911_calls.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Data manipulation imports\n",
    "import pandas as pd\n",
    "import numpy as np \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Data Visulization imports\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#read the csv file\n",
    "df=pd.read_csv(r'C:\\Users\\Ramachandra M\\Documents\\Capstone_project\\911.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 99492 entries, 0 to 99491\n",
      "Data columns (total 9 columns):\n",
      " #   Column     Non-Null Count  Dtype  \n",
      "---  ------     --------------  -----  \n",
      " 0   lat        99492 non-null  float64\n",
      " 1   lng        99492 non-null  float64\n",
      " 2   desc       99492 non-null  object \n",
      " 3   zip        86637 non-null  float64\n",
      " 4   title      99492 non-null  object \n",
      " 5   timeStamp  99492 non-null  object \n",
      " 6   twp        99449 non-null  object \n",
      " 7   addr       98973 non-null  object \n",
      " 8   e          99492 non-null  int64  \n",
      "dtypes: float64(3), int64(1), object(5)\n",
      "memory usage: 6.8+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "      <th>desc</th>\n",
       "      <th>zip</th>\n",
       "      <th>title</th>\n",
       "      <th>timeStamp</th>\n",
       "      <th>twp</th>\n",
       "      <th>addr</th>\n",
       "      <th>e</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40.297876</td>\n",
       "      <td>-75.581294</td>\n",
       "      <td>REINDEER CT &amp; DEAD END;  NEW HANOVER; Station ...</td>\n",
       "      <td>19525.0</td>\n",
       "      <td>EMS: BACK PAINS/INJURY</td>\n",
       "      <td>2015-12-10 17:40:00</td>\n",
       "      <td>NEW HANOVER</td>\n",
       "      <td>REINDEER CT &amp; DEAD END</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>40.258061</td>\n",
       "      <td>-75.264680</td>\n",
       "      <td>BRIAR PATH &amp; WHITEMARSH LN;  HATFIELD TOWNSHIP...</td>\n",
       "      <td>19446.0</td>\n",
       "      <td>EMS: DIABETIC EMERGENCY</td>\n",
       "      <td>2015-12-10 17:40:00</td>\n",
       "      <td>HATFIELD TOWNSHIP</td>\n",
       "      <td>BRIAR PATH &amp; WHITEMARSH LN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40.121182</td>\n",
       "      <td>-75.351975</td>\n",
       "      <td>HAWS AVE; NORRISTOWN; 2015-12-10 @ 14:39:21-St...</td>\n",
       "      <td>19401.0</td>\n",
       "      <td>Fire: GAS-ODOR/LEAK</td>\n",
       "      <td>2015-12-10 17:40:00</td>\n",
       "      <td>NORRISTOWN</td>\n",
       "      <td>HAWS AVE</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>40.116153</td>\n",
       "      <td>-75.343513</td>\n",
       "      <td>AIRY ST &amp; SWEDE ST;  NORRISTOWN; Station 308A;...</td>\n",
       "      <td>19401.0</td>\n",
       "      <td>EMS: CARDIAC EMERGENCY</td>\n",
       "      <td>2015-12-10 17:40:01</td>\n",
       "      <td>NORRISTOWN</td>\n",
       "      <td>AIRY ST &amp; SWEDE ST</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>40.251492</td>\n",
       "      <td>-75.603350</td>\n",
       "      <td>CHERRYWOOD CT &amp; DEAD END;  LOWER POTTSGROVE; S...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EMS: DIZZINESS</td>\n",
       "      <td>2015-12-10 17:40:01</td>\n",
       "      <td>LOWER POTTSGROVE</td>\n",
       "      <td>CHERRYWOOD CT &amp; DEAD END</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         lat        lng                                               desc  \\\n",
       "0  40.297876 -75.581294  REINDEER CT & DEAD END;  NEW HANOVER; Station ...   \n",
       "1  40.258061 -75.264680  BRIAR PATH & WHITEMARSH LN;  HATFIELD TOWNSHIP...   \n",
       "2  40.121182 -75.351975  HAWS AVE; NORRISTOWN; 2015-12-10 @ 14:39:21-St...   \n",
       "3  40.116153 -75.343513  AIRY ST & SWEDE ST;  NORRISTOWN; Station 308A;...   \n",
       "4  40.251492 -75.603350  CHERRYWOOD CT & DEAD END;  LOWER POTTSGROVE; S...   \n",
       "\n",
       "       zip                    title            timeStamp                twp  \\\n",
       "0  19525.0   EMS: BACK PAINS/INJURY  2015-12-10 17:40:00        NEW HANOVER   \n",
       "1  19446.0  EMS: DIABETIC EMERGENCY  2015-12-10 17:40:00  HATFIELD TOWNSHIP   \n",
       "2  19401.0      Fire: GAS-ODOR/LEAK  2015-12-10 17:40:00         NORRISTOWN   \n",
       "3  19401.0   EMS: CARDIAC EMERGENCY  2015-12-10 17:40:01         NORRISTOWN   \n",
       "4      NaN           EMS: DIZZINESS  2015-12-10 17:40:01   LOWER POTTSGROVE   \n",
       "\n",
       "                         addr  e  \n",
       "0      REINDEER CT & DEAD END  1  \n",
       "1  BRIAR PATH & WHITEMARSH LN  1  \n",
       "2                    HAWS AVE  1  \n",
       "3          AIRY ST & SWEDE ST  1  \n",
       "4    CHERRYWOOD CT & DEAD END  1  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['lat', 'lng', 'desc', 'zip', 'title', 'timeStamp', 'twp', 'addr', 'e'], dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "zip\n",
       "19401.0    6979\n",
       "19464.0    6643\n",
       "19403.0    4854\n",
       "19446.0    4748\n",
       "19406.0    3174\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#top 5 zip codes\n",
    "df['zip'].value_counts().head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "twp\n",
       "LOWER MERION    8443\n",
       "ABINGTON        5977\n",
       "NORRISTOWN      5890\n",
       "UPPER MERION    5227\n",
       "CHELTENHAM      4575\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#top 5 townships\n",
    "df['twp'].value_counts().head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "110"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#total unique value count for titles\n",
    "df['title'].nunique()\n",
    "#or\n",
    "len(df['title'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create a column and split the title based on the naming category\n",
    "df['reason']=df['title'].apply(lambda title: title.split(\":\")[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# x=df['title'].iloc[0]\n",
    "# x.split(\":\")[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "reason\n",
       "EMS        48877\n",
       "Traffic    35695\n",
       "Fire       14920\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#make a count of the reason column created\n",
    "df['reason'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='reason', ylabel='count'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#draw a count plot of the reasons\n",
    "sns.countplot(x='reason',data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "lat          float64\n",
       "lng          float64\n",
       "desc          object\n",
       "zip          float64\n",
       "title         object\n",
       "timeStamp     object\n",
       "twp           object\n",
       "addr          object\n",
       "e              int64\n",
       "reason        object\n",
       "dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "str"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#identify the data type of a specific column value\n",
    "type(df['timeStamp'].iloc[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Convert the data type of timestamp from string to DateTime\n",
    "df['timeStamp']=pd.to_datetime(df['timeStamp'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "#seperate the hour, month, day of the week from the timeStamp columns\n",
    "df['Hour']=df['timeStamp'].apply(lambda timeStamp: timeStamp.hour)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Month']=df['timeStamp'].apply(lambda timeStamp:timeStamp.month)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Day of Week']=df['timeStamp'].apply(lambda timeStamp: timeStamp.dayofweek)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "      <th>desc</th>\n",
       "      <th>zip</th>\n",
       "      <th>title</th>\n",
       "      <th>timeStamp</th>\n",
       "      <th>twp</th>\n",
       "      <th>addr</th>\n",
       "      <th>e</th>\n",
       "      <th>reason</th>\n",
       "      <th>Hour</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day of Week</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40.297876</td>\n",
       "      <td>-75.581294</td>\n",
       "      <td>REINDEER CT &amp; DEAD END;  NEW HANOVER; Station ...</td>\n",
       "      <td>19525.0</td>\n",
       "      <td>EMS: BACK PAINS/INJURY</td>\n",
       "      <td>2015-12-10 17:40:00</td>\n",
       "      <td>NEW HANOVER</td>\n",
       "      <td>REINDEER CT &amp; DEAD END</td>\n",
       "      <td>1</td>\n",
       "      <td>EMS</td>\n",
       "      <td>17</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>40.258061</td>\n",
       "      <td>-75.264680</td>\n",
       "      <td>BRIAR PATH &amp; WHITEMARSH LN;  HATFIELD TOWNSHIP...</td>\n",
       "      <td>19446.0</td>\n",
       "      <td>EMS: DIABETIC EMERGENCY</td>\n",
       "      <td>2015-12-10 17:40:00</td>\n",
       "      <td>HATFIELD TOWNSHIP</td>\n",
       "      <td>BRIAR PATH &amp; WHITEMARSH LN</td>\n",
       "      <td>1</td>\n",
       "      <td>EMS</td>\n",
       "      <td>17</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40.121182</td>\n",
       "      <td>-75.351975</td>\n",
       "      <td>HAWS AVE; NORRISTOWN; 2015-12-10 @ 14:39:21-St...</td>\n",
       "      <td>19401.0</td>\n",
       "      <td>Fire: GAS-ODOR/LEAK</td>\n",
       "      <td>2015-12-10 17:40:00</td>\n",
       "      <td>NORRISTOWN</td>\n",
       "      <td>HAWS AVE</td>\n",
       "      <td>1</td>\n",
       "      <td>Fire</td>\n",
       "      <td>17</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>40.116153</td>\n",
       "      <td>-75.343513</td>\n",
       "      <td>AIRY ST &amp; SWEDE ST;  NORRISTOWN; Station 308A;...</td>\n",
       "      <td>19401.0</td>\n",
       "      <td>EMS: CARDIAC EMERGENCY</td>\n",
       "      <td>2015-12-10 17:40:01</td>\n",
       "      <td>NORRISTOWN</td>\n",
       "      <td>AIRY ST &amp; SWEDE ST</td>\n",
       "      <td>1</td>\n",
       "      <td>EMS</td>\n",
       "      <td>17</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>40.251492</td>\n",
       "      <td>-75.603350</td>\n",
       "      <td>CHERRYWOOD CT &amp; DEAD END;  LOWER POTTSGROVE; S...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EMS: DIZZINESS</td>\n",
       "      <td>2015-12-10 17:40:01</td>\n",
       "      <td>LOWER POTTSGROVE</td>\n",
       "      <td>CHERRYWOOD CT &amp; DEAD END</td>\n",
       "      <td>1</td>\n",
       "      <td>EMS</td>\n",
       "      <td>17</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         lat        lng                                               desc  \\\n",
       "0  40.297876 -75.581294  REINDEER CT & DEAD END;  NEW HANOVER; Station ...   \n",
       "1  40.258061 -75.264680  BRIAR PATH & WHITEMARSH LN;  HATFIELD TOWNSHIP...   \n",
       "2  40.121182 -75.351975  HAWS AVE; NORRISTOWN; 2015-12-10 @ 14:39:21-St...   \n",
       "3  40.116153 -75.343513  AIRY ST & SWEDE ST;  NORRISTOWN; Station 308A;...   \n",
       "4  40.251492 -75.603350  CHERRYWOOD CT & DEAD END;  LOWER POTTSGROVE; S...   \n",
       "\n",
       "       zip                    title           timeStamp                twp  \\\n",
       "0  19525.0   EMS: BACK PAINS/INJURY 2015-12-10 17:40:00        NEW HANOVER   \n",
       "1  19446.0  EMS: DIABETIC EMERGENCY 2015-12-10 17:40:00  HATFIELD TOWNSHIP   \n",
       "2  19401.0      Fire: GAS-ODOR/LEAK 2015-12-10 17:40:00         NORRISTOWN   \n",
       "3  19401.0   EMS: CARDIAC EMERGENCY 2015-12-10 17:40:01         NORRISTOWN   \n",
       "4      NaN           EMS: DIZZINESS 2015-12-10 17:40:01   LOWER POTTSGROVE   \n",
       "\n",
       "                         addr  e reason  Hour  Month  Day of Week  \n",
       "0      REINDEER CT & DEAD END  1    EMS    17     12            3  \n",
       "1  BRIAR PATH & WHITEMARSH LN  1    EMS    17     12            3  \n",
       "2                    HAWS AVE  1   Fire    17     12            3  \n",
       "3          AIRY ST & SWEDE ST  1    EMS    17     12            3  \n",
       "4    CHERRYWOOD CT & DEAD END  1    EMS    17     12            3  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create a reference for the Day of the week column\n",
    "dmap={0:'Mon',\n",
    "      1:'Tue',\n",
    "      2:'Wed',\n",
    "      3:'Thu',\n",
    "      4:'Fri',\n",
    "      5:'Sat',\n",
    "      6:'Sun'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#assign the value created to the Day of the week\n",
    "df['Day of Week']=df['Day of Week'].map(dmap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1af260ec610>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot a graph and adjust the legend according to the fit\n",
    "sns.countplot(x='Day of Week',hue='reason',data=df)\n",
    "plt.legend(loc=(1.02,0.8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1af237a4290>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot a graph and adjust the legend according to the fit\n",
    "sns.countplot(x='Month',hue='reason',data=df)\n",
    "plt.legend(loc=(1.02,0.8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "      <th>desc</th>\n",
       "      <th>zip</th>\n",
       "      <th>title</th>\n",
       "      <th>timeStamp</th>\n",
       "      <th>twp</th>\n",
       "      <th>addr</th>\n",
       "      <th>e</th>\n",
       "      <th>reason</th>\n",
       "      <th>Hour</th>\n",
       "      <th>Day of Week</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>13205</td>\n",
       "      <td>13205</td>\n",
       "      <td>13205</td>\n",
       "      <td>11527</td>\n",
       "      <td>13205</td>\n",
       "      <td>13205</td>\n",
       "      <td>13203</td>\n",
       "      <td>13096</td>\n",
       "      <td>13205</td>\n",
       "      <td>13205</td>\n",
       "      <td>13205</td>\n",
       "      <td>13205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11467</td>\n",
       "      <td>11467</td>\n",
       "      <td>11467</td>\n",
       "      <td>9930</td>\n",
       "      <td>11467</td>\n",
       "      <td>11467</td>\n",
       "      <td>11465</td>\n",
       "      <td>11396</td>\n",
       "      <td>11467</td>\n",
       "      <td>11467</td>\n",
       "      <td>11467</td>\n",
       "      <td>11467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11101</td>\n",
       "      <td>11101</td>\n",
       "      <td>11101</td>\n",
       "      <td>9755</td>\n",
       "      <td>11101</td>\n",
       "      <td>11101</td>\n",
       "      <td>11092</td>\n",
       "      <td>11059</td>\n",
       "      <td>11101</td>\n",
       "      <td>11101</td>\n",
       "      <td>11101</td>\n",
       "      <td>11101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>11326</td>\n",
       "      <td>11326</td>\n",
       "      <td>11326</td>\n",
       "      <td>9895</td>\n",
       "      <td>11326</td>\n",
       "      <td>11326</td>\n",
       "      <td>11323</td>\n",
       "      <td>11283</td>\n",
       "      <td>11326</td>\n",
       "      <td>11326</td>\n",
       "      <td>11326</td>\n",
       "      <td>11326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>11423</td>\n",
       "      <td>11423</td>\n",
       "      <td>11423</td>\n",
       "      <td>9946</td>\n",
       "      <td>11423</td>\n",
       "      <td>11423</td>\n",
       "      <td>11420</td>\n",
       "      <td>11378</td>\n",
       "      <td>11423</td>\n",
       "      <td>11423</td>\n",
       "      <td>11423</td>\n",
       "      <td>11423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>11786</td>\n",
       "      <td>11786</td>\n",
       "      <td>11786</td>\n",
       "      <td>10212</td>\n",
       "      <td>11786</td>\n",
       "      <td>11786</td>\n",
       "      <td>11777</td>\n",
       "      <td>11732</td>\n",
       "      <td>11786</td>\n",
       "      <td>11786</td>\n",
       "      <td>11786</td>\n",
       "      <td>11786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>12137</td>\n",
       "      <td>12137</td>\n",
       "      <td>12137</td>\n",
       "      <td>10633</td>\n",
       "      <td>12137</td>\n",
       "      <td>12137</td>\n",
       "      <td>12133</td>\n",
       "      <td>12088</td>\n",
       "      <td>12137</td>\n",
       "      <td>12137</td>\n",
       "      <td>12137</td>\n",
       "      <td>12137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9078</td>\n",
       "      <td>9078</td>\n",
       "      <td>9078</td>\n",
       "      <td>7832</td>\n",
       "      <td>9078</td>\n",
       "      <td>9078</td>\n",
       "      <td>9073</td>\n",
       "      <td>9025</td>\n",
       "      <td>9078</td>\n",
       "      <td>9078</td>\n",
       "      <td>9078</td>\n",
       "      <td>9078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>7969</td>\n",
       "      <td>7969</td>\n",
       "      <td>7969</td>\n",
       "      <td>6907</td>\n",
       "      <td>7969</td>\n",
       "      <td>7969</td>\n",
       "      <td>7963</td>\n",
       "      <td>7916</td>\n",
       "      <td>7969</td>\n",
       "      <td>7969</td>\n",
       "      <td>7969</td>\n",
       "      <td>7969</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         lat    lng   desc    zip  title  timeStamp    twp   addr      e  \\\n",
       "Month                                                                      \n",
       "1      13205  13205  13205  11527  13205      13205  13203  13096  13205   \n",
       "2      11467  11467  11467   9930  11467      11467  11465  11396  11467   \n",
       "3      11101  11101  11101   9755  11101      11101  11092  11059  11101   \n",
       "4      11326  11326  11326   9895  11326      11326  11323  11283  11326   \n",
       "5      11423  11423  11423   9946  11423      11423  11420  11378  11423   \n",
       "6      11786  11786  11786  10212  11786      11786  11777  11732  11786   \n",
       "7      12137  12137  12137  10633  12137      12137  12133  12088  12137   \n",
       "8       9078   9078   9078   7832   9078       9078   9073   9025   9078   \n",
       "12      7969   7969   7969   6907   7969       7969   7963   7916   7969   \n",
       "\n",
       "       reason   Hour  Day of Week  \n",
       "Month                              \n",
       "1       13205  13205        13205  \n",
       "2       11467  11467        11467  \n",
       "3       11101  11101        11101  \n",
       "4       11326  11326        11326  \n",
       "5       11423  11423        11423  \n",
       "6       11786  11786        11786  \n",
       "7       12137  12137        12137  \n",
       "8        9078   9078         9078  \n",
       "12       7969   7969         7969  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bymonth=df.groupby('Month').count()\n",
    "bymonth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Month'>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#to see the trending of the missing months from the above graphs\n",
    "bymonth['lat'].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Month</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "      <th>desc</th>\n",
       "      <th>zip</th>\n",
       "      <th>title</th>\n",
       "      <th>timeStamp</th>\n",
       "      <th>twp</th>\n",
       "      <th>addr</th>\n",
       "      <th>e</th>\n",
       "      <th>reason</th>\n",
       "      <th>Hour</th>\n",
       "      <th>Day of Week</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>13205</td>\n",
       "      <td>13205</td>\n",
       "      <td>13205</td>\n",
       "      <td>11527</td>\n",
       "      <td>13205</td>\n",
       "      <td>13205</td>\n",
       "      <td>13203</td>\n",
       "      <td>13096</td>\n",
       "      <td>13205</td>\n",
       "      <td>13205</td>\n",
       "      <td>13205</td>\n",
       "      <td>13205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>11467</td>\n",
       "      <td>11467</td>\n",
       "      <td>11467</td>\n",
       "      <td>9930</td>\n",
       "      <td>11467</td>\n",
       "      <td>11467</td>\n",
       "      <td>11465</td>\n",
       "      <td>11396</td>\n",
       "      <td>11467</td>\n",
       "      <td>11467</td>\n",
       "      <td>11467</td>\n",
       "      <td>11467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>11101</td>\n",
       "      <td>11101</td>\n",
       "      <td>11101</td>\n",
       "      <td>9755</td>\n",
       "      <td>11101</td>\n",
       "      <td>11101</td>\n",
       "      <td>11092</td>\n",
       "      <td>11059</td>\n",
       "      <td>11101</td>\n",
       "      <td>11101</td>\n",
       "      <td>11101</td>\n",
       "      <td>11101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>11326</td>\n",
       "      <td>11326</td>\n",
       "      <td>11326</td>\n",
       "      <td>9895</td>\n",
       "      <td>11326</td>\n",
       "      <td>11326</td>\n",
       "      <td>11323</td>\n",
       "      <td>11283</td>\n",
       "      <td>11326</td>\n",
       "      <td>11326</td>\n",
       "      <td>11326</td>\n",
       "      <td>11326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>11423</td>\n",
       "      <td>11423</td>\n",
       "      <td>11423</td>\n",
       "      <td>9946</td>\n",
       "      <td>11423</td>\n",
       "      <td>11423</td>\n",
       "      <td>11420</td>\n",
       "      <td>11378</td>\n",
       "      <td>11423</td>\n",
       "      <td>11423</td>\n",
       "      <td>11423</td>\n",
       "      <td>11423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>11786</td>\n",
       "      <td>11786</td>\n",
       "      <td>11786</td>\n",
       "      <td>10212</td>\n",
       "      <td>11786</td>\n",
       "      <td>11786</td>\n",
       "      <td>11777</td>\n",
       "      <td>11732</td>\n",
       "      <td>11786</td>\n",
       "      <td>11786</td>\n",
       "      <td>11786</td>\n",
       "      <td>11786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>12137</td>\n",
       "      <td>12137</td>\n",
       "      <td>12137</td>\n",
       "      <td>10633</td>\n",
       "      <td>12137</td>\n",
       "      <td>12137</td>\n",
       "      <td>12133</td>\n",
       "      <td>12088</td>\n",
       "      <td>12137</td>\n",
       "      <td>12137</td>\n",
       "      <td>12137</td>\n",
       "      <td>12137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>9078</td>\n",
       "      <td>9078</td>\n",
       "      <td>9078</td>\n",
       "      <td>7832</td>\n",
       "      <td>9078</td>\n",
       "      <td>9078</td>\n",
       "      <td>9073</td>\n",
       "      <td>9025</td>\n",
       "      <td>9078</td>\n",
       "      <td>9078</td>\n",
       "      <td>9078</td>\n",
       "      <td>9078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>12</td>\n",
       "      <td>7969</td>\n",
       "      <td>7969</td>\n",
       "      <td>7969</td>\n",
       "      <td>6907</td>\n",
       "      <td>7969</td>\n",
       "      <td>7969</td>\n",
       "      <td>7963</td>\n",
       "      <td>7916</td>\n",
       "      <td>7969</td>\n",
       "      <td>7969</td>\n",
       "      <td>7969</td>\n",
       "      <td>7969</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Month    lat    lng   desc    zip  title  timeStamp    twp   addr      e  \\\n",
       "0      1  13205  13205  13205  11527  13205      13205  13203  13096  13205   \n",
       "1      2  11467  11467  11467   9930  11467      11467  11465  11396  11467   \n",
       "2      3  11101  11101  11101   9755  11101      11101  11092  11059  11101   \n",
       "3      4  11326  11326  11326   9895  11326      11326  11323  11283  11326   \n",
       "4      5  11423  11423  11423   9946  11423      11423  11420  11378  11423   \n",
       "5      6  11786  11786  11786  10212  11786      11786  11777  11732  11786   \n",
       "6      7  12137  12137  12137  10633  12137      12137  12133  12088  12137   \n",
       "7      8   9078   9078   9078   7832   9078       9078   9073   9025   9078   \n",
       "8     12   7969   7969   7969   6907   7969       7969   7963   7916   7969   \n",
       "\n",
       "   reason   Hour  Day of Week  \n",
       "0   13205  13205        13205  \n",
       "1   11467  11467        11467  \n",
       "2   11101  11101        11101  \n",
       "3   11326  11326        11326  \n",
       "4   11423  11423        11423  \n",
       "5   11786  11786        11786  \n",
       "6   12137  12137        12137  \n",
       "7    9078   9078         9078  \n",
       "8    7969   7969         7969  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#reset the index created for the above graph\n",
    "bymonth.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1af323b4f90>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#reset the index that created and plot the LMPLOT graph\n",
    "sns.lmplot(x='Month',y='twp',data=bymonth.reset_index())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create a column date and remove the timestamp from the datetime column\n",
    "df['Date']=df['timeStamp'].apply(lambda x: x.date())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('Date').count()['lat'].plot()\n",
    "plt.tight_layout()  #fix the merging x-axis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['EMS', 'Fire', 'Traffic'], dtype=object)"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['reason'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Traffic')"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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6UjRibD5MCCGEFAyKOlI0UseEDdKBEEIIIWUIRR0pGgy/EkIIIYWDoo4UDaszF6dVRwghhOQNijpSNNh8mBBCCCkcFHWkaDD8SgghhBSOAYm6ZcuWQdM0LF68WP5M13UsWbIELS0tqKysxMKFC7F+/XrT74VCIVx22WUYNWoUqqurcdZZZ2Hbtm0DORQyBLD2paOoI4QQQvJHzqLu9ddfx+23345DDz3U9PPrr78eN9xwA2699Va8/vrraG5uxoknnoiuri75mMWLF+PRRx/FihUrsHLlSnR3d+OMM85ALBbL/UxIycPmw4QQQkjhyEnUdXd34wtf+AJ+97vfYeTIkfLnuq7jpptuwjXXXINzzjkHs2bNwt13343e3l7cf//9AICOjg7ccccd+MUvfoFFixZhzpw5uPfee7F27Vo8/fTT+TkrUpIw/EoIIYQUjpxE3be+9S2cfvrpWLRokennW7ZsQWtrK0466ST5s2AwiAULFuDll18GAKxatQqRSMT0mJaWFsyaNUs+hpQnKdWvFHWEEEJI3vBl+wsrVqzAm2++iddffz3l31pbWwEATU1Npp83NTXho48+ko8JBAImh088Rvy+lVAohFAoJP/e2dmZ7WGTEsAq4qjpCCGEkPyRlVO3detWXH755bj33ntRUVGR9nGappn+rut6ys+sOD1m2bJlqK+vl38mTJiQzWGTEsHaly7GniaEEEJI3shK1K1atQq7d+/G3Llz4fP54PP58Pzzz+Pmm2+Gz+eTDp3Vcdu9e7f8t+bmZoTDYbS1taV9jJWrr74aHR0d8s/WrVuzOWxSIjD8SgghhBSOrETdCSecgLVr12LNmjXyzxFHHIEvfOELWLNmDaZOnYrm5mY89dRT8nfC4TCef/55zJ8/HwAwd+5c+P1+02N27tyJdevWycdYCQaDqKurM/0hQw82HyaEEEIKR1Y5dbW1tZg1a5bpZ9XV1WhsbJQ/X7x4MZYuXYpp06Zh2rRpWLp0KaqqqnDBBRcAAOrr63HRRRfhiiuuQGNjIxoaGnDllVdi9uzZKYUXpLygU0cIIYQUjqwLJTJx1VVXoa+vD5deeina2towb948PPnkk6itrZWPufHGG+Hz+XDuueeir68PJ5xwApYvXw6v15vvwyElhDWnjqKOEEIIyR+arg+9O2tnZyfq6+vR0dHBUOwQ4sQbnsem3d3waAnX7ubz5+Csw1oG+7AIIYSQvDJYOoWzX0nREM6cz5P42g3B/QQhhBBSslDUkaIhNJzXk2hdw5YmhBBCSP6gqCNFIyacOm9C1FHTEUIIIfmDoo4UDRF+9Xs9pr8TQgghZOBQ1JGiEY8n/ivCr9ZqWEIIIYTkDkUdKRq6LJRg+JUQQgjJNxR1pGik5tRR1RFCCCH5gqKOFA3hzPnZ0oQQQgjJOxR1pGgIEceWJoQQQkj+oagjRSNu6VNHTUcIIYTkD4o6UjSEM8eWJoQQQkj+oagjRSPOQglCCCGkYFDUkaIhNBxbmhBCCCH5h6KOFA3p1HkYfiWEEELyDUUdKRoip06EX6npCCGEkPxBUUeKhjX8ypYmhBBCSP6gqCNFIy771DH8SgghhOQbijpSNISI83tZKEEIIYTkG4o6UhR0XU9tPkxVRwghhOQNijpSFNRIK5sPE0IIIfmHoo4UBVXAsU8dIYQQkn8o6khRUAWc0dKEqo4QQgjJFxR1pCioTp2XLU0IIYSQvENRR4qCOfwqcuoG62gIIYSQ8oOijhSFuKlQQuTUUdURQggh+YKijhQFc/iV1a+EEEJIvqGoI0VB7UlHp44QQgjJPxR1pCiYql+ZU0cIIYTkHYo6UhTM4dfEf9nShBBCCMkfFHWkKAhR59EATWNLE0IIISTfUNSRohCPJ/7r0TR4NE6UIIQQQvINRR0pCtKp82gy/MpCCUIIISR/UNSRoqCGX6VTR6uOEEIIyRsUdaQoCFPOo2kyp46ajhBCCMkfFHWkKIiiCI+mIdmmjuFXQgghJI9Q1JGiYAq/ehKqjpqOEEIIyR8UdaQoiFCrx6OxpQkhhBBSACjqSFHQdTX8yjFhhBBCSL6hqCNFIWaqfk38jEYdIYQQkj8o6khRsG8+TFVHCCGE5AuKOlIU4kr4VWP1KyGEEJJ3KOpIUVCrX70e9qkjhBBC8g1FHSkKQsBpSvhVp1NHCCGE5A2KOlIUhFPn9RjhV7Y0IYQQQvIHRR0pCrpt+JWijhBCCMkXFHWkKMRsq18H8YAIIYSQMoOijqRlZ0cf+iOxvDyXcOU0tU8dVR0hhBCSNyjqiC072vtwzHXP4v/csyovz2fOqWP4lRBCCMk3FHXElo/39yIW1/Hh3p68PJ/Qb+YxYXl5akIIIYSAoo6kIRrTk/+N5+X5RKWrpmnwJL91bGlCCCGE5A+KOmJLNDnXK5InO80Iv0KGX2MUdYQQQkjeoKgjtuTbqbMNv+bnqQkhhBACijqShmhciLr8OnWaqaUJnTpCCCEkX1DUEVtE+DWap/CryKnzqC1NKOoIIYSQvEFRR2yR4dc8xUiFNvRqakuTvDw1IYQQQkBRR9IgHLpITM9LlaoxJkzjmDBCCCGkAFDUEVvUAolYHiw18RTqRAlqOkIIISR/UNQRW9Rcunzk1cUUp062NBlG8dfecBTLX9qCbW29g30ohBBCyhSKOmKL6tRF8tDWRFfGhA3H8Otja1ux5G/v4OZ/bRrsQyGEEFKmUNQRW1R3Lj/hV9HSZHiGXzv7IgCAjuR/CSGEkHxDUUdsUUVdJA+96kQRrUfpUzecwq+xPPf9I4QQQqxkJep+/etf49BDD0VdXR3q6upw9NFH4/HHH5f/rus6lixZgpaWFlRWVmLhwoVYv3696TlCoRAuu+wyjBo1CtXV1TjrrLOwbdu2/JwNyRtq+DUfbU2MnLqEWwcMr/CrrCYeRkKWEEJIcclK1I0fPx4///nP8cYbb+CNN97A8ccfj7PPPlsKt+uvvx433HADbr31Vrz++utobm7GiSeeiK6uLvkcixcvxqOPPooVK1Zg5cqV6O7uxhlnnIFYLJbfMyMDwlQokQd3yT6nbsBPO2SIJYVxjLPRCCGEFIisRN2ZZ56J0047DdOnT8f06dPxs5/9DDU1NXjllVeg6zpuuukmXHPNNTjnnHMwa9Ys3H333ejt7cX9998PAOjo6MAdd9yBX/ziF1i0aBHmzJmDe++9F2vXrsXTTz9dkBMkuaEKuXwUShgtTYzwaz763w0V1L5/hBBCSCHIOacuFothxYoV6OnpwdFHH40tW7agtbUVJ510knxMMBjEggUL8PLLLwMAVq1ahUgkYnpMS0sLZs2aJR9jRygUQmdnp+kPKSyRuBp+zV+hhDomLDaMRF1c5tTRqSOEEFIYshZ1a9euRU1NDYLBIC655BI8+uijOPjgg9Ha2goAaGpqMj2+qalJ/ltraysCgQBGjhyZ9jF2LFu2DPX19fLPhAkTsj1skiWxWH7Dr/G40adOOHXxYRR/FcJ4OBWHEEIIKS5Zi7oZM2ZgzZo1eOWVV/DNb34TX/nKV/DOO+/IfxeNZQW6rqf8zEqmx1x99dXo6OiQf7Zu3ZrtYZMsMTcfzl/41eNRw68DftohQ4zhV0IIIQUma1EXCARw4IEH4ogjjsCyZctw2GGH4Ze//CWam5sBIMVx2717t3TvmpubEQ6H0dbWlvYxdgSDQVlxK/6QwqIKuby0NNFtnLphpOqESM6HQCaEEELsGHCfOl3XEQqFMGXKFDQ3N+Opp56S/xYOh/H8889j/vz5AIC5c+fC7/ebHrNz506sW7dOPoaUBlFT+DWPTp3S0mQ45dTJPnUMvxJCCCkQvmwe/IMf/ACnnnoqJkyYgK6uLqxYsQLPPfccnnjiCWiahsWLF2Pp0qWYNm0apk2bhqVLl6KqqgoXXHABAKC+vh4XXXQRrrjiCjQ2NqKhoQFXXnklZs+ejUWLFhXkBEluqO5cXgollJy64dnShM2HCSGEFJasRN2uXbvwpS99CTt37kR9fT0OPfRQPPHEEzjxxBMBAFdddRX6+vpw6aWXoq2tDfPmzcOTTz6J2tpa+Rw33ngjfD4fzj33XPT19eGEE07A8uXL4fV683tmZEDEClb9OrxbmrBQghBCSKHIStTdcccdjv+uaRqWLFmCJUuWpH1MRUUFbrnlFtxyyy3ZvDQpMpF44cKvsqXJMBI4QiTno+cfIYQQYgdnvxJbYqbmw3l26oZh+DXKnDpCCCEFhqKO2BKN53f2q8yp80CGX4HhE4KNsfkwIYSQAkNRR2yJ5Lv5sAy/ajL8qv683GH1KyGEkEJDUUdsUfPd8jP71Qi/qo2mh0teHatfCSGEFBqKOmKLKuTyIbx0ZfarV7HqhksDYjYfJoQQUmgo6ogtapgwkgdRJxoNa5bw6zDRdFIYx/XhNfM2V/rCMdyxcgs+2tcz2IdCCCFDBoo6Yku0QC1NvMrsV2D4TJUwz9IdHuc8EB5ftxM/+fs7uOnpTYN9KIQQMmSgqCO2qEIuP4USRvhVFXXDJfwaN4k6hmAz0dEXAQB0Jv9LCCEkMxR1g0g8rmPZY+/iiXU7B/tQUjAVSuRBhOhpql//9tYO/PzxDWXf2kQVcvno+1fuiI1EmC1gCCHENVlNlCD5Zf2OTvz2hc2Y3FiFU2aNHezDMRHJs1MnRKKmmcOvP/rbOwhH4zjj0LGYNa5+wK9TqqgiebhU/A4EsZFgtTAhhLiHTt0g0hVKhJZ6wrFBPpJU8p0DJsKsXg+gaDqEo4mb956u0IBfo5TJd45iuSPEHEPVhBDiHoq6QSQUSdywhLApJaKx/IoQNfxqrYAFgH094QG/RikTy3M1cbkjRHCYTh0hhLiGom4QCUUTDl1JijrTmLD8OXWi8bAaggWA/T3l7dSZwq8UKhkRGwm6moQQ4h6KukGkXzh1JXjjyvdECfF8wqGzirp93cPJqSu9z7vUEBuJfHz3CCFkuEBRN4j0RxJOXSyul1zyfKFmv3qFU2f55pV7+DXKQomsiMRYKEEIIdlCUTeIhJSwa6mFYE196vI5JsyTLvxa3qIu385nuSPEHF1NQghxD0XdICKcOqAERV2eqzWNliaJv6eEX8tc1JlyFOk+ZUS8X5Eo3ytCCHELRd0gojp1oVhptTXJf0uTxH89slDC/O/lXiihGk4cE5aZCFuaEEJI1lDUDSKl6tTpup73cKEIvxo5dZbwa5kXSpidutL5rEsV8R5x+gYhhLiHom4QEdWvQGmJOquTlM/Zr+nCrz3hmEnklhuxPDuf5U6E1a+EEJI1FHWDiOhTB5RWWxOriMtHCCzmEH71Jf9Sznl1+Q5nlzuilx/zDwkhxD0UdYNI6Tp1ccvf8+fUWfvUjazyo7EmAKC8Q7CxPE/oKHfEdzAci8vQPSGEEGco6gaR/mhp5tSlOHV5cEtkTp2lpUlTXQUaqoMAgH1lXCwR09UcRYqUTKjvEfv6EUKIO3yDfQDDmVDJOnXmm2g+8pqE+adZwq/N9RXypl3OverYfDg7rGPqfN5BPBhCCBkiUNQNIiWbU1eA8GtMhl/N1a/NdRXoSxZIlLOoMxdKlM5nXaqoTl04FkeFn6qOEEIyQVE3iJRqS5PU8Gv+WppYc+qa6irQ2R8BAOwt05w6a4sYJv9nxjTRhO8XIYS4gqJuEDGNCSspp85a/ZrH5sOe1PCr35v4S7k2ILaGW+nUZSbfE00IIWQ4QFE3iJSuU2cJv+axT53R0sQIv4oagnINv8Z0a44inadMWMOvhBBCMsPq10HE5NSVkqizFkrko09d3Bx+PfOwFhw8tg5zJ49EQ3WipUm59qmzOnUslMgMw6+EEJI9dOoGEZNTV0JuRGFamiT+Kxy67544Hd89cToAYJToU1emoq4Q1cTlDgtLCCEke+jUDSKl2nzY6szlI6fJOiZMRTh15dp8OJYyoYPOUybU72A4yveLEELcQFE3iKgtTUIlJOqs4cFIHkSIcKcC3tSvXGOy+XBXKGp6T8oFq4hj+DUzqjtMp44QQtxBUTdI6Lpeuk6dxZnLhwgJJ2/SfhtRV1fpk/NfyzEEG08plCidz7pUUQsl+H4RQog7KOoGCaszV0o5dULEVfgTX4983FQjyfMN+FK/cpqmoa7SDwDo6o8O+LVKDTp12aO6c6wWJoQQd1DUDRIpoq6EnDoR+hJd/PNRKCFEq51TBwDVwcRrdYfKT9RZc+ooUjJjCr/y/SKEEFdQ1A0SoYg5d6yURJ1w5iqFqMtDTpPMqbNx6gCgOpAoxO4pQVH3zIZdeHjVtpx/P2XsWgm5sqWK6g4z/EoIIe5gS5NBopSdOhEeFKIuEtOh6zo0u9JVl4jzsyuUAIDqoBB1pVco8b0/voX23ggOGVeHg5rrsv791IkSdJ4yob5HFHWEEOIOOnWDRL/VqSuhG5eodg0qQ9QHmgcmbsx+n70wNERd6Tl1Is/v6Xd25fT71okSrOZ0JmVWLkUwIYS4gqJukFArX4FSc+oSxyIKJYCB31gzOnWBhIDsCZeWqIvHDYHx9Lu7c3qOQjRzLmfYrJkQQnKDom6QsPZjK6U+dSKRv8JnOHUDFnUZCyUSTl2pFUqoTXDXbG3H7q7+rJ+D4dfssIpeFpYQQog7KOoGiRSnroTcCHFTrQwoom6AxyduzME0hRI1SVHXW2I5dVaB8UwObp1VxLFQwhnrRBM6dYQQ4g6KukEiJaeuhCYpiPCrKsAG4pbElBDmUGtpYhV1uYRg6dRlR2q4mqKOEELcQFE3SJRy9asQcD6vB35vorBhIMn9qtPiT+PUVZVoSxOra7Ty/T1ZjzJLEXUMJzpiFXEMvxJCiDso6gaJUq5+FSLE59HgTY7vGogQUQVsukIJEX4ttUIJcd7ifeiPxNHZl90xpjp1pfNZlyLWWcMMvxJCiDso6gaJ/qTbI8RMSTl1SdHh82jwexJfkYGEDE1OnTdTS5PSCUMDStNkr0c2Ts5WgKc0H2b41RGrU8f3ixBC3EFRN0iEkoUStRWlJ+qiMvyqwSfCrwNwS1RhlK6BsWxpUmrh1+Sx+7yazDG0TgPJBMOv2WENt9KpI4QQd1DUDRLCqaurSAyyL6W8oagMv3rgS4ZLB3J8QrCmc+mA0m1pElUKPILJFi/Ztp9h37XssDqbfL8IKTy94eiAm8yTwYeibpAQTl1dZULMlFKfuqjiTvk9+SuUSDf3FTBEXW+4NMOvPo/i1GX5WcUtCyUXTmfYrJmQ4tIdimL+z5/BF37/ymAfChkgFHWDhHDqapNOXWm1NDEKJfLh1IWkU5f+61ZTomPChKDwez0IJidsZBsqT3HqKOocSXU2+X4RUki2t/WhvTeCNz9qh67zehvKUNQNEtKpEzl1JRRiUlua+JJO3UDcpYgijNJRFSjRPnVxw7UUlbsDb2lSOp91KZLa0oTv13CkNxzFhtbOwT6MYYG4xsKxeMlFS0h2UNQNEqEUp650blxRpfo1H4US4tzSTZMADKcuFI2XlOgJR1WnLplTF8nNqcuHQB4OWJ05toAZnvzXn97GKTe9iDVb2wf7UMoedePU3hcZxCMhA4WibpDot+TUxfXScXBMhRLJliYDCRmKBcPJqRM5dQDQU0I7RVXg5ppTJyZ0VCRFIZ0nZ6wiTghrMrz4YHc3AGDznu5BPpLyR015aO8ND+KRkIFCUTdIiObDovoVKJ0QrKlQIh9OnYtCiYDPmF5RSnl1ppw62acu2/Br4r8VyZw8OnXOpBRK0KkblrT3JhyjTjpHBcfk1PXy/R7KUNQNEsLtqVVFXYmEYKN5LpRw09IEUBsQl46os+9Tl5tTJ1qiMPHfGauTyerX4UlHUsx19pfOelCuqNcYRd3QhqJukBBOXXXQi2SqVemIOqVQwpvHliZO4VcAqA6UXq862afOM/A+dUIU0nlyxlr9WioONikeoWgMfck1kk5dglhcx7rtHQVx+tU1qY3h1yENRd0gEYoa7k0gx1ytQqHmkQl3bSALiRCrTuFXwCiWKKXqKylIfWpOXW7Vr6LQguFXZ1KdutK4Lkjx6FCEXGc/RR0ALH/5Q5xxy0r84d8f5v251bzVDoroIQ1F3SAhnLoKv0e2yigVR8I0Jswz8PCrOibMiapg6bU1ke1dPAPvUydEIcOvzqS0gKEIHnZ0KCHAzr7SWQ8Gkw/39gAANu/pyftzq04dCyWGNhR1g4QQdQmnLiFmSib8qoQc81MokXg+t05dKeXURWNGPqDRpy7bnLrE+YtCCTpPzlhz6ErluiDFg05dKmJdLMT7oV5zbcypG9JQ1A0SQhhU+JWqyhK5eQlR5/VoeWlpEnYxUQIwcupKqaVJJK46dbnl1Mnwa1K803lyJmLJOeT7NfygqEulJ5wQdV0FKBxh9Wv5QFE3SIg+dRV+I6eudMKvRsWnNw9OndtCCRF+LUWnzlz9mp3oTC2UoEhxQrgGwtlkX7/hRzvDrymIXONCFI5ETNWvDL8OZbISdcuWLcMnP/lJ1NbWYsyYMfjMZz6D9957z/QYXdexZMkStLS0oLKyEgsXLsT69etNjwmFQrjsssswatQoVFdX46yzzsK2bdsGfjZDiJAMvyo5daXi1Cl5ZP48TEHItlCitERdap+6gTYfjsV1zld0QIi4qqRzyxzE4Yfq1HXRqQNg5BoXJPyq5tSxUGJIk5Woe/755/Gtb30Lr7zyCp566ilEo1GcdNJJ6OkxEjevv/563HDDDbj11lvx+uuvo7m5GSeeeCK6urrkYxYvXoxHH30UK1aswMqVK9Hd3Y0zzjgDsSybug5ljPCr4tSViqhT5p3mo0+dUSjhrk9dKRVKhJWcumCOuY9Wp079GUlFvDeVSRHMHMThR7sp/BrlJghAbyhxfyxM+JV96soFX+aHGDzxxBOmv991110YM2YMVq1ahU9/+tPQdR033XQTrrnmGpxzzjkAgLvvvhtNTU24//778Y1vfAMdHR244447cM8992DRokUAgHvvvRcTJkzA008/jZNPPjlPp1a6xOK6FAtBn6cEW5oIdypPEyWybWkSKh1xr/bsy/VzistCCa/peZW/EgXxXWP4dfiihhhjcR294ZhplOBwROTUFSL8GjXl1IWh6zo0zXkTTkqTAeXUdXR0AAAaGhoAAFu2bEFraytOOukk+ZhgMIgFCxbg5ZdfBgCsWrUKkUjE9JiWlhbMmjVLPsZKKBRCZ2en6c9QRu1zVuH3lmxLE2+eZr+G3ebUBZItTcKl49QJ19Lvyb1PXdRS/ao+L0lFuAYMvw5frHldLJYwcup6wrG8u9dq5CAa10uqWI1kR86iTtd1fO9738MxxxyDWbNmAQBaW1sBAE1NTabHNjU1yX9rbW1FIBDAyJEj0z7GyrJly1BfXy//TJgwIdfDLgnUMVNBnwf+Eg2/+j0afHkslMjk1JXmmDDDqRN96gZa/Qpw9JUTMWv4lQJ42GFtgMtiCXNaSr5TVKz3HhZLDF1yFnXf/va38fbbb+OBBx5I+TerbevGynV6zNVXX42Ojg75Z+vWrbkedknQn3R6xGzVUi2USLQ0EWPCCt/SpDTDr2r168DGhPm9HoivuLVtBzEQ701FgLNyhyvWZP3h7tRFYnHT/SHfeXXWjRPz6oYuOYm6yy67DH/961/x7LPPYvz48fLnzc3NAJDiuO3evVu6d83NzQiHw2hra0v7GCvBYBB1dXWmP0OZkNLOBIDSp640xIwQIT6vRxZKDMRZEjfljBMlAqU3UUJtxJxz82HThI6BVxOXO+K7VsmcumFLqlM3vEWGdXRivkd5Wdd3irqhS1aiTtd1fPvb38YjjzyCZ555BlOmTDH9+5QpU9Dc3IynnnpK/iwcDuP555/H/PnzAQBz586F3+83PWbnzp1Yt26dfEy5IxJehagLlNj4KHWKgl86dcUrlOgpoZw6NR9Qhl+z7FMX01ObOTP8mh7x/RPhV4q64YcYEzaqJgiATl2vZU3Mt1Nnvfe0Mfw6ZMmqnOhb3/oW7r//fvzlL39BbW2tdOTq6+tRWVkJTdOwePFiLF26FNOmTcO0adOwdOlSVFVV4YILLpCPveiii3DFFVegsbERDQ0NuPLKKzF79mxZDVvuiAuyrjLx9pdcoYQ6USIPLU3cFkqUYk6dXfg12zB5TE6lSOYoRtjSxAlRlFOZLJQYrgL4xqc2oq7Sj4uOmZL5wWWEruvSiZrQUIm93aFhn1NnXRPzLXJTwq/D3BkdymQl6n79618DABYuXGj6+V133YULL7wQAHDVVVehr68Pl156Kdra2jBv3jw8+eSTqK2tlY+/8cYb4fP5cO6556Kvrw8nnHACli9fDq93ePR4EKKutsIPACXc0sSTl0KJ7JsPl0YYGlCbD2s5Nx8W76dHU3IUS0TAlyJWpy6abNY8nFos7OsO4Zf/2gSvR8OF8yfD6xma576htROTG6tN7Xwy0ROOyWtmYkMVVn/cPuwbEFvXxPw7deb1qINO3ZAlK1HnpgGkpmlYsmQJlixZkvYxFRUVuOWWW3DLLbdk8/Jlg1ig6iqSTl2JVb+KCzxfhRIRJZzrhMip64vEEIvrJXEjU2e/5iq+Y3lu5lzuyJy6gLEJiMR0BHyD/30oFiKHKtGjLSo3gEOJVR/tx2d//W+ceVgLbjl/juvfEy5dwOvBmFoRfh3mTp0l/JrvHEOxHmkaoOtAG3Pqhiyc/ToIGE5daYq6mFIcIPvU5aOlicvwKwDc/fKHMq9mMImaJkrk2KdOqSbOx9i1ckcIadGnDhh+bU3UjUMpOdfZ8MGexKShx9fuzKpFhnhsfZUf9ZUJMTvsCyUK7NSJda6xOgCAhRJDGYq6QUAsULXBZPhV5tSVxuIdVao1hbtWjNmvQZ8HExuqAAA//vs7OPWXLwx6mDKizn7159bSJK4bOXXe5PvJlibpMSZKGCG74eZsqhuHUiocygaxmYvGdfxzvX0PUjuEU1df6UedEHXDPfxqdery/H6IjZQoTGGfuqELRV2OvLBxD67601vY3dmf9e92hSyFEiXm1MnZr3krlDCEkROapuHP3/oUfnj6TFT4PdjR0Y8te3scf6fQRGShhEdpPRPPahalUXjigZ/Vrxmxm8Ax3CpgzU6de1HX2tGP7z64Bmu2thfgqLIjopzD39/e6fr3hEM/otKPugrh1A1NYZsvrG5t3sOvyc9qdDLczUKJoQtFXY7c9tz7+OMb2/CVu17PumeQyKkTeTLBEhJ18bgOYcr5vB4lp24ghRKJBSmTUwcADdUBXHzsVBzSUg8AeGfn4I6Ek9M1lPArkF2lckyKOhiFJ3Tq0iJD3h7l+zfMRLA6dSab8Osjq7fh0dXbcffLHxbgqLJDvUZeen8v9naHXP2e6tSJFJXh7tQVuqWJ2EiNTjp1bGkydKGoy5G+ZCLzuzs78fU/vJFVmLAzXU5dCbgRaljQ69Gku5aP5sOZnDqVg5oT1dLv7uzK+XXzgRwTphRKANmFYNVZul46dRkxml8b37/h59Qp4dcsnLqt+3sB5P+mnwuqux/XgcfXuQvBttuFX4e5cyQastcGCyNyxfU1ShSmDPP3eyhDUZcjYWXBem3Lfry2Zb/r301paVJCY8LU3Dm/V5MVqMUolFCZOTYxNWRD6yA7dUqfOvX4VSclE2qfOj+duoyoIW/hbA4/Uac4dVnk1G1r6wMA9EUGX9SJ9UysIS9u3OPq96RTV6WEX0tApA4mohq6ub4CQCEKJRJrlCiU6OiLZJViQkoHirocsY702p+FXS0LJSxOXSn0qVN31z6Pp6iFEipC1L076OFXo0+dphkh2KzCr8pECe8wDSdmg+wNqDrFw6xaONfq1+1C1IUHv+hKCHFR/LS9vc/V74nKy4RTl3SmhrnIEG6tEHWFaj7cmAy/RmI6+rKcnENKA4q6HBHiZ2RVYifZncXOyehTZ24+XGpOnU8ZaxUZiKhz2adOZUYy/LqrM4T9Pc6CeW93CFf96S289P7enI8xHeIzEeJCtjXJYsGLqk6dZ3iKlGyQvQG9xqaiFK6NYqJ+v6z5VOmIx3VsSwon66zQwUB8ZpMbsxN1YtOrFkpE48NbZEinrq4wTp2IPI2o9MuNZ77ny5LiQFGXI2LBGpm0q7MZQp/Sp66ExoSJcKNHAzweLed5pyq5OHU1QR8mJW8GGxzcOl3X8V8PvYU/vrENtzyzKafj6w5FsXZbh60TEFWaDwNAwJd9WxPRfNgjxoSBos4JNeTtG6YiWP1+uV1b9naH5LXWXyABtHV/L7a19bp6rHDqJo+qBpBw4HpCUURjcbz5cVvakLpI0h9RFUBVwCtFRinkCQ4W4jswVjh1eXYu1WtO9AYUom7d9o5hX6gylKCoyxGxIDVU5S7qStGpi1hEjNFSIPeLOpecOsAolnCqgH3w9a149r1Ers6eLnfVdVb+78Nv48xbV+LNj9tS/i1qcRlzGRUm+/6Zwq+D/1mXKkb41XDqhtv71W9y6twJtG2KE1YIpy4cjeP0m1/EmbesdNWAW7g/DVUBuYHd0d6H+179GOfc9jJuf2Gz7e+JKtnGmgA0TZOTd4Zz8r5wa5vrKwEkNjn9WeT1ZiKqFLNJUdcbweqP23DGLStx5R/fyttrkcJCUZcjwlVrEE6dy11kJBaXYYRiTZSIxOKurfSY0ngYAEYkw8u59i2KxuKyRUo2Th2gFkvYV8Du7uzHT/7+jvx7pjBtOj7Y3Z38b2pPPFn9KsKvOTiXRkuT/FQTlzsRZayav4Rc7GKSi1MniiQAFCRU2d4bRmd/FG29EWxs7c74eJm64PNg3IiEGNne3odVHyU2T6JS18q+7sR1LBrhsgGxkVc5ujYoN4b5fD8iSm/SOsWp25RcG+02vKQ0oajLEbFgCVHntkJNDSHUJEVdLsn32XDx3W/gqKX/ctUoWb24AchdW284lpPoVAsvsmlpAmQulnh1y370hGNoSYYk2nojOTk6ItzT3pcqCqOW9yOYDL/mUijhU/uuDbNwYjbElOIU3zAVwaqo63Ut6gyRVIhCCbUCdd2OjoyPVx16VdS9nxQKdsIzGovLojMp6irM4cDhiHDqqoNeaQZ05VPUxQwBroZfxUZ5b3eYUyaGCBR1OSIuApFT5zbfQ1yIVQGvFDkBb1IoFMipW7O1HX2RmNwhOxGLm52p2go/tGR9Qy6Lqip+shV1Ivy6aXe3bf6ICLceNmGEPMZsqpCBRE6eGF5td35RS489WamcQ0sTrymnbng5T9mg9vUbri1g1PBmt8vqV9Wpi8b1vK8nqmO4brt7Uef3edCSFHVb9/fhgz1JUWcjPNt6I9D1xGB5UYQmogXDWdQJp6464JOiriOPUzbUlAdV1O1TGkYLMV7KDOcKaQFFXQ6oIcVsc+qsRRJAYcOvUSX06uaiFLk8wj30ejTZ8DInURdVRZ376lcAaEpWeoWjcfTY3AD2JBecproK+TmI0I1b+iKGA2k3xNpauTuQnDqvWk08zJynbJB96pRwdTg6vN4vddPgtvp1e5u5ujTfIdhuk1OXudWQLJDyahg3MiHqXv9wv7x27I5P5NM1VAXkxlKEA4fzkPkexakzevfl06kz0m7qlTYy+5SUlk0lLurWbG3H4T9+Cg+89vFgH8qgQlGXA+oNWYZfXYq6TsuIMKCwok7NhXt/T+aLsk3pESUYUSUaUmZvv6shGE3LTtRV+L3yvbGz/oVTN7o2iMaa3ESdeqOwyxu0OnWGqMs+py7RIkb0/RtezlM2GL0B8zOmbiiSy+xXa1VqvkOw3SHj+nh3Z2fGhtDGhshw6lYruVl2Fbri+hXXM4CUaszhSK9w6oI+JfyaR6dOGYdoF34FSs+pC0VjuPlfm7B2W8I1fmHjHnT0RfDce7sH+cgGF4q6HFDFV4Ml/BqOxh13UE5OXagAOXVtWV6UQjyNrMrPoppLOxOVEQ67dJOoq07k3+zrya4CVp1x2GHzGlElaR9Qcuqycepswq906tITUdorcEwYbF1qK7qum8KvQP6dOjWnLhyNyzBqOuSGzufBuBEJ111NJXVy6kQ+HeC8BgwHwtG4FMhVAV9eOhJYiSrjEEdUGlMlSlnUPbthN254aiN+8o9EsdzOjkTOeDbNussRirocEBeYphmhARF+/fKdr2L+smfSVmIa0yQMJ0xtsJrvnAD1OD7Y0414hgR9sXCOrFadutwX1YglfJktTvk0+XfqzL+r67pp9iugVL9mIeriuuLUJUXKQCZ0FIv23jAeXrXNdfgvX9i1NBmKInh3Vz8eXb0tJwc+W6dub3cYoWjclIuW78/NWuG/brtzCFZt3D1uRFXKv9s5iUY7E0PU1Zf5/Fdd1/H3t3fg43321cDq51gV8BakGjicplBCXU9LTdSJTYx431o7En/Ppr1YOUJRlwNqWEH0UBJfpDVb2xPNbNMkEhs96gynLpgslADyXxXZpoiW/kg8Y1d34VzVVxpOXd0AnLqQsrDngtg12gnK3UlRN6Y2KHf2A3HqrK9hnYMLAEFv9uFXUZHrVcKvQ6Hv2k1Pb8IVD72FFa9tLfhr9YajuOKPb+Hpd3aZ3NGhVv2qbsr+3xPv4bsPvoXH1+3M+nnUnDo3ok6EXpvrKuRNOf/hV6uocy6WEEI84PVgdG1QfvcFdn3W9sp2Jsb647at0lBNkn/9wzZ8+/7V+MGja23/XTi1AZ/H3Ecur05dcp22tDRR19Pt7X1F3+A5ITb1u7r6EYnFFaeudI5xMKCoy4FIUqgEvR5UJ4sIekJR9IajcqH6cG9qzzNADb+m5tQB+c+ra7PkomXKq5NOXZVxfPUDCH+oIZhcqJcLuvk8YnEd+3sMp06EwbN16lTRaw2/Rk2iztqnLsfq16Tj98T6Vsz58ZN46p1dWR1vMXn5g8TYtWyFci689P4+PPzmNvzyX5tMSduBIRR+/cua7Tj0R0/i+eTgerHpsIZF3aBuGnrDsYyCRWzWxo2oRIU/sUnMd/hVVO6LDdT6DG1N1Gvf69Hk3FKBXU6dXfjVjYjp6IvgjFtW4kt3vDrkxN329oQg39ttf52JljY1yXuNWJvbe/Ij6uJxXYbFfYpo3NUZkvezqkDiO7V5j/19bTDYlWzRpetAa0c/Wjsp6gCKupxQrWrRay4S09HaYfSB+3BfOlEn5r6m5tQB+Rd11jDwBxks9DabnLoRA9gZqrv1XEiXT7OvJ4S4nhhn1lhthF/3Zht+Vd6frlDUJB7UdiwpOXVZiIyoqflw4nk27upGW28Ez2wozaTejr4INu5KfFeyEbC5Iq4L1Un2ezxKDmLpi7r7X/0YXf1RvLJ5HwBDtAzE4QYS359M4X5R+TpuZKW8Aed7qoRw6o6a2gAAWL+j09GxViMaAGSvOoGd6NwnRZ2a0yvc+vTX9o//9g7W7+jEi5v2mjZqQwGxmUy3poj3XXyu9cm12bphz5VI3LzOCVEnrsWAz4NZLfUACh+C/cua7Xh41TZXj92tTBD6YE+3vEcw/EqyxijV96A6YIizj5UO6ZmdOuP3vMr4qHw3IBaFEiLysWlXJlGXHKZt49QNSqFEmpw6Yb03VCc6rItCCeHe7e0OudqxW28Aat6OGvLze6zVr9k7dT6PR37OglwqiouBWqWYzbnmithdq5uQoTT7tTsUlV33RdhTiLq2HCadWN/zTAJNhJ7G1leiMnnzt3PCdF23dYRicT3jcYq16/AJI9BcV4HecAwvbNyb9vFGTl3iOy9EnXCc+iKpDqTYlInrGVDXH/ub9ZPrW/Hwm4YQcDubdiA88NrHuOB3r6R117JBnFe6Db347MW9ZuQAcpztUNe5gNcjoyOCxuoADhhTA6Cwoi4UjeHKh97ClX96y9V0IFXUvan0YO1x4WyXMxR1OWA4dQkxVp1cRLcqYZYP0yS92rU0AQwnK+9OXXI3J6YzZA6/2jh1A2j+GbHs1rNFtFOx7tLVIgnA2Nnv6wnjyfWtOOKnT+O25z7I+PzW5203ibrEsXs0wJMUY0bz4Sxamuhq9av5fSjVNg3qIplN/mCu2FV4+jweBHxJp64E5iI78ermfdKVFu+XCF3lMmLP+v3KFFLakXRVWkZUoNKfuPnbCcGbnt6EI376NJ61OMRX/HENPvmzp7HZYX0QDkh9pR+nzR4LAPjbWzvSPt567YtedYe0JNYiXU8Vr9Kpq1WqX+X6E065WcfiOn7453Wmn1nD3U+sa8WmXfajBnPldy9sxssf7MOKPPREE2tAurVffPZVwcR9ZmS+nTo1IuHRTO2sgER7mQOLIOo6+6KIxHToOlx9XuqEpFXKJjTmwtkuZyjqciCiOHUAZF6dOstw6/5e22R4O6cOUMRCvnPqkjueT05OhEzeTzOdQT5eiLpqu5y63B2HXKtf07mEVlEnquX2dYfxr3cTNyw3Xe+tC6O6+41YpmsA2Tt18XhikQISC6a1DUSptml446PBcepUVKcuUuJO3YubDMdKOHUivJjLdWO9wWcaQ6g6dU7hV5Hvt9oyy/PNj9sRjetp5ywD5rXrjMMSou7pd3elLcgQIldcM6fOGouDx9bhq5+aLB+juokJFzG1UEKsAZGYnhKy3dbWi91dIQR8Hpx8SJP8mWD9jg5ccu8qLH5wTdrzypZoLC6jMn9/O/siGCtibUuXYiA+R+FwCpGbrzCzWlkuTAo1otBQHZQu6+6uzKMmc0Wt5s3U6Lg/EjO12Fn9cbvp34dzCJaiLgesuSIir04tSY/GU/tGAWpOncWpK1AD4v3JC3/upJHQtMQC4pR3JpJvR1Sl5rQMxKkbaPjVKn7ENInRNULUGZM9Xt2SyGlyU/JvdVHUcKhaESbItk+dGjb0eDScODNx43EbQunoi6SdfVsoorE41mxtl38vRk6dXW8pnzpWrcRz6l7YtEf+vxAe/VLUDSynDsjs1O1MtnMYW1+BSr99+DUW1/FeUrTt6jRCV7quy02S0zUuWprUBP2YM2EExo2oRG84hmfTNHsNWyrfD26pw2OXH4tTZo2VmzxVpHWFonJtVQslEiMVE4+3vpfCOZo6qhoHjE64SepkjfXJyRdqvvNA2d7eJ6/rDa1deH/3wFzATE6dNadupBK9yEeYUW08rGmJP6pb11gdkIVohcxXVJspZ3IEd3eaw97WDYx6vYSiMbz5cduwCclS1OWAVaiIMVpbLbkcW2yKJdI6dSL8WqCcupYRFXKh3NVpv8BFYnF0JS+GfDUfHnD4NY2gtDp1tUGfXPhF6NtNx3Vxk6hIVrWqr6POrhRk26dObYvi82g487AWPPzN+Xjokvm252Xlij++hVN/+aLM1yoGG1q7TItkUcKvFtHi8yRuLkOh+nV7e5+pKlCEXaWoy6lQIvG7wjFxaqgaisbkRq1lhJFTZ20/8fH+XimiVMelJxyTP3cUdaIKs8IHTdOkW5cuBBu2uX4EskJX+Z7tTV7TNUGf/HcAJpFhPT5x8z9wTA3Gj0z0wlM30+Jzyef0hS2WfOm/vTUwt07k8aZb+8XnaOTUJdbEaFx31Zg6E1FLL07APFGooTqAhmTkxk2uW66o+cyZGltncgxVp+63z2/GObe9jBuf2jiwAxwiUNTlQDhN+FUtlACAj2yKJTptWpoARogi7y1NeowcuUxNPNUF0zwmzFhQs93tiPMJ5tups4g6TdNMydWAu2alIvw6ubE65XWsjYcB4zN3K3TU8VaiIGbupJEyvNRtqbhV6Y/E8EIyXPaiQ0J6vhECUkx1y0f4Vdd1XHLPKlz7l3W2/24NLwqHrlQmcOzrDqVtGL1ScekA1akTM4Wzd1SEOypu4E5OnXChKvwejKzyS1HXFzZ/bqrjqzp1am6S0zXTJfOBE+vdqbMSou6l91O/m4nG3eZ1UqXSpu2KmDOqjggTuBN1iRChKuq27E38ezgWz3pzki5s/lFy0yg2gn97e0fWn29Xf0S+P0b4VbdtDi/WOtE/rjLgletpLkU4VqzzrdXXAhKibmSVsbl2cs2fe283zv7VSzltQrNy6rpSq6RV1E3QqmQqyW9f2Cwd7XKGoi4HwpZ5oCLXQXwphU1uVyzRaVkYBYUIv4ajhvPWUK2IujRhSbGI1VX4TDkVak5Ltm0SBurUyXy+PvtCiTFKQrX1ZtCZYXcei+tyQZ3UmNjlq6LOmPuqhF+zdOrUkaVq89XaCr8UTenckTc/bpML7lvb2l29Xj4QIbppyeTofIi61s5+PLG+FXf/+yPbm6tVtIhqY5lTN4hO3brtHTjiZ0/jmjTNYTcnN2+Tk9+h/kgMsbguP7tcrhvxnguHxMmREa0nWuoroWkaqqRgMr+nGxRRpzode5QqwnTfRV3XpfshIhPifDv7oymfaVTJJbUVdTYVunvljTqY8vh0vTJF7tW0MbWyEGNbW68UWaqDmo1bd+szm3D4j5/CP2xy5oRTd84nxiPg82Dznp6M0zVUtrX14pjrnsVFd78BwPye27l1Il9s1rh6+TMjBJtehG/c1YV/vL0zo+C0zrcGzJv6UTWJe4dYr5yc5z++sRVvbW3HZfevlpsAt6j3pZ0d/Y55cSLadNj4Ebb/rq4nm5PCPhSN44Yny9+to6jLAWubjhqLQBNfNKtNH4rG5O+mzamL5S/UJUSaR0u8nuiNl27hFvkSI6vN4kjNack2BBuyvFfZIpy6/kjcdAOQOXUmUZfq1DktaIl/T/y/cOpM4VfL3FfAyKlzm2dmderU/xffgXQL86ub98v/f2tre9FyQoRIEDlKdq0xskWdHmDXINoqWsR7Lr43gzlR4p/rW6HrwNvb7AtvxHdB5B31hWMp71k2lYpxRRCK53Ry6na2J4skkvNVK9MUSryz08j92tsdlkJ5T3dmUdcbjskGtWK9q6vwy42KNSyninC/L7VISjp1ipu4Vzh11anui8jxVZ1EXddl380Dx9TIZP6ecAwdfRHE4rp01YDUMWfp2N7eh5ufeR8A8Pb29pR/Fz1IZ7XU49RZzQCAO1ZudvXcALDita3o6IvgtS37oOu6bcqHIBSN4e1kwdfcSSPlz41iCfvvVSgaw5fueBXfuv9NXPfEe47Ho85aFpjDr0FTU2Ind1DkM25v78NP//6u4+tasYpAp56qwqmb0FBl2gQIs0Q4//2RmMm5/dOb2+SmtVyhqMsBq/skdq6CT0waASC1AbG6U7QKwUK0NNmvtCfxeNLnpQjExaoWSQDmnJZsk74jNrvAbKgJGq6hetzW8CsAjLLcDKLx1Go5FbEg1gR9cmFQQy7qDFKBrH516RyJkJ1HS7yPKmqrBjtEE1sgEZrKNOItX4j2GFNHJ4RuPpw61cmx6+2VklOX/L6Im3/3II4nEp9DuutGvD/iGumPpoq6bK4b1a2Ros7h/I0iiYSoMcKv5mOwFtyIa0h16tK528I18Xo0+Zl4PFraSS6RqLn3mRW7qRfSqat1cOqUa2V3VwhdoSg8GjB5VBUq/F65Hmxr68O2tl7Te+nWqbvhyY1yHbYT06IH6eRRVfj6sVMBAH97e6er6zMai+OhVYmxe/2ROPb3hE3vgXX9X7e9E+FoHI3VAemMAplF3V/W7JAh9t88/wF+/2Kq6PxoX0+iS0PcLqfOuD+Jz7gheV9wyqvb3m44wA++sdU2NJ+OTksfQqcQrCiUGF0bxLgRxqQS0XpFfG4f7euFrifu0Qumj4auQ6a0lCsUdTkgRJ24wVdbRd3ExI5qW1ufaefVm4zzV/q9KU1oC9HSRFx8wnkzcursFze7EWGCbIslNu7qwvVPbJA38FxFnZ2g7I/E5AI9Ok34Vby96c4VMDdarreZLxm1CR0bTp2xEN+xcgue2WA/7stuwRSkm5YBJM5xdbICVTgXb23N3KJloOi6LnfbU0aJ8OvAnTrV2bQTdVZXSVQci9FS+axezIa+cExWAqe7gYobsdgM9YXjKZuJbBxu9b1y49TtSL43Lcn3SqR/qMfQ2R+RokM49iKE5Sb82iUrX32mzYlsJWS50QsxpWlIWesA+5w6OSLMxqmzW3/ETX9SY7W8LscrIVjrSKuuUObP4N2dnXhktdHIuNdSoBKJxaXzM2VUNWaNq8f8AxoRi+u4a+WWjM///MY9pnxGq3Cxhl9Fv8hPTBppet+dwq+6ruN3LyRE3KHjEyHbnz32rily1B+J4cxbVuLsX70kNyD+NE6dWH9GygpY++ugPxKTn+HphybyLZe//KHtY+2wpgU59VQV6QNNdRUy7B7weWSxTHfycxM5lVNHV2Ns8vooRuHXYEJR5xJdNzquWzulW123g8bWIejzIBY3jw4TC5jYSatkk1On67qr5Ou2ZHsSscOqy+TU2TQeFhiLauYw0gd7unHeb/+N2577APe88hGA3AslAFX8JF5b3ISCPo/JJW1IFkocMLraCNc45HWojZbtBFbYJixh/Zw27urCT/7+Dq7609u2r6HOfbVS5yDq1mxtRzgax+jaIE5Jhnje2taOSCyeMqM2n3T2RWUodMqoxAKZj5Ym6mZlb1fqd8iaP+NNvudiId5ZJJfSyuqP26Tb3BuO2d4QxM+kUxeJpQyrzyb8Kp7PoxnP6VT9Kt6bscnwY6VNZemGZOi1pb4CU5NhdSEuVFHXlVbUJX5eY9nAyqbfFqGutn2yOtSAklOnHON+WSjhLqdOCCKRJgAYUyu2tfWlVFC6cer+smYHdN1wF63fy+1tiXYmFX4PmmoT383/8+mEW/fAax9nbKO04vWtpr9b+7FZ13+R5K+GXgFjA2H3vXruvT3YtLsbNUEf7r14HuZNaYCuw9Rwent7Hzr7o9jfE5bvabqcuobkZzxSOnX25yh6JVb6vVh8wjQAwDMbdpsKcZwQn48Q5k7Tj4RTN6Y2iJakQz22vgI1yQbNYhP0QVLYTx1do6Q4lXdrE4o6l/z0H+9izk+ewkvv75ULlrWliaChKmC7kxI7okq/jajLoqXJ/a99jMN//BQeW9vq+Lj9lkbCGcOvNiPCBDKfojeCv761I21blF2d/fjyHa/J57IK4Fywumi7lYRq9YZxWHJXevxBY2RuhVM1X7tyviOU6i6BLPV3aD4s3IC93WHb3DNjRFjq+ctpGTbHKEJ+86Y04LAJIwAAKzftxek3v4h5y552PZ7omQ27supzJ9ycxuqA7E+Y7/DrHjunLk2hREvyJt3a2Z/XXnUvvb8XKzdlDg2pIXDA/toR70+dSdTlHn4NyYpxr4wCOObUycbDIqcudaLEhtbEd2Dm2Do01SVEk3A73OTUySIJywY2ffg1feUrYO/Uide2W3/sptoIUTetyRB1alsTa06zm5w6IUBE6oHVQRZtqiY1VMspMwumj8bU0dXoCcfwzLvpZzl3KLOehatqnZygRnZ0XZeTEqyizqnPpdhIn3/kBNRV+HH8QWMAAC8qVdo721Mrnn02os7v1eT9TRTtpNugqFNNpjXVYu6kkYjFdfxJGeHmhDiOOclIl1NbE/HdHVMXlE5dU12FbPsirhexPk8dVS1Faym3R8oHFHUu2LSrC3e9lLDW123vSGmqqYZfK/1eVAa8tjkgYgETpfAq2Th1D72RuEhe/3C/4+OEsygW3jqX1a92Tp0QILc+8z6+88Bq/Owf9kmwd67cgu3tfSnDu3MtlAAMp044VOq4IpX5B47C69cswtWnzpRFCE47Z9WZNFqnKDl1oimn2nzYUv2qdq+3NsRMPEfSqbMRtcZ5pS6SIuQ3b0oDDk+Kund2dmLjrm70R+KuxvU8u2E3vrb8DXzpjtdcCyJjYa5UBGx+CyVUZwhIFAYId1Dc7IU7OqomCJ9HQ1w3z3rMlb5wDN9/+G184fev4mvLX89YoffKFvM1ZncTDVty6qJxPcUVymaqhHi/g35jtrRT9az4zMQ1Zxd+Fa7H9OZaNNUlBEW68KtdBKBbCb+qiDZCe3vMn02mpuN2OXVCsFmLyAD7DemmZNPfA0eros5w6sQNXVy+bqoxhcAV1fBWp07NpxNomoZTDkm46U+/a5+GASSESCyuY2SVH0ckJ/xYnTp1A7V1fx/2dIXg92qYrVS+As6jwj5KCs/jD0o0Oj922mgAwCub98vv1g7F+RZrpF34tbHa2DiL8Gu6nDqxIRyXFNbnfXICAOCPr291VeQlrpk5yfXuo309tutWOBqXpkFTbQUWzWzC7HH1uODIifJeLD63zTL8WlOwBv+lBkWdC657YoOs/OqLxFIWrBpTCDCZv2azs8xH+LW9N4y3k+0tMjWC3N9jFmliscwcfk2/qIoLd2Oa2XzCNfjqpybjgORuF8g9pw5QHa3E8YmwUpXN+zi6NgiPR0NdpbnNjB1qDuEI5aYhekXJPnV21a/JxVEdDbfLpiGmDL/ahKBG2OTxCUTYflJjolN+teVcM4WSYnEdyx5PCO+93SG8/ME+x8cLtisCQRWwA628dSqUUG/sk0clvjMiB9Hr0aQIyUePqf9zzxsyBBaOxbF1f/rn7I/EsCbZTkKITTtRJ85thLLJSJkpnIVTJwRw0OdJuUlZ6Q5FZXGDU/hVCJrG6oB8P3fbhF/TFRd1pXHqGmvsnbpM4wErA56UYxTioq7SrVOXEC8iOR6w5NQlb+jTm2oT5+DCqRPvhaiGtzZwNkRdtenniw5OCKjn39uTdg3vUyI1ohWTU/hV9HqbNa7e1IwZSN+/EzDOU6yBBzXXYlRNEH2RGN78qB0AsEO5lsR7qkYTRIhefW9FGk+66leRiysKF06fPRY1QR8+3NeL1z/M3LdOfP5Tku9tXLf/3gvhHfB6MKLKjwkNVfjbZcfgM3PGyXtxTygKXdelsJ9Cp44IXt28D08rlnpfJJbSfFjNqbOGOtWLTiTXV/hSxYjb5sMvf7BPCsxMok6ItAZLoUSm8Gu9Q06dYFtbn/2OXln8xQ4RGJiosx636L9lJ44F0qlzCL+K92dEVUDeSOK6cQMzxucozYct4Ve14bRdSFo8h11OnVNF8V6lZYvXo+Gzc8djdG0QExuqMp4XADy8ahs2KjkpToPXVcxOXeL91fWBN/8NOTh1IlTi0YBJyfNTxYBwoHa0D6xYoi8ckzNaRbXzDodcvcfW7kQ4FseY2iBmNCeEgZ0zIr4LiUkLSD7O/PlkM1XCFH5NMx1CIPLpait88oZmN1FCOH2VAUNQ7OpKNFS2FjnYrQ+yUMLioqXLqcvUn9JulJlw4q1rjfoztVhqr8VVA4zw64bWLpkzKIoF3MwDFZM5JiVFnTWXUVzvQvQJDh8/AqNqAugKRdNGUISArQh4MSYZArdeC+r6LzZYqhMpUEeFWZGiLvlZeTwajp02CoARglXDr+LzVj+r6U21+Ptlx+CW8+cYrymcukzh12SOW3XQh6MPaAQAvJfGBLA77pHVAblht/suinV2dG0wJV/T2ATFsL8nLH9/yqhqBJJrCp26Yc7f3k7cDMU9uS8ckzc4I6fOWITExTbCRkA5OnUuc+rUvIhsnbrM1a+ZnTpBdyiaZvEXzZX9+PT0UfLnAyqUsOxKRW8r6+5VxQi/Zu7EP6LKjwq/1xgV1mt0eAes1a+G+NZ1HVuVHkh24Vc3OXXW9zEai8sbraju/fHZs/DaD07A7OQNyi6UpOs6vnnvKnzyZ0/jh39OTG4QQ87/ub7VVRh1mwyhVJo+s4GGYE2FEhYBIEKv1QGfrHZV83tE/7WBOnXCnagOeDE32XYoXRuKXZ39+NHf3gEAfPGoSfKasCtSUaemCLFiFX85hV9NTp35/d/fE8aZt6zEf/723wCMGymgCial8l5xtw2nrh/7e8KIxXVomvOmL1P4NbVPnXmNtGLNqYvHdbmZqqv0pTzeOn9aiKGAz2Namw4YXY3Pf3KCXE8nNFRi3AijSbITsbiO/T3CqUv8jrWVjHgOa4qKx6PJ3LWn3rEPwZqdugrbx6ibJ2ODnLoej5T5bebPKhIzKq/Vz8oQdYlNjZ1TZxXgs8bVm3qWZnTqlLVDIDZPVtFvR6cMv/scv4tqOxMr1UqhhMipHJccnWcUSlDUDWvETs1oVxBTQgsip84QF06umJMYcRN+1XUdLyjjotw6dWIBEItluqa8RjjSLqcu8RxVAa9siaA2dRSos23nTWmUjsuAwq8yP1E4dekLTgTqudpx7ysf4V/JpOWDx9YlX8d845BNOU2TIHzy79vb+0w5dY7hV4ecOquLs68nDF1PuHvqZ6Fpmnzv7W5Q29r68Pi6VuzpCiEci2PqqGrcdN4cNNUF0dkfdTVqzMjPqrCIuoEthObwq/l7K5y66qBPOhjqey76rw3Uqduh3HTEjd7OqdvfE8Z//eltdPRFMHtcPb658ADDGbGp/ladNSnqenIPv8rn83vk2mJ16p5+dxfWbu+Qzzt3spFIL1yOcCwuc5LE71cFfKacOiGO1KHtdpu+7pDYrNmHX62fqTWaYaXC0kuvKxSVjcCdnLrO/kR6hMivHG0pltI0DT//7KF4/ZpF+OXnD8fvvnyEPOZMTt3+njDieqINy4SkY2wtUFEdTyuLZiY2UP/asMt2fe23Cb9aUZvPSyFdkSpy01W/dqfphXrMgQlRt25HB/b3hGWaDKCEXzMUs7l26pR86sYMeXiCeFyXvSjrKv2OBsQe2c4k9T2U4ddw1CiSSKYB+QvQC7YUoajLgOxBlfyS2ebUqeFX4dTZ7OyNQon0os7p5rllb4/JWdifoa2JUd1pFpqJOYjm10m0SUlffbZwxhgcMWkkrj3zYJlv4Szq/KgO+nDEpERCsHWHnw3S0VJCL4B9Tp3AqVDi2Q278d/JGaTfOf5AzJvamHydxO+IpG+78TlBn1eG4v717m6TG+Ls1Nn0qZPfEfsRaI3VgZSwrTgvO6dOLNTjRlTise8ci79/5xhUBrw4bXaiZ9Tf384cglUXZk3T8tY/Uf39jr6ISeSJG2dV0CvDZ+r3pSXp1DmFSt0gcn5aRlTK51Svp1hcx+IVq3Hkz57GCxv3IODz4IZzD4Pf65E5slZnBDBPmKmQTp2552NWLU0iSvg1TfXr+uSUgc/NHY8nv/tp/PTsWfLfVMHRm7xWzE5dUB6jOP9RNUHblkf3v/oxrntig/yZtdJfOjE9IdNa5Db8KtZEsfmq8Htk2F9FrF26nlhj5JhAmxs7kMhpPvvwcTiouU6uz5kKJYSD3FAVkNdZJKabRIDT2nPMtFEIeD3Yur/Pdm1UIzXpjlt9LetYNhVxn+nqj5qKCcT6W+n3mt77MXUVmDqqGroOrN3eYbqWjJw6ZzkgRH+bTUuTeFyX/RLVIjlZHZ1B1KmivrbC55j/vVuOiEx1O9UcVDG+T+ToibWMOXXDHLt2BdbqVzX8anXq1J29sVNLfdv9LsKvK5PduUU1ZDgad5wJadjZiWNJN50BSCz64rXtnLqG6gD+9M35OO+TE00zFlNe0zLb9tqzDsZ3TpiGk5JhwFwwWpqEk8eaWLgcw68OO707X9oCXQfOPWI8vnvidPlzka8mkqHtxucAkC1GrHlq9jl1xkQJK+kKJeymZQiMVi2p5yXCk+NHVuLgljpUJSsnT0w6CKKZcTrC0bhcMMXCLCtgBzgqzNrrTk2sFyGumqAPJx3chMtPmGb6XIRTt7OjH5FYHK9u3mc7+DwTapWoSKhXRd3GXV3485odiMZ1zB5Xj9988ROYlkyyd2r2qoZLRQhfhFubk8eeVfNhNfwasC/4Wbcj0aLkmANHYXpTrWyvASTcMfFX0QfOEHWJ0Ja4wa3fkRCHo2uDijtiHOtP//EOfv3cB3juvUTah9U1Ek5dfyRuqtC1GxKvYs2pc6p8BRI3ZDXPSrg16RwvFeFu27U0eXtbO+b8+Ek88NrHRvPjmiCqlOiLKqjF2mMXJagK+OT6b/d5iw1gYvKFffhV3fx0OTh1dcrP1PUj3WxxADgkWUH78gd7TZ+VEX51dupE+LU7lDrrd29PCOFoHJpmNAwHjO/HfpvRgCpCcAd9CVHv1FNVrLN2n71aKCGK2CbKPF0h6tinblgjFiex4PWGFacueRFU+I1FVE5vsMmXcuxTJ3YRDo7IhuTMumOnjZI3j3QXi5qjIo5dDd9ZLxZhjwe8HkcHDDC3DbC+prWf1UHNdfjeidNt80LcYm0MLMLYjoUSIvxq2Z3ruo63kuLmy0dPNoVuhAMpcjHSTYM4PDnb941kY1ARYrITdU5OnZonpIoUJ1EnFju77vitln5lAjF2KVP1X2tHP3Q98X0WNyej2jd/4VfAnFcnUhyqAl5U+L347onTTcPLZQPijj7c8q9NOO/2V3Dj09kP5hYjjBJOnQjppjoWU0dV42+XHSNbQgCwbXljnJu4WXvkd1I4c+LY23ud5xDbPV/Q55Gfdygal+9hLK7jnaSomzWuLuX3NU2Tgr5XijoRfvVC0zR5QxSD6EfXBlPWhlA0Jn9fiH2r414V8Mn1TBXq1vnYVioD9k6dXehVINaB/b1hR7fGSk1QuNup3/8/vrEVbb0R/GXNdnndjaoNwO/1yGPvsSk4SbdGCjFoF+qVhRL+RAqLXZ6x2amLJI8/VaD5vB75eanfSTX9xcqslsR3xZrz1ylFnbMcqK0wTAHr5kakRjTVVpieJ13OpRWxSRX3CTXcbmW3g0srPpeeUAxb28yirhCjOEsRiroMhC3d4k3Vr8mLUtM0eeE1WEKd6pdfrX6y4qZQQuw8JjRUGXP40oR1uvoNO1tNPK6z2Y0DkIOvx4+stO0Ar6I2+FTpCSuvOQARZyW1+jW5sLoplLCc54f7etHZH0XQ55FhVMHUpE0vcjGiadyGQyeYe0aJG6tjnzqH6lcRUhKIkn27naizU5dYWJuVpHnAuCmka7761tZ2nHnLSvz8iUQLFBF6BVKbLeeKdcLCx/t78dW7XsOvnn1fOiHpQvRCgO3tDuPBNxLtSJa/9KGrvmMq29sT3/Fxiqjb3RWS17PTDdGpUtnIH/OmtD4R+WtRZcOjous6rv3LOnxt+etStKk5erVBo6JWfP+37O1GXySGSr9XjnKzYu0D16sUo6jHtWZrYmOiOnXidexEkN3mTGwA1F51mcKvFZa2Kx0uRJ1o2bK9rc80USATTjl1r25OVKpu2dtjVJwnQ8ri+6i6Wn0OOXXq79g1i+5TIjWapplEiRAjdoUSdk4doI7tMr6TaqGaFbFRso5Pc5tT5/FoMp3AKtJ22BRJAFmEX2U7G5/pv06FEmPqUgW9mlP3sXK/BMBCCZLAmOuYFHVKmFJdsMRFJL70I2zEU390YC1NVDtZjG7Z35MqJABjh2PNUUlXVbRZmZGXCbvQFWDcBHwebUDVrlasvYf6RAjEwamrrbDfnQuX7pCWupQbjjj3zclO5mGbnDoAmDam1rRTF41Eu0LRlIR24cDZLZhqSEkN0zs6dQ65gumcOnFTSORSmh2znlAUlz2wGmu3d8gJJWpOjOxVN9Dwq+V1733lIzz73h7c/sJmmUIg3CUrI6v88vsk2lR0haJ40DJyKRPCTRg3shKN1QEEfR7ouvG+Od0QnZq9qoUNFZbqV/XY7QThC5v24u5/f4RnNuyWAkO810G/J9FzUW5QEt8t4a4d3FJnu1kADJHQG44hHtdTEvw/mfzOigKH0UpOnfhu2Yu61M9olE2IzYhmZMqpi5te065HnUC0u/lof49pokAmairsXfu93SHZJ25XZwgfJje2Ik9QvIdCXEVicblJq/Lbf1flRAObtBhrpEZ1GcW1HlauE7EJs8upA5RiiR53Tt0hLamuLqBU+WfIqQOU68Ai0tR8VRURfm3rDTumTHT22zt1zjl1dtWvifPWdeN6m2AJv9KpG+aIBdvJqQMSbQ/mTWmQI06cql9zaT4ci+tSRE1oqMo4hy/dzjetqFNm5GViQpqcOjX0msnty4aq5IUa1xOfh1PBiSBd+FVMahB5cSri3Hd09KM3bCQgWwWZ16OZwoMzxxoiz+rWOTl1QGpoGVBEnc0MzHRiFQB2dgqnziLqFLFk/b2fPfYuPt7fi9G1QdkTTYQrgHyGX82//0pSwCTyoxLnW53m5qVpmkloioq6O1ducZ30HI/rMudQOJFyTmjSwUs3Cguwb34LJNxcEWIPeA1RJ/KcKvzetI1iY3Edyx4zJrO8uiXRIFoNvwKprsW6ZJHErDQ3aUCZKhGOyc0kYFTqf+/E6fhGcmYpkHhPUp261LXFzk1tVIolBOFMLU3E7NeIe6duYrLNyMf7erMKv6pOnRoCf80yLeT15N9FuoJ06kJmt1M9fivVltmjKtZIjSpKxLWuukgZnTqbnFzxO3aRkhFVgZRJPyqZnDogfQXsR/uN9iHmY0w8PhbXHfNK1XYmif/aR1oS7Z7Sf/aJ9ALj7w3VAfk5slCCAEgdAdSn5NSpDs43Fx6AB79xtLzY5SBu5fFucurSWcO7OvsRienwezU011UopeL2Tl26RTLdxSIqhaaOyuzUid1YV7+5V52T0zEQ1DBrdygqd/eOLU0Ud0NdyN9KTuM43EbUNVQb48K27O2RgswuhKT+/sSGqpTRS4KYaD6cRuTWy1YZNqLOZtFyatXSmhQtVqfO49FsQ7CrP27D/a9+DAD45XmH4x/fORbfOu4AXLLgAPmYfIVf1bwzK2LkmXVqhoroVQcAP/uPWRhVE8COjn784+2drl5/T3cIkZiemFCRvJmKUJFw8JxcDtHuxirM1Os16Df61ImvXKXfm7YdyqOrt8s8WcAQumr4FUBKAcO6ZHHDIZbRUSpq+FUVIyJKEPB5cPVpM3H/xfOweNE0HH/QmJTXsQvX2wkMsRbttcmpy1j9agm/1qURMIDRZPjDfT1GSxNXhRJGmoPqoFnn+grXbnQap04cq8+jpRWrTrN6ra2YTKJOOnU2hRJpNjt2DYjFGpzud9QcTKvT5abtlOxVZ7kOVicnr1jHmQV8Hnk9OYVgZfg1g1O3t9to99So9NATaJom3VLAMCAAI42Gom6YYy2U6IsY4VeneaZqGMGaC2Y7+9Xr7IiI/ICWEZXwejQ0yARU+92PtfLVelwdlpwsEXJ049RVBXzyglLduk6Hm+JA8Hg0I5wUisnwq2NLE5v2LZFYHOuTCeaHJYsdrKh5dXZ96gSiSz0ATBhZZerSr+LeqTMWPBFasq9+NZw6awsJcaOzOnWAklen3GyE47Ng+mjMP3AUJo+qxn+dfJAMVwCqqBto9Wvi90U+psr7yRme6Zw6wKiAra/04/iDmvCVoycDAG5/YbOrAgThcjfXVcjGxi2y/13i3zrlDdHG5ag2rn91CoJa1RvwelI2GhV+ozmu9Ub4+xc3AwAumDcRQKISszccNVW/inMWxxeP61ifDL/Oakkv6ozwa1Q6TVUBr6lKFkjMS168aHoyed8c5hXXc4vyfbJz0qRTZxN+zZhTJwsl7Oc5q0xsSFybW/b2yGa2bsKvQZ9HXsOq+yjC3aMsjrhw6qplTl3U9F+nzaTTWLd+y2ZU5IRpmpF7JhzOcNRYt2ptvo+A4R6bc+qc12D1O6OOAAMyV78CSh6fItC6Q1G8uzPxnTxC6ZcocNOrTnzXxKbV+M6b30e5NtYEU77LArVv7HhlLWOhBAGg5tSJ0v0YIlEj3JIOr0eTF1a7pb9aLs2HreXZDdUiYTU7p85uB9QficmbnpucOkDJq1OKJTItKANBXSylOHYQddUBr6xIFgL3vdYuhKNx1Ff6TaOFVNQK2Kic/Zr6OX9i4kh4tMTCOro2aOrSrxJzyKkD7MN6zjl1an6cefSWricE6Khqm1J/2avLWCSFayHyXuwIJr+r1pYk2SKOdfzI1PCP2LCoi7GV6U2Jz+WMQ8ci4PPgi0dNQqXfi3d2duKl91Pn2kZjcVOFrZHzYwiUlhHm77DT97c2TTsgscHzejT4vJ6UDVuF3ytv2NbKWeFsfemoSWipr0AkpuPNj9rley3WCbVn19a2XnSFogh4PZjWlH4DprYM6Y1k3gQBqWuDEEDTmmrxP2ccjP86eUaKAAKUUWFqoUSW1a/SqXPKqUtes7s6Q4jriTZBjTbfdSuaZqzFwn3c1x2So6s+O3ec7fnI/Djh1DlMBBLYFVcI+i2/L67v2qBPftZi/VedvnTXhZ1TZ81Ns6KmjVhFnd06Z8W47xiv+dbWdsT1ROi1yaZ4QYh+9V516zObcMHvXpHXqNWpS1fQZxRJpP/c1c2hmkpihF/Z0mRYYw2/RmK6LHF3cuqA1Bu20ySEjKKuTfQgE6LO2alLG361yTX7cF8PdD1xM7OztO2wq4AtVPgVgGkGpqxAc9gxa5qWkvgt8ukOHV+fNudPLZYQc1sDNoKsZUQlln/1SCz/6pGmFhHW8KsQhp40ryd328nPsScUlWLLdgxOwKiGVD9DUfnaVFdhu4OtlaLO+J1M7RmAfIZfE6+l5tyIMLHIn3Zy6r589GTcdN7h+OHpBwNIOAbnHjEeAHB70vFSuXzFGsxb+i/ZnkbtUSeQ4deOzKJO0zR5Le3uDOGB1z7Grs5+pVFw4n2ybjQq/F4jD8niVKiOnGiA/eqWfSk5dVJs9UZkMv/U0dWO4bJKpVBCtIxxEiPq61gLJWorfPjaMVPwreMOtP29Rjn/VQm/xtJfO4Bx7YajcVO+lZOoa6wOmEL0o2qCaR1wK0axROKcRDuiGU21skG6QIRfZSg1eZ30ubherCFbFbkZ9ZnDr/VV/pQkfvH7lX5vWrE10rJ2AOoabH8tHaKEXw+wRGX8Lt5LISQffnMb/ucv67C/J4xVyfdy7qRUlw5QqqOV78cf/v0RXv5gH37wyFrouq60NDE7ddbw6y4X/QnV0PMEJTIg3uOBrmWlDkVdBqyiDnDf18f4Yia+zGqfIiuZWpoY7UwSN6JMTl26ajK7i2WLUiThtsDBrlddsZw6EcbI5DwYDkfiuESIwJr3oSLDr3t7EI6md+oA4NPTR8vcOiOnzvx5tGdIALeO+xE716qA1zYvxuPRZDWc2tYkXeWrwC78KsLY1WmqToE8hl+T15FwQiv9XvzHHLND4nQcFX4vPjNnnEmYXHzsVHg04IWNe7ChtdP0+Hd2diIWN3oS2o0wklMlpFPn3ABXCPCbn9mEqx9Zixue3CjfF7Eps240Kv3etDMzjapZL46amhAWr2zeZ4g9f2r4da/LXDK1+rXP0s4kHdaCDLfXs3DL1Jwpuw4BKur71B+JyfXKKfyqaZopNcBN6FUgQpji+y++DweOqTFFJ9RQqLXowaggTv9+OLY0sRRKfHJyA+ZNacCXjpqk5FQnx6Y5NB4W1NtUZGf6zMbUVuD8Iyfg9NljU5xeN07dwhljMLa+Al39Ufzh3x/hOw+slgI5naizC7+K79iT7+zCo6u3y76b4n6l5neq6RVO7UwEppy6BuN6Hy6FEvm/+5YZoeQXoKbCB4+WcBVEU1+n8CuQOktULOK5VL9KUWdx6uzGFqmvmU7Uqba2KJI4wEWRhEDkbanOlNwlDmAkWDqqlWaqbnJbgFRXUix4jTYhJIEQHZv39MjxMnY5dVbEDcbq1DmFUgFjwRM3xEyPBxKfaWd/1OS6icpOu3w6wL5XV0+GnltA/qpfhRCfNqYG13/uUDTXVaS8V05OnR0TGqpw3Iwx+NeG3Vi5aS8OajZcCHGeIufTbti4cO22t/dB1/WMN0SR//hMcmbwnu5Qiqtm3bCZnDrlWtV1Y/xU0OfBUUmnbs3WdnmNivde7a4vQpyZHHU1/NrjogUQkNpg3a3zLjYSH+3rQTQWh8/rkSkq/jTRDLXlUV8k5qr6FUiEYEVxiZvKV4F1VJgc41btx8SGKvg8GqJxHQ1VASlujKKHmDxOwH4ikMD6OyrWSE110IcHv3E0AOBXz74PINWpc1pLR9pUVbv5zJadcyiARA6niptCiQPH1ODFq47D8xv34Jv3vomV7++Vbmkmp06Iuv5IzLSeXPvX9fJaFNeeWLujyXY84n11amciSBt+ZU4dURfexKQFowcOAAR8zjd7a8NSp7Bhpj511u7Ywqnb150up06UtpsXBbuZeh/IIgn3os4uF6wrQz7HQKhWOrW7aWkCpFb6ugk3TmqsgkdLvM7OZFWkm8VOOHV7LIUSGUWdpd+gUzsTQa3sVZe9U6fm1LkJJxl96ozv5Vtb2/G//3zPVDAAAM+9txt3vbTF9nnUUOO5R0zAp6ePTulp5VT9mg4hvK3ve68UdQkxp06TEIjPLBSNm0Ryuu+v2p4BQLKowVypalcoIa5V1alTb2pBnwcTG6rQWB1AJKbLPnRGSxPjWhMhLLvcNpVKZRPk1qlTz7uzL2JczxnE9gGja1Bf6UdvOCbHlwnHKd3G1+PRZP5hXzgmXedMTcsnNRprlJvGwwLrqDDxWYysSkyPEOuq+r6K72OPpfo1XT/FxL+lb2ni2P3AMsJKTpNwcOrseieKz8ypitg4VvNj3BRKAAlH74SZTfjy0ZMAJK6HqoAXB1mauQusDYjFJlvTElGTrv6oFOri80/Mrk3NYd0tR4SlF/Q1yXuFRzNf78PFqaOoc0ANharDuuXPvBl2vmly6hwLJWy+cP2RmAzrTWgwO3Wd/VHbL2mmQgmTU5dFj7qU51Hcou4Chl+rlJYcsoosgwiotRQH9EUyO3xBn1e+xyKk56Z/U7o+Znu6nUWa+BxFPpJ8vJNTZ5MfZ/Sos+9DZdffTtx4nG5SduHX/33yPdz67Pv417u75c/294Rxyb2r8KO/vSOralVk7pny3lsFaLZOHWA4pLsVUReP69KF3NaWcOG2JZ3u8coiX+E3Qtz7ukMZv7/iehb0hVN7VqaKOq/SUzI1PAkkvnOapmF6cs5sa/KzTAm/9kVleN7JbQbMgsStU+dVQvsdfRHHvn0qHo+GI6cY4WMARjGZQ96x0YA4ZowJq3IWdarzko2os25qjObQic9GbGjV687IqbOGXzMXSvSEU0WdUWiR+p4IAWOdbpKuNQkAU/9DEaJ0E7YVWDdzbiISKt867kD53Th8woi04dtRlkIJVcBfc/pM02PFOqXmsKr3mGycurH1laYNufj/aFzPaXb0UIGizoGwZTdtvRj9WTp1/Y4tTdI7dcJtqA54peVeX+mX1Z12Xe7TzVK0lorruq60M3Hv1Nk5fpkqrwaCaKCr3hjd5tSJRcHNogwkJkYkfi9xPm46rcubhmWH7jb8uj+L8GutpfUEAOwSI8LS5JoYOXVKM+xIZqdObEBUZ0l8t1qV8Ok9//5Iim3h/KpYw5RAavd5p+rXdIj3SXXqehUHcVtbolFtVygKr0eTDWwFMsm/J+wi/GoOefaEYyntR4IO1a/qdSpErqYZN3Tr2DoZflVmshpOnXP4Vb3hG05d5vdXdQU7syh8EuFjKerSjNhTEaKurSec0joqHWrVupsedQK5qQlZRF3SRRUbWvV9tVa/DrylidOm3nydycbDjuFX0QYlLte2bIrVrM6tm5w60+tXB3DVyTMAAKfOak77OOnUJb+7RmqQD0dNbcQJB42RjzWNtBT3mF5V1BkFYekQ75m10l79LpbzqDCKOgdUgWXXgypzTp3hisXjupFTl2X1qwi9TmiokoUMXo8mk+zt+v90psmpE3/vDiUmJmza3Y3O/ig8GjC50b2osyu4yFR5NRDEoGy1TYXduDWVukqz+HETbgSM9hmCTOIdMBbRcNQ8iiuTSFNv+Lquy0Rgp/CrXQWzMfc1Q05djk6dGmoVYlB8Fv2RGP7w7w/lv4v8TxWr+AHMggfIzakbXZMa9u5Vbqjb2/vwXjK0M6mhyjQyDzBE9Z6uELrDzpuSkTZOXSiDU1cZMDt1wlGRBRZej7ymrYnrKdWvfRGZbpEp/KoW4BjVr5nfX7WSNZvCp3lJp+6ND9sQjcWV6tf0a6QoGBC9Hb0eLaPwnNRgrFF2zbnTYa3+FhWj4rM5+/AWHDq+Hud8Yrz8HWv1a7+LTZDM/bXLqXMqlLNEarpdOG5VAa98f9v7IogpDrWbz8y6uXUbflX50tGT8eZ/n4gvHjUp7WNSwq8Ww+H/nnoQPJq5SAUwbzCARJhXbGqcimTEc1hNCtU1LucQLAslHAgru02PR0tZFNMlAQukU9cXMY3qcSyUiMWh67qpCnWrZTCxoKE6gP09YVtRl36ihHEOrZ39sgHqSQc3Z8xRMz2PpTpJ07SCVr+K3ZcQEkGfJ23zSYE4DiF+3DhTQKpj4svCqQMSC3KwxotYXJchh3Q5IGIBisR0dPZHjZJ9h0WrToZSE+cVj+uy6CCb6ld3LU1SnTrxPgqB8fCb20yVjx/tsxN15t5rgrH1FfL76yQu0yGdOkXsq+cYiel4+YOEe3SApS8XYIQxP97fK3Nl0zp1SVHn9WiIxXX0hqOmYgcg9dquUNI2xIi7qoDP1rmc0ZTGqVPCUKLNTiZRp24WRJ86N06dCGvt7gpl5frMHFuHugofOvujWL+j05go4SL8KlzmOhfjBVtGVMiihmyqX619Gtst4ddDWurx128fY/qdqrTVr05OnVNOXeZNfSSLQglN0zCiyo/dXSG09YRNa5CbNTjg88Dv1YzZr1k6dYKGDEU7cv5rclPTaakyn95Ui998cS66+qOmdbLOElXa1xNCLK5D05wLhT43dzx6wzF8bu5408/ViEs5F0vQqXNALZIAUqueMjp1Sp6V2KUB9g6TuouwWsNyELklXNWQxqlTLxyrqPN5PXIawvcfXos/r94BAPi6MgfSDeJ547qxAImy9EKEX8UNf0+3EACZb1BikRPvfa/DTllluuXm6mYHq7oMXcoiJJqkplv4Kvxe+Xv7ukOyOGNsmtw4wBDmRuf/iJxcke5mb1dcId4Pp7CnXZ86McNY7JpXvLYVADBn4ggAwEcWp85a6aminmcuhRJC1O3vCcvdt7Xy8PmNewCkNlsFjHDbh8kKcL9XSzlGwbHTRmNMbVAmiPcqTl26QonKgDfhqCSfU1yrdjmG06yizpJT19UflSEsp4bRgHnagFuHGjDcr91d/Vlt0rxKXt2rW/ZlnCgBGO+VCONnCr0CifXr9EPHYsqo6rSJ+XaI779wwPZbRJ0d1kbCbjZBak6d2opDdS+dCiXEY9zmxhkNiCNShAd8nhRHOh3qRirb8KtbxNoXjSf60dkZDicd0ozPWkSYNRokohiN1UHHY22sCeK7J05PMUE8Hk0ZFcacumFJpiToTDsb1T7uV57LzmFSBaJ1F5FupqfcjVtEXV8kJr+0ds08l/7HbPg8Gla+vxfhWBxHTBqZthw9HRV+40aVbV+rXBAVTaJPV6Z2JoCxYFlnN2ZyhKaOrjY1NXXj1AHKjSP5enIRytAk1ei4HpaNcNXJB+leRyziQtxVKp+JlRqb8Kt0HvwO4VdZ/WoIpX5L+FUIoi/MS4idjy1OnanS0/K5ifMM+jw53VRGVPplgrcQPNYkddGf8ECbQiBxDYkmxbUV/rRu0eRR1XjtmkW47PhpAAznDTDWiJSWJskiCKNXnWhvlBqOrq/0m3IiZfWrskkS4j2TqFPXBiFyq1yEt81OXXbXs5FXt1+uP04bX+F4CZfZqfGwyi8/PwfPXLEgK2e3Vua8JkSucM1ETp0d6Wa/usmpi+uGMwdArv9AukiNuVDCyKlzfk8M8R7OqvJVHq9yLG6aD+dC0KcUJPWEZI5cJhFfb5lzLVIsmrJwaK1YmzyXIxR1DqTkyygXgNejZexmrhZKZFoQnERdunypETZ9igBDZKXLUZk1rh6XnzBN/j1bl06gzop00+drIIgFXAgJpxFhAuFA9SZ3zW7Dr0GfF5OVhGw31a+A2rU+uQhlqHwViBvwx/t75Xvo6NTJnLrEY930+LIPvybDco5OnTn8qr6PibyriEw+F3lVrZ39aeejpnPqcsmnAxK7b+FOikXfLvQF2Dt1onHuh/uEqMuuarA9uaGy61OnbuCMXnVJpy6NczldcZ/Eex/wmfN5ayt8GZ0Y4eBE47pMLnfj1ImQ5s72Pvk5u3XeD03OU35/d3fKhtgO8V7tysKpE7htki5QK+FFkYTPozkWIkinLmVMWPrfUT8nc6Nv43qwc4JFJwUp6lw6dcY9QM2BdP8+qve0Qjl1gLkgKV1jfCvWYrzdLqZJZMJvcUTLEYo6B2Syr3TqjAssU+gVMJKVO/sijj2KALM1bP3CtXbah+SsibwCdTh2usXvmwsPwNmHt+Dsw1tw4symjOdiR73Sgb4/Epf9uwrTpy7xWk7FJlaqZPVaDOGYcXyZql8Bc16dm88aSG2h4qaSFTDyQ9Yne3zVVfgcRY7VqVOryTIdm7jRqOLMufmwuaVJJKbL93FPd0j2x6ut8GH8yErpiGzd34vfPv8BbnzKmLrg0VLbJginLpfKV4GRV9dvOkcr9jl1ifdetAxyI+qCPo+sPBcTQ+w2fhXKzdvaqy5sCdsKZijFElYXT5BpkwAkBJOosheNl91cMyKnSTQkB9xv0tRQeKaJEurxtGbp1OWCOLbWjn6l8jXgKA7l+hGOIZ5sgpv4efr30aNspNXNhbr+271mSqGEi5w6QO1VF8mpUE1dZ3IplHCLUQEbct1o2tp+S1yj2TSdtjIcetWxUMIB4TDInDqlpYmbC0B8KcOxuMylsWtnIgh4PYjEYianTtd16dSl9PVK0+hS3uQdLm6f14Nffn5OxnNwQs15EAuKR8stNyoT1pu+G9dBderUnbKbm9v0plo8trYVgPsdrHTDshR1YsFbm+zvZm31YaXO0tLEzYgltfpP13X0R+KyMMDdmLDEd7JPceDC0Tje351oXzK2vgKalmgZsn5HJ17+YB+WPb4BQGKcWuK5Um9oB49NTIFQqxqzxdrWxK6bf0t9ha0rY81BrM0Q7gISLlFVwIfukOH6CHGmCjnVtbM2ijVGhJm/W2penfpv9ZV+KX4yhV4FDVUB7OjolyOx3LihwgURxVkVfo/rBHpxXN0ho5Gzm5Ym4madqfHwQBCzqnd3haQzaK1mtqJ+X/oiMdnnMtPaUx30oSccM20unNpZAandD7pctDQBzFXObnrbWVHXwlwLJdzQVGuMUZR96tyKun6zUzeQ8OtwmCpBp84BsWuyS4IOuEhErVYSpMVu2SlJ366tSVtvRP7dWu1ljKSxF3XZhDNyQa3K61QWlGxDI26w3pDcVOpWK06d2GX7vZqrxUstlnAbfrVWpboWdcmb4fqkqEtXwSqwtmcwRHzm8Gsklmito+adOTZjFpWbyQ2OdYqEEKKi6bHoI7b85Q/lY3ZZmumqTGuqxeOXH4tfXfCJtMeQCeFciRxGEVZWF387lw5IFUhuXQ5xY2+zhF9Vp079f2v+q9rSREWtgFVdPNWFzVT5KhA3fLfNugFjjYnLSmD3a0ht0CfPRzi4TuFXcU3bzdfONyOr/PIzW5+c2DHCoUgCSAgw4cj2hKOuC62qLQUWQOqIMCvWQonu/swTJQDzqLCBOnXZNh/OBpE61NrZ78p0AFJbmsh2Tw496jIxHJw6ijoHUgolFEcj4OJGr2mavOGIna/Twmo3VULM9BxVE0gJ1Vg7nj+6ehv+47aXZGJ4IcMZgNkez6b9QS5Y3SQ3bptsLxCOZlxUraiizk3zYSA1b03k1GXKARmVzOsSYfSxmZw6S6m/GxGvvn/doagpx9OpNYw1/NpnCfWLsVBjkwvtxKTjtkUJ34nRPumqSmeOrcs4ScAJIUTE+y3ef/UztMunA4ycOoHb768QCCL8KnPqlGtU/X/Zq643ffUrkOhVV+H3oMLvMTlC6mfr2qmzVFxnGhMGJASjuifLRiBomiZfU3yXnVIX/vOI8Zg51pjXO8nSGDqfaJomm9GKjUhDBlGnaZppY+i2itiurYnsUZfmd9MXSrgNv4Zzav5eVaScOtEseFdHf9bhVyOnzt166oR1ckc5kvWn+MILL+DMM89ES0sLNE3Dn//8Z9O/67qOJUuWoKWlBZWVlVi4cCHWr19vekwoFMJll12GUaNGobq6GmeddRa2bds2oBMpBE7Vr047UBXRMmFrciqEU8Ncu8qcVoemsrJ8PhluevD1rVj9cTt+l+w9V2hRpyayFrJIAsgt/FqlNAJ1W/kqmNxYJW9IbpoPA7nn1Flvvi0unbruUBSxuJ620bSKR0kK7+43RkdlLhpJH34FDHdRfD/tbsxiMc6mD2I2pIZfE+d2wOga6bSkE3Ujq/w5iRixwRNFSuJ98niMlijqDVw4Kkb1q32hRFXAh/sunoc/fG2e6f1SP1v3Tp35++DmmvF7PSaxk+0mzSo4nVzxmWPr8Pjlx+Lxy4/FLefPwWeVxr+FQLSEEqLOqfJVoPaqc1toVW2pugfcOHX2hRKZvo8jTE5d9muwei6FzKkTrnlrZ7+rdBH130W41pj7ykIJJ7IWdT09PTjssMNw66232v779ddfjxtuuAG33norXn/9dTQ3N+PEE09EV1eXfMzixYvx6KOPYsWKFVi5ciW6u7txxhlnIBZLzYUZTMRQahlaUcJHbvMPRuXi1EVVp06Mf0p1b6wl9+KiFv8tdPjV7NQVWNRZnTpXOXXJ8E4sLoWPm98DErvWSxZMxcIZo3GAy5m41l5wov1KxupXy40wU06d+h5390eVQgnnz1sVnTLpO0OBgrX61SrqRNNhETKe2JAq6kTOVDqnbqCMtla/Js9tRJVf9qpK19PM5/WYepVlG34VTWwDNrl0an7dSMs4OLuWJoK5kxpkzzeBGlrPNPdVYN0suBF1gHkTkilR34r12NxsfmeOrcOZh7W43ijnisirE2uqU486gZri4qYFEKD2t7MvlLBDDQuqkyEyOnXVok9dWI4AzM6pUwslCvf+i1Y9pvCrS1G3vzeMWFyXTrzTiLBMGO9z+fapy/oOfOqpp+LUU0+1/Tdd13HTTTfhmmuuwTnnnAMAuPvuu9HU1IT7778f3/jGN9DR0YE77rgD99xzDxYtWgQAuPfeezFhwgQ8/fTTOPnkkwdwOvklpflwIHunTiyQ25KjvpzCf9a8CsBw6uzyrKyLh7Xqr1iirqMY4dcccurUm5hYENyGXwHgeyfNcP1YQOkFJ/rUZVn9KnBqZwIkhFaF34P+SNyUz5jp8zbm00aQHEyAqgw3KGufuv6w/car2UHUiQRntw1Rs8U6VaJHCV0tO2c21m/vxCcmpu/DKCazADmIOhl+VXLp/F509EXsc+pSWpq4e0/M1a/uwq/WnDG3LvWYugpsSI5Wy3aTNqravVNXbKyzQF2JOuH2hw23P9PGsEqmYdjk1KUNvybep2hcN/WSdJtT16Y4dVn1qQsWyakTOXUd/fK9yLReja2vQMDrQTgaxzs7OqUQc+tU28E+dVmyZcsWtLa24qSTTpI/CwaDWLBgAV5++WUAwKpVqxCJREyPaWlpwaxZs+RjrIRCIXR2dpr+FAOnnLpsnTrRfd9JjASdnDobUVdtCb929ZtFXSGryQAjebsY4Vcx0kbgRpz5vR752e3NYhJFrqgFDL3hqBR3WYdfHRoPC8QNaV9P2HWOitqAWGwEMjt1zuFXgRCiLSMq5XsuZujuLrRTlyb8Wh30Yf4Bo/D1T091LN5RRXW2OXWiglgtAhE3btucOmtLE4dqeJW6yuydOmt1Z6bPWqCGt7K9nq3hV7ftgIqBcOoEIzOMtwIM0dOdRfi1xianThSrpFv/1bVtX3K0YMCbeTKEbJvVH5GpANmFX9VCicI7db3hmLxmMt2ffF4PJo9KfGYvfbAXQGKtHIijG2ShRHa0tiZaQDQ1mfueNTU1yX9rbW1FIBDAyJEj0z7GyrJly1BfXy//TJgwIZ+HnRanYd3Z5tQJHFua2Ii61k77aRKAecEBzNMCgCKGX/ujsgS/UKIOMLt1bsWZaK8imha7Db/mQq2Ss7a3y2hhkymEYk3WtxPwVmTn/yyqydRCDjc9twBz+FXtbWdFLNpej4afnj0L3zlhGk5I9j+UTp1LAZMtYuPUG46hJ2SIabffEXXn796pMz9OFS92lbCqU6frumP41Y76HHLqUsKvLl1qs6jLNqfOfGxu81GLQapTl/ncqmXuZNh1n0ujuMKmUCJD+BUwhH8mlw4wvhe6Dry1rR1A6nrihLlQonCfVXXQZwrlO02/URG5sC+9nxB1A8mnA+jU5Yx1V2wdUG+H02OuvvpqdHR0yD9bt27N27E6EbKGX1VR53IHOtrSKNEx/Gpb/erGqYuiPxKTvycuVKdmtPlALTkXo8yyWVCyRc2rc5t0L96jbMaL5YrRFDgqG+GOrg1m/O6L+aCAfZWzHcaMzhC6XDp1dcrxuc0PUoVYOBZPqX5NPIfX9F0795MT8L0Tp2NEpREaAgoXfq0O+qR439MVkufmtl+X6i65FTHWG7utU6f8TDh1kZiO7lDU6IGZg6hzW/2qhl8DWYxhGz0Qp666dJ26cRZRl6mlCWCsH8IFBjKvIVWWrgSAWiiRpk+d8j6JPFU331+/1yPFUntvBKNqAjhm2qiMvyeP1VQoUdjPqkm5h7k1HA4ck8iFfePDNgCJ1ICBYJfiVG7k9VNsbm4GgBTHbffu3dK9a25uRjgcRltbW9rHWAkGg6irqzP9KQbWEInafDhXp86xUMJrDnXpuq7k1KXmWYkFJxrX5UIAAP9zxsE4dtooLEg2fS0UavWraEKbrsowH6j5H24dt2rLeLFChl/VnDrZUylLVyVTPp1AtPHY3aV0aHfZTDXh1GUeEQaYnaRQNC4TvlUXSDQetmJduAsVfgUMIbK7KySdOrejx9SNiFsRY22wLaoXAeOmb8qzC3jlz9t6Ilnn1AkXNuDzuC5eUKtYs/neqx37s3XqrC6iv8DFD9nQWB0wCW2rk2mHcIY+2JNo0eOmz6URfk2dl5xOEGqaJtf/tixEHQCMUKp4v3L05KyqzItVKAHANNfYvahL3E+EKB6wU2cTDSs38vopTpkyBc3NzXjqqafkz8LhMJ5//nnMnz8fADB37lz4/X7TY3bu3Il169bJx5QKckyYVzQfzn6kyijLlzCb5sOdiqPSbLNDUZ0rIf5qgj58/siJuOeieQUrWhCohRLFEHXqAuT2JiXyiGShRBZDwLNFCILO/ohsNp2pklXQKEWdu53oGJlH1u+q+TBgiE5T9WuG91F1EEIRY4D9BMX1SBcuHhxR12/k1Ln8rFXny22SufV7pJ6buHFbNx4NyvzXbMOvk0dVw+vRMKOp1nVzb7WlidvQK2Bucp6tU2cVSqXk1CV61Rl5dW7Cr6JFz7utiTxud/0xbVqaZOhTBxjr/74swq+A4QJX+r344lGTXP2OcazFCb8C5qpVt1GkAy2dBwYefk2cYznn1GV9h+vu7sb7778v/75lyxasWbMGDQ0NmDhxIhYvXoylS5di2rRpmDZtGpYuXYqqqipccMEFAID6+npcdNFFuOKKK9DY2IiGhgZceeWVmD17tqyGLRVSCyXUnLrs2wMAmUSd0SZh2WPvSqt5RJXf1pnyejRZBSm69hcyp82KCL+Go3GEo3F4NGDKqNzHPWWixpKT4QZxY99XxEKJ7lAU25J9Cce5FHXiZuhWBAo35cO9vYgmc33cVr+K1gdA5opITUv0XQtF4whFY+gLJ66J8SOr8NY2c486K9bjKVSfOsAIy+zqDKE36ZC4nSeruuk1LsaEAanfI/uWJubHjKz2Y3t7H9p6wmn71KWjqa4C/1x8LBqySG9QCwGqXLo+gPnGmU0lJZBdn7rBYPzISry/uxsezV0h2cTGxHr2YbKZtpsKYqNi1n2fOsAQHPuzdOqEO3ruEeNdFX+omIyKAhZKAOYJL26duqmjq6FpRkHSQEXdcCiUyFoBvPHGGzjuuOPk37/3ve8BAL7yla9g+fLluOqqq9DX14dLL70UbW1tmDdvHp588knU1hp9om688Ub4fD6ce+656OvrwwknnIDly5fD6y3cop8LTs2H3Tp1tUEfAj6PfC43LU0efnO7qSO/nUsnqAn60B8Jm5y6YlEb9JkuuAkNVQW9cas3Uvc5dZZCiULm1AWNpGXhXFrzeNIxqbEawJ6046ysiMXt/T2J1/F5tIyCVe1T50m6PW5EriHqDKeuqa4CPo+GaFxP6y5a+1AV0qkTDZt3tPfJXCa310JDDuFX6/umnptwuqwzKsX3o0vJqbNOlHBC5Be5pTrgTbSEiMVzDr+6FbkCNZTt9WjwFnD0VC6ITdaIqoDjJBXBpGSLHjE2zd3M6dSWJnJUm4tIjZgi5CY8DACXLjwATXUVuHzRdFePNx9r8Zw6dfPntjF+hd+LCSOr8HGyz+tAetQBw6NQImsFsHDhQuh6+sZ9mqZhyZIlWLJkSdrHVFRU4JZbbsEtt9yS7csXlbBlN626ZW5vUGJUmAjHqXl5VsRFrQo6wLkasjrow97u8KA4dR6PhroKvwz/Wa3yfDMQp070OCpk9WuF3yOFjujz1eIyR+7yE6ZhzsQROPmQZlePl6OxkgncdZX+jGG5WqWliVjc3DgPQb8X6E8IkX6lrUNjTQC7OkNy7quVlPBrAQW1yEXcsrdH3oBd59Ql3SWvC2EssL5v6rl95/hpmDNxJE462JwjrBY2ZRt+zQVN0zCiyo/dXaGsRF1lwIvaCh+6+qNZryeVAS+qA170hGMF7XuWKyL8ap22kY5xIyvh9Wiy8tXVzGnbliaZ58Yac8KNIis3HDG5AUdMbsj8QBvMLU2KGH7NIjXowDE1UtRZ559ni1EoUb7Nh0vLGy8xjJw6O6fO/Vun5tU5jQmzLvDnzBmHwyeMwPlHTkz7O+KiFFWyhc6js6LmRhzYVFhRp/bZcttI1dqbq5DhV03TZB6McAbdhlNHVgdw9uHjXDuQYyxV1W7CGTWKU9TrckwYYJ7/qjZgFedm13AYSC3cKKhTlzyWjbu65M/cCv8pjdU4ffZYXHzMFNf5ainhV2U9GFkdwFmHtaR8lmr/MrG2FPI9AQy3x+31Ivj6sVNx3IzROLgl+6I00dak1EKvADAl2ffMKfqh4vd6TH0j3VwvNYp4F7gJv4rv0I52Me+7cJ0EBELcJqIuBXbqciiUAMx52tZ1L1uGQ6FE8WydIYjYTYsdlN+ryV1bNguW2gHeTaKs4MJPTcah40c4Pre4UcjwaxGdOiBxcW5FYhEqtFOnJr47OZ7pfgcorKgDEm6YaAIKuA+/ZktjTcAU+nYTzhAL+L5uw7nJTtQZ4dcKvxfXnnkI/v3BPhxzoH0LhZqADx7NCF0VVtQlFnuRy1gd8LoKrwEJx/lXX/hEVq/n1NIkHVVKAr0MvxZY1InPPNvv/XdOmJbzazbWBPDx/t6Cn1sunDCzCf918oysOgNMbKjC1v0i0pL5faxy6lPn8PviniLcd2vnhEIwqiaI//e5Q11N1xgozTm0NAHM9xW37mU6xHvMnLphijWnTtM0VPq96A5Fs+pqre643OzUEq/lrpJUhHRak+HXbBObB4p6cRay8hUwh9Oy7VOX7e/lSsIN60v+v69gn4cYvC4q5dy8jnDUtrb1yUXcVfhVaUCsOg6HTxiBwyeMSPt7Ho+G+kp/wfvUAamtYNyGXnPFullwU+VZYwq/ZtfSJFeMz7l4+coir64UnTq/14NvHXdgVr8zsaEaL2EfgCydunBM9l9149RZRbDbdkgD5T+PKE4z/1E1QWmKuM2pA4BpyQjQyCr/gNfv4VAoUXpXXQlhV6EmdmpZOXVq+NVFTgWQuAG7qrSyiLpiFkoA5twIt0n+uaIuqK7Dr5ZFONswVLaoOUgtI+z7t+UL9XvlZuc7tj5R3BCOxmXeppvRUer8V9lvy6VTqh5XoSZKAImWMKqwKrSoSymUcHFuQgh2h2JFyakDjArYQn/vVYTDVIqiLhdEWxPAbUuTxGNicV3eQzL1qQNSIzUDdaVKDa9Hk0I1G6fusPEj8LVPTcHVp80c8DGIPM9yDr+Wx1VXIKxOHaA2Fi2AU6c85zSXlW6iCao41mLn1ImLs6kuWPBZszkVSgSLG35VHTO37UxyZUyWOSo+r0eOShIOn5v+ZabwazjzzUnFJOoKKGA8Hs0U3nHbziRXUsKvLhw3NYE+ZGlsXig+MTExjnH2uPqCvo6KyOMbyIzOUmKSkjPqps+lKqBFAVufi82Q9f0qRk5dsTlySgMCPg9mjnVfye3xaPifMw/GuXlwFIfDRAmGXx2wFkoAxs0sm8quXMKvM5rduV5W0VLM6lfAyOUqdOgVMPfacisQrCKukNWvgFl4ui2SyBVTPzGXO9+JjdX4cF+v/LsbR8su/Oo2DKIeV6FD32PrK2SVnNvGw7ni1NIkHabwa6Q44dfPzR2PEw9uKvgcaJVSLpTIhYmKU+dmU+j1aDhySgNe27Iftz37Aa773KHSqXP6vNX135dMXSg3bjrvcHSHowU3ANIxHAolyuOqKxB2Tp1IdM2mU7op/Opypza9yd1OxhpuLXb4VSSxzp2UW0l9NoiikAq/x3USvPX9KGSfOsDslBaqSEIwJsvwK2B2HQB3IlcIlv5IzFVukEqxnDrALKILfR1Yw5lu1gN10kCxwq9AdqGufCDCr4ESbGmSC5MajYbqbp3+/3vKDADAQ6u2YuOuLlPVeDpUEdxY466P3lBDtMEaLAIslBje2Ik6Ea7KZqahWsXkNqfOraiz3lyKHX793NzxOGhsLQ5qLvw8XnGu2eQHWR9b6PBrTTHDrzmIOmv7ETeOlvjO9kdi6Hdxc1Ixi7rCO3WCbCYo5IJ5ELrm6gZsJNBHbdeWcuHIKQ1orqvACTPtZ3kPNWqCPjRWJ4qS3LrNcyc14JRDmvHE+lYsfezdrJoPA+WXT1cqyFGcFHXDE7teUqJLfDaVSc31FcnGtB7HHCbxOl6Phqmj3Y3bqrHkDhU7/OrxaBnbruQLcdPOZlSMNbeq0OFXc6FE8XLq3O5+1VAS4O79kDNLe8Il7dSNNTl1hf2c/V4P/F4NkZjuWqwazYdjRat+HQzG1lfi31cfX/C+Z8VkYmMV9vWEs9oUXnXKDDz97i48994e+TO3oq4c8+lKAdnSJFq+zYcp6hwQeS8BZXzZD06fiZMOacbxB41x/TxVAR/uu3gevB4PfA5hGnHTm9xYlfWNQlBsUVdMJjVWY/lXP4kJaZrd2pHq1BW4+jVY2k7dJIuoc3OTEq7Bnq5Q1jl1xap+BYxRYUDhc+qAxA06Eou6Fqtig9HZF5Hzekuxl1s+KCdBBwDHHDgKb21txyEt7gtOpo6uwY/OPgTXPLpO/sxpExWkqCs4LJQY5shCCXWuY20FTps9NuvncpNzduSURhw1tQH/MWec6+e1irpi59QVm4Uz3ItpYPBy6rwebcDDpzOhdlfPJfwa8HpcJbMLV3pXV8gII5Vg+FV1Rgvd0kS8Rme/+56V4rvY1huWPyu00CX54XsnTsfFx07NOj/xC/MmYW9XGDc+vRGVfq+jiFfzMhl+LQzDoVCivBXAALHOfi00DdUBrPg/R2f1O1ZHotg5daWO2oct4PMUfMC4cEqb6yocXdl8oM5BVMe1OVEV8GF0bRB7ukKuhZm4wWxrM6pmSzH8qs7ZLXRLE8AQtu6dusRnFFciP9kUXJHBQ9Nyr0b9zgkHomVEBUZUBRwdTHWDRaeuMLBQYpgzFJKZrTevcg6/5oKaw1iMrvqHTRiBcSMqceZhLQV/rQq/Fycd3ITWzv6sQr2TGqqwpyskexxmwhB1fabXdkN9EVua1FX6UBXwojccK4pTJ75P2Tp1Ap9HK7jwJ4OPpmmupjaYc+oKP7ZrOBLwJZsPU9QNP3Rdtw2/lhrqjcLv1co2RydXfF4Pgj4PQtG4q0a7A2VUTRAr/+9xRcspuv3LR8hRRG6Z2FiFNz5qy9qpUzc5bh3PuiI6dZqmYWx9BT7Y01OUNIQqf+I13IaVg8n3LVbm+XQkN0zVr3TqCoJRKFG+oo6rShpUJV/Kok5t3VBb4S+7BOV8IFwbp2Ha+aTYn0G2rzepIVFZ7dbNaqgOQH2JbPISi5lTBwBHTW2E36th5tgitNgJZhd+1TTN5I6W8rpCig9bmhQeo6VJ+Va/clVJg5pIWcp5LzVKTl25F0nkighRF3OoeSkjpn+IYe+Z8Hs9aFAem42oa6gOwOfREPB6HBtv54uffmYW3vzvE133eRwI2YZfAfM1Wo7tTEjuBJhTV3CEUxdONv8uR6gC0jBURJ2aU8d8OntEMYkIlw13Tjy4CVedMgPHZVFJPLo2KOfFZtPrrzrowy8/PweaVhwRo2la0YqFKmX41f36oLqjrHwlKmJzUK4jwkoBo1CifJ063uXSIJqDuu0WP1ioOWMUdfYIR6XQjYeHCgGfB5cuPDCr3xldG8SG1i4A2Rc8nH5o9i2AhgJiQ5WNU2cSdQy/EgUhOEbVBEv6njOUGQ4TJbiqpEEmhZewSycQN4qaIHd3doj3p9A96soZ0/xiOkwA1JYm7r9XDL+SdAjBMaqWla+FQoRfY3FdFiyVG1yd0yBHhA0BISAcgzo6dbbI8CudupxRRR3FcQLxvcou/Gq8d3TqiMpBzXXwezV8cnLmRvUkN1RXvVx71VEFpGFIOXXJm0sNRZ0tokqR4dfcUVssUNQlOGVWM1Zu2ov/+ERuE2CYU0dUDm6pw5v/fSIL3gqI32uEtcOxeMF7Zw4G/PakITQEGg8LxCLAnDp76NQNHFP4le8jAGB6Uy3+eEnuE2CGwoaRFBdOBCos6jVXrr3quKqkYShMkxBUMafOkeMOGo3RtUEcO230YB/KkIXh1/xQzZw6QgYNTdOkW1euxRK0dtIgp0kMgd10S31isHvLiIoMjxyeHH9QE16/pmmwD2NIM4aiLi/UqDl1DL8SUnQCXg8isRgi0fIslKCoS8NQcuquOuUgLJg+GosOpnAhhWF0jbFhYG5i7rClCSGDi9/nAcIxhGPl2YCYq0oaQsmO00NB1DVUB3Dq7LGyXJuQfFNX6ZPXQjkmFxcLhl8JGVyMqRLl6dRRBaRBOHXcTROSyEURFbAMv+ZODZ06QgYVY6pEeebUcVVJA0UdIWZEsUQlc8Fyhi1NCBlcyn2qBFeVNMhCCYo6QgAAU0dVAwCa6liQkytqoUTAS8eTkGIjnboybWnCQok0DKXmw4QUgx+cPhMnHdKMRTPHDPahDFno1BEyuPh9iZYmoTJ16ijq0jCUmg8TUgxG1QRxyqzmwT6MIY3afJipHYQUH3+ZO3VcVdIwlFqaEEKGBjWsfiVkUBHRN+bUDTOM5sNceAkh+YF96ggZXIRRw+rXYUYoQqeOEJJfAj6PdAqYU0dI8TEKJcqzTx1z6tJw2uxmTGqswqxxdYN9KISQMqI66EW4N87wKyGDgMipY6HEMOOIyQ04YnLDYB8GIaTMqA760NYbYRSAkEHgR2cfgmtOn4mR1YHBPpSCQFFHCCFF5IDRNdjW1oeJDVWDfSiEDDvKvc8mRR0hhBSR277wCezuCmFKspkzIYTkC4o6QggpItVBH6YEufQSQvIPkzoIIYQQQsoAijpCCCGEkDKAoo4QQgghpAygqCOEEEIIKQMo6gghhBBCygCKOkIIIYSQMoCijhBCCCGkDKCoI4QQQggpAyjqCCGEEELKAIo6QgghhJAygKKOEEIIIaQMoKgjhBBCCCkDKOoIIYQQQsoAijpCCCGEkDKAoo4QQgghpAzwDfYB5IKu6wCAzs7OQT4SQgghhBAzQp8IvVIshqSo6+rqAgBMmDBhkI+EEEIIIcSerq4u1NfXF+31NL3YMjIPxONx7NixA7W1tdA0LeXfOzs7MWHCBGzduhV1dXWDcITFZbidL1D+51zu52fHcDnn4XKeKsPlnIfLeaoMt3N2e766rqOrqwstLS3weIqX6TYknTqPx4Px48dnfFxdXd2w+JIJhtv5AuV/zuV+fnYMl3MeLuepMlzOebicp8pwO2c351tMh07AQglCCCGEkDKAoo4QQgghpAwoS1EXDAZx7bXXIhgMDvahFIXhdr5A+Z9zuZ+fHcPlnIfLeaoMl3MeLuepMtzOudTPd0gWShBCCCGEEDNl6dQRQgghhAw3KOoIIYQQQsoAijpCCCGEkDKAoo4QQgghpAwomqhbtmwZPvnJT6K2thZjxozBZz7zGbz33numx+i6jiVLlqClpQWVlZVYuHAh1q9fb3rM7bffjoULF6Kurg6apqG9vT3ltSZPngxN00x/vv/97zseX39/Py688ELMnj0bPp8Pn/nMZ1Ie88gjj+DEE0/E6NGjUVdXh6OPPhr//Oc/B/18AeAf//gH5s2bh8rKSowaNQrnnHOO4/kCwNq1a7FgwQJUVlZi3Lhx+PGPf2yaU7dz505ccMEFmDFjBjweDxYvXuz4fOVwzk6fcTmc38qVK/GpT30KjY2NqKysxEEHHYQbb7wx7fOVwzmrvPTSS/D5fDj88MPL7jyfe+65lHVP0zRs2LDB9vnK4ZwBIBQK4ZprrsGkSZMQDAZxwAEH4M477yyr87zwwgttP9tDDjkk5bnK4XwB4L777sNhhx2GqqoqjB07Fl/96lexb98+2+crl3P+1a9+hZkzZ6KyshIzZszAH/7wh4zPm4JeJE4++WT9rrvu0tetW6evWbNGP/300/WJEyfq3d3d8jE///nP9draWv3hhx/W165dq5933nn62LFj9c7OTvmYG2+8UV+2bJm+bNkyHYDe1taW8lqTJk3Sf/zjH+s7d+6Uf7q6uhyPr7u7W7/kkkv022+/XT/55JP1s88+O+Uxl19+uX7dddfpr732mr5x40b96quv1v1+v/7mm28O6vn+6U9/0keOHKn/+te/1t977z19w4YN+kMPPeR4vh0dHXpTU5P++c9/Xl+7dq3+8MMP67W1tfr//u//ysds2bJF/853vqPffffd+uGHH65ffvnljs9ZDufs9BmXw/m9+eab+v3336+vW7dO37Jli37PPffoVVVV+m9/+1vb5yyHcxa0t7frU6dO1U866ST9sMMOK7vzfPbZZ3UA+nvvvWda+6LRqO1zlsM567qun3XWWfq8efP0p556St+yZYv+6quv6i+99FJZnWd7e7vpM926dave0NCgX3vttSnPVw7n++KLL+oej0f/5S9/qW/evFl/8cUX9UMOOUT/zGc+Y/uc5XDOt912m15bW6uvWLFC/+CDD/QHHnhAr6mp0f/61786PreVook6K7t379YB6M8//7yu67oej8f15uZm/ec//7l8TH9/v15fX6//5je/Sfl9sYClE3U33nhjzsf2la98xVbU2XHwwQfrP/rRjzI+rlDnG4lE9HHjxum///3vXR2v4LbbbtPr6+v1/v5++bNly5bpLS0tejweT3n8ggULMoo6K0P9nAXpPuNyOb//+I//0L/4xS+6eo2hfM7nnXee/sMf/lC/9tprU0RdOZyn05rohqF4zo8//rheX1+v79u3z/XzDsXztPLoo4/qmqbpH374YcbnH4rn+//+3//Tp06davq9m2++WR8/fryr1xiK53z00UfrV155pen3Lr/8cv1Tn/pUVq81aDl1HR0dAICGhgYAwJYtW9Da2oqTTjpJPiYYDGLBggV4+eWXs37+6667Do2NjTj88MPxs5/9DOFwOD8HrhCPx9HV1SXPwYlCne+bb76J7du3w+PxYM6cORg7dixOPfXUFFvZyr///W8sWLDA1EDx5JNPxo4dO/Dhhx+6fn0nyuGcnT7jcji/1atX4+WXX8aCBQtcHdtQPee77roLH3zwAa699lpXxzNUzxOAfN4TTjgBzz77rOtjG4rn/Ne//hVHHHEErr/+eowbNw7Tp0/HlVdeib6+vrI6Tyt33HEHFi1ahEmTJmU8rqF4vvPnz8e2bdvw2GOPQdd17Nq1C3/6059w+umnuzq2oXjOoVAIFRUVpt+rrKzEa6+9hkgk4voYB0XU6bqO733vezjmmGMwa9YsAEBraysAoKmpyfTYpqYm+W9uufzyy7FixQo8++yz+Pa3v42bbroJl156aX4OXuEXv/gFenp6cO655zo+rpDnu3nzZgDAkiVL8MMf/hB///vfMXLkSCxYsAD79+9P+3utra22r60e20Aol3NO9xkP9fMbP348gsEgjjjiCHzrW9/CxRdfnPG4huo5b9q0Cd///vdx3333wefzZTyWoXqeY8eOxe23346HH34YjzzyCGbMmIETTjgBL7zwQsbjGqrnvHnzZqxcuRLr1q3Do48+iptuugl/+tOf8K1vfauszlNl586dePzxx8v6mp0/fz7uu+8+nHfeeQgEAmhubsaIESNwyy23ZDyuoXrOJ598Mn7/+99j1apV0HUdb7zxBu68805EIhHs3bvX9TEOiqj79re/jbfffhsPPPBAyr9pmmb6u67rKT/LxHe/+10sWLAAhx56KC6++GL85je/wR133CGTLA855BDU1NSgpqYGp556ak7n8MADD2DJkiV48MEHMWbMGMfHFvJ84/E4AOCaa67BZz/7WcydOxd33XUXNE3DQw89BCD9+dq9tt3Pc6EcztnpMx7q5/fiiy/ijTfewG9+8xvcdNNNtudhZSiecywWwwUXXIAf/ehHmD59uqtjGYrnCQAzZszA17/+dXziE5/A0Ucfjdtuuw2nn346/vd//7dszzkej0PTNNx333048sgjcdppp+GGG27A8uXLbd26oXqeKsuXL8eIESNsi/msDNXzfeedd/Cd73wH//M//4NVq1bhiSeewJYtW3DJJZeU7Tn/93//N0499VQcddRR8Pv9OPvss3HhhRcCALxer+tjzLxtzTOXXXYZ/vrXv+KFF17A+PHj5c+bm5sBJFTr2LFj5c93796donCz5aijjgIAvP/++2hsbMRjjz0m7czKysqsn+/BBx/ERRddhIceegiLFi1yfGyhz1f87sEHHyx/FgwGMXXqVHz88ccAYHu+zc3NKTuU3bt3A0jdzWRLOZyz02dcDuc3ZcoUAMDs2bOxa9cuLFmyBOeff37aYxqq59zV1YU33ngDq1evxre//W0AiYVZ13X4fD48+eSTOP7444f8eabjqKOOwr333ut4TEP5nMeOHYtx48ahvr5ePmbmzJnQdR3btm3DtGnTyuI8Bbqu484778SXvvQlBAIBx+MZyue7bNkyfOpTn8J//dd/AQAOPfRQVFdX49hjj8VPf/pT03GXyzlXVlbizjvvxG9/+1vs2rVLOu+1tbUYNWqU62MsmlOn6zq+/e1v45FHHsEzzzwjbyqCKVOmoLm5GU899ZT8WTgcxvPPP4/58+cP6LVXr14NwPhAJk2ahAMPPBAHHnggxo0bl9VzPfDAA7jwwgtx//33O8b3i3W+c+fORTAYNJVvRyIRfPjhhzLfwu58jz76aLzwwgumXMMnn3wSLS0tmDx5suvXVymXc073GZfL+VnRdR2hUCjtvw3lc66rq8PatWuxZs0a+eeSSy7BjBkzsGbNGsybN68szjMdq1evTnsDLIdz/tSnPoUdO3agu7tbPmbjxo3weDzypl4O5yl4/vnn8f777+Oiiy5KexzlcL69vb3weMzyRLhVwuEqt3MW+P1+jB8/Hl6vFytWrMAZZ5yR8l44klVZxQD45je/qdfX1+vPPfecqTS7t7dXPubnP/+5Xl9frz/yyCP62rVr9fPPPz+l5Hjnzp366tWr9d/97nc6AP2FF17QV69eLaufXn75Zf2GG27QV69erW/evFl/8MEH9ZaWFv2ss87KeIzr16/XV69erZ955pn6woUL9dWrV+urV6+W/37//ffrPp9P/9WvfmU6h/b29kE7X11PVMiMGzdO/+c//6lv2LBBv+iii/QxY8bo+/fvT3uu7e3telNTk37++efra9eu1R955BG9rq4upV2AeA/mzp2rX3DBBfrq1av19evX2z5nOZyz02dcDud366236n/961/1jRs36hs3btTvvPNOva6uTr/mmmvK9jO1Ylf9Wg7neeONN+qPPvqovnHjRn3dunX697//fR2A/vDDD9s+Zzmcc1dXlz5+/Hj9c5/7nL5+/Xr9+eef16dNm6ZffPHFZXWegi9+8Yv6vHnz0j5XuZzvXXfdpft8Pv22227TP/jgA33lypX6EUccoR955JFle87vvfeefs899+gbN27UX331Vf28887TGxoa9C1btqR9XjuKJuoA2P6566675GPi8bh+7bXX6s3NzXowGNQ//elP62vXrjU9z7XXXuv4PKtWrdLnzZun19fX6xUVFfqMGTP0a6+9Vu/p6cl4jJMmTbJ9bsGCBQts//0rX/nKoJ2vrut6OBzWr7jiCn3MmDF6bW2tvmjRIn3dunUZz/ftt9/Wjz32WD0YDOrNzc36kiVLUkro7V570qRJts9XDufs9BmXw/ndfPPN+iGHHKJXVVXpdXV1+pw5c/TbbrtNj8Vits9XDudsxU7UlcN5XnfddfoBBxygV1RU6CNHjtSPOeYY/R//+Efa5yuHc9Z1XX/33Xf1RYsW6ZWVlfr48eP1733ve6abebmcZ3t7u15ZWanffvvtjs9VLud788036wcffLBeWVmpjx07Vv/CF76gb9u2rWzP+Z133tEPP/xwvbKyUq+rq9PPPvtsfcOGDRmf14qWfEMIIYQQQsgQhrNfCSGEEELKAIo6QgghhJAygKKOEEIIIaQMoKgjhBBCCCkDKOoIIYQQQsoAijpCCCGEkDKAoo4QQgghpAygqCOEEEIIKQMo6gghZcOFF14ITdOgaRr8fj+amppw4okn4s4770Q8Hnf9PMuXL8eIESMKd6CEEFIAKOoIIWXFKaecgp07d+LDDz/E448/juOOOw6XX345zjjjDESj0cE+PEIIKRgUdYSQsiIYDKK5uRnjxo3DJz7xCfzgBz/AX/7yFzz++ONYvnw5AOCGG27A7NmzUV1djQkTJuDSSy9Fd3c3AOC5557DV7/6VXR0dEjXb8mSJQCAcDiMq666CuPGjUN1dTXmzZuH5557bnBOlBBCLFDUEULKnuOPPx6HHXYYHnnkEQCAx+PBzTffjHXr1uHuu+/GM888g6uuugoAMH/+fNx0002oq6vDzp07sXPnTlx55ZUAgK9+9at46aWXsGLFCrz99tv4z//8T5xyyinYtGnToJ0bIYQINF3X9cE+CEIIyQcXXngh2tvb8ec//znl3z7/+c/j7bffxjvvvJPybw899BC++c1vYu/evQASOXWLFy9Ge3u7fMwHH3yAadOmYdu2bWhpaZE/X7RoEY488kgsXbo07+dDCCHZ4BvsAyCEkGKg6zo0TQMAPPvss1i6dCneeecddHZ2IhqNor+/Hz09Paiurrb9/TfffBO6rmP69Ommn4dCITQ2Nhb8+AkhJBMUdYSQYcG7776LKVOm4KOPPsJpp52GSy65BD/5yU/Q0NCAlStX4qKLLkIkEkn7+/F4HF6vF6tWrYLX6zX9W01NTaEPnxBCMkJRRwgpe5555hmsXbsW3/3ud/HGG28gGo3iF7/4BTyeRFrxH//4R9PjA4EAYrGY6Wdz5sxBLBbD7t27ceyxxxbt2AkhxC0UdYSQsiIUCqG1tRWxWAy7du3CE088gWXLluGMM87Al7/8ZaxduxbRaBS33HILzjzzTLz00kv4zW9+Y3qOyZMno7u7G//6179w2GGHoaqqCtOnT8cXvvAFfPnLX8YvfvELzJkzB3v37sUzzzyD2bNn47TTThukMyaEkASsfiWElBVPPPEExo4di8mTJ+OUU07Bs88+i5tvvhl/+ctf4PV6cfjhh+OGG27Addddh1mzZuG+++7DsmXLTM8xf/58XHLJJTjvvPMwevRoXH/99QCAu+66C1/+8pdxxRVXYMaMGTjrrLPw6quvYsKECYNxqoQQYoLVr4QQQgghZQCdOkIIIYSQMoCijhBCCCGkDKCoI4QQQggpAyjqCCGEEELKAIo6QgghhJAygKKOEEIIIaQMoKgjhBBCCCkDKOoIIYQQQsoAijpCCCGEkDKAoo4QQgghpAygqCOEEEIIKQMo6gghhBBCyoD/DxkifXBLsPRoAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#add a condition and then make a group by clause for date and need only latitude\n",
    "df[df['reason']=='Traffic'].groupby('Date').count()['lat'].plot()\n",
    "plt.tight_layout()\n",
    "plt.title('Traffic')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[df['reason']=='Fire'].groupby('Date').count()['lat'].plot()\n",
    "plt.title('Fire')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[df['reason']=='EMS'].groupby('Date').count()['lat'].plot()\n",
    "plt.title('EMS')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Unstack method\n",
    "#try to read the documentation fro this Unstacking the data\n",
    "\n",
    "dayhour=df.groupby(by=['Day of Week','Hour']).count()['reason'].unstack()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Hour', ylabel='Day of Week'>"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,5))\n",
    "sns.heatmap(data=dayhour)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x1af42a2b2d0>"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(data=dayhour)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Month', ylabel='Day of Week'>"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dayMonth=df.groupby(by=['Day of Week','Month']).count()['reason'].unstack()\n",
    "plt.figure(figsize=(20,5))\n",
    "sns.heatmap(data=dayMonth,cmap='coolwarm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x1af434e5690>"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(data=dayMonth)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "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": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}