forked from sachinkumar1609/SQL-Portfolio-Projects
-
Notifications
You must be signed in to change notification settings - Fork 0
/
Data Cleaning Project Queries.sql
190 lines (124 loc) · 4.47 KB
/
Data Cleaning Project Queries.sql
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
-- Cleaning Data in SQL Queries
Select *
From [SQL Project].dbo.NashvilleHousing
-- Standardize Date Format
Select SaleDateConverted,CONVERT(Date,SaleDate)
From [SQL Project].dbo.NashvilleHousing
Update NashvilleHousing
SET SaleDate = CONVERT(Date,SaleDate)
-- -- If it doesn't Update properly
ALTER TABLE NashvilleHousing
Add SaleDateConverted Date;
Update NashvilleHousing
SET SaleDateConverted = CONVERT(Date,SaleDate)
--- Populate Property Address data
Select *
From [SQL Project].dbo.Nashvillehousing
--where PropertyAddress is null
order by ParcelID
Select a.ParcelID,a.PropertyAddress, b.ParcelID,b.PropertyAddress, ISNULL(a.propertyaddress,b.PropertyAddress)
From [SQL Project].dbo.Nashvillehousing a
JOIN [SQL Project].dbo.NashvilleHousing b
on a.ParcelID = b.ParcelID
AND a.[UniqueID ] <> b.[UniqueID ]
WHERE a.PropertyAddress is null
Update a
SET PropertyAddress = ISNULL(a.PropertyAddress,b.PropertyAddress)
From [SQL Project].dbo.NashvilleHousing a
JOIN [SQL Project].dbo.NashvilleHousing b
on a.ParcelID = b.ParcelID
AND a.[UniqueID ] <> b.[UniqueID ]
Where a.PropertyAddress is null
---- Breaking out Address into Individual Columns (Address, City, State)
Select PropertyAddress
From [SQL Project].dbo.NashvilleHousing
--Where PropertyAddress is null
--order by ParcelID
SELECT
SUBSTRING(PropertyAddress, 1, CHARINDEX(',', PropertyAddress) -1 ) as Address
, SUBSTRING(PropertyAddress, CHARINDEX(',', PropertyAddress) + 1 , LEN(PropertyAddress)) as Address
From [SQL Project].dbo.NashvilleHousing
ALTER TABLE NashvilleHousing
Add PropertySplitAddress Nvarchar(255);
Update NashvilleHousing
SET PropertySplitAddress = SUBSTRING(PropertyAddress, 1, CHARINDEX(',', PropertyAddress) -1 )
ALTER TABLE NashvilleHousing
Add PropertySplitCity Nvarchar(255);
Update NashvilleHousing
SET PropertySplitCity = SUBSTRING(PropertyAddress, CHARINDEX(',', PropertyAddress) + 1 , LEN(PropertyAddress))
Select *
From [SQL Project].dbo.NashvilleHousing
Select OwnerAddress
From [SQL Project].dbo.NashvilleHousing
Select
PARSENAME(REPLACE(OwnerAddress, ',', '.') , 3)
,PARSENAME(REPLACE(OwnerAddress, ',', '.') , 2)
,PARSENAME(REPLACE(OwnerAddress, ',', '.') , 1)
From [SQL Project].dbo.NashvilleHousing
ALTER TABLE NashvilleHousing
Add OwnerSplitAddress Nvarchar(255);
Update NashvilleHousing
SET OwnerSplitAddress = PARSENAME(REPLACE(OwnerAddress, ',', '.') , 3)
ALTER TABLE NashvilleHousing
Add OwnerSplitCity Nvarchar(255);
Update NashvilleHousing
SET OwnerSplitCity = PARSENAME(REPLACE(OwnerAddress, ',', '.') , 2)
ALTER TABLE NashvilleHousing
Add OwnerSplitState Nvarchar(255);
Update NashvilleHousing
SET OwnerSplitState = PARSENAME(REPLACE(OwnerAddress, ',', '.') , 1)
Select *
From [SQL Project].dbo.NashvilleHousing
------ -- Change Y and N to Yes and No in "Sold as Vacant" field
Select Distinct(SoldAsVacant), Count(SoldAsVacant)
From [SQL Project].dbo.NashvilleHousing
Group by SoldAsVacant
order by 2
Select SoldAsVacant
, CASE When SoldAsVacant = 'Y' THEN 'Yes'
When SoldAsVacant = 'N' THEN 'No'
ELSE SoldAsVacant
END
From [SQL Project].dbo.NashvilleHousing
Update NashvilleHousing
SET SoldAsVacant = CASE When SoldAsVacant = 'Y' THEN 'Yes'
When SoldAsVacant = 'N' THEN 'No'
ELSE SoldAsVacant
END
-- Remove Duplicates
WITH RowNumCTE AS(
Select *,
ROW_NUMBER() OVER (
PARTITION BY ParcelID,
PropertyAddress,
SalePrice,
SaleDate,
LegalReference
ORDER BY
UniqueID
) row_num
From [SQL Project].dbo.NashvilleHousing
--order by ParcelID
)
Select *
From RowNumCTE
Where row_num > 1
Order by PropertyAddress
Select *
From [SQL Project].dbo.NashvilleHousing
-- Delete Unused Columns
Select *
From [SQL Project].dbo.NashvilleHousing
ALTER TABLE [SQL Project].dbo.NashvilleHousing
DROP COLUMN TaxDistrict, PropertyAddress
-----------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------
--- Importing Data using OPENROWSET and BULK INSERT
-- More advanced and looks cooler, but have to configure server appropriately to do correctly
-- Wanted to provide this in case you wanted to try it
--sp_configure 'show advanced options', 1;
--RECONFIGURE;
--GO
--sp_configure 'Ad Hoc Distributed Queries', 1;
--RECONFIGURE;
--GO