Project 2 (Group 6) - NYPD Hate Crimes Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "768ced43-42ca-46f9-8699-cd0a33761f17",
   "metadata": {},
   "source": [
    "# IE6600 Computation and Visualization for Analytics\n",
    "# Summer 1 Semester 2024\n",
    "# Project 2\n",
    "# Topic: NYPD Hate Crimes Analysis "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b34894e-6e85-4af6-a417-4abcd3d89124",
   "metadata": {},
   "source": [
    "Group Number: Group 6\n",
    "\n",
    "Group Members: Snehal Yadav, Sanjana Rao, Atharv Nirhali, Shreya Ale"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0f94100-880e-4c19-87cc-d8f74773c822",
   "metadata": {},
   "source": [
    "# Data Acquisition and Inspection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "683bd8ea-8564-4490-919e-2b23e00c298b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Importing the data file\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "#Load the dataset\n",
    "data = pd.read_csv('NYPD_Hate_Crimes.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c33b0fbb-4e86-4e06-b776-dd65566552af",
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Full Complaint ID</th>\n",
       "      <th>Complaint Year Number</th>\n",
       "      <th>Month Number</th>\n",
       "      <th>Record Create Date</th>\n",
       "      <th>Complaint Precinct Code</th>\n",
       "      <th>Patrol Borough Name</th>\n",
       "      <th>County</th>\n",
       "      <th>Law Code Category Description</th>\n",
       "      <th>Offense Description</th>\n",
       "      <th>PD Code Description</th>\n",
       "      <th>Bias Motive Description</th>\n",
       "      <th>Offense Category</th>\n",
       "      <th>Arrest Date</th>\n",
       "      <th>Arrest Id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>201906012119317</td>\n",
       "      <td>2019</td>\n",
       "      <td>1</td>\n",
       "      <td>01/23/2019</td>\n",
       "      <td>60</td>\n",
       "      <td>PATROL BORO BKLYN SOUTH</td>\n",
       "      <td>KINGS</td>\n",
       "      <td>FELONY</td>\n",
       "      <td>MISCELLANEOUS PENAL LAW</td>\n",
       "      <td>AGGRAVATED HARASSMENT 1</td>\n",
       "      <td>ANTI-JEWISH</td>\n",
       "      <td>Religion/Religious Practice</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>201906012175717</td>\n",
       "      <td>2019</td>\n",
       "      <td>2</td>\n",
       "      <td>02/25/2019</td>\n",
       "      <td>60</td>\n",
       "      <td>PATROL BORO BKLYN SOUTH</td>\n",
       "      <td>KINGS</td>\n",
       "      <td>FELONY</td>\n",
       "      <td>MISCELLANEOUS PENAL LAW</td>\n",
       "      <td>AGGRAVATED HARASSMENT 1</td>\n",
       "      <td>ANTI-JEWISH</td>\n",
       "      <td>Religion/Religious Practice</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>201906012180117</td>\n",
       "      <td>2019</td>\n",
       "      <td>2</td>\n",
       "      <td>02/27/2019</td>\n",
       "      <td>60</td>\n",
       "      <td>PATROL BORO BKLYN SOUTH</td>\n",
       "      <td>KINGS</td>\n",
       "      <td>FELONY</td>\n",
       "      <td>MISCELLANEOUS PENAL LAW</td>\n",
       "      <td>AGGRAVATED HARASSMENT 1</td>\n",
       "      <td>ANTI-JEWISH</td>\n",
       "      <td>Religion/Religious Practice</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201906012273417</td>\n",
       "      <td>2019</td>\n",
       "      <td>4</td>\n",
       "      <td>04/16/2019</td>\n",
       "      <td>60</td>\n",
       "      <td>PATROL BORO BKLYN SOUTH</td>\n",
       "      <td>KINGS</td>\n",
       "      <td>FELONY</td>\n",
       "      <td>MISCELLANEOUS PENAL LAW</td>\n",
       "      <td>AGGRAVATED HARASSMENT 1</td>\n",
       "      <td>ANTI-JEWISH</td>\n",
       "      <td>Religion/Religious Practice</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>201906012413717</td>\n",
       "      <td>2019</td>\n",
       "      <td>6</td>\n",
       "      <td>06/20/2019</td>\n",
       "      <td>60</td>\n",
       "      <td>PATROL BORO BKLYN SOUTH</td>\n",
       "      <td>KINGS</td>\n",
       "      <td>FELONY</td>\n",
       "      <td>MISCELLANEOUS PENAL LAW</td>\n",
       "      <td>AGGRAVATED HARASSMENT 1</td>\n",
       "      <td>ANTI-JEWISH</td>\n",
       "      <td>Religion/Religious Practice</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>...</th>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2865</th>\n",
       "      <td>202401412419517</td>\n",
       "      <td>2024</td>\n",
       "      <td>3</td>\n",
       "      <td>03/09/2024</td>\n",
       "      <td>14</td>\n",
       "      <td>PATROL BORO MAN SOUTH</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>MISDEMEANOR</td>\n",
       "      <td>ASSAULT 3 &amp; RELATED OFFENSES</td>\n",
       "      <td>ASSAULT 3</td>\n",
       "      <td>ANTI-ASIAN</td>\n",
       "      <td>Race/Color</td>\n",
       "      <td>03/09/2024</td>\n",
       "      <td>M36684220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2866</th>\n",
       "      <td>202401412419617</td>\n",
       "      <td>2024</td>\n",
       "      <td>3</td>\n",
       "      <td>03/09/2024</td>\n",
       "      <td>14</td>\n",
       "      <td>PATROL BORO MAN SOUTH</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>MISDEMEANOR</td>\n",
       "      <td>ASSAULT 3 &amp; RELATED OFFENSES</td>\n",
       "      <td>ASSAULT 3</td>\n",
       "      <td>ANTI-ASIAN</td>\n",
       "      <td>Race/Color</td>\n",
       "      <td>03/12/2024</td>\n",
       "      <td>M36684674</td>\n",
       "    </tr>\n",
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       "      <th>2867</th>\n",
       "      <td>202401412419617</td>\n",
       "      <td>2024</td>\n",
       "      <td>3</td>\n",
       "      <td>03/09/2024</td>\n",
       "      <td>14</td>\n",
       "      <td>PATROL BORO MAN SOUTH</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>MISDEMEANOR</td>\n",
       "      <td>ASSAULT 3 &amp; RELATED OFFENSES</td>\n",
       "      <td>ASSAULT 3</td>\n",
       "      <td>ANTI-ASIAN</td>\n",
       "      <td>Race/Color</td>\n",
       "      <td>03/09/2024</td>\n",
       "      <td>M36684260</td>\n",
       "    </tr>\n",
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       "      <td>202401412419717</td>\n",
       "      <td>2024</td>\n",
       "      <td>3</td>\n",
       "      <td>03/09/2024</td>\n",
       "      <td>14</td>\n",
       "      <td>PATROL BORO MAN SOUTH</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>MISDEMEANOR</td>\n",
       "      <td>ASSAULT 3 &amp; RELATED OFFENSES</td>\n",
       "      <td>ASSAULT 3</td>\n",
       "      <td>ANTI-ASIAN</td>\n",
       "      <td>Race/Color</td>\n",
       "      <td>03/12/2024</td>\n",
       "      <td>M36684675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2869</th>\n",
       "      <td>202401712080417</td>\n",
       "      <td>2024</td>\n",
       "      <td>1</td>\n",
       "      <td>01/08/2024</td>\n",
       "      <td>17</td>\n",
       "      <td>PATROL BORO MAN SOUTH</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>MISDEMEANOR</td>\n",
       "      <td>ASSAULT 3 &amp; RELATED OFFENSES</td>\n",
       "      <td>ASSAULT 3</td>\n",
       "      <td>ANTI-JEWISH</td>\n",
       "      <td>Religion/Religious Practice</td>\n",
       "      <td>01/08/2024</td>\n",
       "      <td>M36673135</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2870 rows × 14 columns</p>\n",
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      ],
      "text/plain": [
       "      Full Complaint ID  Complaint Year Number  Month Number  \\\n",
       "0       201906012119317                   2019             1   \n",
       "1       201906012175717                   2019             2   \n",
       "2       201906012180117                   2019             2   \n",
       "3       201906012273417                   2019             4   \n",
       "4       201906012413717                   2019             6   \n",
       "...                 ...                    ...           ...   \n",
       "2865    202401412419517                   2024             3   \n",
       "2866    202401412419617                   2024             3   \n",
       "2867    202401412419617                   2024             3   \n",
       "2868    202401412419717                   2024             3   \n",
       "2869    202401712080417                   2024             1   \n",
       "\n",
       "     Record Create Date  Complaint Precinct Code      Patrol Borough Name  \\\n",
       "0            01/23/2019                       60  PATROL BORO BKLYN SOUTH   \n",
       "1            02/25/2019                       60  PATROL BORO BKLYN SOUTH   \n",
       "2            02/27/2019                       60  PATROL BORO BKLYN SOUTH   \n",
       "3            04/16/2019                       60  PATROL BORO BKLYN SOUTH   \n",
       "4            06/20/2019                       60  PATROL BORO BKLYN SOUTH   \n",
       "...                 ...                      ...                      ...   \n",
       "2865         03/09/2024                       14    PATROL BORO MAN SOUTH   \n",
       "2866         03/09/2024                       14    PATROL BORO MAN SOUTH   \n",
       "2867         03/09/2024                       14    PATROL BORO MAN SOUTH   \n",
       "2868         03/09/2024                       14    PATROL BORO MAN SOUTH   \n",
       "2869         01/08/2024                       17    PATROL BORO MAN SOUTH   \n",
       "\n",
       "        County Law Code Category Description           Offense Description  \\\n",
       "0        KINGS                        FELONY       MISCELLANEOUS PENAL LAW   \n",
       "1        KINGS                        FELONY       MISCELLANEOUS PENAL LAW   \n",
       "2        KINGS                        FELONY       MISCELLANEOUS PENAL LAW   \n",
       "3        KINGS                        FELONY       MISCELLANEOUS PENAL LAW   \n",
       "4        KINGS                        FELONY       MISCELLANEOUS PENAL LAW   \n",
       "...        ...                           ...                           ...   \n",
       "2865  NEW YORK                   MISDEMEANOR  ASSAULT 3 & RELATED OFFENSES   \n",
       "2866  NEW YORK                   MISDEMEANOR  ASSAULT 3 & RELATED OFFENSES   \n",
       "2867  NEW YORK                   MISDEMEANOR  ASSAULT 3 & RELATED OFFENSES   \n",
       "2868  NEW YORK                   MISDEMEANOR  ASSAULT 3 & RELATED OFFENSES   \n",
       "2869  NEW YORK                   MISDEMEANOR  ASSAULT 3 & RELATED OFFENSES   \n",
       "\n",
       "          PD Code Description Bias Motive Description  \\\n",
       "0     AGGRAVATED HARASSMENT 1             ANTI-JEWISH   \n",
       "1     AGGRAVATED HARASSMENT 1             ANTI-JEWISH   \n",
       "2     AGGRAVATED HARASSMENT 1             ANTI-JEWISH   \n",
       "3     AGGRAVATED HARASSMENT 1             ANTI-JEWISH   \n",
       "4     AGGRAVATED HARASSMENT 1             ANTI-JEWISH   \n",
       "...                       ...                     ...   \n",
       "2865                ASSAULT 3              ANTI-ASIAN   \n",
       "2866                ASSAULT 3              ANTI-ASIAN   \n",
       "2867                ASSAULT 3              ANTI-ASIAN   \n",
       "2868                ASSAULT 3              ANTI-ASIAN   \n",
       "2869                ASSAULT 3             ANTI-JEWISH   \n",
       "\n",
       "                 Offense Category Arrest Date  Arrest Id  \n",
       "0     Religion/Religious Practice         NaN        NaN  \n",
       "1     Religion/Religious Practice         NaN        NaN  \n",
       "2     Religion/Religious Practice         NaN        NaN  \n",
       "3     Religion/Religious Practice         NaN        NaN  \n",
       "4     Religion/Religious Practice         NaN        NaN  \n",
       "...                           ...         ...        ...  \n",
       "2865                   Race/Color  03/09/2024  M36684220  \n",
       "2866                   Race/Color  03/12/2024  M36684674  \n",
       "2867                   Race/Color  03/09/2024  M36684260  \n",
       "2868                   Race/Color  03/12/2024  M36684675  \n",
       "2869  Religion/Religious Practice  01/08/2024  M36673135  \n",
       "\n",
       "[2870 rows x 14 columns]"
      ]
     },
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    }
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    "data"
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     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2870 entries, 0 to 2869\n",
      "Data columns (total 14 columns):\n",
      " #   Column                         Non-Null Count  Dtype \n",
      "---  ------                         --------------  ----- \n",
      " 0   Full Complaint ID              2870 non-null   int64 \n",
      " 1   Complaint Year Number          2870 non-null   int64 \n",
      " 2   Month Number                   2870 non-null   int64 \n",
      " 3   Record Create Date             2870 non-null   object\n",
      " 4   Complaint Precinct Code        2870 non-null   int64 \n",
      " 5   Patrol Borough Name            2870 non-null   object\n",
      " 6   County                         2870 non-null   object\n",
      " 7   Law Code Category Description  2870 non-null   object\n",
      " 8   Offense Description            2870 non-null   object\n",
      " 9   PD Code Description            2870 non-null   object\n",
      " 10  Bias Motive Description        2870 non-null   object\n",
      " 11  Offense Category               2870 non-null   object\n",
      " 12  Arrest Date                    1216 non-null   object\n",
      " 13  Arrest Id                      1216 non-null   object\n",
      "dtypes: int64(4), object(10)\n",
      "memory usage: 314.0+ KB\n"
     ]
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    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Full Complaint ID</th>\n",
       "      <th>Complaint Year Number</th>\n",
       "      <th>Month Number</th>\n",
       "      <th>Complaint Precinct Code</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>count</th>\n",
       "      <td>2.870000e+03</td>\n",
       "      <td>2870.00000</td>\n",
       "      <td>2870.000000</td>\n",
       "      <td>2870.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2.021553e+14</td>\n",
       "      <td>2021.49338</td>\n",
       "      <td>6.319164</td>\n",
       "      <td>58.996516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.483620e+11</td>\n",
       "      <td>1.48366</td>\n",
       "      <td>3.440965</td>\n",
       "      <td>38.028937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.019001e+14</td>\n",
       "      <td>2019.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.020120e+14</td>\n",
       "      <td>2020.00000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>19.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2.022014e+14</td>\n",
       "      <td>2022.00000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>63.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2.023019e+14</td>\n",
       "      <td>2023.00000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>90.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2.024123e+14</td>\n",
       "      <td>2024.00000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>123.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Full Complaint ID  Complaint Year Number  Month Number  \\\n",
       "count       2.870000e+03             2870.00000   2870.000000   \n",
       "mean        2.021553e+14             2021.49338      6.319164   \n",
       "std         1.483620e+11                1.48366      3.440965   \n",
       "min         2.019001e+14             2019.00000      1.000000   \n",
       "25%         2.020120e+14             2020.00000      3.000000   \n",
       "50%         2.022014e+14             2022.00000      6.000000   \n",
       "75%         2.023019e+14             2023.00000      9.000000   \n",
       "max         2.024123e+14             2024.00000     12.000000   \n",
       "\n",
       "       Complaint Precinct Code  \n",
       "count              2870.000000  \n",
       "mean                 58.996516  \n",
       "std                  38.028937  \n",
       "min                   1.000000  \n",
       "25%                  19.000000  \n",
       "50%                  63.000000  \n",
       "75%                  90.000000  \n",
       "max                 123.000000  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Information about Dataset\n",
    "data.info()\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "92c9a678-9c2e-409f-85d4-cfee56a4cef4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NEW YORK    1064\n",
      "KINGS        982\n",
      "QUEENS       526\n",
      "BRONX        188\n",
      "RICHMOND     110\n",
      "Name: County, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#Top 5 County with highest crime rates\n",
    "top_five_county = data['County'].value_counts().head(5)\n",
    "print(top_five_county)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "374491fc-ecfc-4ba1-a943-9d12af3a67d9",
   "metadata": {},
   "source": [
    "# Data Cleaning and Preparation\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2fd64dc8-9910-43d0-b51e-b8424cff321a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Missing values in the dataset:  Full Complaint ID                   0\n",
      "Complaint Year Number               0\n",
      "Month Number                        0\n",
      "Record Create Date                  0\n",
      "Complaint Precinct Code             0\n",
      "Patrol Borough Name                 0\n",
      "County                              0\n",
      "Law Code Category Description       0\n",
      "Offense Description                 0\n",
      "PD Code Description                 0\n",
      "Bias Motive Description             0\n",
      "Offense Category                    0\n",
      "Arrest Date                      1654\n",
      "Arrest Id                        1654\n",
      "dtype: int64\n",
      "No. of duplicate rows in the dataset:  0\n"
     ]
    }
   ],
   "source": [
    "#Checking for missing values and duplicate rows\n",
    "def checking_for_missingVals_and_duplicates():\n",
    "    # Check for missing values in the dataset\n",
    "    missing_values = data.isnull().sum()\n",
    "    print(\"Missing values in the dataset: \",missing_values)\n",
    "    # Check for duplicate rows in the dataset\n",
    "    duplicate_rows = data.duplicated().sum()\n",
    "    print(\"No. of duplicate rows in the dataset: \",duplicate_rows)\n",
    "checking_for_missingVals_and_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a73bd9c2-fe76-4cf7-8de1-0fe3008d647f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Missing values have been replaced and the updated file is saved as 'NYPD_Hate_Crimes_cleaned.csv'.\n"
     ]
    }
   ],
   "source": [
    "# Replace missing values in the entire dataframe with \"Not arrested\"\n",
    "data.fillna(\"Not arrested\", inplace=True)\n",
    "\n",
    "# Save the updated dataframe to a new CSV file\n",
    "updated_file_path = 'NYPD_Hate_Crimes_cleaned.csv'\n",
    "data.to_csv(updated_file_path, index=False)\n",
    "\n",
    "print(\"Missing values have been replaced and the updated file is saved as 'NYPD_Hate_Crimes_cleaned.csv'.\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "cb1f9a10-41ad-4560-b34e-4ca623375f38",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(updated_file_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c3c48009-73ff-49af-8df1-8108c79cfcd3",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Full Complaint ID</th>\n",
       "      <th>Complaint Year Number</th>\n",
       "      <th>Month Number</th>\n",
       "      <th>Record Create Date</th>\n",
       "      <th>Complaint Precinct Code</th>\n",
       "      <th>Patrol Borough Name</th>\n",
       "      <th>County</th>\n",
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       "      <th>Offense Description</th>\n",
       "      <th>PD Code Description</th>\n",
       "      <th>Bias Motive Description</th>\n",
       "      <th>Offense Category</th>\n",
       "      <th>Arrest Date</th>\n",
       "      <th>Arrest Id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>201906012119317</td>\n",
       "      <td>2019</td>\n",
       "      <td>1</td>\n",
       "      <td>01/23/2019</td>\n",
       "      <td>60</td>\n",
       "      <td>PATROL BORO BKLYN SOUTH</td>\n",
       "      <td>KINGS</td>\n",
       "      <td>FELONY</td>\n",
       "      <td>MISCELLANEOUS PENAL LAW</td>\n",
       "      <td>AGGRAVATED HARASSMENT 1</td>\n",
       "      <td>ANTI-JEWISH</td>\n",
       "      <td>Religion/Religious Practice</td>\n",
       "      <td>Not arrested</td>\n",
       "      <td>Not arrested</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>201906012175717</td>\n",
       "      <td>2019</td>\n",
       "      <td>2</td>\n",
       "      <td>02/25/2019</td>\n",
       "      <td>60</td>\n",
       "      <td>PATROL BORO BKLYN SOUTH</td>\n",
       "      <td>KINGS</td>\n",
       "      <td>FELONY</td>\n",
       "      <td>MISCELLANEOUS PENAL LAW</td>\n",
       "      <td>AGGRAVATED HARASSMENT 1</td>\n",
       "      <td>ANTI-JEWISH</td>\n",
       "      <td>Religion/Religious Practice</td>\n",
       "      <td>Not arrested</td>\n",
       "      <td>Not arrested</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>201906012180117</td>\n",
       "      <td>2019</td>\n",
       "      <td>2</td>\n",
       "      <td>02/27/2019</td>\n",
       "      <td>60</td>\n",
       "      <td>PATROL BORO BKLYN SOUTH</td>\n",
       "      <td>KINGS</td>\n",
       "      <td>FELONY</td>\n",
       "      <td>MISCELLANEOUS PENAL LAW</td>\n",
       "      <td>AGGRAVATED HARASSMENT 1</td>\n",
       "      <td>ANTI-JEWISH</td>\n",
       "      <td>Religion/Religious Practice</td>\n",
       "      <td>Not arrested</td>\n",
       "      <td>Not arrested</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201906012273417</td>\n",
       "      <td>2019</td>\n",
       "      <td>4</td>\n",
       "      <td>04/16/2019</td>\n",
       "      <td>60</td>\n",
       "      <td>PATROL BORO BKLYN SOUTH</td>\n",
       "      <td>KINGS</td>\n",
       "      <td>FELONY</td>\n",
       "      <td>MISCELLANEOUS PENAL LAW</td>\n",
       "      <td>AGGRAVATED HARASSMENT 1</td>\n",
       "      <td>ANTI-JEWISH</td>\n",
       "      <td>Religion/Religious Practice</td>\n",
       "      <td>Not arrested</td>\n",
       "      <td>Not arrested</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>201906012413717</td>\n",
       "      <td>2019</td>\n",
       "      <td>6</td>\n",
       "      <td>06/20/2019</td>\n",
       "      <td>60</td>\n",
       "      <td>PATROL BORO BKLYN SOUTH</td>\n",
       "      <td>KINGS</td>\n",
       "      <td>FELONY</td>\n",
       "      <td>MISCELLANEOUS PENAL LAW</td>\n",
       "      <td>AGGRAVATED HARASSMENT 1</td>\n",
       "      <td>ANTI-JEWISH</td>\n",
       "      <td>Religion/Religious Practice</td>\n",
       "      <td>Not arrested</td>\n",
       "      <td>Not arrested</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2865</th>\n",
       "      <td>202401412419517</td>\n",
       "      <td>2024</td>\n",
       "      <td>3</td>\n",
       "      <td>03/09/2024</td>\n",
       "      <td>14</td>\n",
       "      <td>PATROL BORO MAN SOUTH</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>MISDEMEANOR</td>\n",
       "      <td>ASSAULT 3 &amp; RELATED OFFENSES</td>\n",
       "      <td>ASSAULT 3</td>\n",
       "      <td>ANTI-ASIAN</td>\n",
       "      <td>Race/Color</td>\n",
       "      <td>03/09/2024</td>\n",
       "      <td>M36684220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2866</th>\n",
       "      <td>202401412419617</td>\n",
       "      <td>2024</td>\n",
       "      <td>3</td>\n",
       "      <td>03/09/2024</td>\n",
       "      <td>14</td>\n",
       "      <td>PATROL BORO MAN SOUTH</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>MISDEMEANOR</td>\n",
       "      <td>ASSAULT 3 &amp; RELATED OFFENSES</td>\n",
       "      <td>ASSAULT 3</td>\n",
       "      <td>ANTI-ASIAN</td>\n",
       "      <td>Race/Color</td>\n",
       "      <td>03/12/2024</td>\n",
       "      <td>M36684674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2867</th>\n",
       "      <td>202401412419617</td>\n",
       "      <td>2024</td>\n",
       "      <td>3</td>\n",
       "      <td>03/09/2024</td>\n",
       "      <td>14</td>\n",
       "      <td>PATROL BORO MAN SOUTH</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>MISDEMEANOR</td>\n",
       "      <td>ASSAULT 3 &amp; RELATED OFFENSES</td>\n",
       "      <td>ASSAULT 3</td>\n",
       "      <td>ANTI-ASIAN</td>\n",
       "      <td>Race/Color</td>\n",
       "      <td>03/09/2024</td>\n",
       "      <td>M36684260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2868</th>\n",
       "      <td>202401412419717</td>\n",
       "      <td>2024</td>\n",
       "      <td>3</td>\n",
       "      <td>03/09/2024</td>\n",
       "      <td>14</td>\n",
       "      <td>PATROL BORO MAN SOUTH</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>MISDEMEANOR</td>\n",
       "      <td>ASSAULT 3 &amp; RELATED OFFENSES</td>\n",
       "      <td>ASSAULT 3</td>\n",
       "      <td>ANTI-ASIAN</td>\n",
       "      <td>Race/Color</td>\n",
       "      <td>03/12/2024</td>\n",
       "      <td>M36684675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2869</th>\n",
       "      <td>202401712080417</td>\n",
       "      <td>2024</td>\n",
       "      <td>1</td>\n",
       "      <td>01/08/2024</td>\n",
       "      <td>17</td>\n",
       "      <td>PATROL BORO MAN SOUTH</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>MISDEMEANOR</td>\n",
       "      <td>ASSAULT 3 &amp; RELATED OFFENSES</td>\n",
       "      <td>ASSAULT 3</td>\n",
       "      <td>ANTI-JEWISH</td>\n",
       "      <td>Religion/Religious Practice</td>\n",
       "      <td>01/08/2024</td>\n",
       "      <td>M36673135</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2870 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Full Complaint ID  Complaint Year Number  Month Number  \\\n",
       "0       201906012119317                   2019             1   \n",
       "1       201906012175717                   2019             2   \n",
       "2       201906012180117                   2019             2   \n",
       "3       201906012273417                   2019             4   \n",
       "4       201906012413717                   2019             6   \n",
       "...                 ...                    ...           ...   \n",
       "2865    202401412419517                   2024             3   \n",
       "2866    202401412419617                   2024             3   \n",
       "2867    202401412419617                   2024             3   \n",
       "2868    202401412419717                   2024             3   \n",
       "2869    202401712080417                   2024             1   \n",
       "\n",
       "     Record Create Date  Complaint Precinct Code      Patrol Borough Name  \\\n",
       "0            01/23/2019                       60  PATROL BORO BKLYN SOUTH   \n",
       "1            02/25/2019                       60  PATROL BORO BKLYN SOUTH   \n",
       "2            02/27/2019                       60  PATROL BORO BKLYN SOUTH   \n",
       "3            04/16/2019                       60  PATROL BORO BKLYN SOUTH   \n",
       "4            06/20/2019                       60  PATROL BORO BKLYN SOUTH   \n",
       "...                 ...                      ...                      ...   \n",
       "2865         03/09/2024                       14    PATROL BORO MAN SOUTH   \n",
       "2866         03/09/2024                       14    PATROL BORO MAN SOUTH   \n",
       "2867         03/09/2024                       14    PATROL BORO MAN SOUTH   \n",
       "2868         03/09/2024                       14    PATROL BORO MAN SOUTH   \n",
       "2869         01/08/2024                       17    PATROL BORO MAN SOUTH   \n",
       "\n",
       "        County Law Code Category Description           Offense Description  \\\n",
       "0        KINGS                        FELONY       MISCELLANEOUS PENAL LAW   \n",
       "1        KINGS                        FELONY       MISCELLANEOUS PENAL LAW   \n",
       "2        KINGS                        FELONY       MISCELLANEOUS PENAL LAW   \n",
       "3        KINGS                        FELONY       MISCELLANEOUS PENAL LAW   \n",
       "4        KINGS                        FELONY       MISCELLANEOUS PENAL LAW   \n",
       "...        ...                           ...                           ...   \n",
       "2865  NEW YORK                   MISDEMEANOR  ASSAULT 3 & RELATED OFFENSES   \n",
       "2866  NEW YORK                   MISDEMEANOR  ASSAULT 3 & RELATED OFFENSES   \n",
       "2867  NEW YORK                   MISDEMEANOR  ASSAULT 3 & RELATED OFFENSES   \n",
       "2868  NEW YORK                   MISDEMEANOR  ASSAULT 3 & RELATED OFFENSES   \n",
       "2869  NEW YORK                   MISDEMEANOR  ASSAULT 3 & RELATED OFFENSES   \n",
       "\n",
       "          PD Code Description Bias Motive Description  \\\n",
       "0     AGGRAVATED HARASSMENT 1             ANTI-JEWISH   \n",
       "1     AGGRAVATED HARASSMENT 1             ANTI-JEWISH   \n",
       "2     AGGRAVATED HARASSMENT 1             ANTI-JEWISH   \n",
       "3     AGGRAVATED HARASSMENT 1             ANTI-JEWISH   \n",
       "4     AGGRAVATED HARASSMENT 1             ANTI-JEWISH   \n",
       "...                       ...                     ...   \n",
       "2865                ASSAULT 3              ANTI-ASIAN   \n",
       "2866                ASSAULT 3              ANTI-ASIAN   \n",
       "2867                ASSAULT 3              ANTI-ASIAN   \n",
       "2868                ASSAULT 3              ANTI-ASIAN   \n",
       "2869                ASSAULT 3             ANTI-JEWISH   \n",
       "\n",
       "                 Offense Category   Arrest Date     Arrest Id  \n",
       "0     Religion/Religious Practice  Not arrested  Not arrested  \n",
       "1     Religion/Religious Practice  Not arrested  Not arrested  \n",
       "2     Religion/Religious Practice  Not arrested  Not arrested  \n",
       "3     Religion/Religious Practice  Not arrested  Not arrested  \n",
       "4     Religion/Religious Practice  Not arrested  Not arrested  \n",
       "...                           ...           ...           ...  \n",
       "2865                   Race/Color    03/09/2024     M36684220  \n",
       "2866                   Race/Color    03/12/2024     M36684674  \n",
       "2867                   Race/Color    03/09/2024     M36684260  \n",
       "2868                   Race/Color    03/12/2024     M36684675  \n",
       "2869  Religion/Religious Practice    01/08/2024     M36673135  \n",
       "\n",
       "[2870 rows x 14 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e24b934f-80bb-40e8-87cb-967a0a8155ff",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Missing values in the dataset:  Full Complaint ID                0\n",
      "Complaint Year Number            0\n",
      "Month Number                     0\n",
      "Record Create Date               0\n",
      "Complaint Precinct Code          0\n",
      "Patrol Borough Name              0\n",
      "County                           0\n",
      "Law Code Category Description    0\n",
      "Offense Description              0\n",
      "PD Code Description              0\n",
      "Bias Motive Description          0\n",
      "Offense Category                 0\n",
      "Arrest Date                      0\n",
      "Arrest Id                        0\n",
      "dtype: int64\n",
      "No. of duplicate rows in the dataset:  0\n"
     ]
    }
   ],
   "source": [
    "#Checking for missing values and duplicate rows\n",
    "def checking_for_missingVals_and_duplicates():\n",
    "    # Check for missing values in the dataset\n",
    "    missing_values = df.isnull().sum()\n",
    "    print(\"Missing values in the dataset: \",missing_values)\n",
    "    # Check for duplicate rows in the dataset\n",
    "    duplicate_rows = df.duplicated().sum()\n",
    "    print(\"No. of duplicate rows in the dataset: \",duplicate_rows)\n",
    "checking_for_missingVals_and_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "91408295-5fab-409a-9d26-9aa6ec5d14f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Full Complaint ID                         int64\n",
       "Complaint Year Number                     int64\n",
       "Month Number                              int64\n",
       "Record Create Date               datetime64[ns]\n",
       "Complaint Precinct Code                   int64\n",
       "Patrol Borough Name                      object\n",
       "County                                   object\n",
       "Law Code Category Description            object\n",
       "Offense Description                      object\n",
       "PD Code Description                      object\n",
       "Bias Motive Description                  object\n",
       "Offense Category                         object\n",
       "Arrest Date                      datetime64[ns]\n",
       "Arrest Id                                object\n",
       "dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert the data type of \"Record Create Date\" and \"Arrest Date\" columns to datetime\n",
    "df['Record Create Date'] = pd.to_datetime(df['Record Create Date'], errors='coerce')\n",
    "df['Arrest Date'] = pd.to_datetime(df['Arrest Date'], errors='coerce')\n",
    "\n",
    "df.dtypes\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "554c5d57-4ab2-4d81-b9c8-a8cfd126fec6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>201906012119317</td>\n",
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       "      <td>NaT</td>\n",
       "      <td>Not arrested</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>201906012175717</td>\n",
       "      <td>2019</td>\n",
       "      <td>2</td>\n",
       "      <td>2019-02-25</td>\n",
       "      <td>60</td>\n",
       "      <td>PATROL BORO BKLYN SOUTH</td>\n",
       "      <td>KINGS</td>\n",
       "      <td>FELONY</td>\n",
       "      <td>MISCELLANEOUS PENAL LAW</td>\n",
       "      <td>AGGRAVATED HARASSMENT 1</td>\n",
       "      <td>ANTI-JEWISH</td>\n",
       "      <td>Religion/Religious Practice</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Not arrested</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>201906012180117</td>\n",
       "      <td>2019</td>\n",
       "      <td>2</td>\n",
       "      <td>2019-02-27</td>\n",
       "      <td>60</td>\n",
       "      <td>PATROL BORO BKLYN SOUTH</td>\n",
       "      <td>KINGS</td>\n",
       "      <td>FELONY</td>\n",
       "      <td>MISCELLANEOUS PENAL LAW</td>\n",
       "      <td>AGGRAVATED HARASSMENT 1</td>\n",
       "      <td>ANTI-JEWISH</td>\n",
       "      <td>Religion/Religious Practice</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Not arrested</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201906012273417</td>\n",
       "      <td>2019</td>\n",
       "      <td>4</td>\n",
       "      <td>2019-04-16</td>\n",
       "      <td>60</td>\n",
       "      <td>PATROL BORO BKLYN SOUTH</td>\n",
       "      <td>KINGS</td>\n",
       "      <td>FELONY</td>\n",
       "      <td>MISCELLANEOUS PENAL LAW</td>\n",
       "      <td>AGGRAVATED HARASSMENT 1</td>\n",
       "      <td>ANTI-JEWISH</td>\n",
       "      <td>Religion/Religious Practice</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Not arrested</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>201906012413717</td>\n",
       "      <td>2019</td>\n",
       "      <td>6</td>\n",
       "      <td>2019-06-20</td>\n",
       "      <td>60</td>\n",
       "      <td>PATROL BORO BKLYN SOUTH</td>\n",
       "      <td>KINGS</td>\n",
       "      <td>FELONY</td>\n",
       "      <td>MISCELLANEOUS PENAL LAW</td>\n",
       "      <td>AGGRAVATED HARASSMENT 1</td>\n",
       "      <td>ANTI-JEWISH</td>\n",
       "      <td>Religion/Religious Practice</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Not arrested</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2865</th>\n",
       "      <td>202401412419517</td>\n",
       "      <td>2024</td>\n",
       "      <td>3</td>\n",
       "      <td>2024-03-09</td>\n",
       "      <td>14</td>\n",
       "      <td>PATROL BORO MAN SOUTH</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>MISDEMEANOR</td>\n",
       "      <td>ASSAULT 3 &amp; RELATED OFFENSES</td>\n",
       "      <td>ASSAULT 3</td>\n",
       "      <td>ANTI-ASIAN</td>\n",
       "      <td>Race/Color</td>\n",
       "      <td>2024-03-09</td>\n",
       "      <td>M36684220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2866</th>\n",
       "      <td>202401412419617</td>\n",
       "      <td>2024</td>\n",
       "      <td>3</td>\n",
       "      <td>2024-03-09</td>\n",
       "      <td>14</td>\n",
       "      <td>PATROL BORO MAN SOUTH</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>MISDEMEANOR</td>\n",
       "      <td>ASSAULT 3 &amp; RELATED OFFENSES</td>\n",
       "      <td>ASSAULT 3</td>\n",
       "      <td>ANTI-ASIAN</td>\n",
       "      <td>Race/Color</td>\n",
       "      <td>2024-03-12</td>\n",
       "      <td>M36684674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2867</th>\n",
       "      <td>202401412419617</td>\n",
       "      <td>2024</td>\n",
       "      <td>3</td>\n",
       "      <td>2024-03-09</td>\n",
       "      <td>14</td>\n",
       "      <td>PATROL BORO MAN SOUTH</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>MISDEMEANOR</td>\n",
       "      <td>ASSAULT 3 &amp; RELATED OFFENSES</td>\n",
       "      <td>ASSAULT 3</td>\n",
       "      <td>ANTI-ASIAN</td>\n",
       "      <td>Race/Color</td>\n",
       "      <td>2024-03-09</td>\n",
       "      <td>M36684260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2868</th>\n",
       "      <td>202401412419717</td>\n",
       "      <td>2024</td>\n",
       "      <td>3</td>\n",
       "      <td>2024-03-09</td>\n",
       "      <td>14</td>\n",
       "      <td>PATROL BORO MAN SOUTH</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>MISDEMEANOR</td>\n",
       "      <td>ASSAULT 3 &amp; RELATED OFFENSES</td>\n",
       "      <td>ASSAULT 3</td>\n",
       "      <td>ANTI-ASIAN</td>\n",
       "      <td>Race/Color</td>\n",
       "      <td>2024-03-12</td>\n",
       "      <td>M36684675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2869</th>\n",
       "      <td>202401712080417</td>\n",
       "      <td>2024</td>\n",
       "      <td>1</td>\n",
       "      <td>2024-01-08</td>\n",
       "      <td>17</td>\n",
       "      <td>PATROL BORO MAN SOUTH</td>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>MISDEMEANOR</td>\n",
       "      <td>ASSAULT 3 &amp; RELATED OFFENSES</td>\n",
       "      <td>ASSAULT 3</td>\n",
       "      <td>ANTI-JEWISH</td>\n",
       "      <td>Religion/Religious Practice</td>\n",
       "      <td>2024-01-08</td>\n",
       "      <td>M36673135</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2870 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Full Complaint ID  Complaint Year Number  Month Number  \\\n",
       "0       201906012119317                   2019             1   \n",
       "1       201906012175717                   2019             2   \n",
       "2       201906012180117                   2019             2   \n",
       "3       201906012273417                   2019             4   \n",
       "4       201906012413717                   2019             6   \n",
       "...                 ...                    ...           ...   \n",
       "2865    202401412419517                   2024             3   \n",
       "2866    202401412419617                   2024             3   \n",
       "2867    202401412419617                   2024             3   \n",
       "2868    202401412419717                   2024             3   \n",
       "2869    202401712080417                   2024             1   \n",
       "\n",
       "     Record Create Date  Complaint Precinct Code      Patrol Borough Name  \\\n",
       "0            2019-01-23                       60  PATROL BORO BKLYN SOUTH   \n",
       "1            2019-02-25                       60  PATROL BORO BKLYN SOUTH   \n",
       "2            2019-02-27                       60  PATROL BORO BKLYN SOUTH   \n",
       "3            2019-04-16                       60  PATROL BORO BKLYN SOUTH   \n",
       "4            2019-06-20                       60  PATROL BORO BKLYN SOUTH   \n",
       "...                 ...                      ...                      ...   \n",
       "2865         2024-03-09                       14    PATROL BORO MAN SOUTH   \n",
       "2866         2024-03-09                       14    PATROL BORO MAN SOUTH   \n",
       "2867         2024-03-09                       14    PATROL BORO MAN SOUTH   \n",
       "2868         2024-03-09                       14    PATROL BORO MAN SOUTH   \n",
       "2869         2024-01-08                       17    PATROL BORO MAN SOUTH   \n",
       "\n",
       "        County Law Code Category Description           Offense Description  \\\n",
       "0        KINGS                        FELONY       MISCELLANEOUS PENAL LAW   \n",
       "1        KINGS                        FELONY       MISCELLANEOUS PENAL LAW   \n",
       "2        KINGS                        FELONY       MISCELLANEOUS PENAL LAW   \n",
       "3        KINGS                        FELONY       MISCELLANEOUS PENAL LAW   \n",
       "4        KINGS                        FELONY       MISCELLANEOUS PENAL LAW   \n",
       "...        ...                           ...                           ...   \n",
       "2865  NEW YORK                   MISDEMEANOR  ASSAULT 3 & RELATED OFFENSES   \n",
       "2866  NEW YORK                   MISDEMEANOR  ASSAULT 3 & RELATED OFFENSES   \n",
       "2867  NEW YORK                   MISDEMEANOR  ASSAULT 3 & RELATED OFFENSES   \n",
       "2868  NEW YORK                   MISDEMEANOR  ASSAULT 3 & RELATED OFFENSES   \n",
       "2869  NEW YORK                   MISDEMEANOR  ASSAULT 3 & RELATED OFFENSES   \n",
       "\n",
       "          PD Code Description Bias Motive Description  \\\n",
       "0     AGGRAVATED HARASSMENT 1             ANTI-JEWISH   \n",
       "1     AGGRAVATED HARASSMENT 1             ANTI-JEWISH   \n",
       "2     AGGRAVATED HARASSMENT 1             ANTI-JEWISH   \n",
       "3     AGGRAVATED HARASSMENT 1             ANTI-JEWISH   \n",
       "4     AGGRAVATED HARASSMENT 1             ANTI-JEWISH   \n",
       "...                       ...                     ...   \n",
       "2865                ASSAULT 3              ANTI-ASIAN   \n",
       "2866                ASSAULT 3              ANTI-ASIAN   \n",
       "2867                ASSAULT 3              ANTI-ASIAN   \n",
       "2868                ASSAULT 3              ANTI-ASIAN   \n",
       "2869                ASSAULT 3             ANTI-JEWISH   \n",
       "\n",
       "                 Offense Category Arrest Date     Arrest Id  \n",
       "0     Religion/Religious Practice         NaT  Not arrested  \n",
       "1     Religion/Religious Practice         NaT  Not arrested  \n",
       "2     Religion/Religious Practice         NaT  Not arrested  \n",
       "3     Religion/Religious Practice         NaT  Not arrested  \n",
       "4     Religion/Religious Practice         NaT  Not arrested  \n",
       "...                           ...         ...           ...  \n",
       "2865                   Race/Color  2024-03-09     M36684220  \n",
       "2866                   Race/Color  2024-03-12     M36684674  \n",
       "2867                   Race/Color  2024-03-09     M36684260  \n",
       "2868                   Race/Color  2024-03-12     M36684675  \n",
       "2869  Religion/Religious Practice  2024-01-08     M36673135  \n",
       "\n",
       "[2870 rows x 14 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e72890f2-2075-470b-bf5d-3006fc4586e6",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis (EDA), Statistical Analysis and Advanced Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c62324ed-6d9d-4299-bbf2-b436382fec66",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Yearly Trend of Hate crimes\n",
    "\n",
    "# Group data by year and count the number of incidents per year\n",
    "yearly_trends = data.groupby('Complaint Year Number').size()\n",
    "\n",
    "# Use a seaborn palette\n",
    "palette = sns.color_palette(\"Spectral\", len(yearly_trends))\n",
    "\n",
    "# Plotting the bar graph\n",
    "plt.figure(figsize=(10, 6))\n",
    "yearly_trends.plot(kind='bar', color=palette)\n",
    "plt.title('Yearly Trend of Hate Crimes')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Number of Hate Crimes')\n",
    "plt.xticks(rotation=45)\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "# Show plot\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f0844686-3810-4dd1-9174-f3b322cffa43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Hate Crimes by county \n",
    "\n",
    "# Group data by county and count the number of incidents per county\n",
    "county_trends = data['County'].value_counts()\n",
    "\n",
    "# Plotting the pie chart\n",
    "plt.figure(figsize=(10, 8))\n",
    "county_trends.plot(kind='pie', autopct='%1.1f%%', colors=plt.cm.tab20.colors)\n",
    "plt.title('Hate Crimes by County')\n",
    "plt.ylabel('')  # Hide the y-label\n",
    "\n",
    "# Show plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0b3e750e-30db-4693-a2eb-9b36dbb443fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Hate Crimes Trend in New york over the years \n",
    "\n",
    "# Group data by year and count the number of incidents per year\n",
    "yearly_trends = data.groupby('Complaint Year Number').size()\n",
    "\n",
    "# Plotting the line graph\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(yearly_trends.index, yearly_trends.values, marker='o', linestyle='-', color='green')\n",
    "plt.title('Trend of Hate Crimes in New York Over the Years')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Number of Hate Crimes')\n",
    "plt.grid(True)\n",
    "plt.xticks(yearly_trends.index, rotation=45)\n",
    "\n",
    "# Show plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d8502168-ce41-454e-b30a-8f67b12cbe41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3q1atOH/+fJRljfPmzSM8PJxWrVoBro23yN8Hd1yHF5vvm6vPoTHx8/Nj7NixXL58maeeeiri+riVK1dy9epV2rRpE+Vz+/r68uSTT0b53JGfr+7cucPFixd56qmnAPj777+jPeZ/x2iKFClIliwZa9eu5cqVK7H59ogkGVpuJ+LlcubMGa1b14EDB9izZ0+0awicnM0RnCL/8eyUPn36iP9UL1y4wO3btylUqFC0+z3++OP88ssvD6zx2LFjEff9ryJFirBhw4YHfvzDVKxYkfLly0c77wwykW3cuJH+/fvzxx9/cOvWrSi3Xbt2LcoftzE5cOAAO3bsiPX3NrLAwEDg3h+fsZUvX75Y3/e/P0vn15M7d+4Yzzt/xgcPHsSyLD766CM++uijGD/3+fPnyZkzJx9//DFNmjShcOHCFC9enHr16tGhQ4cYQ2ls5MqVK1ooSZ8+PTt27IjVxz/55JN88sknhIWF8e+///LJJ59w5cqVh3axc16zFJs28cmTJ4/2M4/8OxJZXH8G9/s9SZYsGfnz54+43Sk237djx45RsGDBaPeL6Xfxv5zh52Hj9b9hql69eqRNm5bZs2dTs2ZNwCy1K126NIULFwZcG29OrvwePEhsvm+uPofej/P6qHLlykU8pvPFBWfg+i/n8wSYMDlw4EBmzZoV7TFjelHnv9+jgIAAhgwZwltvvUXWrFl56qmnaNiwIR07diRbtmyx+hpEvJVCkoiXi/xKo1N4eDglSpTg66+/jvFj/vvH2v1enbVi2OcjMTt06BA1a9akSJEifP311+TOnZtkyZLxyy+/8M033zy08QKY723t2rV59913Y7zd+UdgTIoUKQKY67uaNm0a67pj+hnfz/1+lg/7GTu/9rfffvu+s4MFCxYEzHUohw4d4qeffmLFihWMGzeOb775hu+//56XX3451rXGtraHyZQpU0S7+Lp161KkSBEaNmzIsGHDIi6cf1SuzGDE9Wfgrprc9XubNm1asmfP/tCwumPHDnLmzBnxx31AQABNmzZlwYIFjBo1inPnzrFx40Y+++yziI9xZbw5ufJ78CCx+b65+hzqCufXPnXq1BiDSuTZxpYtW/L777/zzjvvULp0aVKnTk14eDj16tWL8fkqpu9R7969adSoEQsXLmT58uV89NFHDB48mNWrV1OmTJk4fx0iiZ1CkkgSVKBAAf755x9q1qwZ47IhV2XOnJkUKVLEuLxq3759D/34PHnyRNz3v6+e7tu3L+L2+LZ48WKCg4NZtGhRlFf7Y1o6c7/vW4ECBbh582ac9nCqVKkS6dOnZ+bMmXzwwQce1cLb2b7Z398/Vl9bhgwZ6NKlC126dOHmzZtUqVKFAQMGxCkkuVuDBg2oWrUqn332Gd26dbtvG2TnEtN///3X1j25nCL/nkRup3337l2OHDkSpxrz5MnDv//+i2VZUcZ0bH5vARo2bMgPP/zAhg0bIrqlRfbbb79x9OhRunXrFuW8sw32qlWr2LNnD5ZlRSy1A9fHmyvc8Zzn7ufQ/35ugCxZsjzwa79y5QqrVq1i4MCB9OvXL+J8XJa5FihQgLfeeou33nqLAwcOULp0ab766iumTZvm+hcg4iV0TZJIEtSyZUtOnTrFDz/8EO2227dvP7RD2n/5+vpSt25dFi5cyPHjxyPO79mzh+XLlz/048uXL0+WLFn4/vvvo7TPXbp0KXv27KFBgwYu1RNXzlAS+RXja9euMXHixGj3TZUqVbS2y2C+t3/88UeMX/fVq1cJDQ297+OnTJmSvn37smfPHvr27RvjK/7Tpk3jzz//jM2X41ZZsmShWrVqjBkzhjNnzkS7/cKFCxHH/20/nDp1agoWLBjrttIJoW/fvly6dCnG3wGnsmXLki9fPr799ttoP2s7ZlFr1apFsmTJGD58eJTHHz9+PNeuXYvT78lzzz3H6dOnmTdvXsQ5Z0vv2HjnnXdIkSIF3bp1i/Zzv3z5Mq+++iopU6bknXfeifa1ZMiQgdmzZzN79mwqVqwYZSmYK+PNVc5QHNPvb2y5+zk0srp16xIYGMhnn30WYwdO59ce0/MV8MAOmv9169Yt7ty5E+VcgQIFSJMmjUf9vorYQTNJIklQhw4dmDNnDq+++ipr1qzh2WefJSwsjL179zJnzhyWL18e4zU8DzJw4ECWLVtG5cqV6d69O6GhoYwYMYJixYo9dDmOv78/Q4YMoUuXLlStWpU2bdpEtADPmzcvffr0eZQvN9bq1KlDsmTJaNSoEd26dePmzZv88MMPZMmSJdofauXKlWP06NF88sknFCxYkCxZslCjRg3eeecdFi1aRMOGDencuTPlypUjKCiInTt3Mm/ePI4ePUqmTJnuW8M777zDrl27+Oqrr1izZg0tWrQgW7ZsnD17loULF/Lnn3/y+++/x/e3IkYjR46kUqVKlChRgldeeYX8+fNz7tw5/vjjD06ePMk///wDmOYQ1apVo1y5cmTIkIEtW7Ywb948evbsaUvdMalfvz7Fixfn66+/pkePHlFaZzv5+PgwevRoGjVqROnSpenSpQvZs2dn79697Nq1K1YvALhT5syZef/99xk4cCD16tWjcePG7Nu3j1GjRlGhQoWHbiQdk1deeYXvvvuOjh07snXrVrJnz87UqVNjvZlpoUKFmDx5Mu3ataNEiRK89NJL5MuXj6NHjzJ+/HguXrzIzJkzo7Xq9/f3p1mzZsyaNYugoCC+/PLLaJ87tuPNVQUKFCBdunR8//33pEmThlSpUvHkk0+6dE1TfDyHOgUGBjJ69Gg6dOhA2bJlad26NZkzZ+b48eP8/PPPPPvss3z33XcEBgZSpUoVhg4dSkhICDlz5mTFihUcOXIk1o+1f/9+atasScuWLXniiSfw8/NjwYIFnDt3jtatW8epfhFvoZAkkgT5+PiwcOFCvvnmG6ZMmcKCBQtImTIl+fPnp1evXg+8buZ+SpYsyfLly3nzzTfp168fuXLlYuDAgZw5cyZWF9h37tyZlClT8vnnn9O3b19SpUrF888/z5AhQ6J1Fosvjz/+OPPmzeN///sfb7/9NtmyZeO1114jc+bMvPjii1Hu269fP44dO8bQoUO5ceMGVatWpUaNGqRMmZJ169bx2WefMXfuXKZMmUJgYCCFCxdm4MCBD2384OPjw5QpU2jSpAljx47lyy+/5Pr162TOnDniD6LI3ekS0hNPPMGWLVsYOHAgkyZN4tKlS2TJkoUyZcpEWe7zxhtvsGjRIlasWEFwcDB58uThk08+iTabYLe3336bzp07M3369PtuSly3bl3WrFnDwIED+eqrrwgPD6dAgQIRncgS2oABA8icOTPfffcdffr0IUOGDHTt2pXPPvssxqD3MClTpmTVqlW8/vrrjBgxgpQpU9KuXTvq169PvXr1YvU5XnjhBYoUKcLgwYMjglHGjBmpXr06H3zwwX0bX7Rq1Ypx48bhcDho2bJltNtjO95c5e/vz+TJk3n//fd59dVXCQ0NZeLEiS6FpPh4Do2sbdu25MiRg88//5wvvviC4OBgcubMSeXKlaN0K50xYwavv/46I0eOxLIs6tSpw9KlS8mRI0esHid37ty0adOGVatWMXXqVPz8/ChSpAhz5syhefPmj/Q1iCR2DsvbrrwWERERERF5BLomSUREREREJBKFJBERERERkUgUkkRERERERCJRSBIREREREYlEIUlERERERCQShSQREREREZFIvH6fpPDwcE6fPk2aNGlwOBx2lyMiIiIiIjaxLIsbN26QI0cOfHzuP1/k9SHp9OnT5M6d2+4yRERERETEQ5w4cYJcuXLd93avD0lp0qQBzDciMDDQ1lpCQkJYsWIFderUidPO6JL0aMyIqzRmxFUaM+IqjRlxlSeNmevXr5M7d+6IjHA/Xh+SnEvsAgMDPSIkpUyZksDAQNsHiCQOGjPiKo0ZcZXGjLhKY0Zc5Ylj5mGX4ahxg4iIiIiISCQKSSIiIiIiIpEoJImIiIiIiESikCQiIiIiIhKJQpKIiIiIiEgkCkkiIiIiIiKRKCSJiIiIiIhEopAkIiIiIiISiUKSiIiIiIhIJApJIiIiIiIikSgkiYiIiIiIRKKQJCIiIiIiEolCkoiIiIiISCQKSSIiIklUWBisW+dg/fqcrFvnICzM7opERDyDQpKIiEgSNH8+5M0LtWv78fXX5ald24+8ec15EZGkTiFJREQkiZk/H1q0gJMno54/dcqcV1ASkaROIUlERCQJCQuDXr3AsqLf5jzXuzdaeiciSZpCkoiISBLy22/RZ5Aisyw4ccLcT0QkqVJIEhERSULOnInd/T79FBYvhps347ceERFP5Gd3ASIiIpJwsmeP3f1+/dW8JUsGlStD/fpQrx488QQ4HPFbo4iI3TSTJCIikoTcuvXg2x0OyJQJXn0V8uWDu3dh1Sp4+20oXhzy5IGuXWHBArh+PWFqFhFJaJpJEhERSSKWLYNmze6973BEbeDgnCEaM8bcz7LgwAFYutS8rV1rrlf64Qfz5ucHzz5rZpnq14cSJTTLJCLeQTNJIiIiScDSpdCkCQQHQ9OmMHs25MwZ9T65csG8efeClMMBhQubbnjLlsHly/DLL/D661CoEISGwrp18N57UKqU+fiXXjKf4+rVhP4KRUTcRzNJIiIiXu6XX+D5583SuWbNYNYs8PeH5s1hzZpQli7dTv36pale3Q9f3/t/npQp780aARw6ZMLXsmWwejWcPg0TJpg3X194+ul79y9VCnz00qyIJBJ6uhIREfFiS5bcC0jNm98LSGCCTNWqFlWqnKJqVeuBASkmBQpAz57mMS5fhuXLoU8fKFLE7LO0YQN8+CGULQs5ckDnzmYG6/Jlt3+ZIiJupZAkIiLipRYvNjNHd+9CixYwc+a9gORuyZNDnTrw9dewZw8cOQKjR0PjxpAqFZw7B5MnQ+vWkDkzPPMMDBoEf/0F4eHxU5OISFwpJImIiHihRYvMzFFICLRsCTNmxF9AiknevKZD3k8/waVL9zrkFStmQtEff0C/flCxImTLBh06wPTpcPFiwtUoInI/CkkiIiJeZuFCM3MUEgKtWpnwkZAB6b8CAqBGDfjiC/j3Xzh+HMaONcsA06SBCxdg2jRo3x6yZIEnn4T+/WHTJrNsT0QkoSkkiYiIeJEFC+CFF0xAat3ahA8/D2vTlDs3vPIKzJ9vZpnWroW+fU1zB8uCP/+Ejz82jR+yZIE2bWDKFLNkT0QkISgkiYiIeIn5883SutBQaNsWpk71vID0X/7+ULUqfP45bN8Op07B+PEm6KVNa5o8zJoFnTqZZXnlysH//gcbN5qvU0QkPigkiYiIeIF58+4FpHbtzMyLpwekmOTIAS++CHPmmOuTfvvtXoc8gL//hk8/hUqVTAOIli1h4kTTflxExF0UkkRERBK5uXPN0rqwMNMAYfJkXG7n7Yn8/EwY+uQT2LoVzpy51yEvQwazYe3cuSZU5cwJpUvD+++bDW5DQuyuXkQSM4UkERGRRGzOHHPNTlgYdOxoZlW8ISDFJFs28zXOnAnnz9/rkFehAjgc8M8/ZtletWqQKZPp7vfDD3DypN2Vi0hikwgn4kVERATMtTrt25uA1LkzjBvnvQHpv3x94amnzNvAgaZD3ooVsHSp2dT24kVzjdb8+eb+xYtDvXpQv76ZnUqWzN76RcSzKSSJiIgkQjNnmoAUHg5dupgZk6QSkGKSObO5FqtdO/M92brVBKZly2DzZtN6/N9/4csvzea2NWuawFS/PuTJY3f1IuJpFJJEREQSmRkzzLVH4eHw0ktmzyEfLaCP4ONjluBVqGCW4126BCtXmsC0bJlpJb5okXkDKFLkXmCqXBmSJ7e3fhGxn0KSiIhIIjJtmmmHHR4OL78MY8YoID1Mxoym2UPr1ub7tn27CUtLl5rrmvbuNW/ffAMpU0L16iYw1asHBQrYXb2I2EEhSUREJJGYOtUEJMsym7F+/70Ckqt8fEw78bJl4YMPTIe8X3+9tzTv9Gn4+WfzBlCo0L3AVK0apEhhZ/UiklAUkkRERBKByZPNtUeWBd26wahRCkjukC4dtGhh3iwLdu40gWnpUrNh7YED5m34cLMMr1q1ew0gChUyXfVExPvo6VVERMTDTZp0LyC99poCUnxxOKBkSejbF9auNdcyzZ9vZu1y5YI7d8xsU+/e8PjjULAg9OgBS5ZAUJDd1YuIO+kpVkRExINNmGA2S7Us6N4dRo5UQEoogYHw/POmMcbx46Y73hdfQI0a4O8Phw+bwNqokdnctnZt+Ppr2LPH/LxEJPHS06yIiIiHGj/eNGewLOjZE777Tsu77OJwQLFi8PbbsGoVXL4MP/0Er75qWojfvWuubXrrLXjiCciXz9z2009w44bd1YuIq3RNkoiIiAf64Qfo2tUcv/46DBumgORJUqeGxo3Nm2XBvn33mj+sWwfHjpnOg2PGmFmnSpXuNYAoXlw/SxFPp5kkERERDzN27L2A1KuXApKnczjMXkt9+sDy5eZapp9/NrN/BQpASAisWQPvvmuueXrsMXOd048/wrVrdlcvIjHRTJKIiIgHGTPGLNMC0yDg668VkBKbVKnguefMG8DBg/c65q1ZAydPwrhx5s3PD5555l7HvFKl9PMW8QSaSRIREfEQo0ffC0hvvqmA5C0KFjRLJn/5xVzLtGyZmSEsXBhCQ2H9erNnU5kykCOH6WQ4Zw5cuWJ35SJJl0KSiIiIBxg50nSvA3Px/5dfKiB5oxQpoG5d+PZbcx3ToUPmZ9+wIaRMCWfPmpbvrVpBpkzw7LPwySewdSuEh9tdvUjSoZAkIiJis+++M9evALzzjmkzrYCUNOTPb8Lx4sVmlmnlSjOL+MQTJhT9/jt89BGULw/Zs0PHjjBzprnuSUTij0KSiIiIjYYPN0uxwGxiOmSIAlJSFRAAtWrBV1/Brl1w9Ch8/z00bWq66Z0/D1OnQtu2kDkzPPUUDBwIf/4JYWF2Vy/iXRSSREREbDJsmLk2BeC992DwYAUkuSdPHujWDRYsMDNHq1ebDnklSpi245s3w4AB8OSTkDUrtGsH06aZMCUij0YhSURExAbffGO614G5aP+zzxSQ5P6SJYPq1c1M444dcOKE6Y7XvDkEBpoQNWMGdOgA2bJBhQpmmd7vv2uWSSQuFJJEREQS2Ndfm+tOAP73P3NhvgKSuCJXLnjpJZg3Dy5eNB3y3n/fdMizLNiyxYyrZ581S/NatTINIc6etbtykcRBIUlERCQBffml6V4H5pX+jz9WQJJH4+8PlSub2ci//4bTp2HiRGjZEtKlM63E58wxrcWzZ4eyZc3s5W+/mRbkIhKdQpKIiEgC+eIL070OoH9/BSSJH9mzQ+fOMHs2XLgAGzeaGcvy5c3t27aZ69+qVDFtxlu0gPHj4dSph3/usDBYt87B+vU5WbfOoaV84rUUkkRERBLAkCHmonswF9sPGGBnNZJU+PnBM8/AoEHw119w7hxMmWI65GXMCNeuwY8/wssvmyV8JUuaLotr18Ldu1E/1/z5kDcv1K7tx9dfl6d2bT/y5jXnRbyNn90FiIiIeLvBg83yJjAtm/v1s7ceSbqyZDHNHTp0MLNCW7bAsmWwdKlpJb5zp3kbOhTSpIGaNaF+fXOd02uvmX8jO3XKzETNmwfNmtnzNYnEB4UkERGRePTZZ/Dhh+Z40CCz7EnEE/j6mvbhTz5pln9evGg2s1261ASnCxdg4ULzdj+WZZaM9u4NTZqYzyniDbTcTkREJJ588sm9gPTppwpI4tkyZYI2bcxyvLNnzSzToEFQrNiDP86yTEvy335LmDpFEoJmkkREROLBxx+bV+fBzCa9/7699Yi4wscHypUzbwUKmGuYHubMmfivSyShKCSJiIi42YAB5tojgM8/NxfCiyRW2bO7934iiYGW24mIiLiJZZnZI2dAGjpUAUkSv8qVTee7+7Wrdzggd25zPxFvoZAkIiLiBs6A9PHH5v3IeyKJJGa+vjBsmDm+X1D69ls1bRDvopAkIiLyiCwLPvrIXOQO8NVX8Pbb9tYk4k7Nmpk23zlzRj2fOrXaf4t3UkgSERF5BJZlutZ9+ql5/+uv4c037a1JJD40awZHj8LKlaE0b74fMJvVNmhgb10i8UEhSUREJI4sy2wS+9ln5v1vv4U+fWwtSSRe+fpC1aoWbdvuIWdOi6tXYckSu6sScT+FJBERkTiwLHjvPdO9DmD4cOjVy96aRBKKry+0aRMOwOTJNhcjEg8UkkRERFxkWaZr3dCh5v0RI+D11+2tSSShdehgQtLSpXD+vM3FiLiZQpKIiIgLLMt0rfviC/P+d99Bz5721iRih6JFoUIFCA2FGTPsrkbEvRSSREREYsmy4K23TPc6gFGjoEcPe2sSsVOnTuZfLbkTb6OQJCIiEguWZbrWffONef/77+G11+ytScRurVuDvz9s3w47dthdjYj7KCSJiIg8hGVB796mex3AmDHQrZudFYl4howZoVEjc6zZJPEmCkkiIiIPYFmma93w4eb9sWOha1d7axLxJM4ld9Onm+uTRLyBQpKIiMh9WJbpWjdiBDgcMG4cvPKK3VWJeJb69SFzZjh3DpYvt7saEfdQSBIREYlBeLhpyjBy5L2A9NJLdlcl4nn8/aFtW3OsJXfiLWwNSYMHD6ZChQqkSZOGLFmy0LRpU/bt2xflPtWqVcPhcER5e/XVV22qWEREkgJnQBo92gSkCRPgxRftrkrEczmX3C1aBFeu2FuLiDvYGpLWrVtHjx492LRpEytXriQkJIQ6deoQFBQU5X6vvPIKZ86ciXgb6ty9T0RExM3Cw6F7d9O9zuGAiROhc2e7qxLxbKVLQ4kSEBwMc+bYXY3Io/Oz88GXLVsW5f1JkyaRJUsWtm7dSpUqVSLOp0yZkmzZsiV0eSIiksSEh8Orr8IPP5iANHkydOhgd1Uins/hMLNJb79tfm/U/VESO1tD0n9du3YNgAwZMkQ5P336dKZNm0a2bNlo1KgRH330ESlTpozxcwQHBxMcHBzx/vXr1wEICQkhJCQkniqPHefj212HJB4aM+IqjZm4MzNIvkyY4IOPj8X48WG0bm3h7d9KjRlx1f3GTMuW0LevH3/84WDXrhAKF7ajOvFEnvQ8E9saHJZlWfFcS6yEh4fTuHFjrl69yoYNGyLOjx07ljx58pAjRw527NhB3759qVixIvPnz4/x8wwYMICBAwdGOz9jxoz7BisREUnawsNh5MjSrFqVBx8fi169/qZq1ZN2lyWS6Awa9CRbt2bjhRf20a7dXrvLEYnm1q1btG3blmvXrhEYGHjf+3lMSHrttddYunQpGzZsIFeuXPe93+rVq6lZsyYHDx6kQIEC0W6PaSYpd+7cXLx48YHfiIQQEhLCypUrqV27Nv7+/rbWIomDxoy4SmPGdWFh0K2bL1OmmBmkSZPMDFJSoTEjrnrQmJkzx0H79n489pjF/v2h+KiPsuBZzzPXr18nU6ZMDw1JHrHcrmfPnixZsoT169c/MCABPPnkkwD3DUkBAQEEBAREO+/v72/7D8XJk2qRxEFjRlylMRM7YWFm36MpU8DHB6ZPd9C6tUf815jgNGbEVTGNmebNTWfI48cdbNzoT40aNhUnHskTnmdi+/i25nvLsujZsycLFixg9erV5MuX76Efs337dgCyZ88ez9WJiIg3Cwszbb0nTwZfX5gxA1q3trsqkcQteXJo1coca88kScxsDUk9evRg2rRpzJgxgzRp0nD27FnOnj3L7du3ATh06BCDBg1i69atHD16lEWLFtGxY0eqVKlCyZIl7SxdREQSsbAw09Z7yhQTkGbOvPeHnYg8GueeST/+CDdv2luLSFzZGpJGjx7NtWvXqFatGtmzZ494mz17NgDJkiXj119/pU6dOhQpUoS33nqL5s2bs3jxYjvLFhGRRCwszPwRN22aCUizZsELL9hdlYj3ePppKFQIgoJMUBJJjGxdeP2wnhG5c+dm3bp1CVSNiIh4u9BQE5BmzAA/PxOQmje3uyoR7+JwQMeO8NFHZsmdc2ZJJDFRzxEREUkSQkPNxrDOgDRnjgKSSHxxbsK8Zg0cO2ZvLSJxoZAkIiJeLzQU2rc3M0d+fjB3Ljz/vN1ViXivPHmgenVzPHWqvbWIxIVCkoiIeLWQEGjbFmbPBn9/mDcPmja1uyoR7+dcZjdlCnjGrpwisaeQJCIiXssZkObONQHpxx+hSRO7qxJJGpo3h1Sp4MAB2LTJ7mpEXKOQJCIiXikkBNq0MTNHyZLB/PnQqJHdVYkkHalT37vuT3smSWKjkCQiIl7n7l2z79GPP94LSA0b2l2VSNLjXHI3ezbcuWNvLSKuUEgSERGv4gxICxZAQAAsXAgNGthdlUjSVK0aPPYYXL0KixbZXY1I7CkkiYiI17h7F1q2NMHIGZDq17e7KpGky8fnXjtwLbmTxEQhSUREvEJwMLRoAT/9ZALSTz9BvXp2VyUizpC0fDmcPWtvLSKxpZAkIiKJnjMgLV4MyZObZT1169pdlYgAPP44PPUUhIXB9Ol2VyMSOwpJIiKSqAUHmw5aS5aYgLR4MdSpY3dVIhKZs4HD5MnaM0kSB4UkERFJtO7cgWbN4OefIUUKE5Rq1bK7KhH5r1atzDLYnTth+3a7qxF5OIUkERFJlO7cgeefh19+uReQata0uyoRiUn69NC4sTlWAwdJDBSSREQk0blzB5o2hWXLTED6+WeoUcPuqkTkQZxL7mbMMJs9i3gyhSQREUlUbt+GJk1Mp6yUKc1MUvXqdlclIg9Tty5kzQoXLsDSpXZXI/JgCkkiIpJo3LplluysWAGpUpk/tKpVs7sqEYkNPz9o184ca8mdeDqFJBERSRScAenXX+8FpCpV7K5KRFzhXHK3eDFcumRvLSIPopAkIiIe79YtaNQIVq2C1KnNtUiVK9tdlYi4qmRJKF3aXJM0e7bd1Yjcn0KSiIh4tKAgaNgQVq++F5AqVbK7KhGJq8h7Jol4KoUkERHxWM6AtGYNpEljmjU8+6zdVYnIo2jb1lyf9OefsHev3dWIxEwhSUREPNLNm/Dcc7B27b2A9MwzdlclIo8qSxaoX98cazZJPJVCkoiIeBxnQFq/HgIDTTe7p5+2uyoRcRfnkrupUyEszN5aRGKikCQiIh7lxg3zKvNvv90LSE89ZXdVIuJODRtC+vRw6pS53lDE0ygkiYiIx3AGpA0bIG1aWLkSnnzS7qpExN0CAqB1a3OsJXfiiRSSRETEI1y/DvXqwcaNkC6d2Q+pYkW7qxKR+OJccjd/vvn9F/EkCkkiImK7a9egbl34/fd7Aal8eburEpH4VLEiPP443L4N8+bZXY1IVApJIiJiK2dA2rTJXKOwahWUK2d3VSIS3xwO7ZkknkshSUREbHP1KtSpA5s3Q4YMJiCVLWt3VSKSUDp0MGFp/Xo4csTuakTuUUgSERFbOAPSn3/eC0hlythdlYgkpFy5oGZNczxlir21iESmkCQiIgnuyhWoXRv++gsyZjQtgEuXtrsqEbGDc8ndlClgWfbWIuKkkCQiIgnKGZC2bIFMmUxAKlXK7qpExC7PPw+pU8Phw6b9v4gnUEgSEZEEc/ky1KoFW7feC0glS9pdlYjYKVUqeOEFc6wld+IpFJJERCRBOAPS339D5sywZg2UKGF3VSLiCZxL7ubMMS3BReymkCQiIvHu0iVzcfa2bZAliwlIxYvbXZWIeIrKlSFvXrOp7MKFdlcjopAkIiLx7OJFE5C2b78XkIoVs7sqEfEkPj7QsaM51p5J4gkUkkREJN44A9I//0DWrCYgPfGE3VWJiCdyhqSVK+H0aXtrEVFIEhGReHHhAtSoATt2QLZssHatApKI3F+BAlCpEoSHw7RpdlcjSZ1CkoiIuN358yYg7dxpAtKaNVCkiN1ViYini7zkTnsmiZ0UkkRExK2cAenffyF7djODpIAkIrHRsiUkTw67d5utAkTsopAkIiJuc+4cVK8Ou3ZBjhwmID3+uN1ViUhikTYtNG1qjtXAQeykkCQiIm5x9qwJSLt3Q86cJiAVLmx3VSKS2Dj3TJo5E+7etbcWSboUkkRE5JGdOWMC0p49kCuXCUiFCtldlYgkRrVrm6W6ly7Bzz/bXY0kVQpJIiLySJwBae9eyJ3bBKSCBe2uSkQSK19faN/eHGvJndhFIUlEROLs9GmoVg327bsXkAoUsLsqEUnsnEvufv7ZbCcgktAUkkREJE5OnTIBaf9+eOwxE5Dy57e7KhHxBsWKQblyEBpqrk0SSWgKSSIi4rKTJ01AOnAA8uRRQBIR93POJk2ZYm8dkjQpJImIiEtOnDAB6eBByJvXBKR8+WwuSkS8Tps24O9v9kvatcvuaiSpUUgSEZFYcwakQ4fuBaS8ee2tSUS8U6ZM0KCBOVYDB0loCkkiIhIrx4+bgHT4sJk5WrfOLLUTEYkvziV306aZ65NEEopCkoiIPNSxY/cCUv78JiA99pjdVYmIt3vuOciY0Ww18OuvdlcjSYlCkoiIPNDRoyYgHTli2nuvXWvafYuIxLdkyaBtW3OsJXeSkBSSRETkvpwB6ehRs0GsApKIJLSOHc2/CxfCtWu2liJJiEKSiIjE6MgRqFrVLLUrVMgEpFy57K5KRJKacuXgiSfgzh2YM8fuaiSpUEgSEZFoDh82Aen4cShcGNasgZw57a5KRJIih+NeAwctuZOEopAkIiJRHDpkltidOAGPP66AJCL2a98efHxg40azR5tIfFNIEhGRCAcP3gtIRYqYgJQjh91ViUhSlyMH1K5tjqdMsbcWSRoUkkREBIADB0xAOnnyXkDKnt3uqkREDOeSuylTIDzc3lrE+ykkiYhIREA6dcpcIL12LWTLZndVIiL3NG0KgYGmmcz69XZXI95OIUlEJInbt880aTh92gSk1asha1a7qxIRiSpFCmjZ0hyrgYPEN4UkEZEkbN8+qF7d7GZfrJhZYqeAJCKeyrnkbt48CAqytxbxbgpJIiJJ1N69ZondmTNQvLgJSFmy2F2ViMj9PfssFCgAN2/CggV2VyPeTCFJRCQJ2rPHBKSzZ6FECbPELnNmu6sSEXkwhwM6djTHWnIn8emRQ1JYWBjbt2/nypUr7qhHRETi2e7dJiCdOwclSyogiUji4gxJq1aZ7QpE4oPLIal3796MHz8eMAGpatWqlC1blty5c7N27Vp31yciIm60a5e5Bun8eShVygSkTJnsrkpEJPby5jXNZiwLpk2zuxrxVi6HpHnz5lGqVCkAFi9ezJEjR9i7dy99+vThww8/dHuBIiLiHv/+ey8glS5tXoXNmNHuqkREXOds4DB5sglLIu7mcki6ePEi2f5/84xffvmFF154gcKFC/Piiy+yc+dOtxcoIiKPbudOE5AuXIAyZRSQRCRxa97ctATftw/+/NPuasQbuRySsmbNyu7duwkLC2PZsmXUrl0bgFu3buHr6+v2AkVE5NHs2AE1asDFi1C2LPz6K2TIYHdVIiJxFxgIzZqZYzVwkPjgckjq0qULLVu2pHjx4jgcDmrVqgXA5s2bKVKkiNsLFBGRuPvnn3sBqVw5BSQR8R7OJXezZkFwsL21iPfxc/UDBgwYQPHixTlx4gQvvPACAQEBAPj6+vLee++5vUAREYmdsDBYt87B+vU5SZXKQfr0UKcOXL4MFSrAihWQLp3dVYqIuEeNGpAzJ5w6BYsXQ4sWdlck3sTlkATQ4v9H4Z07dyLOdXLGeRERSXDz50OvXnDypB9Qnq+/NvuJWBZUrAjLlysgiYh38fWFDh3g88/NkjuFJHEnl5fbhYWFMWjQIHLmzEnq1Kk5fPgwAB999FFEa3AREUk48+ebPw5Onox63tnxqWdPBSQR8U7O1+iXLjV7v4m4i8sh6dNPP2XSpEkMHTqUZMmSRZwvXrw448aNc2txIiLyYGFhZgbpfi1wHQ748ENzPxERb1OkiJktDwuDGTPsrka8icshacqUKYwdO5Z27dpF6WZXqlQp9u7d69biRETkwX77LfoMUmSWZXak/+23hKtJRCQhRd4zScRdXA5Jp06domDBgtHOh4eHExIS4paiRETk4e7ehR9/jN19z5yJ31pEROzSujUkS2a6ef7zj93ViLdwOSQ98cQT/BbDS5Lz5s2jTJkybilKRETu7+xZGDgQ8uSB776L3cdkzx6/NYmI2CVDBmjUyBxPmWJvLeI9XO5u169fPzp16sSpU6cIDw9n/vz57Nu3jylTprBkyZL4qFFEJMmzLNi8GUaMgLlzwTlxnzUr3L4NN27EfF2SwwG5ckHlyglbr4hIQurUycysT58OQ4aAX5z6N4vc4/JMUpMmTVi8eDG//vorqVKlol+/fuzZs4fFixdTu3bt+KhRRCTJCg42r4xWrAhPP20uTA4JuXd8/DhMnGju63BE/Vjn+99+a1rlioh4q3r1IHNm0+Fu+XK7qxFvEKecXblyZVauXOnuWkRE5P+dOgWjR8PYsXDhgjmXLBm0aQOvvw7lyt27b7NmMG+ec5+ke+dz5TIBqVmzBC1dRCTB+ftDu3bmOW/yZGjQwO6KJLF7pMnImzdvEh4eHuVcYGDgIxUkIpJUWRZs2GCW1M2ff69td65c8Npr8Mor5pXSmDRrBk2awJo1oSxdup369UtTvbqfZpBEJMno1MmEpJ9+gitXIH16uyuSxMzl5XZHjhyhQYMGpEqVirRp05I+fXrSp09PunTpSK/RKCListu3Yfx4KFMGqlQx1xyFhd07PnIEPvjg/gHJydcXqla1qFLlFFWrWgpIIpKklC4NJUuazp+zZ9tdjSR2Ls8ktW/fHsuymDBhAlmzZsXx30XwIiISK8eOwahRMG4cXL5szqVIYZaM9OwJpUrZW5+ISGLTsSO8/bZZcvfqq3ZXI4mZyyHpn3/+YevWrTz++OPxUY+IiFezLFizxiypW7QInCuW8+SBHj3gpZdMO1sREXFdu3bQty9s2gT79oH+XJW4cnm5XYUKFThx4kR81CIi4rWCguD776FECahZExYuNAHJeXzoELzzjgKSiMijyJYN6tY1x9ozSR6FyzNJ48aN49VXX+XUqVMUL14cf3//KLeXLFnSbcWJiCR2hw7ByJEwYQJcu2bOpUplloT07AlPPGFvfSIi3qZTJ/jlF5g6FQYNAh+XpwRE4hCSLly4wKFDh+jSpUvEOYfDgWVZOBwOwpztmEREkqjwcFi50iyp++WXe5u8FihgglHnzpAunZ0Vioh4r8aNzXPsiRNmeXPNmnZXJImRyyHpxRdfpEyZMsycOVONG0REIrl+3Vws/N13sH//vfP16pm9jerV0yuaIiLxLXlyaNUKxowxz8kKSRIXLoekY8eOsWjRIgoWLBgf9YiIJDr79plgNHky3LhhzqVJA126mGYMhQvbW5+ISFLTqZMJST/+aJY8p0ljd0WS2Lj8mmaNGjX4559/4qMWEZFEIzwcliwxFwgXKWJC0o0b945PnYJhwxSQRETs8NRTUKgQ3LplgpKIq1yeSWrUqBF9+vRh586dlChRIlrjhsaNG7utOBERT3P1KkycaF6ZPHTInHM4oGFDs6SuVi3zvoiI2MfhMLNJ//uf6XLXubPdFUli43JIevX/d+b6+OOPo93mauOGwYMHM3/+fPbu3UuKFCl45plnGDJkSJQ9mO7cucNbb73FrFmzCA4Opm7duowaNYqsWbO6WrqISJzt2mVmiKZMMa9Mgrkw+KWXoHt3yJ/f1vJEROQ/OnSAjz4yzRuOHTP70YnElsvL7cLDw+/75mpnu3Xr1tGjRw82bdrEypUrCQkJoU6dOgQFBUXcp0+fPixevJi5c+eybt06Tp8+TbNmzVwtW0TEZWFhsGAB1KgBxYubfY5u3TLHY8bAyZPw5ZcKSCIinuixx6B6dXM8daq9tUji4/JMkjstW7YsyvuTJk0iS5YsbN26lSpVqnDt2jXGjx/PjBkzqFGjBgATJ06kaNGibNq0iaeeesqOskXEy126BOPGwahRcPy4OefjA02bmiV1VatqSZ2ISGLQqROsXm1WAXz4oZ67JfZiFZKGDx9O165dSZ48OcOHD3/gfd944404F3Pt/3dazPD/W85v3bqVkJAQatWqFXGfIkWK8Nhjj/HHH3/EGJKCg4MJDg6OeP/69esAhISEEBISEufa3MH5+HbXIYmHxkzC+ucfGDXKl5kzHdy5Y/4nzZjR4sUXw+nWLZzHHjP3Cw21sciH0JgRV2nMiKsS05hp1AhSpfLjwAEHv/0WytNPW3aXlCR50piJbQ0Oy7IeOlry5cvHli1byJgxI/ny5bv/J3M4OHz4cOyrjCQ8PJzGjRtz9epVNmzYAMCMGTPo0qVLlNADULFiRapXr86QIUOifZ4BAwYwcODAaOdnzJhBypQp41SbiHiv0FAHmzdn5+ef87F7d6aI8/nzX6VBgyNUqnSSgIBwGysUEZFHMWxYGdaseYw6dY7Svbs6NCd1t27dom3btly7do3AwMD73i9WM0lHjhyJ8didevTowb///hsRkOLq/fff580334x4//r16+TOnZs6deo88BuREEJCQli5ciW1a9eO1hVQJCYaM/Hn/HkYP96HsWN9OHXKzBr5+Vk8/7xFjx7hPP10KhyO4kBxewt1kcaMuEpjRlyV2MZMihQO1qyBzZvzMHduTlKksLuipMeTxoxzldnDuHRNUkhICEWKFGHJkiUULVo0ToXFpGfPnixZsoT169eTK1euiPPZsmXj7t27XL16lXTp0kWcP3fuHNmyZYvxcwUEBBAQEBDtvL+/v+0/FCdPqkUSB40Z9/nrLxgxAmbPhrt3zbksWaBbN+jWzUHOnA7i0NPG42jMiKs0ZsRViWXM1KplmjgcP+5g6VJ/WrWyu6KkyxPGTGwf36W/BPz9/blz506cCoqJZVn07NmTBQsWsHr16mhL+cqVK4e/vz+rVq2KOLdv3z6OHz/O008/7bY6RMS73b0LM2bA009DxYqmy9Hdu/eOjx+Hjz+GnDntrlRERNzNx8e0AweYPNneWiTxcPnl0h49ejBkyBBC3XDlco8ePZg2bRozZswgTZo0nD17lrNnz3L79m0A0qZNy0svvcSbb77JmjVr2Lp1K126dOHpp59WZzsReagzZ2DAALM3Rrt2sGkT+PtD+/awebN5a98eYph8FhERL9Kxo/l3+XLzf4PIw7jcAvyvv/5i1apVrFixghIlSpAqVaoot8+fPz/Wn2v06NEAVKtWLcr5iRMn0vn/t0b+5ptv8PHxoXnz5lE2kxURiYllmTA0YgTMnXuvE1327PDaa9C1K2gvahGRpKVwYbOa4I8/YPp0ePttuysST+dySEqXLh3Nmzd3y4PHorEeyZMnZ+TIkYwcOdItjyki3unOHXOd0YgRsHXrvfPPPmv2NmrWzMwiiYhI0tSpkwlJkyfDW29pzyR5MJdD0sSJE+OjDhGRODl5EkaPhrFj4eJFcy4gANq2hZ49oWxZe+sTERHP0KoV9OoF//4L27bp/wd5sFhfk3T79m0WLVrEjRs3ot12/fp1Fi1aFG0/IxGR+GBZsH49vPAC5M0Ln31mAlLu3DB4sAlOEyboP0AREbknXTpo0sQcq4GDPEysQ9LYsWMZNmwYadKkiXZbYGAgw4cP54cffnBrcSIikd26BePGQenSULUqzJsHYWFQrRr8+CMcPgzvvQeZMj3sM4mISFLUqZP5d8YMCAmxtxbxbLEOSdOnT6d37973vb13795MmTLFHTWJiERx9Ci8+y7kygWvvAI7dkCKFKYJw44dsGaNuebIz+UFxCIikpTUqQPZspnVB0uX2l2NeLJYh6QDBw5QqlSp+95esmRJDhw44JaiREQsC1atgqZNoUAB+OILuHIF8uWDL7+EU6dgzBgoUcLuSkVEJLHw8zNbQoCW3MmDxTokhYaGcuHChfvefuHCBbfsnSQiSdvNm6YRQ/HiZpf0n36C8HCoXRsWLYIDB0xXovTp7a5UREQSI+eSu8WL4dIle2sRzxXrkFSsWDF+/fXX+96+YsUKihUr5paiRCTpOXgQ+vQxS+q6d4fduyF1aujRA/bsgRUroFEj8PW1u1IREUnMSpSAMmXMNUmzZtldjXiqWIekF198kUGDBrFkyZJoty1evJhPP/2UF1980a3FiYh3Cw+HZcugQQOz0d+338K1a1CoEAwbZrrUffcdFClid6UiIuJNnLNJWnIn9xPry5y7du3K+vXrady4MUWKFOHxxx8HYO/evezfv5+WLVvStWvXeCtURLzH9eswaZIJQJEvZXzuObPxa5064BPrl3BERERc06YNvP02/PWXWa1QtKjdFYmncenPkGnTpjFr1iwKFy7M/v372bdvH48//jgzZ85k5syZ8VWjiHiJvXvNBq85c5oN/Q4cgMBAc7x/P/z8M9Srp4AkIiLxK0sWqF/fHGs2SWLicsPcli1b0rJly/ioRUS8UFgY/PILjBgBK1feO1+0qJk16tDBXHskIiKSkDp1Ms0bpk6FTz/VNa8SlXYVEZF4ceUKTJgAI0fCkSPmnMMBjRubcFSjhnlfRETEDg0bmk6pp0+bLSfq1LG7IvEkWtQiIm7177/QrZvpUvf22yYgpU8P77wDhw/DwoVQs6YCkoiI2CsgwFybBFpyJ9FpJklEHlloqNnDaMQIWLv23vkSJcysUbt2kDKlbeWJiIjEqFMnGDUKFiwwTYUCA+2uSDyFZpJEJM4uXoTPP4cCBaB5cxOQfH2hRQtYtw7++QdeeUUBSUREPFOFCmabidu3Ye5cu6sRTxLnkHTw4EGWL1/O7du3AbAsy21FiYhn27YNXnzRLKl7/304fhwyZYIPPjDL6+bOhSpVtKROREQ8m8OhPZMkZi6HpEuXLlGrVi0KFy7Mc889x5kzZwB46aWXeOutt9xeoIh4hpAQmD0bKlWCsmVh4kQIDoZy5cyeRydOmO5AuXPbXamIiEjstW9vwtJvv5lrZ0UgDiGpT58++Pn5cfz4cVJGWkPTqlUrli1b5tbiRMR+587BoEGQNy+0bg0bN4Kfnzn+/XezEV+nTpA8ud2VioiIuC5XLqhVyxxPnWpvLeI5XG7csGLFCpYvX06uXLminC9UqBDHjh1zW2EiYq8//zSNGObMgbt3zbmsWU3num7dIEcOe+sTERFxl06dzF5+U6ZAv35aLi5xCElBQUFRZpCcLl++TEBAgFuKEhF7BAeb64lGjDAhyempp6BnT3jhBUiWzL76RERE4sPzz0OaNGa53YYNULmy3RWJ3Vxeble5cmWmTJkS8b7D4SA8PJyhQ4dSvXp1txYnIgnj9Gnzytljj0GHDiYgJUsGHTua5XR//GHaeCsgiYiIN0qZ0rwQCGrgIIbLM0lDhw6lZs2abNmyhbt37/Luu++ya9cuLl++zMaNG+OjRhGJB5ZlrikaMQJ+/NHsdQRmGd1rr0HXrpAli701ioiIJJROnWDCBLPMfPhwbV+R1Lk8k1S8eHH2799PpUqVaNKkCUFBQTRr1oxt27ZRoECB+KhRRNzozh3Tma5cOdOpbvZsE5Ccx0ePwv/+p4AkIiJJS6VKpknRjRuwcKHd1YjdXJ5JOn78OLlz5+bDDz+M8bbHHnvMLYWJiHsdPw6jR8MPP8ClS+Zc8uRmGV3PnlC6tK3liYiI2MrHxywz//hjs+SubVu7KxI7uTyTlC9fPi5cuBDt/KVLl8iXL59bihIR97AsWLsWmjeHfPng889NQHrsMRgyBE6ehHHjFJBERETAhCSAX3+FU6fsrUXs5XJIsiwLRwx9EW/evElybZQi4hGCgmDsWChVCqpXh/nzITzcHC9YYLr3vPsuZMxod6UiIiKeo0ABs+wuPBymTbO7GrFTrJfbvfnmm4DpZvfRRx9FaQMeFhbG5s2bKa2Xo0VsdeQIjBwJ48fD1avmXMqUpmNdz55QvLit5YmIiHi8Tp1MG/DJk80LitozKWmKdUjatm0bYGaSdu7cSbJIvYCTJUtGqVKlePvtt91foYg8kGWZZQEjRsCSJeZ9gPz5oUcP6NIF0qe3t0YREZHE4oUX4PXXYc8e2LIFKlSwuyKxQ6xD0po1awDo0qULw4YNIzAwMN6KEhEIC4N16xysX5+TVKkcVK8Ovr73br9xw+wM/t13sHfvvfN165pZo/r1o95fREREHi5tWrO57MyZZjZJISlpcvmapIkTJyogicSz+fNNG9Latf34+uvy1K7tR9685vyBA9CrF+TKZcLQ3r2QOvW942XLoGFDBSQREZG46tTJ/DtzJgQH21uL2MPlFuAAW7ZsYc6cORw/fpy7d+9GuW3+/PluKUwkqZo/H1q0uLdszunkSdOlLrLChU046tQJ9NqFiIiIe9SqZTZXP30afv4ZmjWzuyJJaC7PJM2aNYtnnnmGPXv2sGDBAkJCQti1axerV68mbdq08VGjSJIRFmZmif4bkP7ruefMjNGePWbdtAKSiIiI+/j6Qvv25njKFHtrEXu4HJI+++wzvvnmGxYvXkyyZMkYNmwYe/fupWXLltpIVuQR/fabmTF6mHfeMdce+bj8GywiIiKx4Vxy9/PPEMMWoeLlXP4T69ChQzRo0AAwXe2CgoJwOBz06dOHsWPHur1AkaTkzBn33k9ERETi5oknoHx5CA011yZJ0uJySEqfPj03btwAIGfOnPz7778AXL16lVu3brm3OpEkJnt2995PRERE4s45mzR5sr11SMJzOSRVqVKFlStXAvDCCy/Qq1cvXnnlFdq0aUPNmjXdXqBIUvLss2bz1/txOCB3bqhcOeFqEhERSaratAF/f/j7b/j/eQFJIlwOSd999x2tW7cG4MMPP+TNN9/k3LlzNG/enPHjx7u9QJGkpF8/uN+ErHPH72+/VXtvERGRhJAxo9lWAzSblNS43AI8Q4YMEcc+Pj689957bi1IJKkaPRo+/9wc9+gBP/0UtYlDrlwmIKkNqYiISMLp2BEWLIBp02DwYPCL0wY6ktjE+sd8/fr1WN1PG82KuG7RIrPfEcDAgWZGadgwWLMmlKVLt1O/fmmqV/fTDJKIiEgCe+45M6N09iysXAn169tdkSSEWIekdOnS4XCu94mBZVk4HA7CwsLcUphIUvHnn9C6NYSHw0svwUcfmfO+vlC1qkVQ0CmqVi2lgCQiImKDZMmgbVsYMcIsuVNIShpiHZLWrFkTcWxZFs899xzjxo0jZ86c8VKYSFJw6JBZ63z7NtSrZ5bcPeC1CBEREbFBp04mJC1cCFevQrp0Nhck8S7WIalq1apR3vf19eWpp54if/78bi9KJCm4eNG8GnXhApQtC3Pnmg46IiIi4lnKloVixWDXLpgzB7p2tbsiiW8ud7cTkUd36xY0agQHDkCePGY379Sp7a5KREREYuJwaM+kpEYhSSSBhYVBu3awaROkTw9Ll0K2bHZXJSIiIg/Svj34+MDvv5sXOcW7PVJIelAjBxGJzrKgd2+zpjkgwLT5LlrU7qpERETkYbJnhzp1zPGUKfbWIvEv1tckNfvP5ix37tzh1VdfJVWqVFHOz58/3z2ViXihr76C774zx1OnQuXK9tYjIiIisdepEyxbZv4PHzjQzCyJd4p1SEqbNm2U99u3b+/2YkS82axZ8M475virr+CFF+ytR0RERFzTpAmkTQvHjsH69VCtmt0VSXyJdUiaOHFifNYh4tXWrbt3wWevXtCnj731iIiIiOtSpICWLeGHH0wDB4Uk76VJQpF4tns3NG0Kd+9Cs2ZmFkmX84mIiCROzhc9582DoCB7a5H4o5AkEo9OnzZ7IV29Cs88A9Omga+v3VWJiIhIXD3zDBQsCDdvgi7F914KSSLx5MYNaNAAjh+HwoVNJ7sUKeyuSkRERB6FwwEdO5pj7ZnkvRSSROJBSIhpzLB9O2TJYvZCypTJ7qpERETEHTp0MP+uXg0nTthbi8SPWIWksmXLcuXKFQA+/vhjbt26Fa9FiSRmlgXdusHy5ZAyJSxZAvnz212ViIiIuEvevFC1qvk/f+pUu6uR+BCrkLRnzx6C/v/KtIEDB3Lz5s14LUokMfv4Y5g40eydMHs2VKhgd0UiIiLibs4GDpMnm7Ak3iVWLcBLly5Nly5dqFSpEpZl8eWXX5I6deoY79uvXz+3FiiSmEyYAAMGmONRo6BhQ1vLERERkXjSogX07An798PmzfDUU3ZXJO4Uq5A0adIk+vfvz5IlS3A4HCxduhQ/v+gf6nA4FJIkyVq+HLp2NccffGCW3ImIiIh3SpPGbO0xbZqZTVJI8i6xCkmPP/44s2bNAsDHx4dVq1aRJUuWeC1MJDHZts28ohQWZi7m/OQTuysSERGR+NapkwlJs2bBN99A8uR2VyTu4nJ3u/DwcAUkkUiOHYPnnjP7JdSsCePGabNYERGRpKB6dciVy+yHuHix3dWIO8WpBfihQ4d4/fXXqVWrFrVq1eKNN97g0KFD7q5NxONduWI2iz17FkqUgB9/hGTJ7K5KREREEoKv77124Nozybu4HJKWL1/OE088wZ9//knJkiUpWbIkmzdvplixYqxcuTI+ahTxSMHB0LQp7NkDOXPCL79A2rR2VyUiIiIJydnlbtkyOHfO3lrEfWJ1TVJk7733Hn369OHzzz+Pdr5v377Url3bbcWJeKrwcPOkuH49BAaazWJz5bK7KhEREUlojz8OTz5pOtzNmAF9+thdkbiDyzNJe/bs4aWXXop2/sUXX2T37t1uKUrE0/Xta/ZA8veHBQvMUjsRERFJmiLvmSTeweWQlDlzZrZv3x7t/Pbt29XQQZKEESPgyy/N8YQJUKOGvfWIiIiIvVq1Mtck//OPeZPEz+Xldq+88gpdu3bl8OHDPPPMMwBs3LiRIUOG8Oabb7q9QBFPsmAB9Opljj/7DNq3t7ceERERsV+GDNC4McybZ2aTvv7a7orkUbkckj766CPSpEnDV199xfvvvw9Ajhw5GDBgAG+88YbbCxTxFH/8AW3bgmWZjWLfe8/uikRERMRTdOpkQtL06TBkiFmSL4mXyyHJ4XDQp08f+vTpw40bNwBIkyaN2wsT8ST790OjRnDnDjRsCN99p72QRERE5J66dSFzZjh/HpYvN38vSOIVp32SnNKkSaOAJF7v/HmzF9KlS1ChgtlV28/llxdERETEm/n7Q7t25lgNHBK/RwpJIt4uKMi8EnT4MOTPb3bTTpXK7qpERETEEzm73C1aBJcv21uLPBqFJJH7CA2FNm3gr78gY0azF1LWrHZXJSIiIp6qdGkoWRLu3jVbhUjipZAkEgPLgjfeMDNHyZObV4QKF7a7KhEREfF02jPJO7gUkkJCQqhZsyYHDhyIr3pEPMKQITB6tGnOMGMG/H+3exEREZEHatcOfH1h82bYt8/uaiSuXApJ/v7+7NixI75qEfEI06fD/3e359tv4fnnbS1HREREEpGsWaFePXOs2aTEy+Xldu3bt2f8+PHxUYuI7Vavhi5dzPFbb5kldyIiIiKucC65mzoVwsLsrUXixuVGxqGhoUyYMIFff/2VcuXKkeo/rb6+1hbDkkjt3GlmjUJCoGVLGDrU7opEREQkMWrUCNKlg5MnYc0aqFXL7orEVS6HpH///ZeyZcsCsH///ii3ObS7piRSJ0/Cc8/B9etQubKZHvdRWxMRERGJg+TJoXVr+P57mDJFISkxcjkkrVmzJj7qELHNtWvQoIEJSkWKwMKF5slNREREJK46dTIh6ccfYeRISJPG7orEFXF+rfzgwYMsX76c27dvA2BZltuKEkkod+9C8+awYwdky2b2QsqQwe6qREREJLF78kmzfcitWyYoSeLicki6dOkSNWvWpHDhwjz33HOcOXMGgJdeeom33nrL7QWKxBfLgpdfhlWrIFUq+PlnyJvX7qpERETEGzgc2jMpMXM5JPXp0wd/f3+OHz9OypQpI863atWKZcuWubU4kfj00Uem64yvL8ybB/9/qZ2IiIiIW3ToYMLS2rVw9Kjd1YgrXA5JK1asYMiQIeTKlSvK+UKFCnHs2DG3FSYSn8aOhU8/vXfs3M9ARERExF1y54YaNczx1Kn21iKucTkkBQUFRZlBcrp8+TIBAQFuKUokPv38M3Tvbo7794cXX7S3HhEREfFeHTuaf6dMMUv9JXFwOSRVrlyZKVOmRLzvcDgIDw9n6NChVK9e3a3Fibjbli1mD6SwMLNpbP/+dlckIiIi3qxZM3Pt88GD8PvvdlcjseVyC/ChQ4dSs2ZNtmzZwt27d3n33XfZtWsXly9fZuPGjfFRo4hbHD5sWn3fugV16sCYMWadsIiIiEh8SZ0aWrQwzRsmT4Znn7W7IokNl2eSihcvzv79+6lUqRJNmjQhKCiIZs2asW3bNgoUKBAfNYo8skuXoH59OH8eSpeGuXPB39/uqkRERCQpcHa5mz0b/n/3HPFwLs8kAaRNm5YPP/zQ3bWIxIvbt6FxY9i/Hx57zFyTFBhod1UiIiKSVFStCnnywLFj8NNP0Lq13RXJw8QpJF25coXx48ezZ88eAJ544gm6dOlCBu3CKR4mLMy03/z9d0iXDn75BXLksLsqERERSUp8fMzfI598YpbcKSR5PpeX261fv568efMyfPhwrly5wpUrVxg+fDj58uVj/fr18VGjSJy9/bbZ5TpZMli4EIoVs7siERERSYqcXe5WrIDTp+2tRR7O5ZDUo0cPWrVqxZEjR5g/fz7z58/n8OHDtG7dmh49esRHjSJx8s038O235njyZDPVLSIiImKHQoXgmWcgPBymT7e7GnkYl0PSwYMHeeutt/D19Y045+vry5tvvsnBgwfdWpxIXM2bB2+9ZY6HDtW0toiIiNjP2cBh8mTtmeTpXA5JZcuWjbgWKbI9e/ZQqlQplz7X+vXradSoETly5MDhcLBw4cIot3fu3BmHwxHlrV69eq6WLEnMhg3Qvr158unZ0yy5ExEREbFby5YQEAC7dsG2bXZXIw8Sq8YNO3bsiDh+44036NWrFwcPHuSpp54CYNOmTYwcOZLPP//cpQcPCgqiVKlSvPjiizRr1izG+9SrV4+JEydGvB8QEODSY0jSsnev6WQXHAxNm5rldtoLSURERDxBunTm75PZs81sUtmydlck9xOrkFS6dGkcDgdWpHnBd999N9r92rZtS6tWrWL94PXr16d+/foPvE9AQADZsmWL9eeUpOvsWbMX0pUr8NRTZr1vpFWhIiIiIrbr1MmEpBkz4IsvTHMp8TyxCklHjhyJ7zrua+3atWTJkoX06dNTo0YNPvnkEzJmzHjf+wcHBxMcHBzx/vXr1wEICQkhJCQk3ut9EOfj212HN7p5E557zo+jRx0ULGjx44+h+PtDYv9Wa8yIqzRmxFUaM+IqjZlHU60aZMvmx9mzDhYvDqVxY++/OMmTxkxsa3BYlmdcNuZwOFiwYAFNmzaNODdr1ixSpkxJvnz5OHToEB988AGpU6fmjz/+iNI4IrIBAwYwcODAaOdnzJhBypQp46t8sVFYmINPP32Sv//OSmBgMEOG/Eb27EF2lyUiIiISo0mTnmDhwkI89dRp3nvvL7vLSVJu3bpF27ZtuXbtGoGBgfe9X5xC0unTp9mwYQPnz58nPDw8ym1vvPGG69USc0j6r8OHD1OgQAF+/fVXatasGeN9YppJyp07NxcvXnzgNyIhhISEsHLlSmrXro2/v7+ttXgLy4LXXvNlwgQfUqSwWLkyjIoVPSL3u4XGjLhKY0ZcpTEjrtKYeXQ7d0K5cv74+1scPx7KAxZJeQVPGjPXr18nU6ZMDw1JsVpuF9mkSZPo1q0byZIlI2PGjDgiXRXvcDjiHJJiI3/+/GTKlImDBw/eNyQFBATE2NzB39/f9h+KkyfVkth98glMmGB2sp41y8Gzz7o8pBMFjRlxlcaMuEpjRlylMRN3ZctCmTKwbZuDefP86dnT7ooShieMmdg+vsstwD/66CP69evHtWvXOHr0KEeOHIl4O3z4sMuFuuLkyZNcunSJ7Nmzx+vjSOIweTJ89JE5/u4709VOREREJDGIvGeSeB6XQ9KtW7do3bo1Pj4uf2g0N2/eZPv27Wzfvh0wDSK2b9/O8ePHuXnzJu+88w6bNm3i6NGjrFq1iiZNmlCwYEHq1q37yI8tidvKlfDyy+a4b1947TV76xERERFxRdu24OcHW7bA7t12VyP/5XLSeemll5g7d65bHnzLli2UKVOGMmXKAPDmm29SpkwZ+vXrh6+vLzt27KBx48YULlyYl156iXLlyvHbb79pr6Qk7p9/oHlzCA01TzCffWZ3RSIiIiKuyZwZnnvOHGs2yfO4fAHH4MGDadiwIcuWLaNEiRLR1vV9/fXXsf5c1apV40F9I5YvX+5qeeLlTpwwTyg3bpgWms7rkUREREQSm06dYNEimDbNvOir/R09R5xC0vLly3n88ccBojVuEIkvV6+azWJPn4ZixWDBAtCkooiIiCRWDRpAhgzmb5tffwVdUeI5XA5JX331FRMmTKBz587xUI5IzIKD4fnnYdcuyJEDli6FdOnsrkpEREQk7gICoE0bGDnSLLlTSPIcLi9UCggI4Nlnn42PWkRiFB4OXbrA2rWQJg388gvkzm13VSIiIiKPztnlbsECuH7d3lrkHpdDUq9evRgxYkR81CISow8+gJkzTQeYH3+EUqXsrkhERETEPcqXh6JF4c4dcFNvNHEDl5fb/fnnn6xevZolS5ZQrFixaI0b5s+f77biREaNgiFDzPG4cVC7tr31iIiIiLiTw2Fmk957zyy5e+kluysSiENISpcuHc2aNYuPWkSiWLQIXn/dHA8adG86WkRERMSbtG9vVs789hscPgz589tdkbgckiZOnBgfdYhEsXkztG5trkd6+WX48EO7KxIRERGJHzlzQq1asGIFTJkCAwbYXZFohxnxOAcPQsOGcPu22RNp9GgzFS0iIiLirZwrZqZMMS8Si71cnknKly/fA/dDOnz48CMVJEnbhQtmL6SLF6FcOZg92zRsEBEREfFmTZuaLr5HjsCGDVClit0VJW0u//nZu3fvKO+HhISwbds2li1bxjvvvOOuuiQJunULGjc2M0l588KSJZA6td1ViYiIiMS/lCnhhRdgwgTTwEEhyV4uh6RevXrFeH7kyJFs2bLlkQuSpCksDNq2hU2bIH16s1lstmx2VyUiIiKScDp1MiFp7lwYMcIEJ7GH265Jql+/Pj/++KO7Pp0kIZYFvXrBTz+ZnacXLYIiReyuSkRERCRhVaoE+fLBjRtmc1mxj9tC0rx588iQIYO7Pp0kIV9+CSNHmuYM06aZJwgRERGRpMbHBzp2NMeTJ9tbS1Ln8nK7MmXKRGncYFkWZ8+e5cKFC4waNcqtxYn3mzUL3n3XHH/1FbRoYW89IiIiInbq2BEGDoRff4WTJyFXLrsrSppcDklNmzaN8r6Pjw+ZM2emWrVqFNEaKXHBunX32l327g19+thajoiIiIjt8ueHypXNxrLTpsF779ldUdLkckjq379/fNQhScyuXabV5d270Ly5mUUSEREREfMi8m+/mSV3fftqv0g7aDNZSXCnT5u9kK5ehWefhalTzRpcERERETGtwFOkgL17Qc2j7RHrP019fHzw9fV94Jufdv2Uh7h+HZ57Dk6cgMcfNx3tUqSwuyoRERERzxEYCM8/b47VwMEesU41Cx7Qh/CPP/5g+PDhhIeHu6Uo8U4hIaYxwz//QJYsZi+kjBntrkpERETE83TqBDNmwMyZ5rKEgAC7K0paYh2SmjRpEu3cvn37eO+991i8eDHt2rXj448/dmtx4j0sC7p2hZUrzcZoP/9s9gEQERERkehq1oScOeHUKfN3U7NmdleUtMTpSpDTp0/zyiuvUKJECUJDQ9m+fTuTJ08mT5487q5PvMTAgTBpEvj6ml2ky5e3uyIRERERz+XrC+3bm2MtuUt4LoWka9eu0bdvXwoWLMiuXbtYtWoVixcvpnjx4vFVn3iB8eNNSAIYPdpckyQiIiIiD+bcWPaXX+DCBXtrSWpiHZKGDh1K/vz5WbJkCTNnzuT333+ncuXK8VmbeIFly6BbN3P8v//BK6/YW4+IiIhIYvHEE2b1TWiouT5JEk6sr0l67733SJEiBQULFmTy5MlMvs+83/z5891WnCRuf/9tGjWEhZlXQnTJmoiIiIhrOnUybcAnT4ZeveyuJumIdUjq2LEjDu1kJbF09Cg0aABBQVCrFvzwgzZCExEREXFVmzbw5puwbRvs3AklSthdUdIQ65A0adKkeCxDvMnly2az2LNnoWRJmDcPkiWzuyoRERGRxCdjRmjYEBYsMLNJX35pd0VJQ5y624ncz5070LSp2SE6Vy5zoWHatHZXJSIiIpJ4depk/p02zVyfJPFPIUncJjzc/BL/9psJRkuXmv7+IiIiIhJ39etDpkxw7hysWGF3NUmDQpK4zbvvwpw54O9vpoTVGV5ERETk0SVLBm3bmmPtmZQwFJLELYYPh6++MseTJkH16raWIyIiIuJVnEvufvoJrlyxt5akQCFJHtn8+dC7tzkePPjeKx0iIiIi4h5lyphVOsHBMHeu3dV4P4UkeSS//w7t2oFlwWuvQd++dlckIiIi4n0cjnuzSVpyF/8UkiTO9u+Hxo1NR7tGjcySO+2FJCIiIhI/2rUDHx/zIvWBA3ZX490UkiROzp2DevXg0iWoWBFmzgS/WO+6JSIiIiKuyp4d6tY1x1Om2FuLt1NIEpcFBZlNzY4cgfz5YfFiSJXK7qpEREREvJ9zyd2UKWb7FYkfCkniktBQaN0atmwxO0AvWwZZsthdlYiIiEjS0KSJ2Y/y+HFYt87uaryXQpLEmmVBz56wZAkkT25mkAoVsrsqERERkaQjeXJo1cocq4FD/FFIklj7/HMYM8Y0Z5gxA55+2u6KRERERJKejh3Nv/Pmwc2b9tbirRSSJFamTYMPPjDHw4fD88/bW4+IiIhIUvXMM1CwoLlOfP58u6vxTgpJ8lCrV8OLL5rjt982S+5ERERExB4Ox73ZJC25ix8KSfJAO3eaWaOQELP+dcgQuysSERERkQ4dzL9r1pgmDuJeCklyXydPQv36cP06VKliXqnw0YgRERERsV3evFCtmmmsNXWq3dV4H/3JKzG6dg2eew5OnYKiRWHhQggIsLsqEREREXFy7pk0ebIJS+I+CkkSzd270Ly5WWqXLRssXQrp09tdlYiIiIhE1rw5pEwJBw7Apk12V+NdFJIkCsuCl16CVasgdWr45RfIk8fuqkRERETkv9KkMUEJ1MDB3RSSJIr//c+0+/b1Nb33y5SxuyIRERERuR/nkrvZs+HOHXtr8SYKSRJhzBj47DNz/MMPULeuvfWIiIiIyINVrw65c8PVq7B4sd3VeA+FJAFgyRLo3t0cDxgAXbrYWo6IiIiIxIKPz7124Fpy5z4KScJff5k9kMLDzaax/frZXZGIiIiIxJZzY9lly+DcOXtr8RYKSUnc4cPQsCHcumWW133/vdnFWUREREQSh8cfh6eegrAwmD7d7mq8g0JSEnbpktks9vx506Bh7lzw97e7KhERERFxVeQ9k+TRKSQlUbdvQ+PGsH8/PPYY/PyzaSMpIiIiIolPy5aQLBns2AHbt9tdTeKnkJQEhYVB+/bw+++QLp1Zv5o9u91ViYiIiEhcZchgXgAHzSa5g0JSEmNZ8OabMH++ebXhp5+gaFG7qxIRERGRR+Vccjd9OoSE2FtLYqeQlMR88w0MH26Op0yBKlXsrUdERERE3KNuXciSBS5cMCuFJO4UkpKQOXPgrbfM8RdfmLbfIiIiIuId/P2hXTtzrCV3j0YhKYn47bd7G429/vq9sCQiIiIi3sO55G7xYrh82d5aEjOFpCRgzx5o0gTu3oXnnzdL7rQXkoiIiIj3KVXKvN29C7Nm2V1N4qWQ5OXOnDF7IV25Ak8/bS7k8/W1uyoRERERiS/aM+nRKSR5sZs3oWFDOHYMChWCRYsgRQq7qxIRERGR+NS2rXlR/M8/Ye9eu6tJnBSSvFRICLzwAvz9N2TODEuXQqZMdlclIiIiIvEta1azkghMN2NxnUKSF7IseO010/oxRQpYsgQKFLC7KhERERFJKM4ld1OnQliYvbUkRgpJXuiTT2D8ePDxgdmzoWJFuysSERERkYTUqBGkTw8nT8KaNXZXk/goJHmZSZOgXz9zPHKk+QURERERkaQlIABatzbHauDgOoUkL7JiBbzyijl+/3149VV76xERERER+ziX3M2fDzdu2FtLYqOQ5CW2b4fmzSE01Oy0/OmndlckIiIiInaqWBEKF4Zbt2DePLurSVwUkrzA8ePw3HOm5Xf16jBhgjaLFREREUnqHA7tmRRXCkmJ3JUrpsXjmTNQvLiZTk2WzO6qRERERMQTdOhgwtK6dXDkiN3VJB4KSYlYcDA8/zzs3g05c8Ivv0C6dHZXJSIiIiKeInduqFHDHE+dam8tiYlCUiIVHg6dO5tXBdKkMQEpd267qxIRERERT+NccjdlitlPUx5OISmRev99mDUL/PxgwQIoWdLuikRERETEEzVrBqlTw6FDsHGj3dUkDgpJidDIkTB0qDmeMAFq1rS3HhERERHxXKlSQYsW5lgNHGJHISmR+ekneOMNc/zJJ+ZiPBERERGRB3EuuZszB27ftreWxEAhKRHZtAnatDHXI3XtCh98YHdFIiIiIpIYVKkCefLA9evmRXd5MIWkROLgQWjUyCT/Bg3MkjvthSQiIiIiseHjAx07mmMtuXs4haRE4MIFqFcPLl6E8uXvNWwQEREREYktZ0hasQJOn7a3Fk+nkOThbt2Chg1NN5J8+WDJEtOdRERERETEFQULwrPPmks3pk+3uxrPppDkwcLCzDVIf/4JGTLA0qWQNavdVYmIiIhIYuVs4DB5svZMehCFJA9lWaaL3aJFEBBg/n38cburEhEREZHErGVLSJ4cdu2Cv/+2uxrPpZDkob74AkaNMs0Zpk83U6MiIiIiIo8ibVpo2tQcq4HD/SkkeaCZM6FvX3P8zTfQvLm99YiIiIiI93A2cJgxA+7etbcWT6WQ5GHWrr23VrRPH+jVy9ZyRERERMTL1K4N2bLBpUvwyy92V+OZFJI8yK5dZvozJAReeAG+/NLuikRERETE2/j5Qfv25lhL7mKmkOQhTp+G+vXh2jWoVAmmTDGbfomIiIiIuJtz5dLPP5u9OCUq/RnuAa5fh+eegxMnoEgR+Okn03VERERERCQ+FC8OZcuaFUwzZ9pdjedRSLJZSAi0aAH//GP2QFq61OyJJCIiIiISnyLvmSRRKSTZyLLglVdg5UpIlcpMd+bNa3dVIiIiIpIUtGljrk/autVcGy/3KCTZqH9/k9x9fWHuXChXzu6KRERERCSpyJwZGjQwx1Om2FuLp1FISiBhYbBunYP163Oybp2DsWNh0CBz2/ffm6YNIiIiIiIJybnkbto08/eqGLaGpPXr19OoUSNy5MiBw+Fg4cKFUW63LIt+/fqRPXt2UqRIQa1atThw4IA9xT6C+fPNMrratf34+uvy1K7tR7du5raPPoKXX7a1PBERERFJoho0gIwZTaflX3+1uxrPYWtICgoKolSpUowcOTLG24cOHcrw4cP5/vvv2bx5M6lSpaJu3brcuXMngSuNu/nzTWOGkydjvr1UqYStR0RERETEKVkyc20SqIFDZLaGpPr16/PJJ5/w/PPPR7vNsiy+/fZb/ve//9GkSRNKlizJlClTOH36dLQZJ08VFga9epkGDTFxOKBPH01tioiIiIh9nEvuFiwwe3YK+NldwP0cOXKEs2fPUqtWrYhzadOm5cknn+SPP/6gdevWMX5ccHAwwcHBEe9fv34dgJCQEEJCQuK36P9Yt87ByZP3/xZbltkbac2aUKpWvU+SkiTNOWYTeuxK4qUxI67SmBFXacx4n5IloWhRP/bscTBrVigvvujev0s9aczEtgaPDUlnz54FIGvWrFHOZ82aNeK2mAwePJiBAwdGO79ixQpSpkzp3iIfYv36nED5h95v6dLtBAWdiv+CJNFauXKl3SVIIqMxI67SmBFXacx4lwoVCrJnTzGGDbtGtmwb4uUxPGHM3Lp1K1b389iQFFfvv/8+b775ZsT7169fJ3fu3NSpU4fAwMAErSVVKgdff/3w+9WvX5qqVXVxkkQXEhLCypUrqV27Nv7+/naXI4mAxoy4SmNGXKUx451KlYJp0yz27MnI448/R4EC7vvcnjRmnKvMHsZjQ1K2bNkAOHfuHNmzZ484f+7cOUqXLn3fjwsICCAgICDaeX9//wT/oVSvDrlywalTMV+X5HCY26tX98PXN0FLk0TGjvEriZvGjLhKY0ZcpTHjXfLmhVq1YMUKmDnTnxgWZj0yTxgzsX18j90nKV++fGTLlo1Vq1ZFnLt+/TqbN2/m6aeftrGy2PP1hWHDzLHDEfU25/vffosCkoiIiIjYztnAYcoUCA+3txa72RqSbt68yfbt29m+fTtgmjVs376d48eP43A46N27N5988gmLFi1i586ddOzYkRw5ctC0aVM7y3ZJs2Ywbx7kzBn1fK5c5nyzZvbUJSIiIiISWdOmkCYNHD0Kv/1mdzX2snW53ZYtW6hevXrE+85riTp16sSkSZN49913CQoKomvXrly9epVKlSqxbNkykidPblfJcdKsGTRpYrrYLV26nfr1S2uJnYiIiIh4lJQpoWVLGD/e7JlUtardFdnH1pmkatWqYVlWtLdJkyYB4HA4+Pjjjzl79ix37tzh119/pXDhwnaWHGe+vlC1qkWVKqeoWtVSQBIRERERj+Nccjd3LgQF2VuLnTz2miQREREREUlYlSpB/vxw86bZXDapUkgSERERERHANBfr2NEcT55sby12UkgSEREREZEIzpC0ahWcPGlvLXZRSBIRERERkQj58kGVKmafz2nT7K7GHgpJIiIiIiIShbOBw+TJJiwlNQpJIiIiIiISRYsWkCIF7N0Lf/1ldzUJTyFJRERERESiCAw0e31C0mzgoJAkIiIiIiLROJfczZwJwcH21pLQFJJERERERCSaGjUgZ064cgWWLLG7moSlkCQiIiIiItH4+kL79uY4qS25U0gSEREREZEYOZfcLV0K58/bW0tCUkgSEREREZEYFS0KFSpAaCjMmGF3NQlHIUlERERERO4r8p5JSYVCkoiIiIiI3Ffr1uDvD9u3w44ddleTMBSSRERERETkvjJmhEaNzHFSmU1SSBIRERERkQdyLrmbPt1cn+TtFJJEREREROSB6teHzJnh3DlYscLuauKfQpKIiIiIiDyQvz+0bWuOk8KSO4UkERERERF5KOeSu59+gitX7K0lvikkiYiIiIjIQ5UuDSVKQHAwzJljdzXxSyFJREREREQeyuFIOnsmKSSJiIiIiEistGsHPj7wxx+wf7/d1cQfhSQREREREYmVbNmgbl1zPGWKvbXEJ4UkERERERGJNeeSu6lTITzc3lrii0KSiIiIiIjEWpMmkDYtHD8Oa9faXU38UEgSEREREZFYS54cWrUyx97awEEhSUREREREXOJccvfjj3Dzpr21xAeFJBERERERccnTT0OhQhAUZIKSt1FIEhERERERlzgc0LGjOfbGJXcKSSIiIiIi4rIOHcy/a9bAsWP21uJuCkkiIiIiIuKyPHmgenVzPG2avbW4m0KSiIiIiIjEibOBw+TJYFn21uJOCkkiIiIiIhInzZtDqlRw4ABs2mR3Ne6jkCQiIiIiInGSOrUJSuBdDRwUkkREREREJM6cS+5mz4Y7d+ytxV0UkkREREREJM6qVYPHHoOrV2HRIrurcQ+FJBERERERiTMfn3vtwL1lyZ1CkoiIiIiIPBJnSFq+HM6etbcWd1BIEhERERGRR/L44/DUUxAWBtOn213No1NIEhERERGRR+ZNeyYpJImIiIiIyCNr1QoCAmDnTti+3e5qHo1CkoiIiIiIPLL06aFxY3Oc2Bs4KCSJiIiIiIhbOJfczZgBISH21vIoFJJERERERMQt6taFrFnhwgVYutTuauJOIUlERERERNzCzw/atTPHU6bYW8ujUEgSERERERG3cS65W7wYLl+2t5a4UkgSERERERG3KVkSSpeGu3dh1iy7q4kbhSQREREREXGryHsmJUYKSSIiIiIi4lZt25rrk/78E6ZOdbB+fU7WrXMQFmZ3ZbGjkCQiIiIiIm6VJYtZcgfw0kt+fP11eWrX9iNvXpg/387KYkchSURERERE3Gr+fNiyJfr5U6egRQvPD0oKSSIiIiIi4jZhYdCrV8y3WZb5t3dvPHrpnUKSiIiIiIi4zW+/wcmT97/dsuDECXM/T6WQJCIiIiIibnPmjHvvZweFJBERERERcZvs2d17PzsoJImIiIiIiNtUrgy5coHDEfPtDgfkzm3u56kUkkRERERExG18fWHYMHP836DkfP/bb839PJVCkoiIiIiIuFWzZjBvHuTMGfV8rlzmfLNm9tQVW352FyAiIiIiIt6nWTNo0gTWrAll6dLt1K9fmurV/Tx6BslJIUlEREREROKFry9UrWoRFHSKqlVLJYqABFpuJyIiIiIiEoVCkoiIiIiISCQKSSIiIiIiIpEoJImIiIiIiESikCQiIiIiIhKJQpKIiIiIiEgkCkkiIiIiIiKRKCSJiIiIiIhEopAkIiIiIiISiUKSiIiIiIhIJApJIiIiIiIikSgkiYiIiIiIRKKQJCIiIiIiEomf3QXEN8uyALh+/brNlUBISAi3bt3i+vXr+Pv7212OJAIaM+IqjRlxlcaMuEpjRlzlSWPGmQmcGeF+vD4k3bhxA4DcuXPbXImIiIiIiHiCGzdukDZt2vve7rAeFqMSufDwcE6fPk2aNGlwOBy21nL9+nVy587NiRMnCAwMtLUWSRw0ZsRVGjPiKo0ZcZXGjLjKk8aMZVncuHGDHDly4ONz/yuPvH4mycfHh1y5ctldRhSBgYG2DxBJXDRmxFUaM+IqjRlxlcaMuMpTxsyDZpCc1LhBREREREQkEoUkERERERGRSBSSElBAQAD9+/cnICDA7lIkkdCYEVdpzIirNGbEVRoz4qrEOGa8vnGDiIiIiIiIKzSTJCIiIiIiEolCkoiIiIiISCQKSSIiIiIiIpEoJImIiIiIiESikCQiIiIiIhKJQpIHUaNBERERSez094y4Kjw83O4SolFI8gChoaHAvScVTxwo4ln++x+Q/kMSERG7hYWFAfo/SWLv4sWLAPj4+ESMH0+hfZJstmfPHkaMGMGFCxfIkSMHrVu35umnn7a7LPFg+/btY/r06Rw/fpxKlSpRqVIlihQpQnh4OD4+et1Dojt37hzXrl2jcOHCdpciicSRI0dYvnw5+/fvp379+pQpU4ZMmTLZXZZ4sP379zN69GiOHz9OqVKl6NChA/ny5bO7LPFg+/fvp3z58rRu3ZqxY8cCJmj7+vraXJmhv6hstGvXLp599lksyyJz5sycO3eOKlWqMG7cOIKCguwuTzzQ7t27efLJJ9m9ezcHDhxg3Lhx1K5dm1WrVuHj46NX7ySaPXv2ULFiRT766CN27dpldzmSCOzcuZNKlSqxaNEilixZwuuvv86ECRMIDw/Xc4zEaOfOnTzzzDNcuXKF8PBwli5dysyZM7EsS2NG7mv37t2kSJGCnTt30q1bNwB8fX09ZkWVQpJNgoOD6d+/P+3bt2f06NGMGjWKb775hoIFC9KjRw/GjBkDaMpa7gkLC2Pw4ME0bNiQefPmsXHjRr7//nvq1q1L3bp1+fnnn3E4HB7z5CL2O336NC+//DLp06fn6NGjfPPNN/z77792lyUe7NixYzRv3pzOnTvz008/sX//fp5//nl++OEH7t69i8PhsLtE8TCHDx+mUaNGvPrqq0yaNIkFCxZQrFgxzp07h8Ph8LglVOI5AgICSJcuHU2bNuWPP/7g1VdfBczSu5s3b9pcnUKSbUJCQjhw4ADFihUDzHVJ2bNn59lnn6VWrVq8/fbbEX/0ioC5Vu3EiRPkzp074lzp0qUZPHgwXbt2pUWLFmzatElL7iTC3r17SZMmDZMnT6Z79+5s27aNb7/9VkFJYhQWFsZPP/1EmTJleP311yOeS3r37s3du3c5cOCAzRWKpwkLC2PlypXUrFmTt956K+KF3RQpUvDvv/9SrVo1unTpwu+//25zpeKJSpQoQbly5Xj55Zfp0qULf/zxB2+99RYvvvgi06dPJyQkxNb69NeUTQICAsiTJw9//fUX169fx8/Pj2PHjvHTTz/Ru3dvOnXqxODBg7l165bdpYqH8Pf3p3jx4qxbt44rV65EnM+cOTPvv/8+DRo0YNCgQVy/ft3GKsWTPPPMM/Tv359SpUrRqVMnevbsGRGUdu7cGXE/zVgLmGUuadOm5dlnnyVbtmwR1wU4HA6uX7/OpUuXbK5QPI2vry916tThzTffJH369DgcDj7++GPGjRtHrVq1qFq1KiEhIXTo0IEjR47YXa54mAwZMrBr1y5OnDhBt27d6NmzJ5MnT2bSpEk888wz+Pv72zoTqZCUwJxLofz9/alZsya7du2iYcOGfPDBBxQrVowWLVpQu3Zt6taty6lTp2xP0eJZqlSpwp07d5g4cSI3btyIOJ87d24aNWrE9u3buXbtmo0ViidJnjw5Tz31VMT7Xbp04Y033mDbtm0MGzYsYkZp0KBB7Nixw64yxYN06tSJN954A7gXngMDA8mWLRspU6aMuN+iRYs4ceKELTWKZ8mXLx9PPPEEYC4l2Lx5M/PmzeP9999n4MCB9OzZk5s3b3Lw4EGbKxVPEhISQkBAANmyZePmzZukTJmSVatWERISQsGCBRk3bhyArU0c/Gx75CTm6tWrpEuXDh8fH0JDQ/Hz86NXr16kT5+e1atXs3//fj799FN69eoFmJmmwMBAm6sWO50+fZq///6bu3fv8thjj1G+fHlatmzJ2rVr+eGHH0iRIgWtWrUiQ4YMAFSoUIGUKVNGCU+StEQeM3ny5KFcuXI4HI6Ii6d9fHzo1KkTAMOHD2fYsGFcv36defPm0aJFC5urFzvE9DwDUTtM+fj44OPjE7H8+4MPPmDixIls3rzZtrrFPvd7ngkLCyMgIIDFixfj4+MT0XE1Q4YMZM2aNeL/Kkl6Io+ZvHnzUrZsWfz9/QEoV64cBw8eZOzYsaxfv57Fixezc+dOPv/8c/z8/Pjqq6/sK9ySeLd7924rX7581kcffRRxLjg4OMp97t69G+X9V1991apTp45169atBKlRPMuOHTus/PnzWxUrVrQyZcpklS9f3po5c2bE7Z07d7ZKlChh9e7d2zp48KB14cIF691337UKFy5sXbx40cbKxS4xjZm5c+dGuU9YWFjE8fjx4y1/f38rbdq01rZt2xK4WvEEsRkzlmVZV65csTJnzmxt3LjRGjRokJU8eXLrr7/+sqFisVtsxkx4eHiU99977z2rQoUK1oULFxKyVPEQDxszAwYMsBwOh5UvXz5r69atlmWZ55xRo0ZZhw4dsqtsy7LMq4sSj44fP26VLl3aKlSokFW8eHFr4MCBEbeFhIREHDufVDZu3Gj16NHDCgwMtP75558Er1fsd/DgQStXrlzWu+++a129etXasmWL1alTJ+vFF1+07ty5E3G/gQMHWpUrV7YcDodVrlw5K1u2bNbff/9tY+VilweNmdDQ0Ch/tISHh1uhoaHWG2+8YaVPn976999/baxc7OLKmLlx44ZVpkwZq1q1alby5MmtLVu22Fi52MWVMWNZlnXs2DHrnXfesdKnT6+/Z5KoB40Z59/AISEhVvfu3a0///zTsqx7fw9HflHPLgpJ8Sg8PNwaMmSI9dxzz1krVqyw+vfvbxUpUiRKUAoNDY04DgsLs3766Sfr6aeftrZv325HyWKz4OBg680337RatmwZZbZx/PjxVsaMGaPNEl28eNFaunSptWHDBuvEiRMJXa54AFfHjGVZ1p9//mk5HA7NBiRRro6Zq1evWnny5LEyZMig/5uSKFfHzF9//WV1797dKlWqlMZMEhWX/5s8ja5JikcOh4OOHTuSNWtWateuTalSpQAiNljr379/xKZZzjXfjRs3pnr16qRJk8bm6sUO4eHh5MqVi6JFi5IsWTIsy8LhcPDMM8+QOnXqiEYezjGTMWNG6tWrZ3PVYqfYjpnIKlSowOXLl0mXLl3CFyy2c3XMpE2blldeeYXmzZtTpEgRm6oWO7k6ZsqXL8/t27f53//+R/bs2W2qWuwUl/+bnH/beAqFpHiWLVu2iAuls2TJErGj8KxZswDo378/Pj4+LFy4kEaNGuHr66uAlIQlT56cpk2bki9fvijn06VLh7+/f8STio+PD9u2baNMmTJ2lCkeJLZjBogyZtKmTZugdYrncGXMbNmyhfLly/Phhx8mdJniQVwZM1u3bqVcuXJUrlw5ocsUDxKX/5s8KSCBWoC73ZkzZ/jzzz9Zvnx5lN7u4eHhWJZF9uzZ6dq1K61atWLWrFkMGDCAPn360KxZM86dO2dj5WIX55hZtmwZ4eHhEU8oYWFhEd2krl27FmVvpH79+lGzZk0uXbqkPW6SIHeMGW1UnbTEdczUqVNHzzNJVFzHTO3atTVmkiiv+3vGnlV+3umff/6x8uTJYxUuXNhKmzatVaRIEWvGjBnWpUuXLMsy1xw5L0g7ffq01a9fP8vhcFjp06fXhbBJ1MPGjHO87Nu3z8qcObN1+fJla9CgQVaKFCk0ZpIojRlxlcaMuEpjRlzljWNGIclNzp8/bxUpUsT64IMPrEOHDlmnTp2yWrVqZRUtWtTq37+/df78ecuyorbG7NChgxUYGGjt2rXLrrLFRrEdM5ZlWefOnbPKlCljtWrVykqWLJnHPqFI/NKYEVdpzIirNGbEVd46ZhSS3GTXrl1W3rx5o/2w+/bta5UoUcIaOnSoFRQUFHF+3LhxVrp06dSyOQlzZczs3r3bcjgcVooUKbSnTRKmMSOu0pgRV2nMiKu8dczomiQ3CQkJITQ0lFu3bgFw+/ZtAD7//HOqV6/O6NGjOXjwYMT9GzZsyN9//60L75MwV8ZM+vTp6d69O3///TelS5e2q2SxmcaMuEpjRlylMSOu8tYx47AsT7tKKvGqWLEiqVOnZvXq1QAEBwcTEBAAmJa7BQsWZObMmYSFheHr62tnqeIhYjtmAO7cuUPy5Mltq1U8g8aMuEpjRlylMSOu8sYxo5mkOAoKCuLGjRtcv3494tyYMWPYtWsXbdu2BSAgIIDQ0FAAqlSpQlBQEIACUhL1KGMGSBRPKOJeGjPiKo0ZcZXGjLgqqYwZhaQ42L17N82aNaNq1aoULVqU6dOnA1C0aFGGDRvGypUreeGFFwgJCYno+X7+/HlSpUpFaGio57U4lHinMSOu0pgRV2nMiKs0ZsRVSWnMaDNZF+3evZsqVarQsWNHypcvz9atW+nSpQtPPPEEZcqUoXHjxqRKlYru3btTsmRJihQpQrJkyfj555/ZtGkTfn76lic1GjPiKo0ZcZXGjLhKY0ZcldTGjK5JcsHly5dp06YNRYoUYdiwYRHnq1evTokSJRg+fHjEuRs3bvDJJ59w+fJlkidPzmuvvcYTTzxhR9liI40ZcZXGjLhKY0ZcpTEjrkqKYyZxRTqbhYSEcPXqVVq0aAFAeHg4Pj4+5MuXj8uXLwNgmbbqpEmThiFDhkS5nyQ9GjPiKo0ZcZXGjLhKY0ZclRTHTOKs2iZZs2Zl2rRpVK5cGYCwsDAAcubMGTEAHA4HPj4+US5mczgcCV+seASNGXGVxoy4SmNGXKUxI65KimNGIclFhQoVAkwy9vf3B0xyPn/+fMR9Bg8ezLhx4yK6eiTmASKPTmNGXKUxI67SmBFXacyIq5LamNFyuzjy8fHBsqyIH74zRffr149PPvmEbdu2JboL1CR+acyIqzRmxFUaM+IqjRlxVVIZM5pJegTOnhd+fn7kzp2bL7/8kqFDh7JlyxZKlSplc3XiiTRmxFUaM+IqjRlxlcaMuCopjJnEH/Ns5EzO/v7+/PDDDwQGBrJhwwbKli1rc2XiqTRmxFUaM+IqjRlxlcaMuCopjBnNJLlB3bp1Afj9998pX768zdVIYqAxI67SmBFXacyIqzRmxFXePGa0T5KbBAUFkSpVKrvLkEREY0ZcpTEjrtKYEVdpzIirvHXMKCSJiIiIiIhEouV2IiIiIiIikSgkiYiIiIiIRKKQJCIiIiIiEolCkoiIiIiISCQKSSIiIiIiIpEoJImIiIiIiESikCQiIomKZVnUqlUrYhPDyEaNGkW6dOk4efKkDZWJiIi3UEgSEZFExeFwMHHiRDZv3syYMWMizh85coR3332XESNGkCtXLrc+ZkhIiFs/n4iIeDaFJBERSXRy587NsGHDePvttzly5AiWZfHSSy9Rp04dypQpQ/369UmdOjVZs2alQ4cOXLx4MeJjly1bRqVKlUiXLh0ZM2akYcOGHDp0KOL2o0eP4nA4mD17NlWrViV58uRMnz7dji9TRERs4rAsy7K7CBERkbho2rQp165do1mzZgwaNIhdu3ZRrFgxXn75ZTp27Mjt27fp27cvoaGhrF69GoAff/wRh8NByZIluXnzJv369ePo0aNs374dHx8fjh49Sr58+cibNy9fffUVZcqUIXny5GTPnt3mr1ZERBKKQpKIiCRa58+fp1ixYly+fJkff/yRf//9l99++43ly5dH3OfkyZPkzp2bffv2Ubhw4Wif4+LFi2TOnJmdO3dSvHjxiJD07bff0qtXr4T8ckRExENouZ2IiCRaWbJkoVu3bhQtWpSmTZvyzz//sGbNGlKnTh3xVqRIEYCIJXUHDhygTZs25M+fn8DAQPLmzQvA8ePHo3zu/2vnDlEWCeM4jv+RaRbFNkUPoOXFarXNAYxmi3oL8QZ6AYsHsJg0iQcQ9AiaTMLIhmWXZ9m47KvI55Of8Js0fJmH6Xa73/osALyP7NUDAOBfZFkWWfbzdXa/36MoipjNZn+d+3VdriiKaDabsVwuI8/zeD6f0W634/F4/HG+Wq3+//EAvCWRBMDH+Pr6ivV6Ha1W63c4pa7Xa5xOp1gul9Hr9SIiYrfbffdMAN6c63YAfIzRaBS32y0Gg0EcDoe4XC6x2WxiOBxGWZZRr9ej0WjEYrGI8/kc2+02ptPpq2cD8GZEEgAfI8/z2O/3UZZl9Pv96HQ6MR6Po1arRaVSiUqlEqvVKo7HY7Tb7ZhMJjGfz189G4A34+92AAAACV+SAAAAEiIJAAAgIZIAAAASIgkAACAhkgAAABIiCQAAICGSAAAAEiIJAAAgIZIAAAASIgkAACAhkgAAABIiCQAAIPEDQqgozqr0MEYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Trend of Hate Crimes in Richmond Over the Years\n",
    "# Filter data for Richmond county\n",
    "richmond_data = data[data['County'] == 'RICHMOND']\n",
    "\n",
    "# Group data by year and count the number of incidents per year\n",
    "richmond_yearly_trends = richmond_data.groupby('Complaint Year Number').size()\n",
    "\n",
    "# Plotting the line graph\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(richmond_yearly_trends.index, richmond_yearly_trends.values, marker='o', linestyle='-', color='b')\n",
    "plt.title('Trend of Hate Crimes in Richmond Over the Years')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Number of Hate Crimes')\n",
    "plt.grid(True)\n",
    "plt.xticks(richmond_yearly_trends.index, rotation=45)\n",
    "\n",
    "# Show plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "142d5842-3508-4659-82f0-d4a6a332cb83",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Monthly Distribution of hate crimes over the years \n",
    "# Extract month data for all years\n",
    "months = data['Month Number']\n",
    "\n",
    "# Define month names for x-ticks\n",
    "month_names = ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec']\n",
    "palette = sns.color_palette(\"viridis\", 12)\n",
    "\n",
    "# Plotting the histogram\n",
    "plt.figure(figsize=(10, 6))\n",
    "n, bins, patches = plt.hist(months, bins=12, edgecolor='black', rwidth=0.8)\n",
    "\n",
    "for i in range(12):\n",
    "    patches[i].set_facecolor(palette[i])\n",
    "\n",
    "plt.title('Monthly Distribution of Hate Crimes Over the Years')\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Number of Hate Crimes')\n",
    "plt.xticks(range(1, 13), month_names)\n",
    "\n",
    "# Show plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c02eaa48-9d17-418d-9dea-c1e657d39e41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Top 10 Bias Motives for Hate Crimes \n",
    "# Group data by bias motive and count the number of incidents per motive\n",
    "bias_motives = data['Bias Motive Description'].value_counts().head(10)\n",
    "\n",
    "# Define a palette\n",
    "palette = sns.color_palette(\"magma\", 10)\n",
    "\n",
    "# Bar Chart\n",
    "plt.figure(figsize=(12, 8))\n",
    "bias_motives.plot(kind='bar', color=palette)\n",
    "plt.title('Top 10 Bias Motives for Hate Crimes')\n",
    "plt.xlabel('Bias Motive')\n",
    "plt.ylabel('Number of Hate Crimes')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b1d159ac-094c-4160-9fbc-631f6fdb394f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/pq/4bc42qlj3w5_mhyrvqh34z3c0000gn/T/ipykernel_28791/2247588103.py:11: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.boxplot(x='Patrol Borough Name', y='Complaint Year Number', data=data_filtered, palette=palette)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Distribution of hate crimes by Borough\n",
    "\n",
    "# Filter relevant columns\n",
    "data_filtered = data[['Patrol Borough Name', 'Complaint Year Number']]\n",
    "\n",
    "# Define a palette\n",
    "palette = sns.color_palette(\"husl\", len(data_filtered['Patrol Borough Name'].unique()))\n",
    "\n",
    "# Plotting box plots\n",
    "plt.figure(figsize=(14, 8))\n",
    "sns.boxplot(x='Patrol Borough Name', y='Complaint Year Number', data=data_filtered, palette=palette)\n",
    "plt.title('Distribution of Hate Crimes by Borough')\n",
    "plt.xlabel('Borough')\n",
    "plt.ylabel('Year')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "7585d4c5-d60e-4668-8e37-f29f3468d4a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "data['Record Create Date'] = pd.to_datetime(data['Record Create Date'], errors='coerce')\n",
    "data['Arrest Date'] = pd.to_datetime(data['Arrest Date'], errors='coerce')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "56e9569e-6424-4ec6-9b64-2ad114deec89",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Filter data for a specific range of years and precincts\n",
    "filtered_data = data[(data['Complaint Year Number'] >= 2015) & (data['Complaint Year Number'] <= 2020)]\n",
    "filtered_data = filtered_data[filtered_data['Complaint Precinct Code'].isin(filtered_data['Complaint Precinct Code'].value_counts().index[:20])]\n",
    "\n",
    "heatmap_data = filtered_data.pivot_table(index='Complaint Precinct Code', columns='Complaint Year Number', aggfunc='size', fill_value=0)\n",
    "\n",
    "plt.figure(figsize=(16, 10))\n",
    "sns.heatmap(heatmap_data, cmap=\"YlGnBu\", annot=True, fmt=\"d\")\n",
    "plt.title('Heat Map of Hate Crimes Across Different Precincts Over the Years')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Precinct Code')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "2295438c-60e2-47f5-8005-7d63cca9aabb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['Complaint Precinct Code'] = pd.to_numeric(data['Complaint Precinct Code'], errors='coerce')\n",
    "\n",
    "# Select only numerical columns for correlation\n",
    "numerical_data = data.select_dtypes(include=['int64', 'float64'])\n",
    "\n",
    "# Compute the correlation matrix\n",
    "corr = numerical_data.corr()\n",
    "\n",
    "# Plot the heatmap\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(corr, annot=True, cmap=\"coolwarm\", linewidths=.5)\n",
    "plt.title('Correlation Heatmap')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "dfceda43-bb64-4d52-a901-e77d3b9d6e26",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/pq/4bc42qlj3w5_mhyrvqh34z3c0000gn/T/ipykernel_28791/244827889.py:3: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.violinplot(x='Bias Motive Description', y='Complaint Year Number', data=data, inner='quartile', palette='muted')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Violin Plot: Distribution of Hate Crimes Across Bias Motives Over the Years\n",
    "plt.figure(figsize=(14, 8))\n",
    "sns.violinplot(x='Bias Motive Description', y='Complaint Year Number', data=data, inner='quartile', palette='muted')\n",
    "plt.title('Violin Plot of Hate Crimes by Bias Motive Over the Years')\n",
    "plt.xlabel('Bias Motive')\n",
    "plt.ylabel('Year')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d83bb131-43a9-4ee7-9e1c-d3babeb05870",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scatter Plot: Number of Incidents Per Month\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.scatterplot(x='Month Number', y='Full Complaint ID', data=data, alpha=0.5, hue='Complaint Year Number', palette='coolwarm')\n",
    "plt.title('Scatter Plot of Hate Crimes Incidents Per Month')\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Number of Incidents')\n",
    "plt.legend(title='Year')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "4e9d301d-6c2f-4bf6-9c71-a30c8cb1ef94",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scatter Plot: Number of Incidents vs. Number of Arrests\n",
    "plt.figure(figsize=(10, 6))\n",
    "data['Arrest Made'] = data['Arrest Date'].notna().astype(int)\n",
    "yearly_incidents = data.groupby('Complaint Year Number').size()\n",
    "yearly_arrests = data.groupby('Complaint Year Number')['Arrest Made'].sum()\n",
    "plt.scatter(yearly_incidents.index, yearly_incidents.values, color='blue', label='Incidents')\n",
    "plt.scatter(yearly_arrests.index, yearly_arrests.values, color='red', label='Arrests')\n",
    "plt.plot(yearly_incidents.index, yearly_incidents.values, linestyle='-', color='blue', alpha=0.5)\n",
    "plt.plot(yearly_arrests.index, yearly_arrests.values, linestyle='-', color='red', alpha=0.5)\n",
    "plt.title('Scatter Plot of Number of Incidents vs. Number of Arrests Over the Years')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Count')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cf214b63-9673-485b-b0ec-e072254226e1",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": 5
}