,,2.8,27.8,17.06,11.59,1.02,8.05,88.12,3.58,7.49,0.95,137.0,Moderate
+Visakhapatnam,2019-12-23,80.01,,3.15,33.74,20.51,12.24,1.13,8.9,89.28,4.06,6.8,1.33,154.0,Moderate
+Visakhapatnam,2019-12-24,94.38,,3.06,41.64,24.62,20.96,1.44,5.84,71.56,5.84,9.01,1.61,186.0,Moderate
+Visakhapatnam,2019-12-25,81.26,,9.55,42.48,30.37,9.64,1.26,7.8,75.76,6.87,11.71,2.95,224.0,Poor
+Visakhapatnam,2019-12-26,62.22,,22.95,52.05,46.34,9.98,1.16,9.19,52.37,6.58,12.59,4.49,120.0,Moderate
+Visakhapatnam,2019-12-27,51.79,,34.78,48.39,54.01,9.56,1.24,9.01,34.62,6.72,12.41,4.24,101.0,Moderate
+Visakhapatnam,2019-12-28,74.53,,4.21,33.5,21.25,9.72,1.21,6.3,42.2,5.58,9.34,2.23,110.0,Moderate
+Visakhapatnam,2019-12-29,41.0,,2.37,20.94,13.07,6.78,0.74,6.25,70.48,3.76,12.04,0.71,133.0,Moderate
+Visakhapatnam,2019-12-30,44.79,,3.22,35.67,21.58,11.14,1.06,9.71,77.4,4.41,7.69,2.16,,
+Visakhapatnam,2019-12-31,52.33,99.33,3.51,33.7,20.78,11.69,1.13,8.44,70.91,4.67,8.7,1.64,92.0,Satisfactory
+Visakhapatnam,2020-01-01,66.6,108.15,2.83,27.74,17.06,11.66,1.16,8.14,72.08,4.89,6.15,1.25,111.0,Moderate
+Visakhapatnam,2020-01-02,49.66,90.22,3.23,29.88,18.51,11.38,1.08,8.97,59.28,4.79,8.17,1.33,94.0,Satisfactory
+Visakhapatnam,2020-01-03,53.48,92.39,3.25,23.58,15.18,11.95,1.09,7.53,62.71,4.97,9.09,1.13,97.0,Satisfactory
+Visakhapatnam,2020-01-04,22.7,50.19,3.94,21.94,14.88,10.54,0.97,9.26,44.0,4.14,7.61,0.98,74.0,Satisfactory
+Visakhapatnam,2020-01-05,16.07,43.09,3.03,18.26,12.18,10.5,0.84,9.12,52.07,2.92,5.03,0.65,61.0,Satisfactory
+Visakhapatnam,2020-01-06,48.21,87.02,2.89,21.46,13.76,12.39,0.96,9.91,64.14,3.4,5.32,0.75,72.0,Satisfactory
+Visakhapatnam,2020-01-07,54.65,102.77,3.13,27.04,16.93,13.21,0.95,9.6,69.69,3.69,6.96,1.1,100.0,Satisfactory
+Visakhapatnam,2020-01-08,49.43,93.16,2.61,26.01,15.96,12.71,0.9,8.68,72.49,3.38,7.35,1.88,99.0,Satisfactory
+Visakhapatnam,2020-01-09,73.62,209.75,37.52,58.59,61.67,13.77,1.27,6.94,45.51,8.81,16.09,7.61,153.0,Moderate
+Visakhapatnam,2020-01-10,48.07,87.2,2.72,23.06,14.47,10.79,1.02,8.07,55.96,3.36,7.62,1.21,110.0,Moderate
+Visakhapatnam,2020-01-11,85.85,138.17,3.13,27.96,17.42,12.88,1.19,9.74,73.01,4.75,8.92,1.27,134.0,Moderate
+Visakhapatnam,2020-01-12,73.83,125.02,2.93,30.68,18.71,11.44,1.03,10.25,83.49,3.87,7.65,0.98,181.0,Moderate
+Visakhapatnam,2020-01-13,100.48,234.22,20.91,69.61,54.02,14.55,1.41,14.54,75.43,6.69,11.51,4.12,178.0,Moderate
+Visakhapatnam,2020-01-14,177.2,326.4,37.86,79.29,72.95,22.01,2.08,16.45,44.07,9.4,15.42,7.65,326.0,Very Poor
+Visakhapatnam,2020-01-15,89.81,180.44,20.01,50.12,42.92,11.56,1.26,6.53,34.36,5.8,9.92,3.41,258.0,Poor
+Visakhapatnam,2020-01-16,71.06,103.17,3.1,31.92,19.5,11.9,1.05,10.02,71.86,4.61,7.73,3.97,160.0,Moderate
+Visakhapatnam,2020-01-17,43.36,81.3,2.81,25.07,15.46,10.51,1.03,9.53,59.04,3.12,4.01,0.96,128.0,Moderate
+Visakhapatnam,2020-01-18,42.17,81.73,4.4,25.01,16.89,10.84,1.03,8.03,45.73,3.42,4.56,0.86,79.0,Satisfactory
+Visakhapatnam,2020-01-19,39.3,92.98,15.49,29.13,28.09,9.84,1.04,8.58,30.23,3.77,6.04,1.34,93.0,Satisfactory
+Visakhapatnam,2020-01-20,30.99,79.86,4.75,27.19,18.31,9.71,0.81,5.57,45.75,3.42,6.25,1.86,81.0,Satisfactory
+Visakhapatnam,2020-01-21,25.31,54.82,3.1,19.27,12.78,9.29,0.79,8.29,39.57,2.44,5.64,0.68,51.0,Satisfactory
+Visakhapatnam,2020-01-22,59.54,107.42,3.06,22.1,14.21,11.91,1.02,8.98,38.25,3.48,5.55,0.84,84.0,Satisfactory
+Visakhapatnam,2020-01-23,74.94,166.18,23.74,44.31,42.87,11.62,1.33,7.32,27.59,6.32,10.19,2.7,138.0,Moderate
+Visakhapatnam,2020-01-24,74.82,177.62,16.76,48.23,39.27,12.04,1.43,7.31,40.41,6.73,14.8,3.1,156.0,Moderate
+Visakhapatnam,2020-01-25,61.94,142.02,29.35,41.41,45.89,10.94,1.23,8.91,21.09,5.9,11.71,4.01,140.0,Moderate
+Visakhapatnam,2020-01-26,53.3,128.35,6.9,59.38,37.2,13.41,0.94,8.17,16.86,5.99,31.46,1.52,113.0,Moderate
+Visakhapatnam,2020-01-27,59.32,117.45,3.11,19.17,12.72,11.62,0.92,8.35,29.25,3.13,7.13,1.0,,
+Visakhapatnam,2020-01-28,52.42,136.94,20.2,48.69,42.33,11.3,1.23,11.47,18.65,5.39,10.51,2.56,115.0,Moderate
+Visakhapatnam,2020-01-29,45.66,119.24,12.63,38.39,30.68,11.53,1.14,14.41,25.39,4.64,10.96,2.32,122.0,Moderate
+Visakhapatnam,2020-01-30,45.58,105.92,16.23,45.59,33.98,11.03,1.03,15.64,24.76,4.23,9.71,2.26,105.0,Moderate
+Visakhapatnam,2020-01-31,56.11,110.18,7.07,30.37,21.91,12.49,0.93,8.02,70.53,3.09,5.65,1.26,122.0,Moderate
+Visakhapatnam,2020-02-01,43.35,66.31,4.93,33.9,22.03,9.91,0.98,5.57,57.32,3.59,7.76,1.6,98.0,Satisfactory
+Visakhapatnam,2020-02-02,32.75,50.95,3.03,22.34,14.34,9.68,0.9,8.72,60.29,2.59,5.3,0.74,67.0,Satisfactory
+Visakhapatnam,2020-02-03,39.45,54.88,2.94,18.85,12.42,10.25,0.88,8.38,66.17,2.81,4.93,0.49,76.0,Satisfactory
+Visakhapatnam,2020-02-04,43.56,71.06,17.13,55.23,43.31,10.19,1.31,7.95,42.81,4.75,9.74,2.94,82.0,Satisfactory
+Visakhapatnam,2020-02-05,55.76,128.79,30.16,53.14,52.77,11.21,1.25,4.99,35.61,6.19,11.68,4.87,112.0,Moderate
+Visakhapatnam,2020-02-06,31.28,64.27,6.41,30.03,21.18,10.67,0.9,5.97,29.32,3.25,11.58,0.99,94.0,Satisfactory
+Visakhapatnam,2020-02-07,31.23,103.55,21.4,29.43,33.05,10.44,0.91,5.36,21.92,3.79,7.75,3.76,94.0,Satisfactory
+Visakhapatnam,2020-02-08,29.14,54.27,3.21,16.32,11.31,10.41,0.82,7.85,30.54,2.55,4.64,0.66,61.0,Satisfactory
+Visakhapatnam,2020-02-09,26.04,47.32,2.92,17.92,11.9,10.42,0.81,8.73,32.41,2.79,4.71,2.15,56.0,Satisfactory
+Visakhapatnam,2020-02-10,33.44,59.32,3.27,20.78,13.71,11.27,0.85,8.23,34.75,2.95,5.3,0.91,50.0,Good
+Visakhapatnam,2020-02-11,58.03,98.66,2.78,23.95,15.0,12.85,0.96,8.33,46.43,3.24,5.93,0.83,84.0,Satisfactory
+Visakhapatnam,2020-02-12,62.0,106.88,2.75,27.1,16.65,12.64,1.02,8.18,46.57,3.45,6.59,1.16,101.0,Moderate
+Visakhapatnam,2020-02-13,84.11,179.96,20.69,63.84,50.78,14.85,1.33,8.97,32.44,6.16,15.04,6.35,150.0,Moderate
+Visakhapatnam,2020-02-14,71.21,131.84,3.34,49.67,28.9,14.3,1.14,6.99,28.63,4.46,13.14,2.3,159.0,Moderate
+Visakhapatnam,2020-02-15,68.69,143.74,2.76,50.22,28.05,13.53,1.29,8.56,23.43,5.32,15.73,2.74,140.0,Moderate
+Visakhapatnam,2020-02-16,52.52,111.72,2.44,39.0,22.19,12.92,0.99,7.25,18.46,4.71,16.7,2.22,120.0,Moderate
+Visakhapatnam,2020-02-17,40.92,121.58,2.65,46.46,26.22,11.41,1.03,5.56,13.96,5.59,19.24,3.04,110.0,Moderate
+Visakhapatnam,2020-02-18,42.44,107.09,2.38,42.49,24.13,11.36,1.04,5.36,14.48,4.28,12.08,3.08,111.0,Moderate
+Visakhapatnam,2020-02-19,46.15,92.06,2.18,33.42,19.43,12.27,0.93,7.39,14.34,3.17,13.17,1.82,95.0,Satisfactory
+Visakhapatnam,2020-02-20,39.52,69.95,2.05,17.39,10.92,11.92,0.92,3.26,17.56,1.63,4.05,0.98,77.0,Satisfactory
+Visakhapatnam,2020-02-21,30.9,59.7,2.37,22.46,13.88,12.96,0.84,1.62,14.21,1.61,3.94,0.85,67.0,Satisfactory
+Visakhapatnam,2020-02-22,31.82,70.91,2.34,23.92,14.56,12.41,0.58,7.58,26.08,2.59,5.82,1.15,,
+Visakhapatnam,2020-02-23,48.43,125.81,2.4,45.51,25.79,13.76,1.06,3.55,22.46,5.81,15.98,3.97,117.0,Moderate
+Visakhapatnam,2020-02-24,54.71,153.34,2.39,45.3,25.88,13.5,1.28,3.14,20.21,6.52,15.24,4.93,134.0,Moderate
+Visakhapatnam,2020-02-25,36.68,76.4,2.55,35.01,20.31,11.7,1.22,5.77,20.25,4.01,20.22,2.52,90.0,Satisfactory
+Visakhapatnam,2020-02-26,43.59,107.91,2.08,39.8,22.62,12.82,1.29,4.83,21.39,5.23,24.81,3.34,102.0,Moderate
+Visakhapatnam,2020-02-27,29.42,58.33,2.02,21.19,12.93,11.08,0.91,7.61,24.28,2.98,8.24,1.21,74.0,Satisfactory
+Visakhapatnam,2020-02-28,46.6,117.11,2.73,41.14,23.69,11.64,1.05,5.74,21.2,5.0,11.07,3.86,97.0,Satisfactory
+Visakhapatnam,2020-02-29,51.92,131.04,2.54,37.25,21.61,11.58,0.95,7.32,20.4,4.8,10.03,4.36,119.0,Moderate
+Visakhapatnam,2020-03-01,47.98,125.65,2.34,40.73,22.98,11.01,0.89,6.59,19.82,4.43,8.04,3.18,106.0,Moderate
+Visakhapatnam,2020-03-02,52.8,104.45,3.24,43.27,24.56,17.49,1.24,9.08,17.61,4.44,9.25,2.75,,
+Visakhapatnam,2020-03-03,65.64,151.4,2.64,51.57,28.8,18.98,1.15,6.01,13.71,5.57,16.02,3.19,127.0,Moderate
+Visakhapatnam,2020-03-04,50.36,110.01,2.36,37.2,21.24,16.24,1.15,15.6,15.1,4.32,9.22,2.28,127.0,Moderate
+Visakhapatnam,2020-03-05,20.02,47.95,2.0,20.44,12.38,13.68,0.87,9.65,14.75,2.13,6.6,1.18,69.0,Satisfactory
+Visakhapatnam,2020-03-06,15.11,40.46,2.04,15.5,9.84,13.59,0.67,7.89,12.65,1.56,4.36,0.85,51.0,Satisfactory
+Visakhapatnam,2020-03-07,14.16,36.93,1.94,16.21,10.19,13.02,0.72,8.37,12.72,1.97,5.09,1.29,45.0,Good
+Visakhapatnam,2020-03-08,17.77,71.21,2.32,28.78,16.78,11.79,0.92,11.2,11.12,4.46,13.73,1.98,69.0,Satisfactory
+Visakhapatnam,2020-03-09,19.48,55.45,2.11,23.76,13.74,11.88,0.74,11.35,12.0,3.01,9.62,1.83,82.0,Satisfactory
+Visakhapatnam,2020-03-10,16.23,46.4,1.86,22.56,13.35,11.3,0.76,8.91,11.86,2.49,11.83,1.23,69.0,Satisfactory
+Visakhapatnam,2020-03-11,19.9,58.97,2.12,24.48,14.45,10.97,0.79,8.65,11.43,3.59,15.3,2.01,64.0,Satisfactory
+Visakhapatnam,2020-03-12,23.84,56.3,2.22,24.28,14.57,12.05,0.67,10.58,12.06,2.92,10.93,1.64,61.0,Satisfactory
+Visakhapatnam,2020-03-13,21.5,51.15,2.17,19.43,11.85,11.74,0.45,8.83,12.81,2.14,8.35,0.75,57.0,Satisfactory
+Visakhapatnam,2020-03-14,29.97,80.28,3.61,27.41,15.55,11.66,0.81,7.98,12.94,2.2,11.38,1.14,82.0,Satisfactory
+Visakhapatnam,2020-03-15,34.29,98.12,2.44,29.32,17.16,12.49,0.87,3.4,14.0,4.03,13.12,3.13,97.0,Satisfactory
+Visakhapatnam,2020-03-16,50.96,111.92,2.37,31.88,18.72,12.88,0.92,6.89,15.62,4.26,7.88,2.67,103.0,Moderate
+Visakhapatnam,2020-03-17,31.25,113.8,1.96,39.24,22.04,11.4,1.1,6.23,15.2,5.09,10.48,2.66,104.0,Moderate
+Visakhapatnam,2020-03-18,33.01,98.93,7.6,48.77,31.98,10.82,0.96,7.57,15.32,4.84,19.0,3.39,105.0,Moderate
+Visakhapatnam,2020-03-19,43.21,115.14,21.71,53.06,45.87,10.04,1.12,6.84,39.79,6.5,17.07,6.1,134.0,Moderate
+Visakhapatnam,2020-03-20,23.97,67.96,11.37,35.13,27.93,11.38,0.87,11.12,37.46,5.28,12.72,5.73,91.0,Satisfactory
+Visakhapatnam,2020-03-21,20.57,60.98,8.58,33.67,24.88,10.11,0.76,11.08,18.41,3.35,13.43,2.82,66.0,Satisfactory
+Visakhapatnam,2020-03-22,23.57,69.26,12.32,24.78,23.13,10.84,0.66,10.28,19.71,3.08,17.32,1.62,62.0,Satisfactory
+Visakhapatnam,2020-03-23,19.59,42.84,7.82,20.91,17.39,9.44,0.72,9.73,26.65,1.79,4.8,1.21,72.0,Satisfactory
+Visakhapatnam,2020-03-24,39.49,95.32,14.83,40.71,33.71,,0.68,16.72,33.77,4.38,8.69,3.25,98.0,Satisfactory
+Visakhapatnam,2020-03-25,23.9,65.07,8.56,27.06,21.35,,0.83,9.14,19.54,2.77,12.64,1.22,123.0,Moderate
+Visakhapatnam,2020-03-26,21.29,57.46,6.26,25.26,18.53,,0.43,8.2,12.88,4.21,20.06,0.69,69.0,Satisfactory
+Visakhapatnam,2020-03-27,32.71,90.8,7.78,24.99,19.62,4.29,0.11,13.37,36.78,2.95,4.86,1.34,91.0,Satisfactory
+Visakhapatnam,2020-03-28,31.72,85.01,7.15,24.54,18.86,5.33,0.11,11.29,42.06,3.98,8.19,1.53,90.0,Satisfactory
+Visakhapatnam,2020-03-29,22.17,57.42,7.03,22.72,17.81,5.55,0.11,11.33,41.66,4.4,14.07,1.55,86.0,Satisfactory
+Visakhapatnam,2020-03-30,21.62,65.48,6.23,24.02,17.83,5.4,0.11,10.42,59.94,4.4,7.79,1.84,69.0,Satisfactory
+Visakhapatnam,2020-03-31,18.77,52.17,6.65,25.22,18.82,5.64,0.11,8.52,46.99,3.88,9.99,1.17,84.0,Satisfactory
+Visakhapatnam,2020-04-01,30.43,76.29,9.9,33.1,25.65,5.35,0.11,7.39,23.15,4.61,11.32,1.81,64.0,Satisfactory
+Visakhapatnam,2020-04-02,23.81,66.29,13.42,32.49,28.43,6.14,0.11,5.91,9.06,2.32,5.32,1.02,73.0,Satisfactory
+Visakhapatnam,2020-04-03,30.06,74.16,14.76,33.18,29.88,6.71,0.11,7.37,10.66,3.18,7.75,1.03,68.0,Satisfactory
+Visakhapatnam,2020-04-04,25.97,57.81,12.62,29.23,26.03,7.56,0.11,5.47,11.72,2.11,4.58,0.84,71.0,Satisfactory
+Visakhapatnam,2020-04-05,22.3,52.05,13.75,31.35,28.06,7.6,0.11,6.29,9.64,2.31,6.2,1.0,54.0,Satisfactory
+Visakhapatnam,2020-04-06,16.62,43.83,15.71,29.33,28.59,7.86,0.11,6.27,6.48,2.4,8.3,1.07,51.0,Satisfactory
+Visakhapatnam,2020-04-07,14.48,47.4,15.8,29.2,28.6,7.87,0.11,7.26,8.52,2.33,6.63,0.97,46.0,Good
+Visakhapatnam,2020-04-08,8.64,30.07,16.1,23.46,25.79,7.55,0.11,6.7,7.66,1.67,4.45,1.16,37.0,Good
+Visakhapatnam,2020-04-09,20.49,54.42,9.67,33.31,25.21,8.39,0.11,7.55,32.39,2.6,5.24,1.25,49.0,Good
+Visakhapatnam,2020-04-10,23.62,68.95,11.17,33.43,26.86,7.32,0.11,6.02,21.47,3.39,7.85,1.08,69.0,Satisfactory
+Visakhapatnam,2020-04-11,16.38,38.99,12.22,26.65,24.11,7.86,0.11,5.51,13.98,1.9,9.53,0.89,51.0,Satisfactory
+Visakhapatnam,2020-04-12,15.05,44.33,13.28,29.41,26.45,7.42,0.11,6.82,16.02,2.74,14.62,1.04,43.0,Good
+Visakhapatnam,2020-04-13,20.44,67.82,13.86,31.19,27.86,6.94,0.11,6.81,15.17,3.32,7.74,1.2,55.0,Satisfactory
+Visakhapatnam,2020-04-14,18.97,65.8,14.74,29.57,27.71,6.95,0.11,7.14,13.23,2.84,6.59,0.98,68.0,Satisfactory
+Visakhapatnam,2020-04-15,21.07,73.21,13.85,32.55,28.58,5.36,0.11,6.32,13.82,2.58,6.53,1.27,66.0,Satisfactory
+Visakhapatnam,2020-04-16,21.89,78.22,13.77,36.49,30.61,6.46,0.11,9.16,15.46,3.51,7.6,2.64,76.0,Satisfactory
+Visakhapatnam,2020-04-17,15.84,63.94,12.65,31.67,27.13,7.52,0.11,5.51,12.02,2.97,4.85,1.37,74.0,Satisfactory
+Visakhapatnam,2020-04-18,9.21,51.65,11.69,30.52,25.73,7.49,0.11,7.41,10.54,2.9,5.48,2.0,59.0,Satisfactory
+Visakhapatnam,2020-04-19,14.61,56.17,15.55,33.08,30.24,8.47,0.11,8.72,10.53,2.79,5.07,1.15,55.0,Satisfactory
+Visakhapatnam,2020-04-20,9.08,35.35,16.21,30.16,29.22,8.35,0.11,6.56,9.46,2.21,8.55,0.89,47.0,Good
+Visakhapatnam,2020-04-21,10.32,51.36,18.55,23.99,27.59,8.48,0.11,3.58,10.7,2.7,4.38,1.05,48.0,Good
+Visakhapatnam,2020-04-22,8.61,32.8,8.19,25.18,20.05,8.68,0.11,7.24,12.0,1.54,4.9,0.71,37.0,Good
+Visakhapatnam,2020-04-23,8.41,37.46,10.88,24.6,21.92,8.31,0.11,6.42,9.79,1.76,8.83,0.7,36.0,Good
+Visakhapatnam,2020-04-24,,,,,,,,,,,,,36.0,Good
+Visakhapatnam,2020-04-25,,,,,,,,,,,,,,
+Visakhapatnam,2020-04-26,11.07,31.3,4.65,19.97,13.07,7.88,0.11,5.25,11.12,1.51,5.29,1.53,,
+Visakhapatnam,2020-04-27,10.47,40.29,3.4,21.59,12.95,6.5,0.11,5.58,20.53,1.96,5.06,1.22,31.0,Good
+Visakhapatnam,2020-04-28,12.81,46.6,0.73,15.19,7.24,7.68,0.11,6.04,30.0,2.21,4.22,0.84,47.0,Good
+Visakhapatnam,2020-04-29,7.81,46.54,1.73,18.79,10.82,7.96,0.11,8.02,20.17,2.31,9.84,1.25,49.0,Good
+Visakhapatnam,2020-04-30,18.16,66.09,1.68,16.27,9.74,8.18,0.11,7.01,30.36,2.69,6.72,1.76,61.0,Satisfactory
+Visakhapatnam,2020-05-01,11.91,48.54,2.52,16.76,10.83,8.24,0.11,7.46,28.84,2.2,7.86,0.7,56.0,Satisfactory
+Visakhapatnam,2020-05-02,23.14,78.4,0.73,23.73,13.11,8.82,0.11,6.94,38.06,4.28,8.47,2.37,62.0,Satisfactory
+Visakhapatnam,2020-05-03,18.91,67.79,3.03,24.04,15.15,8.38,0.11,5.84,22.73,2.86,6.47,2.15,90.0,Satisfactory
+Visakhapatnam,2020-05-04,17.54,68.24,1.23,15.64,9.1,8.23,0.11,8.31,16.15,2.45,4.1,1.23,65.0,Satisfactory
+Visakhapatnam,2020-05-05,8.93,45.07,2.07,12.81,8.43,7.87,0.11,8.22,13.88,2.51,3.47,0.75,55.0,Satisfactory
+Visakhapatnam,2020-05-06,9.03,45.89,2.72,19.43,12.5,8.14,0.11,8.96,13.65,2.84,9.86,2.31,41.0,Good
+Visakhapatnam,2020-05-07,11.3,51.48,1.56,18.09,10.73,8.04,0.11,8.88,18.67,2.56,10.04,1.17,51.0,Satisfactory
+Visakhapatnam,2020-05-08,12.14,50.8,2.83,18.43,12.07,7.79,0.11,10.45,10.99,2.55,7.03,1.54,48.0,Good
+Visakhapatnam,2020-05-09,9.53,40.67,1.39,12.9,7.95,7.94,0.11,7.32,11.38,1.83,8.55,0.93,51.0,Satisfactory
+Visakhapatnam,2020-05-10,16.51,58.2,0.85,24.04,13.44,9.09,0.11,6.41,24.02,3.84,9.44,3.0,46.0,Good
+Visakhapatnam,2020-05-11,14.04,51.69,1.59,14.28,8.87,8.43,0.11,5.58,11.15,1.72,3.72,0.74,61.0,Satisfactory
+Visakhapatnam,2020-05-12,6.9,42.63,2.35,12.63,7.91,10.88,0.11,6.46,20.14,1.33,2.4,0.4,45.0,Good
+Visakhapatnam,2020-05-13,8.42,50.06,2.09,14.05,9.15,11.07,0.11,6.96,14.28,2.29,6.16,0.77,49.0,Good
+Visakhapatnam,2020-05-14,11.88,45.86,2.73,11.76,8.43,12.04,0.11,7.66,14.72,1.8,7.74,0.63,50.0,Good
+Visakhapatnam,2020-05-15,11.07,42.11,3.17,11.71,8.78,11.96,0.11,9.7,17.92,1.84,6.42,1.0,44.0,Good
+Visakhapatnam,2020-05-16,2.0,17.99,1.29,10.24,6.11,9.48,0.11,8.86,19.75,0.73,1.8,0.41,32.0,Good
+Visakhapatnam,2020-05-17,6.3,17.76,1.09,12.21,7.07,7.4,0.11,8.56,17.14,0.86,6.9,0.29,23.0,Good
+Visakhapatnam,2020-05-18,11.18,36.23,1.47,18.69,10.97,6.78,0.11,7.87,18.33,1.51,8.55,0.88,26.0,Good
+Visakhapatnam,2020-05-19,26.88,76.7,2.0,28.32,16.46,7.56,0.11,10.13,24.73,2.06,5.23,1.31,52.0,Satisfactory
+Visakhapatnam,2020-05-20,66.22,203.26,11.97,58.99,40.98,11.85,0.11,8.24,37.59,5.64,17.09,3.09,141.0,Moderate
+Visakhapatnam,2020-05-21,45.53,150.21,3.5,48.13,27.74,12.68,0.11,11.82,33.44,3.03,10.55,1.06,145.0,Moderate
+Visakhapatnam,2020-05-22,24.8,90.94,4.34,39.51,24.12,18.93,0.11,6.37,30.61,1.7,3.49,0.72,117.0,Moderate
+Visakhapatnam,2020-05-23,15.91,81.11,3.27,23.59,14.25,13.57,0.11,8.48,37.58,2.55,2.85,0.7,79.0,Satisfactory
+Visakhapatnam,2020-05-24,10.99,72.39,1.38,20.53,11.8,10.25,0.11,8.73,27.09,2.36,2.94,0.68,80.0,Satisfactory
+Visakhapatnam,2020-05-25,18.69,75.86,2.76,21.06,13.59,10.77,0.11,7.19,24.62,2.03,3.31,0.66,74.0,Satisfactory
+Visakhapatnam,2020-05-26,12.35,68.72,1.74,20.24,12.06,9.8,0.11,9.69,23.61,2.56,4.76,0.86,67.0,Satisfactory
+Visakhapatnam,2020-05-27,26.6,121.23,1.69,20.04,11.9,8.58,0.63,8.42,28.8,2.7,3.33,0.86,54.0,Satisfactory
+Visakhapatnam,2020-05-28,26.94,102.0,1.63,20.67,12.23,8.67,0.65,7.34,23.8,2.43,3.76,0.91,100.0,Satisfactory
+Visakhapatnam,2020-05-29,16.71,62.53,2.6,23.89,13.61,10.62,0.63,7.79,24.1,1.66,4.0,1.07,87.0,Satisfactory
+Visakhapatnam,2020-05-30,28.1,84.8,7.43,50.99,27.93,9.21,0.76,16.45,14.82,3.21,10.1,1.9,81.0,Satisfactory
+Visakhapatnam,2020-05-31,21.22,79.53,2.38,24.88,14.92,11.03,0.57,5.43,17.49,2.08,4.53,0.92,40.0,Good
+Visakhapatnam,2020-06-01,15.68,81.88,1.91,20.61,12.15,8.25,0.5,5.82,21.15,2.47,5.02,0.84,85.0,Satisfactory
+Visakhapatnam,2020-06-02,9.91,43.3,2.81,19.91,12.6,9.16,0.47,8.78,19.68,1.37,3.44,0.73,50.0,Good
+Visakhapatnam,2020-06-03,17.94,102.58,5.6,30.32,20.59,9.49,0.58,6.48,23.82,2.65,7.59,1.23,88.0,Satisfactory
+Visakhapatnam,2020-06-04,19.14,77.06,4.12,35.57,22.18,8.82,0.68,7.19,25.56,3.06,8.18,1.61,71.0,Satisfactory
+Visakhapatnam,2020-06-05,29.71,112.53,2.98,44.77,24.69,10.51,0.85,10.64,21.94,4.5,18.1,1.62,93.0,Satisfactory
+Visakhapatnam,2020-06-06,21.66,74.97,3.38,38.42,22.56,8.63,0.64,7.02,28.86,2.57,11.54,1.4,101.0,Moderate
+Visakhapatnam,2020-06-07,29.69,101.97,2.84,35.51,20.66,9.85,0.57,5.32,31.71,3.07,10.65,1.17,82.0,Satisfactory
+Visakhapatnam,2020-06-08,31.14,125.15,6.55,41.56,27.26,9.71,0.64,6.61,36.65,3.47,9.76,1.78,115.0,Moderate
+Visakhapatnam,2020-06-09,31.84,85.41,4.69,50.11,30.35,10.01,0.88,5.06,33.86,4.07,9.24,2.52,96.0,Satisfactory
+Visakhapatnam,2020-06-10,32.55,79.28,4.78,44.59,27.38,9.34,0.69,5.9,35.06,2.96,7.89,2.08,92.0,Satisfactory
+Visakhapatnam,2020-06-11,37.71,98.53,9.97,52.1,35.79,9.91,0.7,5.59,26.59,5.29,10.38,3.38,90.0,Satisfactory
+Visakhapatnam,2020-06-12,37.67,76.27,12.17,53.59,35.52,9.85,0.97,5.74,17.35,4.77,18.89,2.85,84.0,Satisfactory
+Visakhapatnam,2020-06-13,22.75,86.77,3.85,38.23,22.6,9.24,0.67,10.7,27.24,3.06,8.49,1.26,81.0,Satisfactory
+Visakhapatnam,2020-06-14,21.33,83.23,2.81,34.56,20.43,9.78,0.58,9.37,29.44,2.29,5.91,0.97,88.0,Satisfactory
+Visakhapatnam,2020-06-15,24.66,100.53,3.66,37.93,22.97,9.22,0.71,7.02,28.63,3.13,6.12,1.51,92.0,Satisfactory
+Visakhapatnam,2020-06-16,21.06,80.51,6.67,40.33,26.81,8.81,0.63,11.09,21.69,3.77,6.55,1.69,83.0,Satisfactory
+Visakhapatnam,2020-06-17,17.05,73.22,6.08,36.31,24.23,6.69,0.54,11.08,26.09,2.96,6.96,1.39,90.0,Satisfactory
+Visakhapatnam,2020-06-18,21.16,88.8,4.94,42.96,26.79,3.22,0.68,11.05,27.65,4.38,7.65,1.69,71.0,Satisfactory
+Visakhapatnam,2020-06-19,14.41,66.81,6.22,40.06,26.1,7.51,1.07,13.23,27.34,2.55,8.98,1.45,110.0,Moderate
+Visakhapatnam,2020-06-20,26.67,86.29,3.78,37.36,22.46,15.05,0.74,11.76,41.97,3.14,11.89,1.87,74.0,Satisfactory
+Visakhapatnam,2020-06-21,25.96,91.75,5.65,40.22,25.78,13.32,0.71,10.1,38.27,3.1,10.26,1.57,92.0,Satisfactory
+Visakhapatnam,2020-06-22,33.17,108.22,5.58,42.45,27.06,13.7,0.73,13.65,34.85,3.99,10.24,2.32,95.0,Satisfactory
+Visakhapatnam,2020-06-23,25.4,83.38,2.76,34.09,19.92,13.13,0.54,10.4,43.27,2.88,12.03,1.33,100.0,Satisfactory
+Visakhapatnam,2020-06-24,34.36,90.9,1.22,23.38,13.12,14.45,0.56,10.92,35.12,2.99,3.15,1.6,86.0,Satisfactory
+Visakhapatnam,2020-06-25,13.45,58.54,2.3,21.6,13.09,12.27,0.41,8.19,29.38,1.28,5.64,0.92,77.0,Satisfactory
+Visakhapatnam,2020-06-26,7.63,32.27,5.91,23.27,17.19,11.15,0.46,6.87,19.9,1.45,5.37,1.45,47.0,Good
+Visakhapatnam,2020-06-27,15.02,50.94,7.68,25.06,19.54,12.47,0.47,8.55,23.3,2.24,12.07,0.73,41.0,Good
+Visakhapatnam,2020-06-28,24.38,74.09,3.42,26.06,16.53,11.99,0.52,12.72,30.14,0.74,2.21,0.38,70.0,Satisfactory
+Visakhapatnam,2020-06-29,22.91,65.73,3.45,29.53,18.33,10.71,0.48,8.42,30.96,0.01,0.01,0.0,68.0,Satisfactory
+Visakhapatnam,2020-06-30,16.64,49.97,4.05,29.26,18.8,10.03,0.52,9.84,28.3,0.0,0.0,0.0,54.0,Satisfactory
+Visakhapatnam,2020-07-01,15.0,66.0,0.4,26.85,14.05,5.2,0.59,2.1,17.05,,,,50.0,Good
diff --git a/DataScience/Your Machine Learning Projects/Air Quality Prediction/Model/Air_quality_prediction.ipynb b/DataScience/Your Machine Learning Projects/Air Quality Prediction/Model/Air_quality_prediction.ipynb
new file mode 100644
index 00000000..07bbd38f
--- /dev/null
+++ b/DataScience/Your Machine Learning Projects/Air Quality Prediction/Model/Air_quality_prediction.ipynb
@@ -0,0 +1,2706 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "name": "Air_quality_prediction.ipynb",
+ "provenance": [],
+ "collapsed_sections": []
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "Wnzi1EtbQvAD"
+ },
+ "source": [
+ "# Air Quality Prediction"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "XlO3rA3GYYHp"
+ },
+ "source": [
+ "An air quality index (AQI) is used by government agencies to communicate to the public how polluted the air currently is or how polluted it is forecast to become. Public health risks increase as the AQI rises. Different countries have their own air quality indices, corresponding to different national air quality standards."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "vjT_sorYQ2F8"
+ },
+ "source": [
+ "For Air quality prediction we will use 4 algorithms:\n",
+ "\n",
+ "1.Linear Regression\n",
+ "\n",
+ "2.Lasso Regression\n",
+ "\n",
+ "3.Ridge Regression\n",
+ "\n",
+ "4.Decision Tree Regressor\n",
+ "\n",
+ "By using the above algorithms, we will train our model by providing training data and once the model will be trained, we will perform prediction. After prediction, we will evaluate the performance of these algorithmns by error check and accuracy check."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "mqZOrk7rRMyr"
+ },
+ "source": [
+ "### Steps been followed are as:\n",
+ "\n",
+ "Step 1:Data Exploration\n",
+ "\n",
+ "Step 2: Data Cleaning\n",
+ "\n",
+ "Step 3: Data Visualization\n",
+ "\n",
+ "Step 4:Data training\n",
+ "\n",
+ "Step 5: Model Creation\n",
+ "\n",
+ "Step 6: Performance Evaluation"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "XQCYck-bQnUu"
+ },
+ "source": [
+ "## **Data Exploration**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "e9MLh37K3xKz"
+ },
+ "source": [
+ "import pandas as pd"
+ ],
+ "execution_count": 1,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 415
+ },
+ "id": "-rfV32qZ7tdx",
+ "outputId": "275014a0-fe5b-4001-9265-27e8d6616677"
+ },
+ "source": [
+ "data=pd.read_csv('/content/city_day.csv')\n",
+ "data"
+ ],
+ "execution_count": 2,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " City \n",
+ " Date \n",
+ " PM2.5 \n",
+ " PM10 \n",
+ " NO \n",
+ " NO2 \n",
+ " NOx \n",
+ " NH3 \n",
+ " CO \n",
+ " SO2 \n",
+ " O3 \n",
+ " Benzene \n",
+ " Toluene \n",
+ " Xylene \n",
+ " AQI \n",
+ " AQI_Bucket \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " Ahmedabad \n",
+ " 2015-01-01 \n",
+ " NaN \n",
+ " NaN \n",
+ " 0.92 \n",
+ " 18.22 \n",
+ " 17.15 \n",
+ " NaN \n",
+ " 0.92 \n",
+ " 27.64 \n",
+ " 133.36 \n",
+ " 0.00 \n",
+ " 0.02 \n",
+ " 0.00 \n",
+ " NaN \n",
+ " NaN \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " Ahmedabad \n",
+ " 2015-01-02 \n",
+ " NaN \n",
+ " NaN \n",
+ " 0.97 \n",
+ " 15.69 \n",
+ " 16.46 \n",
+ " NaN \n",
+ " 0.97 \n",
+ " 24.55 \n",
+ " 34.06 \n",
+ " 3.68 \n",
+ " 5.50 \n",
+ " 3.77 \n",
+ " NaN \n",
+ " NaN \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " Ahmedabad \n",
+ " 2015-01-03 \n",
+ " NaN \n",
+ " NaN \n",
+ " 17.40 \n",
+ " 19.30 \n",
+ " 29.70 \n",
+ " NaN \n",
+ " 17.40 \n",
+ " 29.07 \n",
+ " 30.70 \n",
+ " 6.80 \n",
+ " 16.40 \n",
+ " 2.25 \n",
+ " NaN \n",
+ " NaN \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " Ahmedabad \n",
+ " 2015-01-04 \n",
+ " NaN \n",
+ " NaN \n",
+ " 1.70 \n",
+ " 18.48 \n",
+ " 17.97 \n",
+ " NaN \n",
+ " 1.70 \n",
+ " 18.59 \n",
+ " 36.08 \n",
+ " 4.43 \n",
+ " 10.14 \n",
+ " 1.00 \n",
+ " NaN \n",
+ " NaN \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " Ahmedabad \n",
+ " 2015-01-05 \n",
+ " NaN \n",
+ " NaN \n",
+ " 22.10 \n",
+ " 21.42 \n",
+ " 37.76 \n",
+ " NaN \n",
+ " 22.10 \n",
+ " 39.33 \n",
+ " 39.31 \n",
+ " 7.01 \n",
+ " 18.89 \n",
+ " 2.78 \n",
+ " NaN \n",
+ " NaN \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 29526 \n",
+ " Visakhapatnam \n",
+ " 2020-06-27 \n",
+ " 15.02 \n",
+ " 50.94 \n",
+ " 7.68 \n",
+ " 25.06 \n",
+ " 19.54 \n",
+ " 12.47 \n",
+ " 0.47 \n",
+ " 8.55 \n",
+ " 23.30 \n",
+ " 2.24 \n",
+ " 12.07 \n",
+ " 0.73 \n",
+ " 41.0 \n",
+ " Good \n",
+ " \n",
+ " \n",
+ " 29527 \n",
+ " Visakhapatnam \n",
+ " 2020-06-28 \n",
+ " 24.38 \n",
+ " 74.09 \n",
+ " 3.42 \n",
+ " 26.06 \n",
+ " 16.53 \n",
+ " 11.99 \n",
+ " 0.52 \n",
+ " 12.72 \n",
+ " 30.14 \n",
+ " 0.74 \n",
+ " 2.21 \n",
+ " 0.38 \n",
+ " 70.0 \n",
+ " Satisfactory \n",
+ " \n",
+ " \n",
+ " 29528 \n",
+ " Visakhapatnam \n",
+ " 2020-06-29 \n",
+ " 22.91 \n",
+ " 65.73 \n",
+ " 3.45 \n",
+ " 29.53 \n",
+ " 18.33 \n",
+ " 10.71 \n",
+ " 0.48 \n",
+ " 8.42 \n",
+ " 30.96 \n",
+ " 0.01 \n",
+ " 0.01 \n",
+ " 0.00 \n",
+ " 68.0 \n",
+ " Satisfactory \n",
+ " \n",
+ " \n",
+ " 29529 \n",
+ " Visakhapatnam \n",
+ " 2020-06-30 \n",
+ " 16.64 \n",
+ " 49.97 \n",
+ " 4.05 \n",
+ " 29.26 \n",
+ " 18.80 \n",
+ " 10.03 \n",
+ " 0.52 \n",
+ " 9.84 \n",
+ " 28.30 \n",
+ " 0.00 \n",
+ " 0.00 \n",
+ " 0.00 \n",
+ " 54.0 \n",
+ " Satisfactory \n",
+ " \n",
+ " \n",
+ " 29530 \n",
+ " Visakhapatnam \n",
+ " 2020-07-01 \n",
+ " 15.00 \n",
+ " 66.00 \n",
+ " 0.40 \n",
+ " 26.85 \n",
+ " 14.05 \n",
+ " 5.20 \n",
+ " 0.59 \n",
+ " 2.10 \n",
+ " 17.05 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 50.0 \n",
+ " Good \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
29531 rows × 16 columns
\n",
+ "
\n",
+ "RangeIndex: 29531 entries, 0 to 29530\n",
+ "Data columns (total 8 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 PM2.5 29531 non-null object\n",
+ " 1 PM10 29531 non-null object\n",
+ " 2 NO 29531 non-null object\n",
+ " 3 NO2 29531 non-null object\n",
+ " 4 CO 29531 non-null object\n",
+ " 5 SO2 29531 non-null object\n",
+ " 6 O3 29531 non-null object\n",
+ " 7 AQI 29531 non-null object\n",
+ "dtypes: object(8)\n",
+ "memory usage: 1.8+ MB\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 202
+ },
+ "id": "ov72lPGUIwDM",
+ "outputId": "a4304f06-6bfb-4116-fe26-de93e72e5c1b"
+ },
+ "source": [
+ "#converting data into int datatype to avoid errors below.\n",
+ "prepareddata=newdata.astype(int)\n",
+ "prepareddata.head()"
+ ],
+ "execution_count": 43,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " PM2.5 \n",
+ " PM10 \n",
+ " NO \n",
+ " NO2 \n",
+ " CO \n",
+ " SO2 \n",
+ " O3 \n",
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+ " \n",
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+ " 19 \n",
+ " 17 \n",
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+ " 30 \n",
+ " 166 \n",
+ " \n",
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+ " 67 \n",
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+ " 1 \n",
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+ " 166 \n",
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+ " 22 \n",
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+ " 39 \n",
+ " 39 \n",
+ " 166 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " PM2.5 \n",
+ " PM10 \n",
+ " NO \n",
+ " NO2 \n",
+ " CO \n",
+ " SO2 \n",
+ " O3 \n",
+ " AQI \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 29526 \n",
+ " 15 \n",
+ " 50 \n",
+ " 7 \n",
+ " 25 \n",
+ " 0 \n",
+ " 8 \n",
+ " 23 \n",
+ " 41 \n",
+ " \n",
+ " \n",
+ " 29527 \n",
+ " 24 \n",
+ " 74 \n",
+ " 3 \n",
+ " 26 \n",
+ " 0 \n",
+ " 12 \n",
+ " 30 \n",
+ " 70 \n",
+ " \n",
+ " \n",
+ " 29528 \n",
+ " 22 \n",
+ " 65 \n",
+ " 3 \n",
+ " 29 \n",
+ " 0 \n",
+ " 8 \n",
+ " 30 \n",
+ " 68 \n",
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+ " 29529 \n",
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+ " 49 \n",
+ " 4 \n",
+ " 29 \n",
+ " 0 \n",
+ " 9 \n",
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+ " 54 \n",
+ " \n",
+ " \n",
+ " 29530 \n",
+ " 15 \n",
+ " 66 \n",
+ " 0 \n",
+ " 26 \n",
+ " 0 \n",
+ " 2 \n",
+ " 17 \n",
+ " 50 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "RangeIndex: 29531 entries, 0 to 29530\n",
+ "Data columns (total 8 columns):\n",
+ " # Column Non-Null Count Dtype\n",
+ "--- ------ -------------- -----\n",
+ " 0 PM2.5 29531 non-null int64\n",
+ " 1 PM10 29531 non-null int64\n",
+ " 2 NO 29531 non-null int64\n",
+ " 3 NO2 29531 non-null int64\n",
+ " 4 CO 29531 non-null int64\n",
+ " 5 SO2 29531 non-null int64\n",
+ " 6 O3 29531 non-null int64\n",
+ " 7 AQI 29531 non-null int64\n",
+ "dtypes: int64(8)\n",
+ "memory usage: 1.8 MB\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "h41vBLCd1IBm"
+ },
+ "source": [
+ "The above is the prepared data that we will use for visualization and model creation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 294
+ },
+ "id": "6yKVpz-WJK14",
+ "outputId": "e0091454-4abe-4d33-93e2-db046e743f3c"
+ },
+ "source": [
+ "prepareddata.describe()"
+ ],
+ "execution_count": 46,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " PM2.5 \n",
+ " PM10 \n",
+ " NO \n",
+ " NO2 \n",
+ " CO \n",
+ " SO2 \n",
+ " O3 \n",
+ " AQI \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " count \n",
+ " 29531.000000 \n",
+ " 29531.000000 \n",
+ " 29531.000000 \n",
+ " 29531.000000 \n",
+ " 29531.000000 \n",
+ " 29531.000000 \n",
+ " 29531.000000 \n",
+ " 29531.000000 \n",
+ " \n",
+ " \n",
+ " mean \n",
+ " 66.961667 \n",
+ " 117.771460 \n",
+ " 17.061698 \n",
+ " 28.059226 \n",
+ " 1.805052 \n",
+ " 14.029765 \n",
+ " 33.995259 \n",
+ " 166.390099 \n",
+ " \n",
+ " \n",
+ " std \n",
+ " 59.415477 \n",
+ " 71.502782 \n",
+ " 21.365891 \n",
+ " 22.944183 \n",
+ " 6.710749 \n",
+ " 16.910682 \n",
+ " 20.161619 \n",
+ " 129.064459 \n",
+ " \n",
+ " \n",
+ " min \n",
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+ " 0.000000 \n",
+ " 0.000000 \n",
+ " 0.000000 \n",
+ " 13.000000 \n",
+ " \n",
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+ " 32.000000 \n",
+ " 79.000000 \n",
+ " 6.000000 \n",
+ " 12.000000 \n",
+ " 0.000000 \n",
+ " 6.000000 \n",
+ " 20.000000 \n",
+ " 88.000000 \n",
+ " \n",
+ " \n",
+ " 50% \n",
+ " 58.000000 \n",
+ " 118.000000 \n",
+ " 11.000000 \n",
+ " 25.000000 \n",
+ " 0.000000 \n",
+ " 10.000000 \n",
+ " 34.000000 \n",
+ " 138.000000 \n",
+ " \n",
+ " \n",
+ " 75% \n",
+ " 72.000000 \n",
+ " 118.000000 \n",
+ " 17.000000 \n",
+ " 34.000000 \n",
+ " 1.000000 \n",
+ " 14.000000 \n",
+ " 42.000000 \n",
+ " 179.000000 \n",
+ " \n",
+ " \n",
+ " max \n",
+ " 949.000000 \n",
+ " 1000.000000 \n",
+ " 390.000000 \n",
+ " 362.000000 \n",
+ " 175.000000 \n",
+ " 193.000000 \n",
+ " 257.000000 \n",
+ " 2049.000000 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ]
+ },
+ "metadata": {
+ "tags": [],
+ "needs_background": "light"
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 286
+ },
+ "id": "cyHFgCwCLp1H",
+ "outputId": "a00a4a81-8fcf-46d1-fb6c-b3b9636b2c53"
+ },
+ "source": [
+ "#to find correlation between different columns.\n",
+ "corr = prepareddata.corr() \n",
+ "sns.heatmap(corr, annot=True)"
+ ],
+ "execution_count": 49,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 49
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": [],
+ "needs_background": "light"
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "NMgrcMk-WKpI"
+ },
+ "source": [
+ "Insights :\n",
+ "\n",
+ "1.When the value of pollutents is less, Air Quality Index (AQI) is less.\n",
+ "\n",
+ "2.AQI highly depends on \n",
+ "\n",
+ "ground-level ozone\n",
+ "\n",
+ "particle pollution (also known as particulate matter, including PM2.5 and PM10)\n",
+ "\n",
+ "carbon monoxide\n",
+ "\n",
+ "sulfur dioxide\n",
+ "\n",
+ "nitrogen dioxide"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "eMX6gamk9DFi"
+ },
+ "source": [
+ "## **Data training**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "GYCdLKcm79C7"
+ },
+ "source": [
+ "# Import train_test_split from sklearn.model_selection\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "# Here, X is the data which will have features and y will have our target i.e. Air Quality Index(AQI).\n",
+ "x=prepareddata[['PM2.5', 'PM10', 'NO', 'NO2','CO', 'SO2','O3']] \n",
+ "y=prepareddata['AQI']"
+ ],
+ "execution_count": 50,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "ikX3cpRvJycH",
+ "outputId": "f500a7d6-9876-4cdc-8af9-b9c49340043b"
+ },
+ "source": [
+ "x.shape"
+ ],
+ "execution_count": 51,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "(29531, 7)"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 51
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "Gz_QeBbWJ0Yo",
+ "outputId": "93e8001b-dbe4-4f9c-c661-9521fc7dda5f"
+ },
+ "source": [
+ "y.shape"
+ ],
+ "execution_count": 52,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "(29531,)"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 52
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "YLUhN25e9d7s"
+ },
+ "source": [
+ "# Split data into training data and testing data\n",
+ "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.2) \n",
+ "#Ratio used for splitting training and testing data is 8:2 respectively"
+ ],
+ "execution_count": 53,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "FD74kl39KWaX"
+ },
+ "source": [
+ "## **Model Creation**"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "lY3R36JEMH_W"
+ },
+ "source": [
+ "Linear Regression"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "2ESXWiXV9lxH"
+ },
+ "source": [
+ "# Importing linear regression model\n",
+ "from sklearn.linear_model import LinearRegression \n",
+ "reg1 = LinearRegression()"
+ ],
+ "execution_count": 54,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "Qv8xCNbOKajf",
+ "outputId": "078003cc-052d-4228-b03d-53e391c65f86"
+ },
+ "source": [
+ "# Fitting data into the model.\n",
+ "reg1.fit(x_train, y_train)"
+ ],
+ "execution_count": 55,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 55
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "qJMW22ySKgip"
+ },
+ "source": [
+ "# Making predictions \n",
+ "pred1 = reg1.predict(x_test)"
+ ],
+ "execution_count": 56,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "1XgbvkkhKj-t",
+ "outputId": "3b531405-5f21-49e8-a114-7a27bdd2a3b1"
+ },
+ "source": [
+ "pred1"
+ ],
+ "execution_count": 57,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "array([141.98172958, 68.43146776, 109.96911391, ..., 164.28722529,\n",
+ " 254.8992269 , 158.46508696])"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 57
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "nCVUrtxIKoJR",
+ "outputId": "1503c080-e3d1-4322-d809-acfda5bb0699"
+ },
+ "source": [
+ "print(\"Accuracy of the LinearRegression model comes to be: \\n \") \n",
+ "print(reg1.score(x_train,y_train))"
+ ],
+ "execution_count": 58,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "Accuracy of the LinearRegression model comes to be: \n",
+ " \n",
+ "0.7880569698338118\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "LPNoTPXpMVY_"
+ },
+ "source": [
+ "Lasso Regression "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "6-elduwhKuqj"
+ },
+ "source": [
+ "# Importing model\n",
+ "from sklearn.linear_model import Lasso\n",
+ "reg2 = Lasso()"
+ ],
+ "execution_count": 59,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "eQ-a2Q18M0Mc",
+ "outputId": "4723d36d-ff6a-457a-8c5e-263f08fc438d"
+ },
+ "source": [
+ "# Fitting data into the model.\n",
+ "reg2.fit(x_train, y_train)"
+ ],
+ "execution_count": 60,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "Lasso(alpha=1.0, copy_X=True, fit_intercept=True, max_iter=1000,\n",
+ " normalize=False, positive=False, precompute=False, random_state=None,\n",
+ " selection='cyclic', tol=0.0001, warm_start=False)"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 60
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "GEQ7_7mINAuU"
+ },
+ "source": [
+ "# Making predictions \n",
+ "pred2 = reg2.predict(x_test)"
+ ],
+ "execution_count": 61,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "M7JeaPy1NFhw",
+ "outputId": "426aa122-4667-4dc7-af84-32f57bddfe6b"
+ },
+ "source": [
+ "pred2"
+ ],
+ "execution_count": 62,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "array([142.06758342, 68.46859954, 110.01482099, ..., 164.29321166,\n",
+ " 254.88122334, 158.46310949])"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 62
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "6LrLYSACNIlC",
+ "outputId": "df218707-278e-4955-9d91-9d7461ef3c49"
+ },
+ "source": [
+ "print(\"Accuracy of the LassoRegression model comes to be: \\n \") \n",
+ "print(reg2.score(x_train,y_train))"
+ ],
+ "execution_count": 63,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "Accuracy of the LassoRegression model comes to be: \n",
+ " \n",
+ "0.7880553508687373\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "WjDjKAm2NYPV"
+ },
+ "source": [
+ "Ridge Regression"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "2U9dv_bMNOjw"
+ },
+ "source": [
+ "# Importing model\n",
+ "from sklearn.linear_model import Ridge\n",
+ "reg3 = Ridge()"
+ ],
+ "execution_count": 64,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "B90bxN8zNjO5",
+ "outputId": "2d2595ef-86e9-4672-efdd-96fd488a3f2a"
+ },
+ "source": [
+ "# Fitting data into the model.\n",
+ "reg3.fit(x_train, y_train)"
+ ],
+ "execution_count": 65,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "Ridge(alpha=1.0, copy_X=True, fit_intercept=True, max_iter=None,\n",
+ " normalize=False, random_state=None, solver='auto', tol=0.001)"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 65
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "y7qFnBGYNned"
+ },
+ "source": [
+ "# Making predictions \n",
+ "pred3= reg3.predict(x_test)"
+ ],
+ "execution_count": 66,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "OWGRQ2NYOAox",
+ "outputId": "0c56b176-dfee-4836-b8ce-c07f7351983a"
+ },
+ "source": [
+ "pred3"
+ ],
+ "execution_count": 67,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "array([141.98173677, 68.43148334, 109.96912061, ..., 164.2872029 ,\n",
+ " 254.89922799, 158.46508846])"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 67
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "Jv8O6uzuOCM5",
+ "outputId": "6d08b13d-a898-4d7d-9c22-8dc275cb5057"
+ },
+ "source": [
+ "print(\"Accuracy of the RidgeRegression model comes to be: \\n \") \n",
+ "print(reg3.score(x_train,y_train))"
+ ],
+ "execution_count": 68,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "Accuracy of the RidgeRegression model comes to be: \n",
+ " \n",
+ "0.7880569698334623\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "gVqJQ5cUOML0"
+ },
+ "source": [
+ "Decision Tree Regressor"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "HFTtX8E_OI0Z"
+ },
+ "source": [
+ "# Importing decision tree regressor \n",
+ "from sklearn.tree import DecisionTreeRegressor \n",
+ "reg4 = DecisionTreeRegressor()"
+ ],
+ "execution_count": 69,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "XhDtgKKNO7uN",
+ "outputId": "87306ab0-a7f4-41d8-9de2-918f72822175"
+ },
+ "source": [
+ "#Fitting data into the model.\n",
+ "reg4.fit(x_train, y_train)"
+ ],
+ "execution_count": 70,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "DecisionTreeRegressor(ccp_alpha=0.0, criterion='mse', max_depth=None,\n",
+ " max_features=None, max_leaf_nodes=None,\n",
+ " min_impurity_decrease=0.0, min_impurity_split=None,\n",
+ " min_samples_leaf=1, min_samples_split=2,\n",
+ " min_weight_fraction_leaf=0.0, presort='deprecated',\n",
+ " random_state=None, splitter='best')"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 70
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "w7YcgyLDPBKw"
+ },
+ "source": [
+ "# Making predictions on Test data \n",
+ "pred4 = reg4.predict(x_test)"
+ ],
+ "execution_count": 71,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "hWtIPMzJPF3p",
+ "outputId": "771a2c2a-e81f-40df-be47-9c2ce2b9f9de"
+ },
+ "source": [
+ "pred4"
+ ],
+ "execution_count": 72,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "array([126., 63., 82., ..., 125., 300., 138.])"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 72
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "d_fwG8MWPKAl",
+ "outputId": "a7ba2c28-1ed9-4951-8531-dd3fb73f4549"
+ },
+ "source": [
+ "print(\"Accuracy of the Decision Tree Regressor model comes to be: \\n \") \n",
+ "print(reg4.score(x_train,y_train))"
+ ],
+ "execution_count": 73,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "Accuracy of the Decision Tree Regressor model comes to be: \n",
+ " \n",
+ "0.9990745656630378\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "L0kLvsytPUzK"
+ },
+ "source": [
+ "## **Performance Evaluation**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "_cshIOh5PQPO",
+ "outputId": "85bdfb58-d238-43b3-e004-8d6f883f4c52"
+ },
+ "source": [
+ "import numpy as np\n",
+ "from sklearn.metrics import mean_squared_error\n",
+ "print(\"Model\\t\\t\\t RootMeanSquareError \\t\\t Accuracy of the model\") \n",
+ "print(\"\"\"Linear Regression \\t\\t {:.4f} \\t \\t\\t {:.4f}\"\"\".format( np.sqrt(mean_squared_error(y_test, pred1)), reg1.score(x_train,y_train)))\n",
+ "print(\"\"\"Lasso Regression \\t\\t {:.4f} \\t \\t\\t {:.4f}\"\"\".format( np.sqrt(mean_squared_error(y_test, pred2)), reg2.score(x_train,y_train)))\n",
+ "print(\"\"\"Ridge Regression \\t\\t {:.4f} \\t \\t\\t {:.4f}\"\"\".format( np.sqrt(mean_squared_error(y_test, pred3)), reg3.score(x_train,y_train)))\n",
+ "print(\"\"\"Decision Tree Regressor\\t\\t {:.4f} \\t \\t\\t {:.4f}\"\"\".format( np.sqrt(mean_squared_error(y_test, pred4)), reg4.score(x_train,y_train)))\n"
+ ],
+ "execution_count": 76,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "Model\t\t\t RootMeanSquareError \t\t Accuracy of the model\n",
+ "Linear Regression \t\t 58.2131 \t \t\t 0.7881\n",
+ "Lasso Regression \t\t 58.2264 \t \t\t 0.7881\n",
+ "Ridge Regression \t\t 58.2132 \t \t\t 0.7881\n",
+ "Decision Tree Regressor\t\t 64.2764 \t \t\t 0.9991\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "0YHcoh5qP86u"
+ },
+ "source": [
+ "Conclusion:\n",
+ "Accuracy of Regression models- Linear regression, lasso regression and rigde regression is almost same. \n",
+ "\n",
+ "Whereas accuracy of decision tree regressor is higher and root mean sqaure error is least.\n",
+ "\n",
+ "Decision tree regressor is more efficient model."
+ ]
+ }
+ ]
+}
\ No newline at end of file
diff --git a/DataScience/Your Machine Learning Projects/Air Quality Prediction/Model/README.md b/DataScience/Your Machine Learning Projects/Air Quality Prediction/Model/README.md
new file mode 100644
index 00000000..dd45abaf
--- /dev/null
+++ b/DataScience/Your Machine Learning Projects/Air Quality Prediction/Model/README.md
@@ -0,0 +1,57 @@
+**Air Quality Prediction**
+
+**GOAL**
+
+The goal of this project is to predict Air Quality Index (AQI ) form features as particulate matter (PM2.5 and PM10), Nitrogen Oxide (NO), Nitric Dioxide (NO2), Carbon Monoxide (CO), Sulphur Dioxide (SO2), Ozone (O3) etc.
+
+**DATASET**
+
+Dataset can be downloaded from [here](https://www.kaggle.com/rohanrao/air-quality-data-in-india).
+
+**WHAT I HAD DONE**
+- Step 1: Data Exploration
+- Step 2: Data Cleaning
+- Step 3: Data visualization
+- Step 4: Data training
+- Step 5: Model Creation
+- Step 6: Performance Evaluation
+
+
+**MODELS USED**
+- Linear Regression
+- Lasso Regression
+- Ridge Regression
+- Decision Tree Regressor
+
+
+
+**LIBRARIES NEEDED**
+- pandas
+- numpy
+- matplotlib
+- seaborn
+- sklearn (For data traning, importing models and performance check)
+
+
+**CONCLUSION**
+- By using Linear Regression model
+ ```python
+ Accuracy achieved : 78.81
+ ```
+ - By using Lasso Regression model
+ ```python
+ Accuracy achieved : 78.81
+ ```
+ - By using Ridge Regression model
+ ```python
+ Accuracy achieved : 78.81
+ ```
+ - By using Decision Tree Regressor model
+ ```python
+ Accuracy achieved : 99.91
+ ```
+* Accuracy of Regression models- Linear regression, lasso regression and rigde regression is almost same.
+
+* Whereas accuracy of decision tree regressor is higher and root mean sqaure error is least.
+
+* Decision tree regressor is more efficient model.
diff --git a/DataScience/Your Machine Learning Projects/Diabetes Prediction/Dataset/README.md b/DataScience/Your Machine Learning Projects/Diabetes Prediction/Dataset/README.md
new file mode 100644
index 00000000..bf1cf2d5
--- /dev/null
+++ b/DataScience/Your Machine Learning Projects/Diabetes Prediction/Dataset/README.md
@@ -0,0 +1,21 @@
+# About the dataset
+Dataset can be downloaded from [here](https://www.kaggle.com/mathchi/diabetes-data-set)
+
+## Attributes in the dataset
+**Pregnancies: Number of times pregnant**
+
+**Glucose: Plasma glucose concentration a 2 hours in an oral glucose tolerance test**
+
+**BloodPressure: Diastolic blood pressure (mm Hg)**
+
+**SkinThickness: Triceps skin fold thickness (mm)**
+
+**Insulin: 2-Hour serum insulin (mu U/ml)**
+
+**BMI: Body Mass Index (weight in kg/(height in m)^2)**
+
+**DiabetesPedigreeFunction: Diabetes pedigree function**
+
+**Age: Age (years)**
+
+**Outcome: Class variable (0 or 1)**
diff --git a/DataScience/Your Machine Learning Projects/Diabetes Prediction/Dataset/diabetes.csv b/DataScience/Your Machine Learning Projects/Diabetes Prediction/Dataset/diabetes.csv
new file mode 100644
index 00000000..db6f3176
--- /dev/null
+++ b/DataScience/Your Machine Learning Projects/Diabetes Prediction/Dataset/diabetes.csv
@@ -0,0 +1,769 @@
+Pregnancies,Glucose,BloodPressure,SkinThickness,Insulin,BMI,DiabetesPedigreeFunction,Age,Outcome
+6,148,72,35,0,33.6,0.627,50,1
+1,85,66,29,0,26.6,0.351,31,0
+8,183,64,0,0,23.3,0.672,32,1
+1,89,66,23,94,28.1,0.167,21,0
+0,137,40,35,168,43.1,2.288,33,1
+5,116,74,0,0,25.6,0.201,30,0
+3,78,50,32,88,31,0.248,26,1
+10,115,0,0,0,35.3,0.134,29,0
+2,197,70,45,543,30.5,0.158,53,1
+8,125,96,0,0,0,0.232,54,1
+4,110,92,0,0,37.6,0.191,30,0
+10,168,74,0,0,38,0.537,34,1
+10,139,80,0,0,27.1,1.441,57,0
+1,189,60,23,846,30.1,0.398,59,1
+5,166,72,19,175,25.8,0.587,51,1
+7,100,0,0,0,30,0.484,32,1
+0,118,84,47,230,45.8,0.551,31,1
+7,107,74,0,0,29.6,0.254,31,1
+1,103,30,38,83,43.3,0.183,33,0
+1,115,70,30,96,34.6,0.529,32,1
+3,126,88,41,235,39.3,0.704,27,0
+8,99,84,0,0,35.4,0.388,50,0
+7,196,90,0,0,39.8,0.451,41,1
+9,119,80,35,0,29,0.263,29,1
+11,143,94,33,146,36.6,0.254,51,1
+10,125,70,26,115,31.1,0.205,41,1
+7,147,76,0,0,39.4,0.257,43,1
+1,97,66,15,140,23.2,0.487,22,0
+13,145,82,19,110,22.2,0.245,57,0
+5,117,92,0,0,34.1,0.337,38,0
+5,109,75,26,0,36,0.546,60,0
+3,158,76,36,245,31.6,0.851,28,1
+3,88,58,11,54,24.8,0.267,22,0
+6,92,92,0,0,19.9,0.188,28,0
+10,122,78,31,0,27.6,0.512,45,0
+4,103,60,33,192,24,0.966,33,0
+11,138,76,0,0,33.2,0.42,35,0
+9,102,76,37,0,32.9,0.665,46,1
+2,90,68,42,0,38.2,0.503,27,1
+4,111,72,47,207,37.1,1.39,56,1
+3,180,64,25,70,34,0.271,26,0
+7,133,84,0,0,40.2,0.696,37,0
+7,106,92,18,0,22.7,0.235,48,0
+9,171,110,24,240,45.4,0.721,54,1
+7,159,64,0,0,27.4,0.294,40,0
+0,180,66,39,0,42,1.893,25,1
+1,146,56,0,0,29.7,0.564,29,0
+2,71,70,27,0,28,0.586,22,0
+7,103,66,32,0,39.1,0.344,31,1
+7,105,0,0,0,0,0.305,24,0
+1,103,80,11,82,19.4,0.491,22,0
+1,101,50,15,36,24.2,0.526,26,0
+5,88,66,21,23,24.4,0.342,30,0
+8,176,90,34,300,33.7,0.467,58,1
+7,150,66,42,342,34.7,0.718,42,0
+1,73,50,10,0,23,0.248,21,0
+7,187,68,39,304,37.7,0.254,41,1
+0,100,88,60,110,46.8,0.962,31,0
+0,146,82,0,0,40.5,1.781,44,0
+0,105,64,41,142,41.5,0.173,22,0
+2,84,0,0,0,0,0.304,21,0
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+5,44,62,0,0,25,0.587,36,0
+2,141,58,34,128,25.4,0.699,24,0
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+5,99,74,27,0,29,0.203,32,0
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diff --git a/DataScience/Your Machine Learning Projects/Diabetes Prediction/Model/Decision_Tree_Classifier.pkl b/DataScience/Your Machine Learning Projects/Diabetes Prediction/Model/Decision_Tree_Classifier.pkl
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diff --git a/DataScience/Your Machine Learning Projects/Diabetes Prediction/Model/README.md b/DataScience/Your Machine Learning Projects/Diabetes Prediction/Model/README.md
new file mode 100644
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--- /dev/null
+++ b/DataScience/Your Machine Learning Projects/Diabetes Prediction/Model/README.md
@@ -0,0 +1,83 @@
+**GOAL**
+
+The goal is to predict if a person is having Diabetes or not using the diabetes dataset which is present inside the dataset folder. This dataset contains features as Pregnancies, Glucose, BloodPressure, SkinThickness, BMI, Insulin, DiabetesPedigreeFunction and Age. On the basis of these feature we have to predict the outcome i.e whether a peron has diabetes or not.
+
+Dataset can be downloaded from [here](https://www.kaggle.com/mathchi/diabetes-data-set)
+
+**WHAT I HAD DONE**
+
+- I used some scientific librarires like scikit learn, pandas.
+
+- By using this libraries I read that dataset and then go through all the features.cCheck their description i.e mean, min of them, max of them and few other things.
+
+- After going throught the dataset I found that some of the features such as BloodPressure, BMI, Skinthickness having value 0 in some rows,which is practically not possible.
+ So I used some preprocessing techniques to handle those things.In this technique I replace that 0 with median of that particular feature.
+
+- I Used Correlation coefficients to measure how strong a relationship is between two variables and to detect multicollinearity in between the variables. I haven't found multicollinearity in between them.
+
+- After that I found that the all the features are in the diffrent range, then I used Standardization to convert those in such a way that their Mean=0 and Std.Deviation = 1.
+
+- After standardizarion I splitted these dataset into four parts i.e Training data, its respective outcome and Test data and also its respective outcome.
+
+- Then I used some Classification models which is Logistic Regression, Decision Tree, SVM, Random Forest on the training data.
+
+- Then I calculate accuracy of every model on the test and training data and reviewed thier respective confusion matrix.
+
+- After training and predicting values, I saved the respective model using pickle and os library.
+
+**MODELS USED**
+
+- Logistic Regression
+- Decision Tree Classifier
+- Support Vector Machine (SVM)
+- Random Forest Classifier
+
+**LIBRARIES NEEDED**
+
+- numpy
+- pandas
+- seaborn
+- matplotlib
+- scikit-learn
+- Pickle
+- OS
+
+**CONCLUSION**
+
+By using Logistic Regression I got
+ ```
+ Accuracy of training data: 0.7687296416938111
+ Accuracy of testing data: 0.8181818181818182
+ ```
+
+By using Decision Tree Classifier I got
+ ```
+ Accuracy of training data: 1.00
+ Accuracy of testing data: 0.7597402597402597
+ ```
+By using SVM I got
+ ```
+ Accuracy of training data: 0.8143322475570033
+ Accuracy of testing data: 0.7727272727272727
+ ```
+
+By using Random Forest Classifier I got
+ ```
+ Accuracy of training data: 1.00
+ Accuracy of testing data: 0.8181818181818182
+ ```
+
+ Comparing all those scores scored by the machine learning algorithms, it is clear that Random Forest Classifier and Logistic Regression Algorithm are having the upper hand in case of this dataset and after this, we can also SVM algorithm, which is also having good score as compared to the Decision Tree Classifier.
+
+ Best Fitted Model as per ranking(Accuracy):
+
+ 1. Random Forest Classifier
+ 2. Logistic Regression
+ 3. Decision Tree Classifier
+ 4. Support Vector Machine(SVM)
+
+ Finally!!! The models are deployed successfully!
+
+ # Author
+
+ Prathima Kadari
diff --git a/DataScience/Your Machine Learning Projects/Diabetes Prediction/Model/Random_Forest_Classifier.pkl b/DataScience/Your Machine Learning Projects/Diabetes Prediction/Model/Random_Forest_Classifier.pkl
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diff --git a/DataScience/Your Machine Learning Projects/Diabetes Prediction/Model/SVM.pkl b/DataScience/Your Machine Learning Projects/Diabetes Prediction/Model/SVM.pkl
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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "WL_BBaZWVOXn"
+ },
+ "source": [
+ "# **Detecting Diabetes using Various Classification Algorithms**"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "6-eQQfPrUDX6"
+ },
+ "source": [
+ "# Importing Libraries"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "id": "x8cw-cM_fDev"
+ },
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "LCsngtIlUHY6"
+ },
+ "source": [
+ "# Reading the Data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 402
+ },
+ "id": "LLmXnbXnfYYh",
+ "outputId": "ae135547-0444-4fc8-ae64-178c6c3ed968"
+ },
+ "outputs": [
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768 rows × 9 columns
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+ "RangeIndex: 768 entries, 0 to 767\n",
+ "Data columns (total 9 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Pregnancies 768 non-null int64 \n",
+ " 1 Glucose 768 non-null int64 \n",
+ " 2 BloodPressure 768 non-null int64 \n",
+ " 3 SkinThickness 768 non-null int64 \n",
+ " 4 Insulin 768 non-null int64 \n",
+ " 5 BMI 768 non-null float64\n",
+ " 6 DiabetesPedigreeFunction 768 non-null float64\n",
+ " 7 Age 768 non-null int64 \n",
+ " 8 Outcome 768 non-null int64 \n",
+ "dtypes: float64(2), int64(7)\n",
+ "memory usage: 54.1 KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "df.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 284
+ },
+ "id": "cyP_ABSEf7Y2",
+ "outputId": "5b5513f5-4607-43d7-9506-bc7b732c43ce"
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+ "metadata": {},
+ "output_type": "execute_result"
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+ "data": {
+ "image/png": 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+emybT1dVJbkWuKOqrgVIcj2whtGDCY8EvjQ6w8UBjB73IA3KUNBSdwNwynghyUHAEcA9PPho+sC9+HN/1N5/PDaeW14GPABcVlWv2Ys/U3pMnj7SUrcNeGqS06B/Pel7GX0N5M3AUUn2S7Ka0bfUzfm/JE9q48uBU5Mc1vZxaKv/O6OnzgK8FvjXPejrSuClSZ7T9vm0JM/d019O2lOGgpa0Gj0R8ncY/ad+E/CfwH2M7i76EvBfjI4mzgG+NrbpZuCaJBe3p8q+E/hCkm8A72tz3gScnuQa4PX85FrDJH3tBt4AfKhtfwXwvJ/295Qm5VNSJUmdRwqSpM5QkCR1hoIkqTMUJEmdoSBJ6gwFSVJnKEiSuv8HHGGod05G2B8AAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.countplot(df['Outcome'],label=\"Count\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 763
+ },
+ "id": "msFrp10LgKlT",
+ "outputId": "8fbdd3b3-6dfa-48a2-955e-aef622863871"
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(14,10))\n",
+ "sns.set(style='whitegrid', context='notebook')\n",
+ "cols = ['Pregnancies','Glucose','BloodPressure','SkinThickness','Insulin','BMI','DiabetesPedigreeFunction','Age']\n",
+ "cm = np.corrcoef(df[cols].values.T)\n",
+ "sns.set(font_scale=1.2)\n",
+ "hm = sns.heatmap(cm,cbar=True,annot=True,square=True,fmt='.1f',annot_kws={'size': 10},yticklabels=cols,xticklabels=cols)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "YpdUZFO9T3FJ"
+ },
+ "source": [
+ "# Splitting of dataset into dependent and independent variables"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {
+ "id": "aeaIdVfRiUY2"
+ },
+ "outputs": [],
+ "source": [
+ "X = df[cols] # Features\n",
+ "Y = df.Outcome # Target variable"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 195
+ },
+ "id": "7yyWxAdtjYWj",
+ "outputId": "4dc8c71b-2c82-4b6b-ac0f-d7ceea7da782"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " Pregnancies \n",
+ " Glucose \n",
+ " BloodPressure \n",
+ " SkinThickness \n",
+ " Insulin \n",
+ " BMI \n",
+ " DiabetesPedigreeFunction \n",
+ " Age \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 6 \n",
+ " 148.0 \n",
+ " 72.0 \n",
+ " 35.0 \n",
+ " 30.5 \n",
+ " 33.6 \n",
+ " 0.627 \n",
+ " 50 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 1 \n",
+ " 85.0 \n",
+ " 66.0 \n",
+ " 29.0 \n",
+ " 30.5 \n",
+ " 26.6 \n",
+ " 0.351 \n",
+ " 31 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 8 \n",
+ " 183.0 \n",
+ " 64.0 \n",
+ " 23.0 \n",
+ " 30.5 \n",
+ " 23.3 \n",
+ " 0.672 \n",
+ " 32 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 1 \n",
+ " 89.0 \n",
+ " 66.0 \n",
+ " 23.0 \n",
+ " 94.0 \n",
+ " 28.1 \n",
+ " 0.167 \n",
+ " 21 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 0 \n",
+ " 137.0 \n",
+ " 40.0 \n",
+ " 35.0 \n",
+ " 168.0 \n",
+ " 43.1 \n",
+ " 2.288 \n",
+ " 33 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "confusion_matrix_plot(Y_test,Y_pred_test)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Decision Tree"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.tree import DecisionTreeClassifier\n",
+ "\n",
+ "dt = DecisionTreeClassifier()\n",
+ "\n",
+ "#fitting data\n",
+ "dt.fit(X_train,Y_train)\n",
+ "\n",
+ "#predicting values\n",
+ "dt_Y_pred_train = dt.predict(X_train) \n",
+ "dt_Y_pred_test = dt.predict(X_test)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Accuracy"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "1.0 0.7532467532467533\n"
+ ]
+ }
+ ],
+ "source": [
+ "dt_train_acc = accuracy_score(Y_train,dt_Y_pred_train)\n",
+ "dt_test_acc = accuracy_score(Y_test,dt_Y_pred_test)\n",
+ "print(dt_train_acc,dt_test_acc)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Confusion Matrix"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "confusion_matrix_plot(Y_test,dt_Y_pred_test)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "ikyB9NncG1bO"
+ },
+ "source": [
+ "# Support Vector Machine"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {
+ "id": "OBiUzWIHG7_0"
+ },
+ "outputs": [],
+ "source": [
+ "from sklearn.svm import SVC"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "g-xf16vhHDOA",
+ "outputId": "e861fe21-9d60-470a-f6b6-2cf913b0efdb"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "SVC()"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "model = SVC()\n",
+ "model.fit(X_train, Y_train)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "yo3KIukvIWPe"
+ },
+ "source": [
+ "## Prediction"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {
+ "id": "fhK-TtqSHQw2"
+ },
+ "outputs": [],
+ "source": [
+ "Y_test_pred_svc = model.predict(X_test)\n",
+ "Y_train_pred_svc = model.predict(X_train)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Accuracy"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.8143322475570033 0.7727272727272727\n"
+ ]
+ }
+ ],
+ "source": [
+ "svc_train_acc = accuracy_score(Y_train,Y_train_pred_svc)\n",
+ "svc_test_acc = accuracy_score(Y_test,Y_test_pred_svc)\n",
+ "print(svc_train_acc,svc_test_acc)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "3G_Cs3bUISsb"
+ },
+ "source": [
+ "## Confusion Matrix"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "1l7CYQ_nHYa9",
+ "outputId": "1c6e9198-0093-49c9-9be8-241a578cf8fc"
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "confusion_matrix_plot(Y_test,Y_test_pred_svc)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Random Forest"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.ensemble import RandomForestClassifier\n",
+ "\n",
+ "rf = RandomForestClassifier(random_state=2)\n",
+ "rf.fit(X_train,Y_train)\n",
+ "\n",
+ "rf_Y_train_pred = rf.predict(X_train)\n",
+ "rf_Y_test_pred = rf.predict(X_test)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Accuracy"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "1.0 0.8181818181818182\n"
+ ]
+ }
+ ],
+ "source": [
+ "rf_train_acc = accuracy_score(Y_train,rf_Y_train_pred)\n",
+ "rf_test_acc = accuracy_score(Y_test,rf_Y_test_pred)\n",
+ "print(rf_train_acc,rf_test_acc)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Confusion Matrix"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "confusion_matrix_plot(Y_test,rf_Y_test_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "zUlYMyy0Qj4_"
+ },
+ "source": [
+ "# Saving the model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {
+ "id": "hPSvx68XQnfH"
+ },
+ "outputs": [],
+ "source": [
+ "import pickle\n",
+ "pickle.dump(lm,open('logistic_regression.pkl','wb'))\n",
+ "pickle.dump(dt,open('Decision_Tree_Classifier.pkl','wb'))\n",
+ "pickle.dump(model,open('SVM.pkl','wb'))\n",
+ "pickle.dump(rf,open('Random_Forest_Classifier.pkl','wb'))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "o04gXml7sf4V"
+ },
+ "source": [
+ "\n",
+ "\n",
+ "---\n",
+ "\n"
+ ]
+ }
+ ],
+ "metadata": {
+ "colab": {
+ "collapsed_sections": [],
+ "name": "DiabetesPrediction.ipynb",
+ "provenance": []
+ },
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.8.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/DataScience/Your Machine Learning Projects/Diabetes Prediction/Model/logistic_regression.pkl b/DataScience/Your Machine Learning Projects/Diabetes Prediction/Model/logistic_regression.pkl
new file mode 100644
index 00000000..a164d683
Binary files /dev/null and b/DataScience/Your Machine Learning Projects/Diabetes Prediction/Model/logistic_regression.pkl differ
diff --git a/DataScience/Your Machine Learning Projects/Diabetes Prediction/Model/requirements.txt b/DataScience/Your Machine Learning Projects/Diabetes Prediction/Model/requirements.txt
new file mode 100644
index 00000000..2245dcdc
--- /dev/null
+++ b/DataScience/Your Machine Learning Projects/Diabetes Prediction/Model/requirements.txt
@@ -0,0 +1,6 @@
+numpy
+pandas
+seaborn
+matplotlib
+scikit-learn
+pickle
diff --git a/DataScience/Your Machine Learning Projects/Dry Beans Classification/Dataset/Dry_Bean_Dataset.csv b/DataScience/Your Machine Learning Projects/Dry Beans Classification/Dataset/Dry_Bean_Dataset.csv
new file mode 100644
index 00000000..5001a7a7
--- /dev/null
+++ b/DataScience/Your Machine Learning Projects/Dry Beans Classification/Dataset/Dry_Bean_Dataset.csv
@@ -0,0 +1,13612 @@
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diff --git a/DataScience/Your Machine Learning Projects/Dry Beans Classification/Dataset/README.md b/DataScience/Your Machine Learning Projects/Dry Beans Classification/Dataset/README.md
new file mode 100644
index 00000000..b3caeda3
--- /dev/null
+++ b/DataScience/Your Machine Learning Projects/Dry Beans Classification/Dataset/README.md
@@ -0,0 +1,39 @@
+# About the dataset
+Dataset can be downloaded from [here](https://www.kaggle.com/josegarban/beans-classification)
+
+## Attributes in the dataset
+
+1.) Area (A): The area of a bean zone and the number of pixels within its boundaries.
+
+2.) Perimeter (P): Bean circumference is defined as the length of its border.
+
+3.) Major axis length (L): The distance between the ends of the longest line that can be drawn from a bean.
+
+4.) Minor axis length (l): The longest line that can be drawn from the bean while standing perpendicular to the main axis.
+
+5.) Aspect ratio (K): Defines the relationship between L and l.
+
+6.) Eccentricity (Ec): Eccentricity of the ellipse having the same moments as the region.
+
+7.) Convex area (C): Number of pixels in the smallest convex polygon that can contain the area of a bean seed.
+
+8.) Equivalent diameter (Ed): The diameter of a circle having the same area as a bean seed area.
+
+9.) Extent (Ex): The ratio of the pixels in the bounding box to the bean area.
+
+10.)Solidity (S): Also known as convexity. The ratio of the pixels in the convex shell to those found in beans.
+
+11.)Roundness (R): Calculated with the following formula: (4piA)/(P^2)
+
+12.)Compactness (CO): Measures the roundness of an object: Ed/L
+
+13.)ShapeFactor1 (SF1)
+
+14.)ShapeFactor2 (SF2)
+
+15.)ShapeFactor3 (SF3)
+
+16.)ShapeFactor4 (SF4)
+
+17.)Class (Seker, Barbunya, Bombay, Cali, Dermosan, Horoz and Sira)
+
diff --git a/DataScience/Your Machine Learning Projects/Dry Beans Classification/Images/accuracy.png b/DataScience/Your Machine Learning Projects/Dry Beans Classification/Images/accuracy.png
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diff --git a/DataScience/Your Machine Learning Projects/Dry Beans Classification/Model/README.md b/DataScience/Your Machine Learning Projects/Dry Beans Classification/Model/README.md
new file mode 100644
index 00000000..6349ff43
--- /dev/null
+++ b/DataScience/Your Machine Learning Projects/Dry Beans Classification/Model/README.md
@@ -0,0 +1,64 @@
+**GOAL**
+
+The goal is to predict Dry Beans.
+
+Dataset can be downloaded from [here](https://www.kaggle.com/josegarban/beans-classification)
+
+**WHAT I HAD DONE**
+
+- Discussed some major columns on which dry beans depends.
+- Handling outliers of diagnosis columns. As it is very important because at last we're predicting dry beans.
+- Then I used different classification models present in sklearn to train the model.
+- Use Correlation coefficients to measure how strong a relationship is between two variables.
+
+**MODELS USED**
+
+- Logistic Regression
+- Decission Tree
+- K Nearest Neighbour
+- Random Forest Classifier
+
+**LIBRARIES NEEDED**
+
+- numpy
+- pandas
+- seaborn
+- matplotlib
+- scikit-learn
+
+**CONCLUSION**
+
+By using Logistic Regression I got
+ ```
+ Accuracy of training data: 28.655400440852315
+ Accuracy of testing data: 27.889324191968655
+ ```
+
+
+ By using Decission Tree I got
+ ```
+ Accuracy of training data: 100.0
+ Accuracy of testing data: 89.49559255631733
+ ```
+
+ By using K Nearest Neighbour I got
+ ```
+ Accuracy of training data: 86.82691298415031
+ Accuracy of testing data: 78.20763956904995
+ ```
+
+
+ By using Random Forest Classifier I got
+ ```
+ Accuracy of training data: 100.0
+ Accuracy of testing data: 92.85014691478942
+ ```
+
+As accuracy of **Random Forest Classifier** algorithm is more ie. **92.85%** ~ **93%**
+
+Hence this model is selected.
+
+
+# Author
+
+Prathima Kadari
diff --git a/DataScience/Your Machine Learning Projects/Dry Beans Classification/Model/dry_beans_classification.ipynb b/DataScience/Your Machine Learning Projects/Dry Beans Classification/Model/dry_beans_classification.ipynb
new file mode 100644
index 00000000..db9b8bda
--- /dev/null
+++ b/DataScience/Your Machine Learning Projects/Dry Beans Classification/Model/dry_beans_classification.ipynb
@@ -0,0 +1,3256 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "name": "DryBeansClassification.ipynb",
+ "provenance": []
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "FLThIvOIRn8x"
+ },
+ "source": [
+ "# **Dry Beans Classification**"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "vjDBkC7yRnxB"
+ },
+ "source": [
+ "# Importing Libraries"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "CwrXZLkVRgMu"
+ },
+ "source": [
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import sklearn"
+ ],
+ "execution_count": 5,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "2Odz1ljpSSqZ"
+ },
+ "source": [
+ "# Reading the Data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 422
+ },
+ "id": "DSC_sah5SWEQ",
+ "outputId": "71d63617-3000-401f-eb00-c9fc6eaf571e"
+ },
+ "source": [
+ "df = pd.read_csv('/content/Dry_Bean_Dataset.csv')\n",
+ "df"
+ ],
+ "execution_count": 8,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
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+ " Eccentricity \n",
+ " ConvexArea \n",
+ " EquivDiameter \n",
+ " Extent \n",
+ " Solidity \n",
+ " roundness \n",
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+ " 4 \n",
+ " 30140 \n",
+ " 620134.00 \n",
+ " 201.847882 \n",
+ " 190.279279 \n",
+ " 1.060798 \n",
+ " 0.333680 \n",
+ " 30417 \n",
+ " 195.896503 \n",
+ " 0.773098 \n",
+ " 0.990893 \n",
+ " 0.984877 \n",
+ " 0.970516 \n",
+ " 0.006697 \n",
+ " 0.003665 \n",
+ " 0.941900 \n",
+ " 0.999166 \n",
+ " SEKER \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 13606 \n",
+ " 42097 \n",
+ " 759696.00 \n",
+ " 288.721612 \n",
+ " 185.944705 \n",
+ " 1.552728 \n",
+ " 0.765002 \n",
+ " 42508 \n",
+ " 231.515799 \n",
+ " 0.714574 \n",
+ " 0.990331 \n",
+ " 0.916603 \n",
+ " 0.801865 \n",
+ " 0.006858 \n",
+ " 0.001749 \n",
+ " 0.642988 \n",
+ " 0.998385 \n",
+ " DERMASON \n",
+ " \n",
+ " \n",
+ " 13607 \n",
+ " 42101 \n",
+ " 757499.00 \n",
+ " 281.576392 \n",
+ " 190.713136 \n",
+ " 1.476439 \n",
+ " 0.735702 \n",
+ " 42494 \n",
+ " 231.526798 \n",
+ " 0.799943 \n",
+ " 0.990752 \n",
+ " 0.922015 \n",
+ " 0.822252 \n",
+ " 0.006688 \n",
+ " 0.001886 \n",
+ " 0.676099 \n",
+ " 0.998219 \n",
+ " DERMASON \n",
+ " \n",
+ " \n",
+ " 13608 \n",
+ " 42139 \n",
+ " 759321.00 \n",
+ " 281.539928 \n",
+ " 191.187979 \n",
+ " 1.472582 \n",
+ " 0.734065 \n",
+ " 42569 \n",
+ " 231.631261 \n",
+ " 0.729932 \n",
+ " 0.989899 \n",
+ " 0.918424 \n",
+ " 0.822730 \n",
+ " 0.006681 \n",
+ " 0.001888 \n",
+ " 0.676884 \n",
+ " 0.996767 \n",
+ " DERMASON \n",
+ " \n",
+ " \n",
+ " 13609 \n",
+ " 42147 \n",
+ " 763779.00 \n",
+ " 283.382636 \n",
+ " 190.275731 \n",
+ " 1.489326 \n",
+ " 0.741055 \n",
+ " 42667 \n",
+ " 231.653248 \n",
+ " 0.705389 \n",
+ " 0.987813 \n",
+ " 0.907906 \n",
+ " 0.817457 \n",
+ " 0.006724 \n",
+ " 0.001852 \n",
+ " 0.668237 \n",
+ " 0.995222 \n",
+ " DERMASON \n",
+ " \n",
+ " \n",
+ " 13610 \n",
+ " 42159 \n",
+ " 772237.00 \n",
+ " 295.142741 \n",
+ " 182.204716 \n",
+ " 1.619841 \n",
+ " 0.786693 \n",
+ " 42600 \n",
+ " 231.686223 \n",
+ " 0.788962 \n",
+ " 0.989648 \n",
+ " 0.888380 \n",
+ " 0.784997 \n",
+ " 0.007001 \n",
+ " 0.001640 \n",
+ " 0.616221 \n",
+ " 0.998180 \n",
+ " DERMASON \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
13611 rows × 17 columns
\n",
+ "
\n",
+ "RangeIndex: 13611 entries, 0 to 13610\n",
+ "Data columns (total 17 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Area 13611 non-null int64 \n",
+ " 1 Perimeter 13611 non-null float64\n",
+ " 2 MajorAxisLength 13611 non-null float64\n",
+ " 3 MinorAxisLength 13611 non-null float64\n",
+ " 4 AspectRation 13611 non-null float64\n",
+ " 5 Eccentricity 13611 non-null float64\n",
+ " 6 ConvexArea 13611 non-null int64 \n",
+ " 7 EquivDiameter 13611 non-null float64\n",
+ " 8 Extent 13611 non-null float64\n",
+ " 9 Solidity 13611 non-null float64\n",
+ " 10 roundness 13611 non-null float64\n",
+ " 11 Compactness 13611 non-null float64\n",
+ " 12 ShapeFactor1 13611 non-null float64\n",
+ " 13 ShapeFactor2 13611 non-null float64\n",
+ " 14 ShapeFactor3 13611 non-null float64\n",
+ " 15 ShapeFactor4 13611 non-null float64\n",
+ " 16 Class 13611 non-null object \n",
+ "dtypes: float64(14), int64(2), object(1)\n",
+ "memory usage: 1.8+ MB\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 304
+ },
+ "id": "mmldWYdRUfOa",
+ "outputId": "0fdec9c9-676b-476b-d2bf-53badfb8c4ed"
+ },
+ "source": [
+ "df.describe()"
+ ],
+ "execution_count": 14,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " Area \n",
+ " Perimeter \n",
+ " MajorAxisLength \n",
+ " MinorAxisLength \n",
+ " AspectRation \n",
+ " Eccentricity \n",
+ " ConvexArea \n",
+ " EquivDiameter \n",
+ " Extent \n",
+ " Solidity \n",
+ " roundness \n",
+ " Compactness \n",
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+ " ShapeFactor2 \n",
+ " ShapeFactor3 \n",
+ " ShapeFactor4 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " count \n",
+ " 13611.000000 \n",
+ " 1.361100e+04 \n",
+ " 13611.000000 \n",
+ " 13611.000000 \n",
+ " 13611.000000 \n",
+ " 13611.000000 \n",
+ " 13611.000000 \n",
+ " 13611.000000 \n",
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+ " 13611.000000 \n",
+ " 13611.000000 \n",
+ " 13611.000000 \n",
+ " 13611.000000 \n",
+ " 13611.000000 \n",
+ " 13611.000000 \n",
+ " 13611.000000 \n",
+ " \n",
+ " \n",
+ " mean \n",
+ " 53048.284549 \n",
+ " 7.729110e+05 \n",
+ " 320.141867 \n",
+ " 202.270714 \n",
+ " 1.583242 \n",
+ " 0.750895 \n",
+ " 53768.200206 \n",
+ " 253.064220 \n",
+ " 0.749733 \n",
+ " 0.987143 \n",
+ " 0.873282 \n",
+ " 0.799864 \n",
+ " 0.006564 \n",
+ " 0.001716 \n",
+ " 0.643590 \n",
+ " 0.995063 \n",
+ " \n",
+ " \n",
+ " std \n",
+ " 29324.095717 \n",
+ " 3.238848e+05 \n",
+ " 85.694186 \n",
+ " 44.970091 \n",
+ " 0.246678 \n",
+ " 0.092002 \n",
+ " 29774.915817 \n",
+ " 59.177120 \n",
+ " 0.049086 \n",
+ " 0.004660 \n",
+ " 0.059520 \n",
+ " 0.061713 \n",
+ " 0.001128 \n",
+ " 0.000596 \n",
+ " 0.098996 \n",
+ " 0.004366 \n",
+ " \n",
+ " \n",
+ " min \n",
+ " 20420.000000 \n",
+ " 5.536000e+02 \n",
+ " 183.601165 \n",
+ " 122.512653 \n",
+ " 1.024868 \n",
+ " 0.218951 \n",
+ " 20684.000000 \n",
+ " 161.243764 \n",
+ " 0.555315 \n",
+ " 0.919246 \n",
+ " 0.489618 \n",
+ " 0.640577 \n",
+ " 0.002778 \n",
+ " 0.000564 \n",
+ " 0.410339 \n",
+ " 0.947687 \n",
+ " \n",
+ " \n",
+ " 25% \n",
+ " 36328.000000 \n",
+ " 6.769955e+05 \n",
+ " 253.303633 \n",
+ " 175.848170 \n",
+ " 1.432307 \n",
+ " 0.715928 \n",
+ " 36714.500000 \n",
+ " 215.068003 \n",
+ " 0.718634 \n",
+ " 0.985670 \n",
+ " 0.832096 \n",
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+ " 0.005900 \n",
+ " 0.001154 \n",
+ " 0.581359 \n",
+ " 0.993703 \n",
+ " \n",
+ " \n",
+ " 50% \n",
+ " 44652.000000 \n",
+ " 7.722730e+05 \n",
+ " 296.883367 \n",
+ " 192.431733 \n",
+ " 1.551124 \n",
+ " 0.764441 \n",
+ " 45178.000000 \n",
+ " 238.438026 \n",
+ " 0.759859 \n",
+ " 0.988283 \n",
+ " 0.883157 \n",
+ " 0.801277 \n",
+ " 0.006645 \n",
+ " 0.001694 \n",
+ " 0.642044 \n",
+ " 0.996386 \n",
+ " \n",
+ " \n",
+ " 75% \n",
+ " 61332.000000 \n",
+ " 9.555000e+05 \n",
+ " 376.495012 \n",
+ " 217.031741 \n",
+ " 1.707109 \n",
+ " 0.810466 \n",
+ " 62294.000000 \n",
+ " 279.446467 \n",
+ " 0.786851 \n",
+ " 0.990013 \n",
+ " 0.916869 \n",
+ " 0.834270 \n",
+ " 0.007271 \n",
+ " 0.002170 \n",
+ " 0.696006 \n",
+ " 0.997883 \n",
+ " \n",
+ " \n",
+ " max \n",
+ " 254616.000000 \n",
+ " 1.921685e+06 \n",
+ " 738.860153 \n",
+ " 460.198497 \n",
+ " 2.430306 \n",
+ " 0.911423 \n",
+ " 263261.000000 \n",
+ " 569.374358 \n",
+ " 0.866195 \n",
+ " 0.994677 \n",
+ " 0.990685 \n",
+ " 0.987303 \n",
+ " 0.010451 \n",
+ " 0.003665 \n",
+ " 0.974767 \n",
+ " 0.999733 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " Area \n",
+ " Perimeter \n",
+ " MajorAxisLength \n",
+ " MinorAxisLength \n",
+ " AspectRation \n",
+ " Eccentricity \n",
+ " ConvexArea \n",
+ " EquivDiameter \n",
+ " Extent \n",
+ " Solidity \n",
+ " roundness \n",
+ " Compactness \n",
+ " ShapeFactor1 \n",
+ " ShapeFactor2 \n",
+ " ShapeFactor3 \n",
+ " ShapeFactor4 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Area \n",
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+ " 0.931834 \n",
+ " 0.951602 \n",
+ " 0.241735 \n",
+ " 0.267481 \n",
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+ " \n",
+ " \n",
+ " Perimeter \n",
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+ " 0.580417 \n",
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+ " \n",
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+ " 0.826052 \n",
+ " 0.550335 \n",
+ " 0.541972 \n",
+ " 0.932607 \n",
+ " 0.961733 \n",
+ " -0.078062 \n",
+ " -0.284302 \n",
+ " -0.596358 \n",
+ " -0.568377 \n",
+ " -0.773609 \n",
+ " -0.859238 \n",
+ " -0.568185 \n",
+ " -0.482527 \n",
+ " \n",
+ " \n",
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+ " 0.951602 \n",
+ " 0.546899 \n",
+ " 0.826052 \n",
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+ " -0.009161 \n",
+ " 0.019574 \n",
+ " 0.951339 \n",
+ " 0.948539 \n",
+ " 0.145957 \n",
+ " -0.155831 \n",
+ " -0.210344 \n",
+ " -0.015066 \n",
+ " -0.947204 \n",
+ " -0.471347 \n",
+ " -0.019326 \n",
+ " -0.263749 \n",
+ " \n",
+ " \n",
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+ " 0.241735 \n",
+ " 0.222459 \n",
+ " 0.550335 \n",
+ " -0.009161 \n",
+ " 1.000000 \n",
+ " 0.924293 \n",
+ " 0.243301 \n",
+ " 0.303647 \n",
+ " -0.370184 \n",
+ " -0.267754 \n",
+ " -0.766979 \n",
+ " -0.987687 \n",
+ " 0.024593 \n",
+ " -0.837841 \n",
+ " -0.978592 \n",
+ " -0.449264 \n",
+ " \n",
+ " \n",
+ " Eccentricity \n",
+ " 0.267481 \n",
+ " 0.224536 \n",
+ " 0.541972 \n",
+ " 0.019574 \n",
+ " 0.924293 \n",
+ " 1.000000 \n",
+ " 0.269255 \n",
+ " 0.318667 \n",
+ " -0.319362 \n",
+ " -0.297592 \n",
+ " -0.722272 \n",
+ " -0.970313 \n",
+ " 0.019920 \n",
+ " -0.860141 \n",
+ " -0.981058 \n",
+ " -0.449354 \n",
+ " \n",
+ " \n",
+ " ConvexArea \n",
+ " 0.999939 \n",
+ " 0.578263 \n",
+ " 0.932607 \n",
+ " 0.951339 \n",
+ " 0.243301 \n",
+ " 0.269255 \n",
+ " 1.000000 \n",
+ " 0.985226 \n",
+ " 0.052564 \n",
+ " -0.206191 \n",
+ " -0.362083 \n",
+ " -0.269922 \n",
+ " -0.847950 \n",
+ " -0.640862 \n",
+ " -0.274024 \n",
+ " -0.362049 \n",
+ " \n",
+ " \n",
+ " EquivDiameter \n",
+ " 0.984968 \n",
+ " 0.590821 \n",
+ " 0.961733 \n",
+ " 0.948539 \n",
+ " 0.303647 \n",
+ " 0.318667 \n",
+ " 0.985226 \n",
+ " 1.000000 \n",
+ " 0.028383 \n",
+ " -0.231648 \n",
+ " -0.435945 \n",
+ " -0.327650 \n",
+ " -0.892741 \n",
+ " -0.713069 \n",
+ " -0.330389 \n",
+ " -0.392512 \n",
+ " \n",
+ " \n",
+ " Extent \n",
+ " 0.054345 \n",
+ " -0.018143 \n",
+ " -0.078062 \n",
+ " 0.145957 \n",
+ " -0.370184 \n",
+ " -0.319362 \n",
+ " 0.052564 \n",
+ " 0.028383 \n",
+ " 1.000000 \n",
+ " 0.191389 \n",
+ " 0.344411 \n",
+ " 0.354212 \n",
+ " -0.141616 \n",
+ " 0.237956 \n",
+ " 0.347624 \n",
+ " 0.148502 \n",
+ " \n",
+ " \n",
+ " Solidity \n",
+ " -0.196585 \n",
+ " -0.179480 \n",
+ " -0.284302 \n",
+ " -0.155831 \n",
+ " -0.267754 \n",
+ " -0.297592 \n",
+ " -0.206191 \n",
+ " -0.231648 \n",
+ " 0.191389 \n",
+ " 1.000000 \n",
+ " 0.607150 \n",
+ " 0.303766 \n",
+ " 0.153388 \n",
+ " 0.343559 \n",
+ " 0.307662 \n",
+ " 0.702163 \n",
+ " \n",
+ " \n",
+ " roundness \n",
+ " -0.357530 \n",
+ " -0.318802 \n",
+ " -0.596358 \n",
+ " -0.210344 \n",
+ " -0.766979 \n",
+ " -0.722272 \n",
+ " -0.362083 \n",
+ " -0.435945 \n",
+ " 0.344411 \n",
+ " 0.607150 \n",
+ " 1.000000 \n",
+ " 0.768086 \n",
+ " 0.230273 \n",
+ " 0.782824 \n",
+ " 0.763126 \n",
+ " 0.472149 \n",
+ " \n",
+ " \n",
+ " Compactness \n",
+ " -0.268067 \n",
+ " -0.234670 \n",
+ " -0.568377 \n",
+ " -0.015066 \n",
+ " -0.987687 \n",
+ " -0.970313 \n",
+ " -0.269922 \n",
+ " -0.327650 \n",
+ " 0.354212 \n",
+ " 0.303766 \n",
+ " 0.768086 \n",
+ " 1.000000 \n",
+ " -0.009394 \n",
+ " 0.868939 \n",
+ " 0.998686 \n",
+ " 0.484436 \n",
+ " \n",
+ " \n",
+ " ShapeFactor1 \n",
+ " -0.847958 \n",
+ " -0.515837 \n",
+ " -0.773609 \n",
+ " -0.947204 \n",
+ " 0.024593 \n",
+ " 0.019920 \n",
+ " -0.847950 \n",
+ " -0.892741 \n",
+ " -0.141616 \n",
+ " 0.153388 \n",
+ " 0.230273 \n",
+ " -0.009394 \n",
+ " 1.000000 \n",
+ " 0.469197 \n",
+ " -0.008320 \n",
+ " 0.248619 \n",
+ " \n",
+ " \n",
+ " ShapeFactor2 \n",
+ " -0.639291 \n",
+ " -0.450446 \n",
+ " -0.859238 \n",
+ " -0.471347 \n",
+ " -0.837841 \n",
+ " -0.860141 \n",
+ " -0.640862 \n",
+ " -0.713069 \n",
+ " 0.237956 \n",
+ " 0.343559 \n",
+ " 0.782824 \n",
+ " 0.868939 \n",
+ " 0.469197 \n",
+ " 1.000000 \n",
+ " 0.872971 \n",
+ " 0.529932 \n",
+ " \n",
+ " \n",
+ " ShapeFactor3 \n",
+ " -0.272145 \n",
+ " -0.235401 \n",
+ " -0.568185 \n",
+ " -0.019326 \n",
+ " -0.978592 \n",
+ " -0.981058 \n",
+ " -0.274024 \n",
+ " -0.330389 \n",
+ " 0.347624 \n",
+ " 0.307662 \n",
+ " 0.763126 \n",
+ " 0.998686 \n",
+ " -0.008320 \n",
+ " 0.872971 \n",
+ " 1.000000 \n",
+ " 0.484274 \n",
+ " \n",
+ " \n",
+ " ShapeFactor4 \n",
+ " -0.355721 \n",
+ " -0.258582 \n",
+ " -0.482527 \n",
+ " -0.263749 \n",
+ " -0.449264 \n",
+ " -0.449354 \n",
+ " -0.362049 \n",
+ " -0.392512 \n",
+ " 0.148502 \n",
+ " 0.702163 \n",
+ " 0.472149 \n",
+ " 0.484436 \n",
+ " 0.248619 \n",
+ " 0.529932 \n",
+ " 0.484274 \n",
+ " 1.000000 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 18
+ },
+ {
+ "output_type": "display_data",
+ "data": {
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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": [],
+ "needs_background": "light"
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 360
+ },
+ "id": "HB66mOFrU2o6",
+ "outputId": "a007892c-cd1a-4bb8-f6ae-7899152d47ed"
+ },
+ "source": [
+ "sns.heatmap(df.isnull(), yticklabels='False', cmap='Greens')"
+ ],
+ "execution_count": 26,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 26
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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h408PgQa7Ab/rNJCYcQdBUGv6GGTqy8C5kg4B7gX2yf1vDXzQ9qG2F0r6PDAryxyT69YjmVvuAG7IY/529iD5iKTdgEXAQuCgTgMJxR0EQa3pVwacbNLYoUX9bODQwvkpwClN98yH1gO1/Ungk1XGEoo7CIJaMxRZ3oMgCOpFxOMOgiCoGRMxVkko7iAIak3MuIMgCGpGvxYnlyVCcQdBUGtixh0EQVAzwqskCIKgZsTiZBAEQc2IZMFBEAQ1I2bcQRAENSMWJ4MgCGqGJmCQ01DcQRDUmkkKxR0EQVArwlQSBEFQM2JxMgiCoGbEjDsIgqBmxOJkEARBzZiIi5MT7xUHQTCukFS69NjP6pJmSror/50ywn1T8z13SZpaqL9S0p2SbsplrVy/gqRzJM2VdK2kDTuNJRR3EAS1po9Z3o8CLrO9KXBZPh8+Fml14LPAa4BtgM82KfgDbW+ZywO57hDgYdubAN8Ajus0kFDcQRDUmn7NuIHdgdPy8WnAHi3ueSsw0/ZC2w8DM4FdKrR7HrCDOgw2FHcQBLVmqMK/Hlnb9v35+M/A2i3uWRe4r3A+P9c1ODWbST5TUM6LZWwvAh4F1mg3kFicDIKg1lSZSUuaBkwrVE23Pb1w/VLgeS1EP108sW1JrjjUA20vkLQKcD7wXuD0im0AobiDIKg5QxW8SrKSnt7m+o4jXZP0F0nr2L5f0jrAAy1uWwBsXzhfD7gyt70g/31c0pkkG/jpWWZ9YL6kycBqwEPtXkeYSoIgqDV9XJycATS8RKYCF7a45xJgZ0lT8qLkzsAlkiZLWhNA0nLArsBtLdrdC7jcdtvZfMy4gyCoNX3c8v5l4FxJhwD3AvsASNoa+KDtQ20vlPR5YFaWOSbXrUxS4MsBk4BLgZPyPScDZ0iaCywE9us0kFDcQRDUmz5tebf9ELBDi/rZwKGF81OAU5rueQLYaoR2/wHsXWUsobiDIKg1EWQqCIKgZkSQqSAIgpoxCv7ZtSMUdxAEtSZm3EEQBDUjbNxBEAQ1IxR3EARBzQhTSRAEQc2osuV9vBCKOwiCWhOmkiAIgpoRijsIgqBmhI07CIKgZsSMOwiCoGaE4g6CIKgZCq+SIAiCehE27iAIgpoRppIgCIKaEYo7CIKgZkxEU8nEs+oHQTCuGKrwrxckrS5ppqS78t8pI9w3Nd9zl6SpuW4VSTcVyoOSvpmvHSTpr4Vrh7Zqt0jMuIMgqDV9nHEfBVxm+8uSjsrnRzaNZXXgs8DWgIHrJc2w/TCwZeG+64EfF0TPsX1E2YHEjDsIglqjCv96ZHfgtHx8GrBHi3veCsy0vTAr65nALsPGK20GrAX8utuBhOIOgqDWSCpdemRt2/fn4z8Da7e4Z13gvsL5/FxXZD/SDNuFundLukXSeZLW7zSQMJUEQVBrqsykJU0DphWqptueXrh+KfC8FqKfLp7YtiS3uK8M+wHvLZz/FDjL9pOSDiPN5t/SroFQ3EEQ1Jzyijsr6eltru84Yi/SXyStY/t+SesAD7S4bQGwfeF8PeDKQhuvACbbvr7Q50OF+78PfKXDywhTSRAE9WZIKl16ZAYwNR9PBS5scc8lwM6SpmSvk51zXYP9gbOKAvkh0GA34HedBhIz7iAIak7fvEq+DJwr6RDgXmAfAElbAx+0fajthZI+D8zKMsfYXlhoYx/g7U3tfkTSbsAiYCFwUKeBaLh9vHc+fvWRo9tgEATjlq9td1zPWvcvf59fWuesveJ642K3Tsy4gyCoOeNCF1ciFHcQBLUmtrwHQRAEyzwx4w6CoNb0GoOkjky8VxwEQVBzYsYdBEGtCRt3EARBsMwTM+4gCGpNZMAJgiCoGaG4gyAIasZEtHGH4g6CoOaE4g6CIKgVE09th+IOgqD2TDzVHYo7CIJaEzbuIAiCmhFeJUEQBLUjFHcQBEGtmHhqOxR3EAQ1J2zcQRAEtWPiKe4IMhUEQa1RhdJTP9LqkmZKuiv/nTLCfRdLekTSz5rqN5J0raS5ks6RtHyuXyGfz83XN+w0llDcQRDUGmmodOmRo4DLbG8KXJbPW/FV4L0t6o8DvmF7E+Bh4JBcfwjwcK7/Rr6vLaG4gyAIyrE7cFo+Pg3Yo9VNti8DHi/WKRni3wKc10K+2O55wA7qZLi33dcCTKurfJ3HHq893rs6vvbRLsA0YHahlB4f8EjhWMXzFvduD/yscL4mMLdwvj5wWz6+DVivcO1uYM12YxnEjHtajeXrPPZe5es89kHL13nsvcr32veoYnu67a0LZXrxuqRLJd3Wouze1I4B93XwBcKrJAiCIGN7x5GuSfqLpHVs3y9pHeCBCk0/BDxH0mTbi4D1gAX52gLSDHy+pMnAavn+EQkbdxAEQTlmAFPz8VTgwrKCeYZ+BbBXC/liu3sBl+f7R2QQint651uWWfk6j71X+TqPfdDydR57r/K99r0s8WVgJ0l3ATvmcyRtLen7jZsk/Rr4EWmRcb6kt+ZLRwL/JmkusAZwcq4/GVgj1/8bI3urLEYdFHsQBEGwjBGmkiAIgpoRijsIgqBmhOIOgiCoGcu84pY0SdLXBj2OQSHpnRqFvbpd9DskaZ8e29ioTF0QBNXom0KQtJakDRqlrJztp4HXj0L/60p6naQ3NkpJuRUkHSDpU5KObpSSstvlYDS/lzRP0j2S5lUc+r7AXZK+ImnzirKNcVR+720/A/x7N/0VOL9F3Xkt6loi6euSXtJt55I2lrRCPt5e0kckPaek7N6SVsnH/yHpx5Je1e1YcjvP7kW+yz5X71F+ty5kPippVSVOlnSDpJ17GUcwnDHfgJM/+K8Dzyc5rL8A+B1Q5T/kjZJmkFxsnmhU2v5xyTEcR1KAtwNPN8SBX5UQvxB4FLgeeLLCmCG5+fxrln26w70tsf0eSasC+wM/kGTgVOAs24+3kx2F9/5SSR8HzmH4+76wQ7+b5z5Wk7Rn4dKqwLNK9k0e6/S8KaHxmh+tIH8+sLWkTUhuaRcCZwJvLyH7Gds/kvR6kuvXV4ETgddU6L+Z24G2D05JLwNOAtYFfgEcafvhfO0629u0kd0O+D7wDPB+4AvAC3MUun1s/2+HvvdsrgK+k9//0v/fgPfb/lZ2g5tCCrh0BvDLkvJBB/qxc/LzwLbApbZfKenNwHsqtvEs0k6itxTqDJT9Iu0BvMh2VcULKYbALl3IATxq+xddyi7G9mOSzgNWBD4GvAv4hKTjbZ/QRrTX937f/Pfw4nCAF3aQexGwK/Ac4J2F+seBD5Tt3Pb3ge9LehFwMHCLpKuBk2xfUaKJZ2wvkvQu4ATbJ0i6sWT3jQftO4Dptn8u6QudhCT920iXgDIz7hOBzwHXAIcCv5G0m+27geU6yH4D2Cf383NgD9u/yb8UTgC26yB/DnAJ6SHfCHK0MukzrPL/rSH7duAM23M6Bk0KKtEPxf1P2w9lm+mQ7SskfbNKA7YP7nEM80hf+m4U928lvcz2rV3IXiHpq6Qv/OK+bd9QtoEcI+EgYBPgdGAb2w9IWok0g2unuHt67213ZY+2fSFwoaTXdprldULSJGDzXB4EbiZtYjjM9n4dxP8paX/SrrTGA6ST8muwQNL3gJ2A47LJpYxp8Uuk2fmiFtfKyK9i++J8/DVJ1wMXS3ovnWNjLNf4nkr6q+3fQPq+SVqxRN+vI20qmWX7xNzO9l38/7te0i+BjYBPZpPTMxXbCNrQD8X9SLbt/Rr4oaQHKPzsLoOkzUgzkbVtv1TSy4HdbLedAUk6gfRl/xtwk6TLGK5AP9JG9tYsOxk4ONumnyTNJmz75SWG3vhZvXWhzgz/5dCJPUkxfIeZdWz/TdIhI8g06Om9zw+HfwM2sD1N0qakXy4/6yDaYK6kTwEbUviu2X5/yf6/QZq5Xw58yfZ1+dJxku4s0cTBwAeBL9q+Jy+MnlFy7PsAuwBfs/2IUmyKT5SQuwG4wPb1zRckHVqmY0mrNUxC+WH7bpLZp5O9uvhg+GTTteU79Wt7lqSdgA9LuoK006+bHXqHAFsC8/L3dHXSZxGMEmO+c1LSysDfSV+qA0kBVH5ou20QlaY2riL9p/me7Vfmuttsv7SD3NQ2l2379DayL2jXtu17210fLSQdZ/vITnUjyPb03ks6h2Sff19+YK4E/Nb2liXlf0t6aAyz8dtutWjZSv5g4FzbSz1sisqtZFtTgPVt31Ly/o2B+baflLQ98HLgdNuPdJB7EfCQ7QdbXFvb9l86yB9AUnjXNNVvQLK7j2hqymsal9r+W4vX8m7bX2nXd5PM84FvAlvb7mQaa5bdDrjJ9hOS3gO8CvhWv/7PTAjaxXwdrUJaFNsxH69E+jlYRX5W/ntjoe6mCvIfLVM3guwZZepGkF0N+C+WxP79OrBaxdd+Q4u6W/rx3gOzW7zvN1eQL/0ZjSB/WZm6NvJXkhZEVwfuAa4F/qvs2Em/EjYBfk8yf1xUUnYSaabe7evuWn6QfRfauIX0y/QVwI2kNZKremkzyvAy5u6Akj5AcgH7Xq5aF7igYjMP5lmDc5t7AfdXkG818z6opOwwD4xsc92qpOwppAW5fXJ5jOQd0RFJ/5LNNZtLuqVQ7iH9xyjTRq/v/VPZNtp43zem2jrBzySV8eAYhqRn5Z/Xa0qaopTrb3WlXHzrVmhqNduPkcxNp9t+DclDpAzPOIXf3JO0sPkJYJ0ygu7RhbUX+UH2XWCRkwbfHfi27e8Aq/TYZlCgHzbuw4FtSLMdbN8laa0u2phOUmILSLOnAzsJ5YWpA4CNlNwJG6wCdHJp+yTwKWBFSY81qoGnKB/xbGPb7y6c/6ekm0rKnklyBzuW4dHCHncHd7wCvb73nwMuBtaX9EOSV0IVW+VHgU9Jeor0vjXWB1btIHcYyXvm+SSbcYPHgG9X6H9ytk3vA3y6ghwsWdh8H9UXNqFHF9Ye5QfZN8Dj+f/Pe4A3Km0gq/LeBR3oh+J+0vZTDW8gJZ/QqoZ1294x22yHbD+ucjvwfkuama9JMlM0eJwOs1bbxwLHSjrWdvNCT1n+Lun1zqv72fb395Kytv0HSYc3X5C0eknl3dN7b/uX2athW5LS/ahb2G7byHc1y7L9LeBbkj7s9u6OnTiG5N52tdPC2wuBu0rK9rKwCb27sPYiP8i+IbmRHgAcYvvP2T7/1ZKyQQn6sTj5FeAR0szlw8CHgNttl54BSbrB9qua6q63XdZk0TVqvVvuUeDe/FO6neyWpCSgq5EU30LgINs3l+j3Z7Z3zaYRs8Q3FpJS77hg1Ot7L+ky2zt0qmsjL9Ivo41sf17S+sA6XuIdMpLcW2xfrqU3hACVZn49kc1EG9gu48ESBP1jrI3oJIXzAdLPrvPysUrKbg68m5Q8c89COQiYU2EMj5N+ZhfLfcBPgBd2kL2G9DN/Nsk74inSz/e7gZ1L9r8qsOpYv9ej9d6TZlyrk3ymp+Tj1UlufXdU6P9E4DvA7/L5FPJCcwe5/8x/T21RTqnQ/2bAZSxJyvpy4D9Kyr4TuBO4J59vCcyo0Pd6+fv1QC7nU0gIO5byg+w7y28LzAL+L/9/eZq0Ga2v3//xXMa28bRCXfo/egv53fN/1oea/vMeD7yuQjufJ9lNV8lKdBrQ2AZ/ZQfZHwMvKZxvkZXgCxnBawJ4T/77b61KxffgXRQ8UUi7EfcYy/eeZJu+h7QQeU+h3AwcUaGdG/LfrrxSRuH7dxXJxl/s/7aSsteTfilVls33ziSZWybnchAwsx/yg+w7y88meePcmL+HBwPH9utznwhlTG3ctp+WdKekDWz/sQv50dqBt5vtVxTOp0u6yfaReYNIOzazPacwptslbW57nkbexbty/tvKxlvVNvVZ2z8p9P+IpM/SwTukl/feo2dj/mf2wml4pTyXEjvoNPK28cb4/qtk/yvZvq7pc2pr3irwT9uPNslW2f33XNtFD6IfSPpYn+QH2TcAtudKmuTkpXKqUqiBbteKgib6sTg5BZgj6TqWrFDb9u5tZJp5SGnXY6WdkwX+phSitBGZbi/gH42xdJCdI+lE4Ox8vi9wu9IW6H+2ErDdcL+71PbVxWt5gbIKrVw2y35urd57bJeN+HaKpP+g+52Tx5N+cq8l6Yuk9/0zJeQaDyTId54AABqRSURBVLwXAa8mJVOFZL5oax9vohc30jl5M8yk/Lo/QlrsLstDefPJWfl8fzpk7h5F+UH2Den/2/Kk3cpfIb3ny3wI6Vox1lN64E2Fsj3pP25p+3Ruo+ufvPneFwI/JcW6+Gs+3oQUtOn1HWRXBP4fSQH9BPg4aSPLEPDsDrKtNs8sVdehjVNIm3g2zuW/gB908d4vLhX6PocU2rVhI16JiptqSOsUhwNHAC+uKPsrChuGSAr9VxU/90tJIQ8WAL8BNiwpuxLwRZKtdnY+flaFvl9AeuD8lWQnvoC0c3PM5QfZd0F+RZJZ8rP5O7tJlc8+Sof3uC+dwCtJ7kB/IKWo/3BF+Z52Tvb9TYXXZmV/H8Pt25+joo2XZHb5Mkt2Xx4LrNzluF4PfKfC/b3unOx612m+905ghcL5CsCdXbzulam4W3cUvgPblakbC/lB9h2lP2XMTCVKgaH2z+VB0uxNtt/cRXM97ZzMttUP0EWwo2za+BxpFlGUbeeOtzwptOZkhtu5HyOZC0rjFKfjqI43joCkV5J8avcmLTCWihOS6XXnZC+7TiFFQ7xOUsPGvwfwg7LC2Zz1bvLn3rBX2z6mhOxmpF9XGzL8cy8bIOwEUoyOTnVjIT+QvrUkMFtLXC4wW1CCsbRx30EKMLSr7bkAkv61y7Za7ZysElf6wjyWS6me0KByMgTbVwFXSfqBuwysI+mbtj8m6ae0+M/gNnbqUXxofpald04eVGLs7XadnlS2c9tflPQL4A256mDbZeNpQ29JMH4EfJeUmKD0d0bSa0nhUZ/btMi6KsnDYszkB9l3Zk9gbdIvzSLrA38uIR+UZCwV957AfqSY1BeTFve6CqZuex4wbOdkxSZWcoloeiPQSzKEvynF434JhcwvJWdtjV163eTbHJWHpu2Zkm6g4s5J97jrVNKqTskjVieZ1/5QuFZ21yj0lgRjkXNM6or0+murF/lB9g0pkcMnmycrShmcvsHwpBpBD/QrrOvupNnfW0g/f39iu3QaI6U8ge9j6Z+tI8bTbpL/Aikc6UXlR75Y9suk2UblZAhKweTPIf3k/iAp2NVfyz5EsmnhdNsd47I0ye1BemhuR5oxnw18310kRsgePBsy/H0vmzLuENsnF84nkTbA/GcHueZdo4svUXLXaG5nOilAVOUkGJI+R1qY+wnDP/dSDw1JL+j211av8oPqW9Is268e4dqttl/W7ZiC4Yy54h7WWYqJvDewr0tum85yvyXtYLyVgi+t7dNKyj9OWqCqGuwIpYDyzbjMrLmxLV/SLQ37Xrsv9wht/AZ4i+2nysoUZHt6aEo6hbTbcA5L3neXWRvI8meSNgwdAqxB2jx1le2PV3kd3SLpdpL3UGMzUekkGPmh0UyVh8ZMYG/n+N35u3+27beOtfyg+pZ0l+1NR7g21/YmZfoPOtMPP+7FOCU9nU756HoNnmW77aaMDv12HVKyy8XUBg0/7/slvQP4E52zmDQzD7haKVpb0Re74yaUvLB5JnBm4aF5JOWTtm5re4uK4y32f4CkfUkP3CeAA9zk194KdcimXubXTuZtJe9rxYtt/6NYIalKouM1XUi6YPthVYvM2Iv8oPqeLekDtoetYyhl/lkqI1DQPX1V3D1whlJs6Z/R3c/WroIdZdm1SXkEn2/7bZK2AF5bNAG04QuSViO5Bp5AWuSptAONFBPlbpLfeOMBVOpnkqQdbV8KSx6aSiFWy/K/krawfXuVARf635S0ff584MXAeyXd6KYMLS34eptrpkPqt2wbhxSjplt+y9JeFK3qRuIZFXatKmVUqvLzthf5QfX9MeAnkg5kiaLemmQ7f1eF/oNOlPUbHGQheZU8QlqkasTNmFdBvqtgR/neX5DiOd+czycDt/bwWir5w5J+snasG0H2V/m1r0xa7f8pcF6Fvt9E8sq4kxQG91aqZd+5A9ghH4v0AKu0+arL9/ge0i+Ve0geIQ+Sdv49TQ4a1Ub2eSSXxd+R9h+8KpftqRZgaxfgj6RF5v8B7gXe2g/5Qfad5d9Mikb5YZKZb0w/74lY+mrj7halRL3buEIs6Cb5G2y/Ks/2Gjkrb/bw+CUjyc6y/eom2ZvcJu9iXoTbh5St5WLbt0nalewi12inytg71Y0g21CWh+Wqo22f1UakWX4uaeNQ89pCqYWrhndIU91mtn9fUn454F+AN+aqK0l5R1uGGmghfxLJpn9RPn8bKUDXYW1kppJcHrcm7ZpseEI9BpzmCiFlJa1J8sgBuKbq97cX+UH2HYw9dTGVzCVtW+6WroIdZZ6QtEZBdlvSLLQdJ5N8V68Djpf0J5IiOMp2qdRhWcm8HVhX0vGFS6tSPlDSFFKogLtJoTpfIEku/7T+q+0ZnW8bjqR/t/0VJ5e+vW3/qHD5INIDrAwnkjKn/Hc+f2+uK5UtnWSjX5xc1/YvlGJnjIjTgvdpkt7tkkmN2/A0yTPlWcAWkrD9qz7JD7LvYKwZ9JS/TCG5ZP2elDvx+EapIH8gKfbCfFLMiTspb254FXA1SVlfncfx8g4yt5H8zSF98R8B1qj4ml9Bch+8N/9tlD2BKSXb+D3w/ny8Yn7fflthDP9NWtzcn0I89BJyN7Q6bnXeoZ2ltte3qmsjfwnwHyR3xg1J6csuKSn7JeA5hfMpwBcq9H0o6ZfKw6QwD38HLu+H/CD7jtKfUpcZ9wVUTzC8GNs/VErBtQPpp+8edJ41N2RvkPQmUqQ6kZT+brRPffaU7Wey/D8kzbNdJboaTllybpZ0pkuaBlqwo/MCk+2/Ax+R9MYOMkVWJC0G71wcGp1TWGmE41bn7Xha0sa27wZQSj1WZefr/qTdn40t87/KdWV4m+3FvwycPCveTnoQlOGjpMiG19h+s6TNSQ+DsvQiP8i+gz5QC8Xtkv7aHdq4g7RYBoCkPwIblJRdRPJlbsh+g/YxPzaX1FDsAjbO56X9iAtskzeDNGKlVNmE8qCkz5DCsn4ge3l09F1vYLtKYuBhoiMctzpvxydIO2/n5fMNqZCs2Mnr6KMV+isySdIKtp8EGmnMVqgg/4/80Ca3c4ekF/VJfpB9B31gmVbcks61vY9GCF5TUQEu1fwYyr64h7abqRwrpcCpWe61+XwBKQZHqXja2W/5EJbest9pA84rlGKUiKXjlXT0hZb0auA+25flh81hpF9JvyRl4SmFegsU9UPgMkmn5vODSflDyzJfacfvBcBMSQ+TzF79kB9k30EfWKa9SiStY/v+7Ee6FO5tW+8fbZeacXcrK+k4N21vb1XXoY1rbb+my3HOtr11N940+d4fkX6lHEDKmH4gyaWy21lsKZTio+xoe2E27ZxNci3bkrQxplSERUk3kwJFDXvo2S61GSQvEDd2+M60fUkJmW1tX9NU9yZSGrSL3WEHbC/yg+w76C/LtOKGxa51l7qLHYySTqD1T3MBU91my/tIs/wsu5ntjj+bR3DlW7z9vQzqLVbKb0mK52ond8iNgbNsb1Oy7xttv7Ix5uye92vb23YU7oHiw0XSd0jeLZ/L521dMZvaud52lTCyPVP8zCX9r+3XdpIZLflB9h30l2XaVAKLcyc+I2k126UWFAvM7vIawK4V+1qMpH8BPsQS23aDVaiW/gqgMdveulDXcfdg5nN0EZa1QGNR9BFJLyWF5qyydbpbJkmanNcWdiAld25Q5Tv7U0kfootAUdnt8wSS2Wt50sPziXYP+4Zo4bjKFvnRkB9k30EfWeYVd+b/gFuVgt8U43W0jQ7YalFTUiPl2GMtRIqy9+b7Vwb+bvuZbDPdnLSbsh1n5nuOZXgShMfLKI2mcXQdK8X2L7M3TaWwrAWmK8U4+QzJnfLZwNHdjqcCZ5HimT9IckX7NYCkTSjpDZSZmv9+olBnUkqzTnybFGHxR6SH5vuAzUrIDeX3bKhwvFghlvj8e5EfZN9BH1nmTSWweDfbUpT1NlGKUvdBkp1zFsmz4lu2v1pC9npSIP8pJD/uWSR3v46hVvOsbY5z/HCluMQvtn1tmXFnma5jpSglYTgTmOEUcKo25PduHeCXjbHnB+ezy5iJRqH/xvpAMbLj4rWCNnJ/IG3uarWA3dEbqBf5QfYd9JdaKG5Y7I61ge07u5C9yfaWSsFvXkWaBV9fxtasJdvlP0zarv6VsnZWSTcCr3J+k/Nsf3az3btDG78geYd82vYrJE0m5YDsGNs4LyztC7yD9MA5G/iZm6LetZB7j+3/0fAsKItxiciEywKS3teq3vbpJWR/BexIyoDzZ1KqvIPKLuwGwVgyNOgBlEHSO4GbSPZaJG2pFOa0LMvlhbU9SLPPf1Len1hKKZ0OBH6e68qkcYL0YFzcj9OmnKrmqTVtn0veop/tvqVTqNn+EMk08D1S/JQHSoiunP+uMkKpC68ulDeQbP4jpnxr4r2k/x9HkMxz65PyV5ZCifco+dEjaQNJpRaFe5UfZN9Bn/AysH2zUyG5c63G8Gzjt1WQ/wjJh/ki0s/AF5C8I8rIvolk3z0yn7+QktvtSZ4gHyHF21iOtBnkgoqv/UpSEoIb8vm2pGQEZeVXJCns80nR8k4Y9Oc5wO/Rc0hubWXvX56USOJlwPIV++o6ImWv8oPsO0p/ysAHUGqQaestTYq7dHjREdqc3Idxr0UyTzwA/IVkb16rYhuVY6UUZM8lhcL9LinU5lCFft+clf2cXM4Dth/0d6HHz2M54M6S976DlPT2SuAqUpjTt1Xoq/GgLX5nq8RZ6Vp+kH1H6U+pi1fJHEkHkNzENiXNYju61XWy1QIj2mrVQ5b1wj0PkDwTusYtYqW4fOySk4H9bVfacamUrefbpE03x+R+XwWcIukId5G7cxA0fXaTSK5955YU/zrwZi9JtrwxyVRWNnF0LxEpe5UfZN9BH6iL4v4wKbLbk6RZ6yXAF0rIFW21Veklyzqw2AviRGBt2y9VSry7m+0yY2+0cTjwQ9tz8vkUSfvb/u8Ooti+RNLrJG3I8C3fnRbnPkGKW13cXn6TpNkk3+ZaKG6Gf3aLgHttzy8p+3hDaWfmUS2jzvEk//G1JX2RlCW9bICqXuUH2XfQB5ZprxKlWBkfJCV8vRU42WlxbjTaXt4ltvBKWivPnIt1L3IJ7xZJV5GU4Pe8ZMv5bbZfWmGcS3mwlHFLy/edAWxMWthtzLrtDv7vku6wvXnVa8si2Z2ykZz5uubPso3ciaS1kHNJM8+9SeaSRiq4jgkVlKLqNbbMX277dxXH3rX8IPsOxp5l3avkNNLmh1tJiV+7mv1KujLPOhvnrya5x5Xh15L2Kcj+P5aECe3ESl46r2XVB88kSYv9avNP2OVLym5NSpX2IdsfzqWt0s608/mujT94/tyuIyndfYBrJZWKc0LaOfgX0uL09sBfSQu976T8rtqVSCaaoSxblV7kB9l3MMYs66aSLZz9lSWdTPpP2A3HAhcrZZJZl/QQKBsedHvSDsK9SXkbf0fKKlOGB7NttGEr3IvkD1yFi4FzJH0vnx+W68pwGymHYtU+Nx7B3VKU23W4rPBp4NWNWXa21V5KWmhti7sPaUvu62jSA+N80vt2qqQflTWT9SI/yL6D/rCsm0qGBWlqPq/Y1vbATFLi2Ffa/nMF2cOBT5IWaPazXSreiFLg/+nA60jZRO4BDnSFqIZ508400mYQ8mv4fpkFR0lXkCLqXcfwWB1tF1bzYuiI2L6qU9/LApJudWGjUn4vb3a5zUsbkdZWNmT4+kApP3BJdwKvcN7spLSB7CbbpeJa9yI/yL6D/rCsz7gbcZ2BYbGdG8kESiUFyBsJ9iElnX05cKWk/2f75+0lQdKlwJ+Al5I2YZws6Ve2P95J1vY8YEeleCdDzlvfK7IicJLt7+bxTCIF9C+Tg/NzXfS3WDFL2hP4uXMygTqRzUuzJF1Cin0CaRdp2YXVC0heOT+lO4+KP5HMLY1dqiuQ9hL0Q36QfQd9YJmecY8Wkr4JfNIpfRdK8b1Psr1ze0mQtIcLCX6z4vyU7c+XkF2DlDrr9SRzyW+AY1whjZmka0ixqf8vnz+bFL/jdSXlu1qcy7KnkqIQ/go4h7R5ZVQWh/uBpNtIQbFen6t+bbvU+oR6iIOe5S8gve8zSZ/9TqRfPvOhc4C0XuQH2XfQHyaE4m4me6u808Ozj5eVfT3JN/rwEvfOJCm9/8lVB5I2sew4stRSbbTyKikbK2Uf4KukTSQibfv+hO2ONt5CG8uR1gT2JSnAmbbLZlkfKJJOA75tu+xCdFH2AGBTUtadSnHQs3zLwGiFdtoGSOtFfpB9B/1hwijuPFN+KylZ7M6k2VfZTCqvJGWB2Ztkpz7f9rdLyC3l+tdsdy3RxtXAhxsKQ9JWJGXUMci9UgaYnZoX51wxUFJW3ruQFnTfaHvNKvKDQtIdJFfSexkeDrhMcLFjSfFK7maJqcQul/YsCMaUZd3G3TN5oe0A4O2kn3vbARvZbmsjzptn9s/lQZKpQK4WH/uXkvZjyW69vUibh6rwMeBHkv5EmjU/j/K7MYeaTCMPUcEFVCl1174kz5orSZHy9mkjsqzx1h5k9wZeWMbXvxVKO3yPBbZgeL7OUl45vcgPsu+gP4xrxS1pPmnTxInAx20/LumeTko7cwcpgP+uhW3P/1pxCB8gKd4zSEp3CHhC0mGUXFy1PStvhmis6FfZ8n5xD4tzkJIHnAMcVscFyireOy24jRSUqvSaQBOnktY3vkGK+3Iw1fZN9CI/yL6DPjDeP4zzgOeTFNY7s3dHWdvQniT/5ysknSRpB6iWGd72KraHbC9ne3I+XiWXtkpb0r8XTvewfVsu/5T0pQ6ym0jazvYnSOFcX57L/5LcE8uOf3/bF9RRaY8CzwHukHSJpBmNUkF+RduXkX6l3euUM/MdfZIfZN9BHxjXM26nIFH/Svqpvz/wFWC1vGh3UcNTYwTZC4ALshfHbqSZ81pKW6F/YvuXnfqXtB3J//UJSe8hBWr6pu0/lhj+fnm8kHzIiwupuwCfaiP7zSzT2Jr94zyel+Vr7+ww7t/Yfr2kx0kPOhX/lnXDrDmf7VH+yew3fpekI0judM/uk/wg+w76gZeBEIX9KqSwnrsCPwQe7EJ+CmkzzGUl77+FpOxeAdwIHE7JWNoMD6l540jXRpAdMXYycOugP4e6FNJO2V1zqRqO99UkZbceyfTwY2DbfsgPsu8o/Snj3qske5Oc7qYckZJWdPbr7iA7x10GVdKStGdHAwtsn1x292fxvqo7SCXdZXvTEa7Ntb1JyfFv0Kre5X4x1JrRcKUMgrFiXJtKAGw/LekFaooG2ElpF2TvlLRBl8rqcUmfJLmVvSH//Cz7njd2jRZ3jJLPnzWyGACzJX3A9knFSkmHkrIJlaW4s/RZwEbAncBLKrRRV7qOc5Lv34wUGfIFDN8yX8qdsBf5QfYd9Idxr7gz84Cr8+JS0Z+3TNLbKaREDtc1yZaJWbEvyRXxYNt/lvRGlsQIb4vtsnktW/Ex4CdKyZEbinprUlTBd5VtxE3+5pJeBXyoh3HViZ5cKUlrEt8FTqJkjtBRlB9k30EfmCiK++5chqieVOEz3XaalfUVwAGS/oe0eeeb3bZXod+/AK+T9GZSjBVIMUcu77HdGyR1vQ28ZvTqSrnI9ok99N+L/CD7DvrAuLdxF8keIriNN8kIcpXifYyweefjtl9QedADRMNTvg2RvGLWsN3LxpZlGkmbkDIWXa0UZKsR5+QRUiaiuzvIr54PP0LyAf8Jw7fMLxwr+UH2HfSXCaG4Jb2UtAmm8cV8EHifczqwDrKVF6kkPUPavHOIl2zemeea7TyTVHSJW0RKPHy+c7jP8Yikn5ECkt3aVP8y4Eu2O7lS3sMS10lo2jfQ6TvQi/wg+w76zKDdWvpRSImF31w43x74bUnZmym4ggHPpUPGa2APUnb3+0h2wh2Aewb9PkQp9Xn35EpJSrKxTuF8KjCDlMdx9bGUH2TfUfpbxvvOyQYr276icWL7SkouEtLFIpXTbsP9gM2BKyhs3pHUMZTssoKknxZ3DTaXQY9vjHhOm2tlUnh9l2xeyIvRx5JS8D1KuV2rvcgPsu+gj0yUxcl5SskUGpnb30PyNClD14tUtp8gZaU/U9IUUuCiI0mhQuvAPFJQq0ZY2v1JeRgvGFGi/vTqSjnJS2zB+wLTbZ8PnC/ppjGWH2TfQR+ZKIr7/cB/krd+k+zP7y8jaPsTkt5NiioI6ctcNllwsZ2HSbOWOs1ctrO9deH8p5Jm264abKtO9OpKOUnSZKeEEzuQdto2KPP/rRf5QfYd9JEJ8WFkpdl11o7GrGP0RlQbVpb0QqcUbI08jGVNTLXEvbtSngVcJelB4O+kSULDW+XRMZYfZN9BHxnXXiWSvukUaOqnLB0V0MBC4Hu2r2nTxp7AccBapNX2CRNoSdIupF8I80iv+wWkEK9VY4pPKCRtC6xDSjH3RK7bDHi2S2TQ6UV+kH0H/WO8K+6tbF+vkbOWrwl83vYWbdqYS0pz9rsxGeQyjqQVSIusAHd4YoZ4DYJlinFtKrF9ff571Uj3SOqU4eQvE01pS/p3242Qsru5kJtT0pdstwspGwTBGDOuZ9wN1FsaqG+RPCsuYPgush+PKFRzeolMGATB2DOuZ9wFeknFtCrwN1KC4QZmiYfKeEQjHLc6D4Kgz0wUxb2i7cskySkP4eckXQ8c3UnQ9sFjP7xlDo9w3Oo8CII+M1EUd+VUTA07r6QTaKGsbHftXlgDeokFHgTBGDNRFPdHgZVIvtyfB95CisPQjsaC5OwxHNcyiXuLBR4EwRgzIRYngyAIxhPjesbdKRCS22Sx6UU2CIJgLBnXiht4LSm06lnAtVTziOhFNgiCYMwY16YSpSztO5Gi2r2clPz2LJdLoNC1bBAEwVgyruNx237a9sW2pwLbAnOBK7NnyZjJBkEQjCXj3VTSiLXxDtLMeUNSNo9SYVl7kQ2CIBgrxrup5HRSaM6LgLNt39YP2SAIgrFkvCvuZ4An8mnxhXYMzdqLbBAEwVgyrhV3EATBeGRcL04GQRCMR0JxB0EQ1IxQ3EEQBDUjFHcQBEHNCMUdBEFQM/4/EF8zM1smYO4AAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": [],
+ "needs_background": "light"
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 307
+ },
+ "id": "PkTIp5IUVgGS",
+ "outputId": "61c0b383-13ec-48d1-fb2b-3c6f622150fb"
+ },
+ "source": [
+ "plt.figure(figsize=(14,8))\n",
+ "df.plot()\n",
+ "plt.show()"
+ ],
+ "execution_count": 27,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": [],
+ "needs_background": "light"
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 546
+ },
+ "id": "HU4S5MOWVCPj",
+ "outputId": "886741cd-6bc0-4f14-eb46-cabd6194bab9"
+ },
+ "source": [
+ "plt.figure(figsize=(14,8))\n",
+ "plt.style.use('seaborn-darkgrid')\n",
+ "sns.countplot(df.Class, palette='Set2')\n",
+ "plt.show()"
+ ],
+ "execution_count": 28,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+ " FutureWarning\n"
+ ],
+ "name": "stderr"
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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A4NBY7zS5P164vS/JriS/cPDLAQAAODTWO03u3klSVf8oyd7u3rXUqgAAAJZsvdPkHp3klUm+kOS4qtqb5Ae6+8plFgcAALAs650m98IkZ3f3Z5Kkqu6R5A1JHr6swgAAAJbpK9a53o0rQShJuvuvkty0nJIAAACWb70jQ9dW1SuTvC/JpiSPTPIXyyoKAABg2dYbhi5M8uQkD8t0Nbm/SfKa5ZQEAACwfOudJndxkmu6+0e7+xlJPjq3AQAAHJHWG4ZO6O43rtzp7rclOW45JQEAACzfeqfJfaqq/nOSKzMFqP87yaeWVhUAAMCSrTcMff/879FJbk7yoSS/uayiAAAAlm1dYai7v5jpHCHnCQEAAEeF9Z4zBAAAcFQRhgAAgCEJQwAAwJCEIQAAYEjCEAAAMCRhCAAAGJIwBAAADEkYAgAAhiQMAQAAQxKGAACAIQlDAADAkIQhAABgSJs3ugAADl+7tv/hRpdw1DvlvG/Y6BIAhmVkCAAAGJIwBAAADEkYAgAAhiQMAQAAQxKGAACAIQlDAADAkIQhAABgSMIQAAAwJGEIAAAYkjAEAAAMSRgCAACGtHmZO6+q+yV5S5Jf7O5XVNUlSR6Q5HPzKi/t7rdV1flJnpFkb5KLuvviqjo2ySVJzkhyc5ILuvvaZdYLAACMY2lhqKpOSvLyJO9Zteh53f07q9Z7fpIHJ7kxydVVdVmSc5Ps7O7zq+oxSV6c5AnLqhcAABjLMqfJ7UnyrUk+fRvrnZXk6u7e1d03JLkyyUOTPCrJZfM6l89tAAAAB8XSRoa6+4tJvlhVqxc9vaqeleS6JE9PcmqSHQvLr0ty2mJ7d++tqn1VdVx337iy4pYtx2fz5mOW9SNwB2zdeuJGlwAcRLs2uoABeN08si2r/3bc9iocBMvqP6+dy3ew+m6p5wztx+uSfK67P1ZVz01yYZIPrlpn0xrb3qp99+49B7c67rSdO6/f6BIAjiheN49s+u/Ipv+OXLen77ZtO3nNZYf0anLd/Z7u/th8961Jvi7TNLpTF1Y7fW77Uvt8MYVNi6NCAAAAd8YhDUNV9eaqus989+wkn0hyVZIHVdXWqtqS6dygK5K8K8nj53XPTfLeQ1krAABwdFvm1eQekOQXktwryU1VdV6mq8tdWlXXJ9md6XLZN8xT5t6ZZF+SF3T3rqq6NMk5VfWBTBdjePKyagUAAMazzAsofCTT6M9qb97PutuTbF/VdnOSC5ZSHAAAMLxDOk0OAADgcCEMAQAAQxKGAACAIQlDAADAkIQhAABgSMIQAAAwJGEIAAAYkjAEAAAMSRgCAACGJAwBAABDEoYAAIAhCUMAAMCQhCEAAGBIwhAAADAkYQgAABjS5o0uANZj3/YXbXQJR71N5/2njS4BAOCQMjIEAAAMSRgCAACGJAwBAABDEoYAAIAhCUMAAMCQhCEAAGBIwhAAADAkYQgAABiSMAQAAAxJGAIAAIYkDAEAAEMShgAAgCEJQwAAwJCEIQAAYEjCEAAAMCRhCAAAGJIwBAAADEkYAgAAhiQMAQAAQxKGAACAIQlDAADAkIQhAABgSMIQAAAwJGEIAAAYkjAEAAAMSRgCAACGJAwBAABDEoYAAIAhCUMAAMCQhCEAAGBIwhAAADAkYQgAABiSMAQAAAxp8zJ3XlX3S/KWJL/Y3a+oqnskeV2SY5J8JsmTuntPVZ2f5BlJ9ia5qLsvrqpjk1yS5IwkNye5oLuvXWa9AADAOJY2MlRVJyV5eZL3LDS/MMkru/vhSf48yVPm9Z6f5NFJzk7yzKq6a5InJtnZ3Q9L8jNJXrysWgEAgPEsc5rcniTfmuTTC21nJ3nrfPu3MwWgs5Jc3d27uvuGJFcmeWiSRyW5bF738rkNAADgoFhaGOruL87hZtFJ3b1nvn1dktOSnJpkx8I6t2rv7r1J9lXVccuqFwAAGMtSzxm6DZvubPuWLcdn8+ZjDl5F3Glbt564lP3+/VL2yqJl9R1Htl0bXcAAPPeObMvqvx23vQoHwbL6z2vn8h2svjvUYWh3VZ0wjxidnmkK3aczjQKtOD3JhxbaPz5fTGFTd9/4ZTvbvSccXnbuvH6jS+AO0newMTz3jmz678im/45ct6fvtm07ec1lh/rS2pcnedx8+3FJ3pHkqiQPqqqtVbUl07lBVyR5V5LHz+uem+S9h7hWAADgKLa0kaGqekCSX0hyryQ3VdV5Sc5PcklV/WCSTyV5TXffVFXPTfLOJPuSvKC7d1XVpUnOqaoPZLoYw5OXVSsAADCepYWh7v5IpqvHrXbOftbdnmT7qrabk1ywlOIAAIDhHeppcgAAAIcFYQgAABiSMAQAAAxJGAIAAIYkDAEAAEMShgAAgCEJQwAAwJCEIQAAYEjCEAAAMCRhCAAAGJIwBAAADEkYAgAAhiQMAQAAQxKGAACAIQlDAADAkIQhAABgSMIQAAAwJGEIAAAYkjAEAAAMSRgCAACGJAwBAABDEoYAAIAhCUMAAMCQhCEAAGBIwhAAADAkYQgAABiSMAQAAAxJGAIAAIYkDAEAAEMShgAAgCEJQwAAwJCEIQAAYEjCEAAAMCRhCAAAGJIwBAAADEkYAgAAhiQMAQAAQxKGAACAIQlDAADAkIQhAABgSMIQAAAwJGEIAAAYkjAEAAAMSRgCAACGJAwBAABDEoYAAIAhCUMAAMCQhCEAAGBIwhAAADAkYQgAABjS5kP5YFV1dpI3JfnjuemPkrwkyeuSHJPkM0me1N17qur8JM9IsjfJRd198aGsFTh43vTOj290CUe9x3/L1290CQBwxNmIkaH3d/fZ878fSfLCJK/s7ocn+fMkT6mqk5I8P8mjk5yd5JlVddcNqBUAADhKHQ7T5M5O8tb59m9nCkBnJbm6u3d19w1Jrkzy0I0pDwAAOBod0mlys39WVW9NctckL0hyUnfvmZddl+S0JKcm2bGwzUr7l9my5fhs3nzMksvl9ti69cSl7Pfvl7JXFi2r7zg0ltV/u5ayVxZ57h3ZltV/O257FQ4Cr51HroPVd4c6DP1ZpgD0xiT3SfLeVTVsWmO7/bbv3r1nf81soJ07r9/oEriD9N2RTf8dufTdkU3/Hdn035Hr9vTdtm0nr7nskIah7v6bJJfOd/+iqj6b5EFVdcI8He70JJ+e/526sOnpST50KGsFAACObof0nKGqOr+qnj3fPjXJ3ZO8Osnj5lUel+QdSa7KFJK2VtWWTOcLXXEoawUAAI5uh3qa3FuTvKGqviPJcUl+OMlHk7y2qn4wyaeSvKa7b6qq5yZ5Z5J9SV7Q3aZfAgAAB82hnib3+STn7mfROftZd3uS7UsvCgAAGNLhcGltAACAQ04YAgAAhiQMAQAAQxKGAACAIQlDAADAkIQhAABgSMIQAAAwJGEIAAAYkjAEAAAMSRgCAACGJAwBAABDEoYAAIAhCUMAAMCQhCEAAGBIwhAAADAkYQgAABiSMAQAAAxJGAIAAIYkDAEAAEMShgAAgCEJQwAAwJCEIQAAYEjCEAAAMCRhCAAAGJIwBAAADEkYAgAAhiQMAQAAQxKGAACAIQlDAADAkIQhAABgSMIQAAAwJGEIAAAYkjAEAAAMSRgCAACGJAwBAABDEoYAAIAhCUMAAMCQhCEAAGBIwhAAADAkYQgAABiSMAQAAAxJGAIAAIYkDAEAAEMShgAAgCEJQwAAwJCEIQAAYEjCEAAAMCRhCAAAGJIwBAAADGnzRhdwIFX1i0m+Mcm+JD/a3VdvcEkAAMBR4rAdGaqqRyS5b3d/U5KnJvnlDS4JAAA4ihy2YSjJo5L8VpJ0958k+UdV9X9tbEkAAMDRYtO+ffs2uob9qqqLkrytu98y378iyVO7+083tjIAAOBocDiPDK22aaMLAAAAjh6Hcxj6dJJTF+7/4ySf2aBaAACAo8zhHIbeleS8JKmqb0jy6e7+/MaWBAAAHC0O23OGkqSqfi7JNyfZm+Rp3f3xDS4JAAA4ShzWYehIV1VPS/KkJHuSnJDkPyZ5WJLzk/zNwqp/0N3Pqar3JXl6d3+iqu6a5H2ZLhpxdVXdlOTKVQ/x75N8VZI3Jfnjue3EJO/o7ucv56c6slXVvZL8UZKPZPr+qrsk+fHu/sC8/FeTnNXd91/Y5n1JTkryD5nOXduX5N939/+sqgtzS39uTvLZJN/X3ddX1V8muV9371547O3d/cB5u29L8uDu3rfyON19dlX9Wqa/iYvm9pOTfDTJw7r7s/urcXQH6teqOifJCzL13V2SXNTdvzJvd0mSU7v7sQv7+vYkv53k3nPTmn8v8/pf6o+q2pypr75nvgpmquqsJP8lyTet9DV3TFXdN8kvJdmW5JgkH0zy7O7eU1WnJ/lfSR7X3b81r392ptfU81bt55JMz8XfOYTlH/UWX+MW2i5M8rdJfj3Jy5KcleSmJP870+voX616/ibJ8fP9H+7um6vqxANs+4Akv7BQxr2TvL27f3hZP+eIDnA887fd/YoDvU8u7OOdSW7o7u88xOUfkVY9LzYl+WKSn+3u98zHF3+V5OaFTV6Y5Noc+Ln0ySS/2t0/t/A4L03y+O6+10Lb/o6Fvi7Te9kxSbYkuTzJc7t7X1X9k0yvzafOy69M8pzuvqGqnpzkRZm+LucL874uSXJhd//lnfolHSSH8zS5I9r8R/zvkjy8ux+R6YD5P82L/0t3n73w7zmrtt2c5NIkL1z4otldq7Y5e+FF5v0rbZm+pPahVfXwJf+IR7Kef1+PTPITmfulqo5Ncm6SU6rqzFXbXDBv84gkFyZ5+cKylf58WJL/P8l3rLOO45N8z37afyrJs6vqpPn+c5JcPAehA9U4ulv1a1Wdkamvvnf+zrKzkjy6qp66sN29q2rbwv0nZHpDWXO/KwtW90d3fzHJ85L8/ML2L03yLEHozqmqY5K8OclLuvvBSVYOuFc++Pk3Sf5s/p/Dz8syTXf/l3P//VySd8zPoeSW59nZ83P1uCRPvK1tu/sjC+9/35Zkd6bnHAfJbRzPLFrzfbKqvirJ12Y6Pjll6UUfPXrhd/oDSV5eVf9iXvavVh0T/u6qbfb3XPpsFo5RqmpTbnktXWlb6zjjl5P8xFzLg5KcmeQbquorMr02/1J3P6i7vyHJXya5aGHbv0/yo3fyd7E0wtDynJLpU+TjkqS7/2z+A1qPX0ryu929/fY+aHfvTfLhJPe9vdsO6u65ZZTusZk+1X9Dku89wDZXZT+/3/lg7W758lG/A/mZJM9bOBhIknT3Z5O8NlMg+sdJvjvJL97OGke30q8/nOSXu/tTSdLdNyZ5ZpJnLKz7rsyhtKpOSPI1mT5xO9B+V9yqP+bRhhOr6hFV9Z2ZDuI+eJB+rpGdk+Sa7n5/kszh8jmZPg1Npjf7p2cKuyftfxdskE1J/lWSn11p6O4rM72WrvXh0VVJ7juPjK932xcluaS7rw0H0x05nln9PvmETCPu78r0nsbt1N1/kem44Wm3c9PFvtiT5G+r6p/N9x+a5E9Wrb/WccbWTH8L6e693f0d3f2RJI9J8qfd/Z6FdV+W5Kw5BCfJf01y/jzr6bCzeaMLOFp198er6g+SfLKq3p7k7Un+2zo2/cEk53R33ZHHraotSb4lyf93R7YfRM1D+ndJcnqm31cyHUz9ZqYXgTcn+ek1tj8vyR8u3P/RqjovyVdnGo5ePZ1xLf870xcL/1C+fKQpmaZ9fCTJ/TONEH7hdtY4ov31688mecviSt39v6rqbvOnWcn0e3xRkldm+mT53ZmmfxxovyvW6o9nZfpU7PgkpoQcHGcm+dhiQ3ffkEwdlOSU7r587qt/Ha+BG2Xl+bLiXkl+LVOQ/eKqdT+WpDJ9gLe4g2MzBZ1XJfknt7HtyjYPTPLwJN90538EFt3B45nV75NPzPThxSlJfiTJq5dR6wA+nOmYYV1WPZdWbM/UHz+VaST9vyX51oXla72vXZjkTVV1daZQ+xvd/ZlMr80fXXzceercJ3JLCPtCpoD0k0l+bL31HypGhpaou78vySMyvWg/J9NB1qZMB8/vW/j3XQub3TXJH1XV6vnOp6zaZvEA7xFz2xVJ/jzTtK2PhbWsDCF/Y6ZPmy+dh+3PSfJb3f2JJHvmq1Joyw8AAAb7SURBVBiuePX8O/7TJP8204jDipVpcv8004v/hQd47NVTpf5zkh+YP/1cLPCGedk9u/vSJJk/7T5QjaO7Vb9m+n0fs5919+WWvvjLJMdV1T0zvTGsHpHd39/L5gP1R3f/jyR/muS9K6NS3Glr9WVyy5t3YtR0oy1O0Tk7ySVJPp/9992m3HLOQ628v2X6oOi9PZ37tVa/f2nbeWr5q5L80H5CEwfBAY5nFu33fbKq7p3pg6QPJHlnkq9fNTWZ9Ts5tzxn/vuq48IT5va1nksr3pLku+fZLGdnOj99ZcMDva+9JdM5eRcn+fokfzxP2bvN5+jstUm+eZ6+flgxMrQk8zzM43s6ifpPqurlSa5Jcs9MB8+vWGPTF2eahnNVVX2gu/9obt81v7Hsz/u7+7z5MX8/yf84aD/IUa67r6mqGzJNr9mc5IrpQ+bcLdOB8conWxf0dGGLb0/y7+ZPQ/bnzUl+Zb69I9Ow8u75/ras+q6s7t5dVa9K8uP72de1ST65cP87b6NGZgv9+oVM86EXL3hwRpLPzp9crTRvT/L9Sb6muz+20L7Wfu+R5CE5cH9cm+nEcQ6OazI9T7+kqo7P9Mnj9ybZOz8/j0lyn6raeuhLZA17Mx2gHTdPVV1x/ySXzbd75T2uqrZn+jAhmZ5Ht7Xts5O8b56yw0F2G8czOxZWXet98omZRtZXRg82J3l8pqlT3D4PzPR7vFemc4Z2Ly6c34vWei5lXrizpgspPDPJh7r7iwvveWseZ1TVCd29M9MHjZdW1U8n+a4kH8qXf0C88jfzz+fHPnN+3L01XVDlRZleEw4bRoaW56lJLpr/IJJpaPgrklx3Wxt2999nOlHuDTVdRWdd5jn0z0ryyoUpQBzAPH/1tEzTop7U3ffv6eopD0ny+IX+S/Kl80HuUlXftsYuz0rS8+33JPm++XE2Zfqb+O/72eaiTNN67n4b5T5xPTXyZf36E0meXtOVblamDLwst5yDtWJ7pvOI9tc/+9vv30R/HGrvTnJGVZ2bJPNr3M9nOln+89195twXX5fpzfpxG1cqq+zLdL7IhSsNVfWQJP8yydv2s/6PJ/m5qjqxp+8XXHPbqvqnma5y5gqqy3O7jmf28z75vUketfBa+d0xenu7ze9jz8qt378O5EvPpVXtb8p0sZ83r2pf633tlCTXVNVpC+t+daYPK96d6UJEi1Ptnpnkiu7+u8Wdd/fb5u3+RQ4jRoaW59WZ0vBVVbU7ybFJ/kOmK3CsnGOy4u+6+8tOKOzu91XV72Q6l+SpmafJrXqMl2W6etnidh+sqmuT/D/58it5cIvFOe13yTRv9v/NwoFwd//l/Ht8yH62f2aSy6pq5WTBxf68IckF8+0XJvnlqvq9TJ9Wvz/Jr67eWXffVFU/k+SNByj4KzO9eKxV43rPUzqare7Xp8/nB52f5PUrn24meX13v25xw+7+5Py73N9FS26130xTFfTHITR/qvgtmQ7KfjrJjZnehK/JrQ+oX53p4PhnMk8jXlj2fYegXG7tGZkOyj6e6STuHZku53vz6pHY+fn45kyvzf/xNrZ9dqbL/L59YT9/093nH4ofahAHOp5Zy8r75F8n+cLCLJckuSLJ3avqHt291sVqmKy8/xyf6TjiafP7WjJNk1uchvaGTOfyfMl+nksrfivTh0mXLzzQgY4z7pdp9OfNVXVjpvzwB5nOG1p5bX5VVb0wU1D+cKa/kf15bqaLOhw2fM8QAAAwJFOpAACAIQlDAADAkIQhAABgSMIQAAAwJGEIAAAYkktrA3DYq6r7JvmlTF9efEySDyZ5RaZLuz5wI2sD4MhlZAiAw1pVHZPpywFf0t0PzvQt7Ikv2gTgTjIyBMDh7pwk13T3+5Oku/dV1XOS3DPJbyTJ/OW6P5Lk5iR/3N0/UFX3TPL6uW1zkn+bZN/qtu7+1CH+eQA4TBgZAuBwd2aSjy02dPcNSfYsNJ2U5LHd/dAkZ1bV1yU5L8m7u/uRSX40yWlrtAEwKCNDABzu9mU6T+hA/i7JW6oqSb42yVcmeVeSy6pqa5Lt3f37VbV7ddsS6wbgMGdkCIDD3TVJHrzYUFXHJ9ky3z4uySuTPKG7H5HkqiTp7k8k+fokVyR5cVV93/7aDtlPAcBhRxgC4HD37iRnVNW5SVJVX5Hk55P8xLz85CRf7O7PVtU9Ml1g4biq+jdJ7tfdv5Xkp5I8cH9th/hnAeAwsmnfvn0bXQMAHFBVnZbkokzn+NyYKSC9Jskbu/uBVXVJkn+e5ONJ/meSpyZ5SpKXJ9md6YIJ/yHJCUletdjW3X9ySH8YAA4bwhAAADAk0+QAAIAhCUMAAMCQhCEAAGBIwhAAADAkYQgAABiSMAQAAAxJGAIAAIb0fwBPo15eKPUouwAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": [],
+ "needs_background": "light"
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 460
+ },
+ "id": "QbV1M8aKVzcC",
+ "outputId": "57e36656-afbc-4bed-9167-ad9e26ec80a9"
+ },
+ "source": [
+ "plt.figure(figsize=(14,7))\n",
+ "plt.style.use('seaborn-darkgrid')\n",
+ "sns.lineplot(x=\"Area\" , y=\"Solidity\" , hue=\"Class\" , data=df)\n",
+ "plt.title('Area vs Solididy', fontsize = 20)\n",
+ "plt.show()"
+ ],
+ "execution_count": 34,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 493
+ },
+ "id": "ctWbGu6SXUfm",
+ "outputId": "4ed55957-1b4f-4ef9-a3cc-e919b19ea224"
+ },
+ "source": [
+ "plt.figure(figsize=(10,8))\n",
+ "sns.scatterplot(x=df.roundness , y=df['ConvexArea'], hue=df.Class )\n",
+ "plt.show()"
+ ],
+ "execution_count": 35,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 606
+ },
+ "id": "uAZPNgUNXvO4",
+ "outputId": "e6772e5b-4458-42bd-ca18-d68a45479740"
+ },
+ "source": [
+ "plt.figure(figsize=(18,6))\n",
+ "sns.swarmplot(x=\"Class\" , y = \"Eccentricity\" ,data=df)\n",
+ "plt.show()"
+ ],
+ "execution_count": 37,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "/usr/local/lib/python3.7/dist-packages/seaborn/categorical.py:1296: UserWarning: 68.1% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
+ " warnings.warn(msg, UserWarning)\n",
+ "/usr/local/lib/python3.7/dist-packages/seaborn/categorical.py:1296: UserWarning: 42.0% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
+ " warnings.warn(msg, UserWarning)\n",
+ "/usr/local/lib/python3.7/dist-packages/seaborn/categorical.py:1296: UserWarning: 85.0% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
+ " warnings.warn(msg, UserWarning)\n",
+ "/usr/local/lib/python3.7/dist-packages/seaborn/categorical.py:1296: UserWarning: 87.9% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
+ " warnings.warn(msg, UserWarning)\n",
+ "/usr/local/lib/python3.7/dist-packages/seaborn/categorical.py:1296: UserWarning: 86.5% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
+ " warnings.warn(msg, UserWarning)\n",
+ "/usr/local/lib/python3.7/dist-packages/seaborn/categorical.py:1296: UserWarning: 87.1% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
+ " warnings.warn(msg, UserWarning)\n"
+ ],
+ "name": "stderr"
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 385
+ },
+ "id": "FFH_1rD5Yyvm",
+ "outputId": "8c36c140-79e8-430c-ce7f-d81081c99a93"
+ },
+ "source": [
+ "plt.figure(figsize=(18,6))\n",
+ "sns.violinplot(x=df.Class, y=df.Compactness, palette='Dark2')\n",
+ "plt.show()"
+ ],
+ "execution_count": 39,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 1000
+ },
+ "id": "7LsDVlSOaJgF",
+ "outputId": "65011a64-59c8-48db-f83b-d00d4368e08d"
+ },
+ "source": [
+ "sns.pairplot(df, hue = 'Class', palette='gist_rainbow')\n",
+ "plt.show()"
+ ],
+ "execution_count": 42,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 765
+ },
+ "id": "8vTNKskNbnPE",
+ "outputId": "f440314d-7278-40b0-98c8-a7065eee06d5"
+ },
+ "source": [
+ "plt.figure(figsize=(18,12))\n",
+ "sns.heatmap(df.corr(), yticklabels='auto', annot=True, cmap='YlOrRd')\n",
+ "plt.show()"
+ ],
+ "execution_count": 44,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 422
+ },
+ "id": "xHK4dVOqcFrs",
+ "outputId": "e9f48b5f-24fc-4c9f-ea78-c98f79df42d3"
+ },
+ "source": [
+ "from sklearn.preprocessing import LabelEncoder\n",
+ "labelencoding = LabelEncoder()\n",
+ "category = ['Class']\n",
+ "df[category] = df[category].apply(lambda x:labelencoding.fit_transform(x))\n",
+ "df"
+ ],
+ "execution_count": 45,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " Area \n",
+ " Perimeter \n",
+ " MajorAxisLength \n",
+ " MinorAxisLength \n",
+ " AspectRation \n",
+ " Eccentricity \n",
+ " ConvexArea \n",
+ " EquivDiameter \n",
+ " Extent \n",
+ " Solidity \n",
+ " roundness \n",
+ " Compactness \n",
+ " ShapeFactor1 \n",
+ " ShapeFactor2 \n",
+ " ShapeFactor3 \n",
+ " ShapeFactor4 \n",
+ " Class \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 28395 \n",
+ " 610291.00 \n",
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+ " 28715 \n",
+ " 190.141097 \n",
+ " 0.763923 \n",
+ " 0.988856 \n",
+ " 0.958027 \n",
+ " 0.913358 \n",
+ " 0.007332 \n",
+ " 0.003147 \n",
+ " 0.834222 \n",
+ " 0.998724 \n",
+ " 5 \n",
+ " \n",
+ " \n",
+ " 1 \n",
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+ " 200.524796 \n",
+ " 182.734419 \n",
+ " 1.097356 \n",
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+ " 29172 \n",
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+ " 0.953861 \n",
+ " 0.006979 \n",
+ " 0.003564 \n",
+ " 0.909851 \n",
+ " 0.998430 \n",
+ " 5 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 29380 \n",
+ " 624.11 \n",
+ " 212.826130 \n",
+ " 175.931143 \n",
+ " 1.209713 \n",
+ " 0.562727 \n",
+ " 29690 \n",
+ " 193.410904 \n",
+ " 0.778113 \n",
+ " 0.989559 \n",
+ " 0.947849 \n",
+ " 0.908774 \n",
+ " 0.007244 \n",
+ " 0.003048 \n",
+ " 0.825871 \n",
+ " 0.999066 \n",
+ " 5 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 30008 \n",
+ " 645884.00 \n",
+ " 210.557999 \n",
+ " 182.516516 \n",
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+ " 0.928329 \n",
+ " 0.007017 \n",
+ " 0.003215 \n",
+ " 0.861794 \n",
+ " 0.994199 \n",
+ " 5 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 30140 \n",
+ " 620134.00 \n",
+ " 201.847882 \n",
+ " 190.279279 \n",
+ " 1.060798 \n",
+ " 0.333680 \n",
+ " 30417 \n",
+ " 195.896503 \n",
+ " 0.773098 \n",
+ " 0.990893 \n",
+ " 0.984877 \n",
+ " 0.970516 \n",
+ " 0.006697 \n",
+ " 0.003665 \n",
+ " 0.941900 \n",
+ " 0.999166 \n",
+ " 5 \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 13606 \n",
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+ " 759696.00 \n",
+ " 288.721612 \n",
+ " 185.944705 \n",
+ " 1.552728 \n",
+ " 0.765002 \n",
+ " 42508 \n",
+ " 231.515799 \n",
+ " 0.714574 \n",
+ " 0.990331 \n",
+ " 0.916603 \n",
+ " 0.801865 \n",
+ " 0.006858 \n",
+ " 0.001749 \n",
+ " 0.642988 \n",
+ " 0.998385 \n",
+ " 3 \n",
+ " \n",
+ " \n",
+ " 13607 \n",
+ " 42101 \n",
+ " 757499.00 \n",
+ " 281.576392 \n",
+ " 190.713136 \n",
+ " 1.476439 \n",
+ " 0.735702 \n",
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+ " 281.539928 \n",
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+ " 3 \n",
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+ " 0.001852 \n",
+ " 0.668237 \n",
+ " 0.995222 \n",
+ " 3 \n",
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+ " \n",
+ " 13610 \n",
+ " 42159 \n",
+ " 772237.00 \n",
+ " 295.142741 \n",
+ " 182.204716 \n",
+ " 1.619841 \n",
+ " 0.786693 \n",
+ " 42600 \n",
+ " 231.686223 \n",
+ " 0.788962 \n",
+ " 0.989648 \n",
+ " 0.888380 \n",
+ " 0.784997 \n",
+ " 0.007001 \n",
+ " 0.001640 \n",
+ " 0.616221 \n",
+ " 0.998180 \n",
+ " 3 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
13611 rows × 17 columns
\n",
+ "
"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "qyTDezyfdJWc"
+ },
+ "source": [
+ "# Splitting the Data into Dependent and Independent Variables"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "lNc_P4vOdQhU"
+ },
+ "source": [
+ "x = df.drop(['Class'], axis=1)\n",
+ "y = df.Class"
+ ],
+ "execution_count": 49,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "iHiiTiXpdjhP"
+ },
+ "source": [
+ "# Feature Importance"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "WOQAM7z3daD-",
+ "outputId": "bd0da17f-3038-46c1-fef4-6b5803a42619"
+ },
+ "source": [
+ "from sklearn.ensemble import ExtraTreesClassifier\n",
+ "model = ExtraTreesClassifier()\n",
+ "model.fit(x,y)\n",
+ "print(model.feature_importances_)"
+ ],
+ "execution_count": 50,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "[0.06938247 0.03666593 0.09022557 0.08295152 0.07585312 0.06474796\n",
+ " 0.06146656 0.07381428 0.01467674 0.01973916 0.064016 0.07292609\n",
+ " 0.08436683 0.08014703 0.08048219 0.02853856]\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 279
+ },
+ "id": "ZBbd4X32d0bG",
+ "outputId": "420f66a3-5c70-4468-ef27-03476e6a43c7"
+ },
+ "source": [
+ "feat_imp = pd.Series(model.feature_importances_, index=x.columns)\n",
+ "feat_imp.nlargest(7).plot(kind='barh')"
+ ],
+ "execution_count": 54,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 54
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "lk5XjyBneuT7"
+ },
+ "source": [
+ "# Training and Testing the Data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "9SL1HWhIegxW"
+ },
+ "source": [
+ "from sklearn.model_selection import train_test_split\n",
+ "xtrain, xtest, ytrain, ytest = train_test_split(x, y, test_size=0.3, random_state=15)"
+ ],
+ "execution_count": 82,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "CjzpVdvLfC9g"
+ },
+ "source": [
+ "from sklearn.linear_model import LogisticRegression\n",
+ "from sklearn.tree import DecisionTreeClassifier\n",
+ "from sklearn.neighbors import KNeighborsClassifier\n",
+ "from sklearn.ensemble import RandomForestClassifier\n",
+ "from sklearn.metrics import confusion_matrix, accuracy_score, classification_report"
+ ],
+ "execution_count": 83,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "g7OJtivwfK8e"
+ },
+ "source": [
+ "# Logistic Regression"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "zu3T8wHgf_-1",
+ "outputId": "b0e7ae21-84ab-4c47-9cda-85c8d2ef053c"
+ },
+ "source": [
+ "lm = LogisticRegression(random_state=20, n_jobs=5)\n",
+ "lm.fit(xtrain, ytrain)"
+ ],
+ "execution_count": 160,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
+ " intercept_scaling=1, l1_ratio=None, max_iter=100,\n",
+ " multi_class='auto', n_jobs=5, penalty='l2', random_state=20,\n",
+ " solver='lbfgs', tol=0.0001, verbose=0, warm_start=False)"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 160
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "jT-SQPcAsf8s"
+ },
+ "source": [
+ "## Prediction"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "DRawNldngI1a"
+ },
+ "source": [
+ "ypred_train = lm.predict(xtrain)\n",
+ "ypred_test = lm.predict(xtest)"
+ ],
+ "execution_count": 161,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "5-Jt1dM9sjQX"
+ },
+ "source": [
+ "## Confusion Matrix"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "i5dAtmvXgVTD",
+ "outputId": "9f45383e-a07c-47e7-a7d3-5e62d6ba895c"
+ },
+ "source": [
+ "cm = confusion_matrix(ytest, ypred_test)\n",
+ "cm"
+ ],
+ "execution_count": 162,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "array([[ 0, 44, 9, 16, 0, 0, 330],\n",
+ " [ 0, 13, 132, 0, 0, 0, 0],\n",
+ " [ 0, 52, 48, 1, 0, 0, 399],\n",
+ " [ 0, 104, 0, 939, 0, 0, 0],\n",
+ " [ 0, 55, 0, 261, 0, 0, 269],\n",
+ " [ 0, 55, 0, 487, 0, 0, 67],\n",
+ " [ 0, 77, 0, 587, 0, 0, 139]])"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 162
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 279
+ },
+ "id": "3Mu67gGlgcUV",
+ "outputId": "ceb2fbd3-8919-4e58-e413-51d16779edd7"
+ },
+ "source": [
+ "sns.heatmap(pd.DataFrame(cm), annot=True, cmap=\"YlOrRd_r\" ,fmt='g')"
+ ],
+ "execution_count": 163,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 163
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "mHpCHj_ws5tP"
+ },
+ "source": [
+ "## Accuracy"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "uwQC8SbsgnwC",
+ "outputId": "8f2ff549-4416-4a8f-84e0-5a265ab304a3"
+ },
+ "source": [
+ "print(\"Accuracy of training data:\", accuracy_score(ytrain, ypred_train)*100)\n",
+ "ac1 = accuracy_score(ytest, ypred_test)*100\n",
+ "print(\"Accuracy of testing data:\", ac1)"
+ ],
+ "execution_count": 164,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "Accuracy of training data: 28.655400440852315\n",
+ "Accuracy of testing data: 27.889324191968655\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "YRHTwiUqs4Td"
+ },
+ "source": [
+ "## Classification Report"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "BcVvEBjJkH2g",
+ "outputId": "29f3a682-7761-4383-f398-62b3c2653529"
+ },
+ "source": [
+ "target_names = ['Class']\n",
+ "print(classification_report(ytest, ypred_test))"
+ ],
+ "execution_count": 170,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.00 0.00 0.00 399\n",
+ " 1 0.03 0.09 0.05 145\n",
+ " 2 0.25 0.10 0.14 500\n",
+ " 3 0.41 0.90 0.56 1043\n",
+ " 4 0.00 0.00 0.00 585\n",
+ " 5 0.00 0.00 0.00 609\n",
+ " 6 0.12 0.17 0.14 803\n",
+ "\n",
+ " accuracy 0.28 4084\n",
+ " macro avg 0.12 0.18 0.13 4084\n",
+ "weighted avg 0.16 0.28 0.19 4084\n",
+ "\n"
+ ],
+ "name": "stdout"
+ },
+ {
+ "output_type": "stream",
+ "text": [
+ "/usr/local/lib/python3.7/dist-packages/sklearn/metrics/_classification.py:1272: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+ " _warn_prf(average, modifier, msg_start, len(result))\n"
+ ],
+ "name": "stderr"
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "iK3k0tpbhMBZ"
+ },
+ "source": [
+ "# Decission Tree"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "_x1X-TbOhRBL",
+ "outputId": "633ff7b6-7278-4d96-e4af-ec13f0377af0"
+ },
+ "source": [
+ "dt = DecisionTreeClassifier(random_state=42)\n",
+ "dt.fit(xtrain, ytrain)"
+ ],
+ "execution_count": 172,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
+ " max_depth=None, max_features=None, max_leaf_nodes=None,\n",
+ " min_impurity_decrease=0.0, min_impurity_split=None,\n",
+ " min_samples_leaf=1, min_samples_split=2,\n",
+ " min_weight_fraction_leaf=0.0, presort='deprecated',\n",
+ " random_state=42, splitter='best')"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 172
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "0zOL3hHys82G"
+ },
+ "source": [
+ "## Prediction"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "c8YY-xymhVmR"
+ },
+ "source": [
+ "ypred_train = dt.predict(xtrain)\n",
+ "ypred_test = dt.predict(xtest)"
+ ],
+ "execution_count": 173,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "AphunDq1so7y"
+ },
+ "source": [
+ "## Confusion Matrix"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "OFH-FLk0haK5",
+ "outputId": "e5073907-3be3-4d6c-db2f-0699f0782417"
+ },
+ "source": [
+ "cm = np.array(confusion_matrix(ypred_test, ytest))\n",
+ "cm"
+ ],
+ "execution_count": 174,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "array([[355, 0, 19, 0, 6, 6, 13],\n",
+ " [ 0, 144, 0, 0, 0, 0, 0],\n",
+ " [ 30, 0, 467, 0, 15, 1, 3],\n",
+ " [ 0, 0, 0, 909, 3, 14, 78],\n",
+ " [ 3, 0, 9, 4, 542, 0, 15],\n",
+ " [ 5, 1, 0, 28, 0, 567, 23],\n",
+ " [ 6, 0, 5, 102, 19, 21, 671]])"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 174
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 279
+ },
+ "id": "jc7Em4o9hto0",
+ "outputId": "cf24db77-9e32-44ab-9a5e-399913a102fb"
+ },
+ "source": [
+ "sns.heatmap(pd.DataFrame(cm), annot=True, cmap=\"YlGn\" ,fmt='g')"
+ ],
+ "execution_count": 175,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 175
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 285
+ },
+ "id": "FIlBaEtEh__Q",
+ "outputId": "37888454-0830-4df0-c0d4-9b8304097382"
+ },
+ "source": [
+ "from sklearn import tree\n",
+ "clf_tree = tree.DecisionTreeClassifier(max_depth=3)\n",
+ "clf_tree.fit(xtrain, ytrain)\n",
+ "print(tree.plot_tree(clf_tree))"
+ ],
+ "execution_count": 176,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "[Text(167.4, 190.26, 'X[2] <= 280.712\\ngini = 0.827\\nsamples = 9527\\nvalue = [923, 377, 1130, 2503, 1343, 1418, 1833]'), Text(83.7, 135.9, 'X[12] <= 0.007\\ngini = 0.541\\nsamples = 4039\\nvalue = [4, 0, 1, 2380, 11, 1309, 334]'), Text(41.85, 81.53999999999999, 'X[11] <= 0.853\\ngini = 0.227\\nsamples = 1408\\nvalue = [4, 0, 1, 70, 1, 1232, 100]'), Text(20.925, 27.180000000000007, 'gini = 0.571\\nsamples = 153\\nvalue = [0, 0, 0, 43, 1, 21, 88]'), Text(62.775000000000006, 27.180000000000007, 'gini = 0.068\\nsamples = 1255\\nvalue = [4, 0, 1, 27, 0, 1211, 12]'), Text(125.55000000000001, 81.53999999999999, 'X[3] <= 176.645\\ngini = 0.22\\nsamples = 2631\\nvalue = [0, 0, 0, 2310, 10, 77, 234]'), Text(104.625, 27.180000000000007, 'gini = 0.068\\nsamples = 2000\\nvalue = [0, 0, 0, 1930, 10, 4, 56]'), Text(146.475, 27.180000000000007, 'gini = 0.544\\nsamples = 631\\nvalue = [0, 0, 0, 380, 0, 73, 178]'), Text(251.10000000000002, 135.9, 'X[14] <= 0.531\\ngini = 0.791\\nsamples = 5488\\nvalue = [919, 377, 1129, 123, 1332, 109, 1499]'), Text(209.25, 81.53999999999999, 'X[12] <= 0.006\\ngini = 0.138\\nsamples = 1293\\nvalue = [7, 7, 74, 1, 1198, 0, 6]'), Text(188.32500000000002, 27.180000000000007, 'gini = 0.386\\nsamples = 79\\nvalue = [4, 7, 61, 0, 7, 0, 0]'), Text(230.175, 27.180000000000007, 'gini = 0.037\\nsamples = 1214\\nvalue = [3, 0, 13, 1, 1191, 0, 6]'), Text(292.95, 81.53999999999999, 'X[6] <= 56422.5\\ngini = 0.753\\nsamples = 4195\\nvalue = [912, 370, 1055, 122, 134, 109, 1493]'), Text(272.02500000000003, 27.180000000000007, 'gini = 0.366\\nsamples = 1873\\nvalue = [69, 0, 10, 122, 93, 100, 1479]'), Text(313.875, 27.180000000000007, 'gini = 0.64\\nsamples = 2322\\nvalue = [843, 370, 1045, 0, 41, 9, 14]')]\n"
+ ],
+ "name": "stdout"
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "-D91XG41tAwj"
+ },
+ "source": [
+ "## Accuracy"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "22WZiQVohd1u",
+ "outputId": "a958c66c-3c26-4f07-a74e-8d41a24f3fb9"
+ },
+ "source": [
+ "print(\"Accuracy of training data:\", accuracy_score(ytrain, ypred_train)*100)\n",
+ "ac2 = accuracy_score(ytest, ypred_test)*100\n",
+ "print(\"Accuracy of testing data:\", ac2)"
+ ],
+ "execution_count": 177,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "Accuracy of training data: 100.0\n",
+ "Accuracy of testing data: 89.49559255631733\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "k488MvSWs1wR"
+ },
+ "source": [
+ "## Classification Report"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "CwxmPC78lgBS",
+ "outputId": "be9706fa-63cf-4602-c6bf-3d05ffc68f7c"
+ },
+ "source": [
+ "print(classification_report(ytest, ypred_test))"
+ ],
+ "execution_count": 182,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.89 0.89 0.89 399\n",
+ " 1 1.00 0.99 1.00 145\n",
+ " 2 0.91 0.93 0.92 500\n",
+ " 3 0.91 0.87 0.89 1043\n",
+ " 4 0.95 0.93 0.94 585\n",
+ " 5 0.91 0.93 0.92 609\n",
+ " 6 0.81 0.84 0.82 803\n",
+ "\n",
+ " accuracy 0.89 4084\n",
+ " macro avg 0.91 0.91 0.91 4084\n",
+ "weighted avg 0.90 0.89 0.90 4084\n",
+ "\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "sBeS-74Th2vq"
+ },
+ "source": [
+ "# K Nearest Neighbour"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "pn6zBtboh6jk",
+ "outputId": "4f1a31d2-9be0-463d-fa45-f7257cf54522"
+ },
+ "source": [
+ "knn = KNeighborsClassifier(n_neighbors=3)\n",
+ "knn.fit(xtrain, ytrain)"
+ ],
+ "execution_count": 184,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n",
+ " metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n",
+ " weights='uniform')"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 184
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "xbE-EMAKtE1d"
+ },
+ "source": [
+ "## Prediction"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "gXR4ejNHiKL9"
+ },
+ "source": [
+ "ypred_train = knn.predict(xtrain)\n",
+ "ypred_test = knn.predict(xtest)"
+ ],
+ "execution_count": 185,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "3aqoWHL0sqon"
+ },
+ "source": [
+ "## Confusion Matrix"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "SZn398CXiOWM",
+ "outputId": "dda5f2b4-0e9a-40a2-98f4-27621659ace8"
+ },
+ "source": [
+ "cm = np.array(confusion_matrix(ypred_test, ytest))\n",
+ "cm"
+ ],
+ "execution_count": 186,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "array([[205, 1, 100, 0, 63, 2, 11],\n",
+ " [ 0, 144, 0, 0, 0, 0, 0],\n",
+ " [113, 0, 391, 0, 13, 0, 4],\n",
+ " [ 0, 0, 0, 907, 10, 97, 89],\n",
+ " [ 76, 0, 8, 4, 471, 7, 34],\n",
+ " [ 0, 0, 0, 68, 1, 441, 30],\n",
+ " [ 5, 0, 1, 64, 27, 62, 635]])"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 186
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 279
+ },
+ "id": "w31bYhV0iR38",
+ "outputId": "979896f8-f67b-4a57-b502-311e65785f39"
+ },
+ "source": [
+ "sns.heatmap(pd.DataFrame(cm), annot=True, cmap=\"Set2\" ,fmt='g')"
+ ],
+ "execution_count": 187,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 187
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "tqgyuc4ZtJqu"
+ },
+ "source": [
+ "## Accuracy"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "TFpwIFIWiYJ6",
+ "outputId": "bd390bfe-0d73-47f6-a1b1-7fb80c38937f"
+ },
+ "source": [
+ "print(\"Accuracy of training data:\", accuracy_score(ytrain, ypred_train)*100)\n",
+ "ac3 = accuracy_score(ytest, ypred_test)*100\n",
+ "print(\"Accuracy of testing data:\", ac3)"
+ ],
+ "execution_count": 188,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "Accuracy of training data: 86.82691298415031\n",
+ "Accuracy of testing data: 78.20763956904995\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "g8eCCiwosz7D"
+ },
+ "source": [
+ "## Classification Report"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "YDTHmwGXmcaG",
+ "outputId": "fd10bdc8-5fe3-40c4-f367-41515f9be90a"
+ },
+ "source": [
+ "print(classification_report(ytest, ypred_test))"
+ ],
+ "execution_count": 189,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.54 0.51 0.52 399\n",
+ " 1 1.00 0.99 1.00 145\n",
+ " 2 0.75 0.78 0.77 500\n",
+ " 3 0.82 0.87 0.85 1043\n",
+ " 4 0.79 0.81 0.79 585\n",
+ " 5 0.82 0.72 0.77 609\n",
+ " 6 0.80 0.79 0.80 803\n",
+ "\n",
+ " accuracy 0.78 4084\n",
+ " macro avg 0.79 0.78 0.78 4084\n",
+ "weighted avg 0.78 0.78 0.78 4084\n",
+ "\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "6_BUo2a0irjg"
+ },
+ "source": [
+ "# Random Forest"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "_yK-WLNeiqW_",
+ "outputId": "3d7aa516-a032-4ea1-fec0-38404810ddfa"
+ },
+ "source": [
+ "rf = RandomForestClassifier()\n",
+ "rf.fit(xtrain, ytrain)"
+ ],
+ "execution_count": 190,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None,\n",
+ " criterion='gini', max_depth=None, max_features='auto',\n",
+ " max_leaf_nodes=None, max_samples=None,\n",
+ " min_impurity_decrease=0.0, min_impurity_split=None,\n",
+ " min_samples_leaf=1, min_samples_split=2,\n",
+ " min_weight_fraction_leaf=0.0, n_estimators=100,\n",
+ " n_jobs=None, oob_score=False, random_state=None,\n",
+ " verbose=0, warm_start=False)"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 190
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "vaIZp59QtMGD"
+ },
+ "source": [
+ "## Prediction"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "ifeHjCCLi34F"
+ },
+ "source": [
+ "ypred_train = rf.predict(xtrain)\n",
+ "ypred_test = rf.predict(xtest)"
+ ],
+ "execution_count": 191,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "8iJ0OKQHsr18"
+ },
+ "source": [
+ "## Confusion Matrix"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "ckKOCWXRi_e6",
+ "outputId": "8d6fe58b-e81a-4ccc-d74b-a18040ead206"
+ },
+ "source": [
+ "cm = np.array(confusion_matrix(ypred_test, ytest))\n",
+ "cm"
+ ],
+ "execution_count": 192,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "array([[365, 1, 12, 0, 3, 3, 6],\n",
+ " [ 0, 144, 0, 0, 0, 0, 0],\n",
+ " [ 23, 0, 476, 0, 9, 0, 2],\n",
+ " [ 0, 0, 0, 967, 2, 11, 69],\n",
+ " [ 3, 0, 8, 1, 557, 0, 8],\n",
+ " [ 1, 0, 0, 18, 0, 576, 11],\n",
+ " [ 7, 0, 4, 57, 14, 19, 707]])"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 192
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 279
+ },
+ "id": "fA66oQLXjSyM",
+ "outputId": "070c7aef-6d18-44f5-daee-bcee55c05d2f"
+ },
+ "source": [
+ "sns.heatmap(pd.DataFrame(cm), annot=True, cmap=\"flag\" ,fmt='g')"
+ ],
+ "execution_count": 193,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 193
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "NWhaPcAOtO21"
+ },
+ "source": [
+ "## Accuracy"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "z9JyQGZGjCoC",
+ "outputId": "9f62ed03-30a5-4451-d19f-230f2eee384b"
+ },
+ "source": [
+ "print(\"Accuracy of training data:\", accuracy_score(ytrain, ypred_train)*100)\n",
+ "ac4 = accuracy_score(ytest, ypred_test)*100\n",
+ "print(\"Accuracy of testing data:\", ac4)"
+ ],
+ "execution_count": 194,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "Accuracy of training data: 100.0\n",
+ "Accuracy of testing data: 92.85014691478942\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "BeUj2zfEst1l"
+ },
+ "source": [
+ "## Classification Report"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "tmjIVaKAmkRH",
+ "outputId": "302df031-3060-4d1a-f780-b2b3bf6bc8c5"
+ },
+ "source": [
+ "print(classification_report(ytest, ypred_test))"
+ ],
+ "execution_count": 195,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.94 0.91 0.93 399\n",
+ " 1 1.00 0.99 1.00 145\n",
+ " 2 0.93 0.95 0.94 500\n",
+ " 3 0.92 0.93 0.92 1043\n",
+ " 4 0.97 0.95 0.96 585\n",
+ " 5 0.95 0.95 0.95 609\n",
+ " 6 0.88 0.88 0.88 803\n",
+ "\n",
+ " accuracy 0.93 4084\n",
+ " macro avg 0.94 0.94 0.94 4084\n",
+ "weighted avg 0.93 0.93 0.93 4084\n",
+ "\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "r4tUFnzLnDk8"
+ },
+ "source": [
+ "# Comparing Accuracy"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "-6b2o1FMnJmx"
+ },
+ "source": [
+ "accuracy = {ac1: 'Logistic Regression', ac2:'Decission Tree', ac3:'KNN', ac4: 'Random Forest'}"
+ ],
+ "execution_count": 196,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 588
+ },
+ "id": "OCr_ZIbDnUG8",
+ "outputId": "25adf8bc-d273-4f7c-c789-ffb1812a8384"
+ },
+ "source": [
+ "plt.figure(figsize=(14, 10))\n",
+ "model_accuracies = list(accuracy.values())\n",
+ "model_names = list(accuracy.keys())\n",
+ "sns.barplot(x=model_accuracies, y=model_names, palette='gist_rainbow');"
+ ],
+ "execution_count": 199,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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uR6Ceqdrh9boeAQCgXnNGBQAAKI5QAQAAiiNUAACA4ggVAACgOEIFAAAojlABAACKI1QAAIDiCBUAAKA4QgUAACiOUAEAAIojVAAAgOIIFQAAoDhCBQAAKI5QAQAAiiNUAACA4ggVAACgOEIFAAAojlABAACKI1QAAIDiCBUAAKA4QgUAACiOUAEAAIojVAAAgOIIFQAAoDhCBQAAKI5QAQAAiiNUAACA4ggVAACgOEIFAAAojlABAACKI1QAAIDiCBUAAKA4QgUAACiOUAEAAIojVAAAgOIIFQAAoDhCBQAAKI5QAQAAiiNUAACA4lSsy5OuvfbavPLKK1m2bFnOOeec7LPPPunfv3+WL1+e6urqXHfddamsrNzYswIAAPXEWkNl4sSJeeuttzJq1KjMnTs3J554Yg466KD06tUrRx99dG688caMHj06vXr12hTzAgAA9cBaL/064IADMnz48CTJlltumYULF2bSpEnp3LlzkuSII47IhAkTNu6UAABAvbLWUGnUqFGaNm2aJBk9enQOPfTQLFy4sPZSrxYtWmTOnDkbd0oAAKBeWad7VJLk6aefzujRo3P33Xfnu9/9bu3ympqar3z+Fls0SUVFo28+YZIFszbIZmCdNW/etK5HWLMFdT0A9UnR+8IfPqrrCahHit4XYl9g09pU+8M6hcp//dd/5fbbb8+dd96ZZs2apWnTplm0aFE222yzzJ49Oy1btlxtnfnzF2/wYWFTmTfv87oeAYpgX4AV7AvwJxtyf6iubrbGx9Z66ddnn32Wa6+9Nv/yL/+S5s2bJ0kOPvjgPPXUU0mScePGpVOnThtoVAAAgHU4o/LEE09k7ty5ueCCC2qXXXPNNRk8eHBGjRqVHXbYId26dduoQwIAAPXLWkOlR48e6dGjx2rL77nnno0yEAAAgHemBwAAiiNUAACA4ggVAACgOEIFAAAojlABAACKI1QAAIDiCBUAAKA4QgUAACiOUAEAAIojVAAAgOIIFQAAoDhCBQAAKI5QAQAAiiNUAACA4ggVAACgOEIFAAAojlABAACKI1QAAIDiCBUAAKA4QgUAACiOUAEAAIojVAAAgOIIFQAAoDhCBQAAKI5QAQAAiiNUAACA4ggVAACgOEIFAAAojlABAACKI1QAAIDiCBUAAKA4QgUAACiOUAEAAIojVAAAgOIIFQAAoDhCBQAAKI5QAQAAiiNUAACA4ggVAACgOEIFAAAojlABAACKI1QAAIDiCBUAAKA4QgUAACiOUAEAAIojVAAAgOIIFQAAoDhCBQAAKI5QAQAAiiNUAACA4ggVAACgOEIFAAAojlABAACKI1QAAIDiCBUAAKA4QgUAACiOUAEAAIojVAAAgOIIFQAAoDhCBQAAKI5QAQAAiiNUAACA4ggVAACgOEIFAAAojlABAACKI1QAAIDiCBUAAKA4QgUAACiOUAEAAIojVAAAgOIIFQAAoDhCBQAAKI5QAQAAiiNUAACA4ggVAACgOEIFAAAojlABAACKI1QAAIDiCBUAAKA4QgUAACiOUAEAAIojVAAAgOIIFQAAoDhCBQAAKI5QAQAAiiNUAACA4ggVAACgOEIFAAAojlABAACKI1QAAIDiCBUAAKA4QgUAACiOUAEAAIojVAAAgOIIFQAAoDhCBQAAKI5QAQAAiiNUAACA4ggVAACgOEIFAAAojlABAACKI1QAAIDiCBUAAKA4Feu74rBhwzJlypQ0aNAggwYNSvv27TfkXAAAQD22XqHy0ksv5d13382oUaMyffr0DBo0KKNGjdrQswEAAPXUel36NWHChHTp0iVJsuuuu+aTTz7J/PnzN+hgAABA/bVeZ1Q+/PDD7L333rX/v80222TOnDnZYostapdVVzf75tPVbuudDbYt+Gv3jv0BkiTvbMDjDPw1e/Yd+wJ/mzbIzfQ1NTUbYjMAAABJ1jNUWrZsmQ8//LD2///4xz+murp6gw0FAADUb+sVKoccckieeuqpJMm0adPSsmXLVS77AgAA+CbW6x6V/fbbL3vvvXdOOeWUNGjQIJdddtmGnqtY77//fvr165cxY8as9zauuuqqnH766dl5551Xe2z+/Pl57bXX0rFjx/zrv/5rDjjggOy7775fu70xY8Zk+PDhad26dZLk888/z8knn5yePXuu94zf1HPPPZf3338/vXr1qrMZKMf777+f448/Pu3atUtNTU0aNWqUPn365KCDDvqLtjNmzJg0a9YsRx555Do9/4033sh//Md/pF+/fuszdq655ppMmzYtc+bMycKFC9O6detstdVWueWWW9Zre7Ax/fnx6emnn84999yT448/PrfddlvGjRuXJk2aJEkGDhyY8847L0ly5JFH5pFHHskee+yRJLXrn3TSSXXwWVAffPmYkCRLlizJbrvtlssvvzyNGjVa7+2edNJJGTFiRHbaaadvPON3vvOdtGrVapV57r///m+83S+bNWtWPvzwQ2/x8TXW+31ULrroog05R71yySWXrPGxadOm5YUXXkjHjh3zk5/8ZJ23ecwxx2TAgAFJVuzw3bp1S6dOnTbIzro+Dj300Dr5uJSrbdu2tT/k33vvvfTp0yc33nhj7YujdfGXvnDac889s+eee/5F63zZwIEDk6x44fbWW2/V7mNQujfffDMjRozIvffem2effTZbbrll7rvvvq88rvz93/99brjhhtxxxx11MCn11ZePCcmKn7ePPfZYunXrVodTreqOO+5IVVXVRtv+xIkT8/nnnwuVr7HeocKq3nzzzQwdOjQNGzZMVVVVrrnmmlRVVeXiiy/OrFmzsu++++Y3v/lNnnvuuZx22mkZMmRIli1bliuuuCKVlZWprKzMTTfdlKFDh2b+/Plp06ZNJk+enK5du6Zjx44ZOHBgZs6cmSZNmuTaa6/Ndtttt8ZZKisrs9tuu2XGjBnZfvvtM2TIkMyYMSPLli1Lv379ctBBB+XFF1/MsGHDsu2226Zt27bZZpttcuCBB+buu+/O559/ngEDBmTWrFm5++67U1FRkXbt2mXgwIGZNWtWLr744jRs2DDLly/PddddlwYNGqy2bNKkSbUv7O6777488cQTSZLOnTvnJz/5SQYOHJiWLVtm2rRpmTVrVq6//vpV/pIcf9tat26dPn36ZOTIkRk6dGgefPDBPPbYY2nYsGG6dOmSH/3oR/n0009z0UUXZf78+WnWrFluvPHG3H333dl6661zwgkn5IILLsiSJUuyZMmSXHrppWnduvVqy+bPn58HH3wwI0aMyBNPPJF77703jRo1yt57753Bgwfnl7/8ZT777LO88847ee+99zJo0KAcdthha51/4MCBady4cebNm5ebb775K/ext99+O0OHDk2DBg1qfyZsueWWm+CrS3338ccfZ8CAAbnpppuyzTbbJEl69eqVkSNH5gc/+EGaN2++yvP33nvvLFy4MBMmTPiLz3LChtK+ffu8++67SZKrr746r7/+ehYvXpyePXume/fua3zd8POf/zyTJ09O27Zts3Tp0iTJBx98kEGDBmXp0qVp0KBBrrrqqjRo0CD9+/dP69atM3ny5PTs2TNvvvlmpkyZkt69e6d3797rNOeajiUzZszI+++/n/vvvz8jRozIyy+/nOXLl+fUU0/Ncccdl+effz4333xzNttss7Ro0SKXXXZZbrnlllRUVGT77bdP586dN9rX9q+ZUNlArrrqqvTv3z8dOnTIXXfdlV/96ldp165dFi9enF//+td55plnct99962yzpgxY9KzZ89069YtEyZMyJw5c3LWWWflrbfeSo8ePTJ58uQkydixY7PtttvmhhtuyOOPP57x48d/7SVVH374YV5//fUMGTIkjz32WKqrqzNs2LB8/PHHOeOMM/LYY4/l+uuvz7XXXpvdd989vXv3ziGHHJIk+d///d889dRTWbp0aYYMGZJRo0alsrIy559/fl555ZW8/vrrOfjgg3PuuefWXhIzefLk1ZatNGPGjDzyyCMZPXp0kqR79+456qijkqw483PXXXfloYceytixY4VKPdOuXbs8/PDDmTFjRp588sk89NBDSZKePXvmqKOOyqhRo9KxY8ecfvrpuffeezNhwoTadSdMmJDtttsuw4YNy4wZM/LOO+9k5syZqy1beZnLggULctNNN2Xs2LGpqqpKnz59MnHixCQrDmh33HFHnnvuuTz88MPrFCpJstVWW+XKK6/M2LFjv3Ifu/LKKzN06NC0adMmDz74YB588MH89Kc/3cBfRVjVylg++uijs+uuu9Yub9KkSc4888zcfvvttWcKv+yf//mfM2DAgPzTP/3TphwXkiRLly7N+PHj07NnzyxevDg77rhjfvazn2XRokXp0qVLunfvnmT11w1NmjTJq6++mtGjR2f27Nm1lwUPHz48J598co455pg8+eSTueWWW9K3b9+88cYbufXWW/PJJ5/kuOOOy/jx47N48eL07dt3nULl644lS5cuzciRI/Pyyy9n5syZefDBB7NkyZKceOKJ6dKlSx544IEMHDgw+++/f8aNG5fly5fnxBNPzNZbby1SvoZQ2UCmT5+eDh06JEm+/e1v55Zbbsnmm2+e/fbbL0ly2GGHpaJi1S93586dc/nll+f3v/99jjnmmOy6666ZMmXKatueNm1a7W+5jj322K/8+E888USmTp2axYsX58MPP8zgwYPTokWLTJ48Oa+88kpeffXVJMnixYuzZMmSzJw5M3vttVeSFZdpLV++PEmy++67p7KyMm+88UZmzZqVs846K0ny2WefZdasWTnkkENy3nnn5bPPPkvXrl2z7777pmnTpqst+7//+78kK+4R6NChQ+3nvt9+++V3v/tdkmT//fdPkrRq1Sqvv/76+nzZ+Su2YMGCNGrUKP/zP/+Td999N6effnrt8pkzZ+a3v/1tzj///CTJD3/4wyQrvp+S5Fvf+lZuvvnmXHrppfnud7+bQw89NH/84x9XWzZp0qQkye9///vssssutafwDzzwwNptrdxHW7Vqlc8++2yd5195qn5N+9jKXxYkKw6u++yzz3p/rWBdvfPOOxk4cGDuu+++nHDCCWnVqlXtY926dUv37t0zc+bM1dZr06ZN9tprr9qz37CxvfPOOznttNOSrLgq5cc//nHtm4l/8sknOeWUU9K4cePMnTu3dp0/f93w9ttvp0OHDmnYsGG233772nt/p06dmgsvvDDJitdkt956a5IVZ/O33nrrVFZWZptttsl2222XBQsWrPFn/9lnn117j8rWW2+dc845Z43HkpXHhFdffTVTpkyp/dy++OKLzJkzJ0cddVQuu+yyHH/88Tn22GP9tdx1JFQ2gqVLl6Zhw4a1Nw0nSYMGDVZ73kEHHZTRo0fnmWeeycCBA9O/f/+v3F6jRo3yxRdffO3HXHmPysKFC3PSSSfVRkjjxo3Tp0+fHHfccWtc98uzVVZW1q7Xrl273HXXXas9/9FHH80LL7yQG2+8Md///vfTrVu31ZZ9edtffp+dlV+blZ/XSt6Lp/6ZOnVq9txzzzRu3DiHH354hg4dusrjd9111xq/71u2bJlHH300kyZNykMPPZTXXnst55133mrLDjjggCRf/X248mzLn/8CYV01bty49r9ftY9tvvnm+dWvfvWV+z5sLP/wD/+Q3r17p0WLFrnoootWOZPfsGHD9O3bN8OHD6/9Ofxl5557bs4666z07t17vfcLWFdfvkelX79+adu2bZLkpZdeysSJE3P//fencePGq/xBoT9/3VBTU7PK9/LKY8aXf+av6XXHunyP//k9Kr/97W/XeCxZeUyorKzMySefnHPOOWeVbe28887p1KlTnn766fz0pz/N8OHD1/rx2UBv+MiKg8PKS7X++7//O+3atUvr1q0zderUJMnzzz9fe9ZipQceeCDz5s3L9773vZxxxhl544030rBhwyxbtmyV5+2zzz61pxafeeaZ3H777WucY/PNN8+5556bYcOGJUk6dOiQ8ePHJ0k++uij3HjjjUmS6urqTJ8+PcuXL88LL7yw2nbatm2b6dOn56OPPkqSjBgxIrNnz87jjz+et956K126dMn555+fqVOnfuWylfbcc8+89qxPeZoAAAP4SURBVNprWbZsWZYtW5YpU6Z8o5ub+dvw3nvv5d57780Pf/jD7L333pk0aVIWLlyYmpqa/PznP8+iRYvSrl272u/7hx9+OI888kjt+i+++GJefPHFdOzYMUOGDMnUqVO/ctlKbdq0ybvvvpv58+cnWXEgXPnXZr6pNe1je+yxR5577rkkyeOPP77KpWuwsR111FHZeeeda3+TvNLhhx+eDz74IG+++eZq62y77bbp0qVLHn744U01JiRJLr744lx//fVZuHBh5s6dm1atWqVx48YZP358li9fniVLlnzlem3bts20adNSU1OTmTNn1p4t3GeffWrPqK98TbYhrMuxpH379nnmmWfyxRdfZPHixbnyyiuTJLfeemsqKirSo0ePHHPMMZk+fXoaNGiw2ms+VuVXJuvhy6crkxU72ODBg3PFFVekQYMG2WqrrXL11VencePG+bd/+7f07NkzBx544Go3MLZu3Trnn39+mjVrlsrKylx99dX5+OOPc/31169yuv6YY47Jiy++mFNPPTUVFRX5xS9+8bXzHXfccXnggQfy/PPP5+ijj87EiRNzyimnZPny5bV/jvKCCy5I3759s9NOO+Xv/u7vVvvt2uabb55Bgwbl7LPPTmVlZfbaa6+0bNkybdq0yWWXXZamTZumUaNGGTx4cBYtWrTaspWXsO20007p0aNHTj311NTU1KR79+7Zcccdv9HXn79OK/ebJUuWZPny5bn00kuzww47JElOP/309O7dO40aNUqXLl2y2Wab5Ywzzkj//v1z2mmnpaqqKtdff33uueeeJCv2nYsvvjh33nlnGjRokH79+qVVq1arLVv5y4GmTZumf//++fGPf5yGDRvmH//xH7P//vtvkHhY0z52ySWXZMiQIbnjjjvSpEmT3HDDDd/4Y8FfYvDgwfn+97+/2l/6uuiii2qv+f9zP/rRj2rvF4NNZeedd07Xrl1z22235eyzz84dd9yRU089NV26dMnhhx+eyy+//CvX22OPPbLbbrulR48eadOmTe1fkezXr18uueSS/PrXv07jxo0zbNiw2hvtv4l1OZbst99++fa3v50ePXqkpqam9p7iHXbYIWeeeWa23HLLbLnlljnzzDNTVVWVAQMGZJtttsn3vve9bzzf36IGNa652WjmzZuXSZMmpWvXrpk9e3bOOOOMPPnkk3U9VpIVZ3jatGmTnXbaKZdeemkOOOCAHH/88XU9FgAAJHFGZaOqqqrKb37zm9pr7X/2s5/V9Ui1ampqct5556WqqiotWrRI165d63okAACo5YwKAABQHDfTAwAAxREqAABAcYQKAABQHKECAAAUR6gAAADFESoAAEBx/j9xRGRMi0bhrgAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "3ERujrvasFAX"
+ },
+ "source": [
+ "As accuracy of Random Forest Classifier algorithm is more ie. **92.85%** ~ **93%**\n",
+ "\n",
+ "Hence we will save the model."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "H9dwIpW4nmh3"
+ },
+ "source": [
+ "# Saving the Model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "CXmvM0z7nXgq"
+ },
+ "source": [
+ "import pickle\n",
+ "pickle.dump(rf, open('model.pkl', 'wb'))"
+ ],
+ "execution_count": 200,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "C_mLupN1n6u8"
+ },
+ "source": [
+ "# Sample Prediction"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "I8W-gd7mn4Rw",
+ "outputId": "dcea5734-66ee-4a9a-f526-fd6f8398f107"
+ },
+ "source": [
+ "p = rf.predict([[28395,\t610291.00,\t208.178117,\t173.888747,\t1.197191,\t0.549812,\t\n",
+ " 28715,\t190.141097,\t0.763923,\t0.988856,\t0.958027,\t\n",
+ " 0.913358,\t0.007332,\t0.003147,\t0.834222,\t0.998724]])\n",
+ "print(\"Class = \", p)"
+ ],
+ "execution_count": 219,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "Class = [5]\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ }
+ ]
+}
\ No newline at end of file
diff --git a/DataScience/Your Machine Learning Projects/Dry Beans Classification/Model/model.pkl b/DataScience/Your Machine Learning Projects/Dry Beans Classification/Model/model.pkl
new file mode 100644
index 00000000..9df8ca4a
Binary files /dev/null and b/DataScience/Your Machine Learning Projects/Dry Beans Classification/Model/model.pkl differ
diff --git a/DataScience/Your Machine Learning Projects/Heart Disease Prediction/Dataset/README.md b/DataScience/Your Machine Learning Projects/Heart Disease Prediction/Dataset/README.md
new file mode 100644
index 00000000..c7fcf485
--- /dev/null
+++ b/DataScience/Your Machine Learning Projects/Heart Disease Prediction/Dataset/README.md
@@ -0,0 +1,18 @@
+# About the dataset
+Dataset can be downloaded from [here](https://www.kaggle.com/ronitf/heart-disease-uci)
+
+## Attributes in the dataset
+- **age**: The person's age in years
+- **gender**: The person's gender (1 = male, 0 = female)
+- **cp**: The chest pain experienced (Value 1: typical angina, Value 2: atypical angina, Value 3: non-anginal pain, Value 4: asymptomatic)
+- **trestbps**: The person's resting blood pressure (mm Hg on admission to the hospital)
+- **chol**: The person's cholesterol measurement in mg/dl
+- **fbs**: The person's fasting blood sugar (> 120 mg/dl, 1 = true; 0 = false)
+- **restecg**: Resting electrocardiographic measurement (0 = normal, 1 = having ST-T wave abnormality, 2 = showing probable or definite left ventricular hypertrophy by Estes' criteria)
+- **thalach**: The person's maximum heart rate achieved
+- **exang**: Exercise induced angina (1 = yes; 0 = no)
+- **oldpeak**: ST depression induced by exercise relative to rest ('ST' relates to positions on the ECG plot. See more here)
+- **slope**: the slope of the peak exercise ST segment (Value 1: upsloping, Value 2: flat, Value 3: downsloping)
+- **ca**: The number of major vessels (0-3)
+- **thal**: A blood disorder called thalassemia (3 = normal; 6 = fixed defect; 7 = reversable defect)
+- **target**: Heart disease (0 = no, 1 = yes)
\ No newline at end of file
diff --git a/DataScience/Your Machine Learning Projects/Heart Disease Prediction/Dataset/heart.csv b/DataScience/Your Machine Learning Projects/Heart Disease Prediction/Dataset/heart.csv
new file mode 100644
index 00000000..1f28f65d
--- /dev/null
+++ b/DataScience/Your Machine Learning Projects/Heart Disease Prediction/Dataset/heart.csv
@@ -0,0 +1,304 @@
+age,gender,cp,trestbps,chol,fbs,restecg,thalach,exang,oldpeak,slope,ca,thal,target
+63,1,3,145,233,1,0,150,0,2.3,0,0,1,1
+37,1,2,130,250,0,1,187,0,3.5,0,0,2,1
+41,0,1,130,204,0,0,172,0,1.4,2,0,2,1
+56,1,1,120,236,0,1,178,0,0.8,2,0,2,1
+57,0,0,120,354,0,1,163,1,0.6,2,0,2,1
+57,1,0,140,192,0,1,148,0,0.4,1,0,1,1
+56,0,1,140,294,0,0,153,0,1.3,1,0,2,1
+44,1,1,120,263,0,1,173,0,0,2,0,3,1
+52,1,2,172,199,1,1,162,0,0.5,2,0,3,1
+57,1,2,150,168,0,1,174,0,1.6,2,0,2,1
+54,1,0,140,239,0,1,160,0,1.2,2,0,2,1
+48,0,2,130,275,0,1,139,0,0.2,2,0,2,1
+49,1,1,130,266,0,1,171,0,0.6,2,0,2,1
+64,1,3,110,211,0,0,144,1,1.8,1,0,2,1
+58,0,3,150,283,1,0,162,0,1,2,0,2,1
+50,0,2,120,219,0,1,158,0,1.6,1,0,2,1
+58,0,2,120,340,0,1,172,0,0,2,0,2,1
+66,0,3,150,226,0,1,114,0,2.6,0,0,2,1
+43,1,0,150,247,0,1,171,0,1.5,2,0,2,1
+69,0,3,140,239,0,1,151,0,1.8,2,2,2,1
+59,1,0,135,234,0,1,161,0,0.5,1,0,3,1
+44,1,2,130,233,0,1,179,1,0.4,2,0,2,1
+42,1,0,140,226,0,1,178,0,0,2,0,2,1
+61,1,2,150,243,1,1,137,1,1,1,0,2,1
+40,1,3,140,199,0,1,178,1,1.4,2,0,3,1
+71,0,1,160,302,0,1,162,0,0.4,2,2,2,1
+59,1,2,150,212,1,1,157,0,1.6,2,0,2,1
+51,1,2,110,175,0,1,123,0,0.6,2,0,2,1
+65,0,2,140,417,1,0,157,0,0.8,2,1,2,1
+53,1,2,130,197,1,0,152,0,1.2,0,0,2,1
+41,0,1,105,198,0,1,168,0,0,2,1,2,1
+65,1,0,120,177,0,1,140,0,0.4,2,0,3,1
+44,1,1,130,219,0,0,188,0,0,2,0,2,1
+54,1,2,125,273,0,0,152,0,0.5,0,1,2,1
+51,1,3,125,213,0,0,125,1,1.4,2,1,2,1
+46,0,2,142,177,0,0,160,1,1.4,0,0,2,1
+54,0,2,135,304,1,1,170,0,0,2,0,2,1
+54,1,2,150,232,0,0,165,0,1.6,2,0,3,1
+65,0,2,155,269,0,1,148,0,0.8,2,0,2,1
+65,0,2,160,360,0,0,151,0,0.8,2,0,2,1
+51,0,2,140,308,0,0,142,0,1.5,2,1,2,1
+48,1,1,130,245,0,0,180,0,0.2,1,0,2,1
+45,1,0,104,208,0,0,148,1,3,1,0,2,1
+53,0,0,130,264,0,0,143,0,0.4,1,0,2,1
+39,1,2,140,321,0,0,182,0,0,2,0,2,1
+52,1,1,120,325,0,1,172,0,0.2,2,0,2,1
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diff --git a/DataScience/Your Machine Learning Projects/Heart Disease Prediction/Model/README.md b/DataScience/Your Machine Learning Projects/Heart Disease Prediction/Model/README.md
new file mode 100644
index 00000000..496b70a5
--- /dev/null
+++ b/DataScience/Your Machine Learning Projects/Heart Disease Prediction/Model/README.md
@@ -0,0 +1,44 @@
+# Heart Disease Prediction
+
+**GOAL**
+
+The goal of this project is to predict heart disease from features like age, cholesterol level, blood sugar level etc.
+
+**DATASET**
+
+Dataset can be downloaded from [kaggle](https://www.kaggle.com/ronitf/heart-disease-uci).
+
+**WHAT I HAD DONE**
+
+- I used seaborn to visualize the correlation between the features.
+- Then I used different classification models present in sklearn to train the model.
+
+**MODELS USED**
+
+- Support Vector Machine(SVM)
+- K-Nearest Neighbors
+
+**LIBRARIES NEEDED**
+
+- numpy
+- pandas
+- seaborn
+- matplotlib
+- scikit-learn
+
+**CONCLUSION**
+
+By using SVM I got
+ ```python
+ Train set Accuracy: 90.90
+ Test set Accuracy: 85.24
+ ```
+
+ By using K-nearest neighbors I got
+ ```python
+ Train set Accuracy: 83.88
+ Test set Accuracy: 83.60
+ ```
+## Author
+
+Prathima Kadari
diff --git a/DataScience/Your Machine Learning Projects/Heart Disease Prediction/Model/heart_disease_prediction.ipynb b/DataScience/Your Machine Learning Projects/Heart Disease Prediction/Model/heart_disease_prediction.ipynb
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index 00000000..a149ddd7
--- /dev/null
+++ b/DataScience/Your Machine Learning Projects/Heart Disease Prediction/Model/heart_disease_prediction.ipynb
@@ -0,0 +1,285 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
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