Brownsville API dataset analysis and visualizations.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysis of Brownsville API Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook, I will be analyzing the Brownsville API dataset. This dataset contains information on the buildings which have received complaints in the Brownsville area, compiled by an API created by Alix Leon.<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first step is to load up the necessary libraries and the BrownsvilleAPI dataset. Data cleaning will be done, which will consist of removing duplicates that may interfere with the data analysis and removing N/A rows if necessary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#loads libraries necesary to analyze dataset\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime as dt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-2-9b990639422f>:5: FutureWarning: Passing a negative integer is deprecated in version 1.0 and will not be supported in future version. Instead, use None to not limit the column width.\n",
      "  pd.set_option('display.max_colwidth', -1)\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>complaintid</th>\n",
       "      <th>buildingid</th>\n",
       "      <th>boroughid</th>\n",
       "      <th>borough</th>\n",
       "      <th>housenumber</th>\n",
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       "      <th>apartment</th>\n",
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       "      <th>codeid</th>\n",
       "      <th>statusdate</th>\n",
       "      <th>statusdescription</th>\n",
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       "      <th>latitude</th>\n",
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       "      <th>bbl</th>\n",
       "      <th>bldgclass</th>\n",
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       "      <th>ownertype</th>\n",
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       "      <th>unittype</th>\n",
       "      <th>spacetype</th>\n",
       "      <th>type</th>\n",
       "      <th>code</th>\n",
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       "      <td>11233</td>\n",
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       "      <td>2715</td>\n",
       "      <td>2015-04-06</td>\n",
       "      <td>The Department of Housing Preservation and Development responded to a complaint of no heat or hot water and was advised by a tenant in the building that heat and hot water had been restored. If the condition still exists, please file a new complaint.</td>\n",
       "      <td>214 HULL STREET</td>\n",
       "      <td>40.679984</td>\n",
       "      <td>-73.907031</td>\n",
       "      <td>3015400023</td>\n",
       "      <td>C1</td>\n",
       "      <td>7600.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>2.0</td>\n",
       "      <td>HULL STREET ASSOCIATES , LLC</td>\n",
       "      <td>1910</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UNKNOWN (USUALLY PRIVATE OWNERSHIP)</td>\n",
       "      <td>BUILDING-WIDE</td>\n",
       "      <td>BUILDING-WIDE</td>\n",
       "      <td>EMERGENCY</td>\n",
       "      <td>NO HEAT</td>\n",
       "      <td>HEAT/HOT WATER</td>\n",
       "      <td>ENTIRE BUILDING</td>\n",
       "      <td>Single complaint; tenant confirmed resolved</td>\n",
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       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>7419264</td>\n",
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       "      <td>3</td>\n",
       "      <td>BROOKLYN</td>\n",
       "      <td>530</td>\n",
       "      <td>HERZL STREET</td>\n",
       "      <td>11212</td>\n",
       "      <td>3620</td>\n",
       "      <td>38</td>\n",
       "      <td>B6</td>\n",
       "      <td>16</td>\n",
       "      <td>2015-04-01</td>\n",
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       "      <td>91</td>\n",
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       "      <td>1</td>\n",
       "      <td>59</td>\n",
       "      <td>348</td>\n",
       "      <td>2713</td>\n",
       "      <td>2015-04-07</td>\n",
       "      <td>The Department of Housing Preservation and Development contacted an occupant of the apartment and verified that the following conditions were corrected. The complaint has been closed. If the condition still exists, please file a new complaint.</td>\n",
       "      <td>530 HERZL STREET</td>\n",
       "      <td>40.656544</td>\n",
       "      <td>-73.912252</td>\n",
       "      <td>3036200038</td>\n",
       "      <td>C1</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>2.0</td>\n",
       "      <td>530 HERZL</td>\n",
       "      <td>1930</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UNKNOWN (USUALLY PRIVATE OWNERSHIP)</td>\n",
       "      <td>APARTMENT</td>\n",
       "      <td>ENTIRE APARTMENT</td>\n",
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       "      <td>NO HEAT</td>\n",
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       "      <td>Inspected; no violations issued</td>\n",
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       "      <td>2</td>\n",
       "      <td>7419438</td>\n",
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       "      <td>BROOKLYN</td>\n",
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       "      <td>11233</td>\n",
       "      <td>1435</td>\n",
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       "      <td>2836</td>\n",
       "      <td>2015-04-14</td>\n",
       "      <td>The Department of Housing Preservation and Development inspected the following conditions. Violations were issued. Information about specific violations is available at www.nyc.gov/hpd.</td>\n",
       "      <td>2313 PACIFIC STREET</td>\n",
       "      <td>40.675423</td>\n",
       "      <td>-73.908974</td>\n",
       "      <td>3014350054</td>\n",
       "      <td>B1</td>\n",
       "      <td>2130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>OSOFISAN, OLATUNDE</td>\n",
       "      <td>2005</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UNKNOWN (USUALLY PRIVATE OWNERSHIP)</td>\n",
       "      <td>APARTMENT</td>\n",
       "      <td>ENTIRE APARTMENT</td>\n",
       "      <td>EMERGENCY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DOOR/WINDOW</td>\n",
       "      <td>WINDOW FRAME</td>\n",
       "      <td>Inspected; violations issued</td>\n",
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       "      <td>3</td>\n",
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       "      <td>2015-04-14</td>\n",
       "      <td>The Department of Housing Preservation and Development inspected the following conditions. No violations were issued. The complaint has been closed.</td>\n",
       "      <td>2313 PACIFIC STREET</td>\n",
       "      <td>40.675423</td>\n",
       "      <td>-73.908974</td>\n",
       "      <td>3014350054</td>\n",
       "      <td>B1</td>\n",
       "      <td>2130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>OSOFISAN, OLATUNDE</td>\n",
       "      <td>2005</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UNKNOWN (USUALLY PRIVATE OWNERSHIP)</td>\n",
       "      <td>APARTMENT</td>\n",
       "      <td>OTHER ROOM/AREA</td>\n",
       "      <td>NON EMERGENCY</td>\n",
       "      <td>BULGING/HOLE/CRACKED</td>\n",
       "      <td>PLASTER PAINT/PLASTER</td>\n",
       "      <td>WALLS WALL</td>\n",
       "      <td>Inspected; no violations issued</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>7419438</td>\n",
       "      <td>873260</td>\n",
       "      <td>3</td>\n",
       "      <td>BROOKLYN</td>\n",
       "      <td>2313</td>\n",
       "      <td>PACIFIC STREET</td>\n",
       "      <td>11233</td>\n",
       "      <td>1435</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>2015-04-01</td>\n",
       "      <td>CLOSE</td>\n",
       "      <td>91</td>\n",
       "      <td>547</td>\n",
       "      <td>3</td>\n",
       "      <td>28</td>\n",
       "      <td>198</td>\n",
       "      <td>1364</td>\n",
       "      <td>2015-04-14</td>\n",
       "      <td>The Department of Housing Preservation and Development inspected the following conditions. Violations were issued. Information about specific violations is available at www.nyc.gov/hpd.</td>\n",
       "      <td>2313 PACIFIC STREET</td>\n",
       "      <td>40.675423</td>\n",
       "      <td>-73.908974</td>\n",
       "      <td>3014350054</td>\n",
       "      <td>B1</td>\n",
       "      <td>2130.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>OSOFISAN, OLATUNDE</td>\n",
       "      <td>2005</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UNKNOWN (USUALLY PRIVATE OWNERSHIP)</td>\n",
       "      <td>APARTMENT</td>\n",
       "      <td>LIVING ROOM</td>\n",
       "      <td>NON EMERGENCY</td>\n",
       "      <td>BULGING/HOLE/CRACKED</td>\n",
       "      <td>PLASTER PAINT/PLASTER</td>\n",
       "      <td>WALLS WALL</td>\n",
       "      <td>Inspected; violations issued</td>\n",
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       "      <th>68123</th>\n",
       "      <td>68444</td>\n",
       "      <td>10749151</td>\n",
       "      <td>809296</td>\n",
       "      <td>3</td>\n",
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       "      <td>214</td>\n",
       "      <td>ROCKAWAY AVENUE</td>\n",
       "      <td>11233</td>\n",
       "      <td>1434</td>\n",
       "      <td>1</td>\n",
       "      <td>8C</td>\n",
       "      <td>16</td>\n",
       "      <td>2021-06-23</td>\n",
       "      <td>OPEN</td>\n",
       "      <td>91</td>\n",
       "      <td>543</td>\n",
       "      <td>3</td>\n",
       "      <td>28</td>\n",
       "      <td>198</td>\n",
       "      <td>2530</td>\n",
       "      <td>2021-06-23</td>\n",
       "      <td>The following complaint conditions are still open. HPD may attempt to contact you to verify the correction of the condition or may conduct an inspection.</td>\n",
       "      <td>214 ROCKAWAY AVENUE</td>\n",
       "      <td>40.675218</td>\n",
       "      <td>-73.911035</td>\n",
       "      <td>3014340001</td>\n",
       "      <td>D6</td>\n",
       "      <td>785336.0</td>\n",
       "      <td>5</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1107</td>\n",
       "      <td>1117</td>\n",
       "      <td>4.0</td>\n",
       "      <td>HP ATLANTIC PLAZA TOWERS HOUSING DEVELOP MENT FUND</td>\n",
       "      <td>1968</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>X</td>\n",
       "      <td>FULLY TAX-EXEMPT PROPERTY (MAYBE OWNED BY THE CITY)</td>\n",
       "      <td>APARTMENT</td>\n",
       "      <td>ENTIRE APARTMENT</td>\n",
       "      <td>NON EMERGENCY</td>\n",
       "      <td>DIRTY OR UNSANITARY</td>\n",
       "      <td>PLASTER PAINT/PLASTER</td>\n",
       "      <td>WALLS WALL</td>\n",
       "      <td>Complaint remains open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68124</th>\n",
       "      <td>68445</td>\n",
       "      <td>10749151</td>\n",
       "      <td>809296</td>\n",
       "      <td>3</td>\n",
       "      <td>BROOKLYN</td>\n",
       "      <td>214</td>\n",
       "      <td>ROCKAWAY AVENUE</td>\n",
       "      <td>11233</td>\n",
       "      <td>1434</td>\n",
       "      <td>1</td>\n",
       "      <td>8C</td>\n",
       "      <td>16</td>\n",
       "      <td>2021-06-23</td>\n",
       "      <td>OPEN</td>\n",
       "      <td>91</td>\n",
       "      <td>543</td>\n",
       "      <td>3</td>\n",
       "      <td>58</td>\n",
       "      <td>343</td>\n",
       "      <td>2686</td>\n",
       "      <td>2021-06-23</td>\n",
       "      <td>The following complaint conditions are still open. HPD may attempt to contact you to verify the correction of the condition or may conduct an inspection.</td>\n",
       "      <td>214 ROCKAWAY AVENUE</td>\n",
       "      <td>40.675218</td>\n",
       "      <td>-73.911035</td>\n",
       "      <td>3014340001</td>\n",
       "      <td>D6</td>\n",
       "      <td>785336.0</td>\n",
       "      <td>5</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1107</td>\n",
       "      <td>1117</td>\n",
       "      <td>4.0</td>\n",
       "      <td>HP ATLANTIC PLAZA TOWERS HOUSING DEVELOP MENT FUND</td>\n",
       "      <td>1968</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>X</td>\n",
       "      <td>FULLY TAX-EXEMPT PROPERTY (MAYBE OWNED BY THE CITY)</td>\n",
       "      <td>APARTMENT</td>\n",
       "      <td>ENTIRE APARTMENT</td>\n",
       "      <td>NON EMERGENCY</td>\n",
       "      <td>BROKEN OR DEFECTIVE</td>\n",
       "      <td>FLOORING/STAIRS</td>\n",
       "      <td>FLOOR</td>\n",
       "      <td>Complaint remains open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68125</th>\n",
       "      <td>68446</td>\n",
       "      <td>10746700</td>\n",
       "      <td>329071</td>\n",
       "      <td>3</td>\n",
       "      <td>BROOKLYN</td>\n",
       "      <td>23</td>\n",
       "      <td>NEW LOTS AVENUE</td>\n",
       "      <td>11212</td>\n",
       "      <td>3628</td>\n",
       "      <td>1</td>\n",
       "      <td>6I</td>\n",
       "      <td>16</td>\n",
       "      <td>2021-06-19</td>\n",
       "      <td>OPEN</td>\n",
       "      <td>91</td>\n",
       "      <td>543</td>\n",
       "      <td>1</td>\n",
       "      <td>63</td>\n",
       "      <td>375</td>\n",
       "      <td>2817</td>\n",
       "      <td>2021-06-19</td>\n",
       "      <td>The following complaint conditions are still open. HPD may attempt to contact you to verify the correction of the condition or may conduct an inspection.</td>\n",
       "      <td>23 NEW LOTS AVENUE</td>\n",
       "      <td>40.657081</td>\n",
       "      <td>-73.903764</td>\n",
       "      <td>3036280001</td>\n",
       "      <td>D1</td>\n",
       "      <td>245538.0</td>\n",
       "      <td>3</td>\n",
       "      <td>6.0</td>\n",
       "      <td>425</td>\n",
       "      <td>425</td>\n",
       "      <td>3.0</td>\n",
       "      <td>PLAZA RESIDENCES, LP</td>\n",
       "      <td>1969</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>X</td>\n",
       "      <td>FULLY TAX-EXEMPT PROPERTY (MAYBE OWNED BY THE CITY)</td>\n",
       "      <td>APARTMENT</td>\n",
       "      <td>ENTIRE APARTMENT</td>\n",
       "      <td>EMERGENCY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UNSANITARY CONDITION</td>\n",
       "      <td>MOLD</td>\n",
       "      <td>Complaint remains open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68126</th>\n",
       "      <td>68447</td>\n",
       "      <td>10746700</td>\n",
       "      <td>329071</td>\n",
       "      <td>3</td>\n",
       "      <td>BROOKLYN</td>\n",
       "      <td>23</td>\n",
       "      <td>NEW LOTS AVENUE</td>\n",
       "      <td>11212</td>\n",
       "      <td>3628</td>\n",
       "      <td>1</td>\n",
       "      <td>6I</td>\n",
       "      <td>16</td>\n",
       "      <td>2021-06-19</td>\n",
       "      <td>OPEN</td>\n",
       "      <td>91</td>\n",
       "      <td>543</td>\n",
       "      <td>3</td>\n",
       "      <td>63</td>\n",
       "      <td>376</td>\n",
       "      <td>2821</td>\n",
       "      <td>2021-06-19</td>\n",
       "      <td>The following complaint conditions are still open. HPD may attempt to contact you to verify the correction of the condition or may conduct an inspection.</td>\n",
       "      <td>23 NEW LOTS AVENUE</td>\n",
       "      <td>40.657081</td>\n",
       "      <td>-73.903764</td>\n",
       "      <td>3036280001</td>\n",
       "      <td>D1</td>\n",
       "      <td>245538.0</td>\n",
       "      <td>3</td>\n",
       "      <td>6.0</td>\n",
       "      <td>425</td>\n",
       "      <td>425</td>\n",
       "      <td>3.0</td>\n",
       "      <td>PLAZA RESIDENCES, LP</td>\n",
       "      <td>1969</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>X</td>\n",
       "      <td>FULLY TAX-EXEMPT PROPERTY (MAYBE OWNED BY THE CITY)</td>\n",
       "      <td>APARTMENT</td>\n",
       "      <td>ENTIRE APARTMENT</td>\n",
       "      <td>NON EMERGENCY</td>\n",
       "      <td>MICE</td>\n",
       "      <td>UNSANITARY CONDITION</td>\n",
       "      <td>PESTS</td>\n",
       "      <td>Complaint remains open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68127</th>\n",
       "      <td>68448</td>\n",
       "      <td>10746700</td>\n",
       "      <td>329071</td>\n",
       "      <td>3</td>\n",
       "      <td>BROOKLYN</td>\n",
       "      <td>23</td>\n",
       "      <td>NEW LOTS AVENUE</td>\n",
       "      <td>11212</td>\n",
       "      <td>3628</td>\n",
       "      <td>1</td>\n",
       "      <td>6I</td>\n",
       "      <td>16</td>\n",
       "      <td>2021-06-19</td>\n",
       "      <td>OPEN</td>\n",
       "      <td>91</td>\n",
       "      <td>543</td>\n",
       "      <td>3</td>\n",
       "      <td>63</td>\n",
       "      <td>376</td>\n",
       "      <td>2823</td>\n",
       "      <td>2021-06-19</td>\n",
       "      <td>The following complaint conditions are still open. HPD may attempt to contact you to verify the correction of the condition or may conduct an inspection.</td>\n",
       "      <td>23 NEW LOTS AVENUE</td>\n",
       "      <td>40.657081</td>\n",
       "      <td>-73.903764</td>\n",
       "      <td>3036280001</td>\n",
       "      <td>D1</td>\n",
       "      <td>245538.0</td>\n",
       "      <td>3</td>\n",
       "      <td>6.0</td>\n",
       "      <td>425</td>\n",
       "      <td>425</td>\n",
       "      <td>3.0</td>\n",
       "      <td>PLAZA RESIDENCES, LP</td>\n",
       "      <td>1969</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>X</td>\n",
       "      <td>FULLY TAX-EXEMPT PROPERTY (MAYBE OWNED BY THE CITY)</td>\n",
       "      <td>APARTMENT</td>\n",
       "      <td>ENTIRE APARTMENT</td>\n",
       "      <td>NON EMERGENCY</td>\n",
       "      <td>ROACHES</td>\n",
       "      <td>UNSANITARY CONDITION</td>\n",
       "      <td>PESTS</td>\n",
       "      <td>Complaint remains open</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>68128 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0  complaintid  buildingid  boroughid   borough housenumber  \\\n",
       "0      0           7419258      314794      3          BROOKLYN  214          \n",
       "1      1           7419264      311915      3          BROOKLYN  530          \n",
       "2      2           7419438      873260      3          BROOKLYN  2313         \n",
       "3      3           7419438      873260      3          BROOKLYN  2313         \n",
       "4      4           7419438      873260      3          BROOKLYN  2313         \n",
       "...   ..               ...         ...     ..               ...   ...         \n",
       "68123  68444       10749151     809296      3          BROOKLYN  214          \n",
       "68124  68445       10749151     809296      3          BROOKLYN  214          \n",
       "68125  68446       10746700     329071      3          BROOKLYN  23           \n",
       "68126  68447       10746700     329071      3          BROOKLYN  23           \n",
       "68127  68448       10746700     329071      3          BROOKLYN  23           \n",
       "\n",
       "            streetname    zip  block  lot apartment  communityboard  \\\n",
       "0      HULL STREET      11233  1540   23   3L        16               \n",
       "1      HERZL STREET     11212  3620   38   B6        16               \n",
       "2      PACIFIC STREET   11233  1435   54   1         16               \n",
       "3      PACIFIC STREET   11233  1435   54   1         16               \n",
       "4      PACIFIC STREET   11233  1435   54   1         16               \n",
       "...               ...     ...   ...   ..  ..         ..               \n",
       "68123  ROCKAWAY AVENUE  11233  1434   1    8C        16               \n",
       "68124  ROCKAWAY AVENUE  11233  1434   1    8C        16               \n",
       "68125  NEW LOTS AVENUE  11212  3628   1    6I        16               \n",
       "68126  NEW LOTS AVENUE  11212  3628   1    6I        16               \n",
       "68127  NEW LOTS AVENUE  11212  3628   1    6I        16               \n",
       "\n",
       "      receiveddate status  unittypeid  spacetypeid  typeid  majorcategoryid  \\\n",
       "0      2015-04-01   CLOSE  92          550          1       59                \n",
       "1      2015-04-01   CLOSE  91          543          1       59                \n",
       "2      2015-04-01   CLOSE  91          543          1       56                \n",
       "3      2015-04-01   CLOSE  91          548          3       28                \n",
       "4      2015-04-01   CLOSE  91          547          3       28                \n",
       "...           ...     ...  ..          ...         ..       ..                \n",
       "68123  2021-06-23   OPEN   91          543          3       28                \n",
       "68124  2021-06-23   OPEN   91          543          3       58                \n",
       "68125  2021-06-19   OPEN   91          543          1       63                \n",
       "68126  2021-06-19   OPEN   91          543          3       63                \n",
       "68127  2021-06-19   OPEN   91          543          3       63                \n",
       "\n",
       "       minorcategoryid  codeid statusdate  \\\n",
       "0      349              2715   2015-04-06   \n",
       "1      348              2713   2015-04-07   \n",
       "2      337              2836   2015-04-14   \n",
       "3      198              1364   2015-04-14   \n",
       "4      198              1364   2015-04-14   \n",
       "...    ...               ...          ...   \n",
       "68123  198              2530   2021-06-23   \n",
       "68124  343              2686   2021-06-23   \n",
       "68125  375              2817   2021-06-19   \n",
       "68126  376              2821   2021-06-19   \n",
       "68127  376              2823   2021-06-19   \n",
       "\n",
       "                                                                                                                                                                                                                                                statusdescription  \\\n",
       "0      The Department of Housing Preservation and Development responded to a complaint of no heat or hot water and was advised by a tenant in the building that heat and hot water had been restored. If the condition still exists, please file a new complaint.   \n",
       "1      The Department of Housing Preservation and Development contacted an occupant of the apartment and verified that the following conditions were corrected. The complaint has been closed. If the condition still exists, please file a new complaint.          \n",
       "2      The Department of Housing Preservation and Development inspected the following conditions. Violations were issued. Information about specific violations is available at www.nyc.gov/hpd.                                                                    \n",
       "3      The Department of Housing Preservation and Development inspected the following conditions. No violations were issued. The complaint has been closed.                                                                                                         \n",
       "4      The Department of Housing Preservation and Development inspected the following conditions. Violations were issued. Information about specific violations is available at www.nyc.gov/hpd.                                                                    \n",
       "...                                                                                                                                                                                          ...                                                                    \n",
       "68123  The following complaint conditions are still open. HPD may attempt to contact you to verify the correction of the condition or may conduct an inspection.                                                                                                    \n",
       "68124  The following complaint conditions are still open. HPD may attempt to contact you to verify the correction of the condition or may conduct an inspection.                                                                                                    \n",
       "68125  The following complaint conditions are still open. HPD may attempt to contact you to verify the correction of the condition or may conduct an inspection.                                                                                                    \n",
       "68126  The following complaint conditions are still open. HPD may attempt to contact you to verify the correction of the condition or may conduct an inspection.                                                                                                    \n",
       "68127  The following complaint conditions are still open. HPD may attempt to contact you to verify the correction of the condition or may conduct an inspection.                                                                                                    \n",
       "\n",
       "                   address   latitude  longitude         bbl bldgclass  \\\n",
       "0      214 HULL STREET      40.679984 -73.907031  3015400023  C1         \n",
       "1      530 HERZL STREET     40.656544 -73.912252  3036200038  C1         \n",
       "2      2313 PACIFIC STREET  40.675423 -73.908974  3014350054  B1         \n",
       "3      2313 PACIFIC STREET  40.675423 -73.908974  3014350054  B1         \n",
       "4      2313 PACIFIC STREET  40.675423 -73.908974  3014350054  B1         \n",
       "...                    ...        ...        ...         ...  ..         \n",
       "68123  214 ROCKAWAY AVENUE  40.675218 -73.911035  3014340001  D6         \n",
       "68124  214 ROCKAWAY AVENUE  40.675218 -73.911035  3014340001  D6         \n",
       "68125  23 NEW LOTS AVENUE   40.657081 -73.903764  3036280001  D1         \n",
       "68126  23 NEW LOTS AVENUE   40.657081 -73.903764  3036280001  D1         \n",
       "68127  23 NEW LOTS AVENUE   40.657081 -73.903764  3036280001  D1         \n",
       "\n",
       "       bldgarea  numbldgs  numfloors  unitsres  unitstotal  landuse  \\\n",
       "0      7600.0    1         4.0        8         8           2.0       \n",
       "1      40000.0   1         4.0        46        46          2.0       \n",
       "2      2130.0    1         3.0        2         2           1.0       \n",
       "3      2130.0    1         3.0        2         2           1.0       \n",
       "4      2130.0    1         3.0        2         2           1.0       \n",
       "...       ...   ..         ...       ..        ..           ...       \n",
       "68123  785336.0  5         23.0       1107      1117        4.0       \n",
       "68124  785336.0  5         23.0       1107      1117        4.0       \n",
       "68125  245538.0  3         6.0        425       425         3.0       \n",
       "68126  245538.0  3         6.0        425       425         3.0       \n",
       "68127  245538.0  3         6.0        425       425         3.0       \n",
       "\n",
       "                                                ownername  yearbuilt  \\\n",
       "0      HULL STREET ASSOCIATES , LLC                        1910        \n",
       "1      530 HERZL                                           1930        \n",
       "2      OSOFISAN, OLATUNDE                                  2005        \n",
       "3      OSOFISAN, OLATUNDE                                  2005        \n",
       "4      OSOFISAN, OLATUNDE                                  2005        \n",
       "...                   ...                                   ...        \n",
       "68123  HP ATLANTIC PLAZA TOWERS HOUSING DEVELOP MENT FUND  1968        \n",
       "68124  HP ATLANTIC PLAZA TOWERS HOUSING DEVELOP MENT FUND  1968        \n",
       "68125  PLAZA RESIDENCES, LP                                1969        \n",
       "68126  PLAZA RESIDENCES, LP                                1969        \n",
       "68127  PLAZA RESIDENCES, LP                                1969        \n",
       "\n",
       "       yearalter1  yearalter2 ownertype  \\\n",
       "0      0           0           NaN        \n",
       "1      0           0           NaN        \n",
       "2      0           0           NaN        \n",
       "3      0           0           NaN        \n",
       "4      0           0           NaN        \n",
       "...   ..          ..           ...        \n",
       "68123  0           0           X          \n",
       "68124  0           0           X          \n",
       "68125  0           0           X          \n",
       "68126  0           0           X          \n",
       "68127  0           0           X          \n",
       "\n",
       "                                             ownertypelong       unittype  \\\n",
       "0      UNKNOWN (USUALLY PRIVATE OWNERSHIP)                  BUILDING-WIDE   \n",
       "1      UNKNOWN (USUALLY PRIVATE OWNERSHIP)                  APARTMENT       \n",
       "2      UNKNOWN (USUALLY PRIVATE OWNERSHIP)                  APARTMENT       \n",
       "3      UNKNOWN (USUALLY PRIVATE OWNERSHIP)                  APARTMENT       \n",
       "4      UNKNOWN (USUALLY PRIVATE OWNERSHIP)                  APARTMENT       \n",
       "...                                    ...                        ...       \n",
       "68123  FULLY TAX-EXEMPT PROPERTY (MAYBE OWNED BY THE CITY)  APARTMENT       \n",
       "68124  FULLY TAX-EXEMPT PROPERTY (MAYBE OWNED BY THE CITY)  APARTMENT       \n",
       "68125  FULLY TAX-EXEMPT PROPERTY (MAYBE OWNED BY THE CITY)  APARTMENT       \n",
       "68126  FULLY TAX-EXEMPT PROPERTY (MAYBE OWNED BY THE CITY)  APARTMENT       \n",
       "68127  FULLY TAX-EXEMPT PROPERTY (MAYBE OWNED BY THE CITY)  APARTMENT       \n",
       "\n",
       "              spacetype           type                  code  \\\n",
       "0      BUILDING-WIDE     EMERGENCY      NO HEAT                \n",
       "1      ENTIRE APARTMENT  EMERGENCY      NO HEAT                \n",
       "2      ENTIRE APARTMENT  EMERGENCY      NaN                    \n",
       "3      OTHER ROOM/AREA   NON EMERGENCY  BULGING/HOLE/CRACKED   \n",
       "4      LIVING ROOM       NON EMERGENCY  BULGING/HOLE/CRACKED   \n",
       "...            ...                 ...                   ...   \n",
       "68123  ENTIRE APARTMENT  NON EMERGENCY  DIRTY OR UNSANITARY    \n",
       "68124  ENTIRE APARTMENT  NON EMERGENCY  BROKEN OR DEFECTIVE    \n",
       "68125  ENTIRE APARTMENT  EMERGENCY      NaN                    \n",
       "68126  ENTIRE APARTMENT  NON EMERGENCY  MICE                   \n",
       "68127  ENTIRE APARTMENT  NON EMERGENCY  ROACHES                \n",
       "\n",
       "               majorcategory    minorcategory  \\\n",
       "0      HEAT/HOT WATER         ENTIRE BUILDING   \n",
       "1      HEAT/HOT WATER         APARTMENT ONLY    \n",
       "2      DOOR/WINDOW            WINDOW FRAME      \n",
       "3      PLASTER PAINT/PLASTER  WALLS WALL        \n",
       "4      PLASTER PAINT/PLASTER  WALLS WALL        \n",
       "...                      ...         ...        \n",
       "68123  PLASTER PAINT/PLASTER  WALLS WALL        \n",
       "68124  FLOORING/STAIRS        FLOOR             \n",
       "68125  UNSANITARY CONDITION   MOLD              \n",
       "68126  UNSANITARY CONDITION   PESTS             \n",
       "68127  UNSANITARY CONDITION   PESTS             \n",
       "\n",
       "                            statusdescriptionshort  \n",
       "0      Single complaint; tenant confirmed resolved  \n",
       "1      Inspected; no violations issued              \n",
       "2      Inspected; violations issued                 \n",
       "3      Inspected; no violations issued              \n",
       "4      Inspected; violations issued                 \n",
       "...                             ...                 \n",
       "68123  Complaint remains open                       \n",
       "68124  Complaint remains open                       \n",
       "68125  Complaint remains open                       \n",
       "68126  Complaint remains open                       \n",
       "68127  Complaint remains open                       \n",
       "\n",
       "[68128 rows x 46 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#loading dataset\n",
    "df = pd.read_csv(\"brownsville.txt\", parse_dates=[\"statusdate\"])\n",
    "\n",
    "#set an option to show full text of each value (helpful for the \"statusdescription\" column)\n",
    "pd.set_option('display.max_colwidth', -1)\n",
    "\n",
    "#set an option to see all columns\n",
    "pd.set_option('display.max_columns', None)\n",
    "\n",
    "#showing dataset to make sure it loaded properly\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#Drops duplicate values in \"complaintid\" column\n",
    "brownsville = df.drop_duplicates(subset=[\"complaintid\"], keep='first', inplace=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "33764"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(brownsville)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "32206"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Checks how many N/A values are in the dataset\n",
    "brownsville.isna().sum().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#Drops NA values from dataset\n",
    "#brownsville = brownsville.dropna()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Removing N/A values removes too many rows, more than half, so they will be left in to not mess up the data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, a new column named \"complaints\" will be created to combine the 'code', 'majorcategory' and 'minorcategory' columns, as having them separated makes them unclear."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\miss_\\anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:3607: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self._set_item(key, value)\n"
     ]
    }
   ],
   "source": [
    "#combines \"code\", majorcategory\" and \"minorcategory\" columns\n",
    "brownsville[\"complaints\"] = brownsville[\"code\"] + \"-\" + brownsville[\"majorcategory\"] + \"-\" + brownsville[\"minorcategory\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     NO HEAT-HEAT/HOT WATER-ENTIRE BUILDING    \n",
       "1     NO HEAT-HEAT/HOT WATER-APARTMENT ONLY     \n",
       "2     NaN                                       \n",
       "12    NaN                                       \n",
       "16    MISSING BROKEN OR MISSING-DOOR/WINDOW-DOOR\n",
       "Name: complaints, dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checks how the new columns looks\n",
    "brownsville[\"complaints\"].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, the new categories column will be analyzed to see which is highest in reports.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NO HEAT-HEAT/HOT WATER-APARTMENT ONLY                      5003\n",
       "NO HEAT-HEAT/HOT WATER-ENTIRE BUILDING                     4816\n",
       "NO HEAT AND NO HOT WATER-HEAT/HOT WATER-ENTIRE BUILDING    2312\n",
       "NO HEAT AND NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY     1361\n",
       "AT WALL OR CEILING-WATER LEAK-HEAVY FLOW                   1197\n",
       "NO HOT WATER-HEAT/HOT WATER-ENTIRE BUILDING                1196\n",
       "NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY                 1119\n",
       "MICE-UNSANITARY CONDITION-PESTS                            793 \n",
       "COLLAPSING OR FALLING-PLASTER PAINT/PLASTER-CEILING        661 \n",
       "MISSING BROKEN OR MISSING-DOOR/WINDOW-DOOR                 654 \n",
       "Name: complaints, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#lists unique values by amount, from most to least frequent\n",
    "brownsville[\"complaints\"].value_counts().head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of Reports')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#creating a bar chart to display the top complaints, added .head(10) to shrink results to 10 so it wouldn't be too crowded\n",
    "com_values = brownsville[\"complaints\"].value_counts().head(10)\n",
    "com_values.plot(kind = \"barh\")\n",
    "plt.title(\"Top Complaints 2015-2021\")\n",
    "plt.ylabel(\"Complaints\")\n",
    "plt.xlabel(\"Number of Reports\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The top complaints found here are:<br>\n",
    "1. NO HEAT-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "2. NO HEAT-HEAT/HOT WATER-ENTIRE BUILDING<br>\n",
    "3. NO HEAT AND NO HOT WATER-HEAT/HOT WATER-ENTIRE BUILDING<br>\n",
    "4. NO HEAT AND NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "5. AT WALL OR CEILING-WATER LEAK-HEAVY FLOW<br>\n",
    "6. NO HOT WATER-HEAT/HOT WATER-ENTIRE BUILDING<br>\n",
    "7. NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "8. MICE-UNSANITARY CONDITION-PESTS<br>\n",
    "9. COLLAPSING OR FALLING-PLASTER PAINT/PLASTER-CEILING<br> \n",
    "10. MISSING BROKEN OR MISSING-DOOR/WINDOW-DOOR<br>\n",
    "<br>\n",
    "Looking that these results, it seems that the majority of problems are heat/hot water related, water leaks and pest problems."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Checking addresses to see which ones are the most frequently shown in the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7 HEGEMAN AVENUE               850\n",
       "351 HOWARD AVENUE              547\n",
       "351 LEGION STREET              423\n",
       "37 NEW LOTS AVENUE             347\n",
       "23 NEW LOTS AVENUE             335\n",
       "1939 PARK PLACE                282\n",
       "553 HOWARD AVENUE              249\n",
       "290 RIVERDALE AVENUE           242\n",
       "2044 BERGEN STREET             209\n",
       "257 MOTHER GASTON BOULEVARD    205\n",
       "Name: address, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "brownsville[\"address\"].value_counts().head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of Reports')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "build_values = brownsville[\"address\"].value_counts().head(10)\n",
    "build_values.plot(kind = \"barh\")\n",
    "plt.title(\"Top Addresses with Complaints Reported 2015-2021\")\n",
    "plt.ylabel(\"Addresses\")\n",
    "plt.xlabel(\"Number of Reports\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The addresses with the most complaints in this version of the dataset are:<br>\n",
    "1. 7 Hegeman<br>\n",
    "2. 351 Howard Avenue<br>\n",
    "3. 351 Legion Street<br>\n",
    "4. 37 New Lots Avenue<br>\n",
    "5. 23 New Lots Avenue<br>\n",
    "6. 1939 Park Place<br>\n",
    "7. 553 Howard Avenue<br>\n",
    "8. 290 Riverdale Avenue<br>\n",
    "9. 2044 Bergen Avenue<br>\n",
    "10. 257 Mother Gaston Boulevard<br> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "------------------------------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this section, I will show the top addresses with violations in this timeframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "bv_address_status = brownsville[[\"address\", \"statusdescriptionshort\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "bv_sd_violation = bv_address_status[(bv_address_status.statusdescriptionshort == 'Inspected; violations issued')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of Violations Reported')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bv_sd_violation_counts = bv_sd_violation[\"address\"].value_counts().head(10)\n",
    "bv_sd_violation_counts.plot(kind = \"barh\")\n",
    "plt.title(\"Top Addresses with Violations 2015-2021\")\n",
    "plt.ylabel(\"Addresses\")\n",
    "plt.xlabel(\"Number of Violations Reported\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The top addresses that were issued violations between the years of 2015 and 2021 are:<br>\n",
    "1. 7 Hegeman Avenue<br>\n",
    "2. 23 New Lots Avenue<br>\n",
    "3. 351 Legion Street<br>\n",
    "4. 37 New Lots Avenue<br>\n",
    "5. 351 Howard Avenue<br>\n",
    "6. 2327 Strauss Avenue<br>\n",
    "7. 694 Rockaway Parkway<br>\n",
    "8. 235 Livonia Avenue<br>\n",
    "9. 509 Saratoga Avenue<br>\n",
    "10. 203 Hull Street<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "--------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Checking the top addresses that could not be accessed after complaints were made."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "bv_sd_noaccess = bv_address_status[(bv_address_status.statusdescriptionshort == \"Unable to gain access\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of Unaccessed Addresses')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bv_sd_noaccess_counts = bv_sd_noaccess[\"address\"].value_counts().head(10)\n",
    "bv_sd_noaccess_counts.plot(kind = \"barh\")\n",
    "plt.title(\"Top Addresses That Could Not Be Accessed 2015-2021\")\n",
    "plt.ylabel(\"Addresses\")\n",
    "plt.xlabel(\"Number of Unaccessed Addresses\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The top addresses that could not be accessed after complaints were made between the years of 2015 and 2021 are:<br>\n",
    "1. 7 Hegeman Avenue<br>\n",
    "2. 37 New Lots Avenue<br>\n",
    "3. 23 New Lots Avenue<br>\n",
    "4. 351 Legion Street<br>\n",
    "5. 351 Howard Avenue<br>\n",
    "6. 301 Powell Street<br>\n",
    "7. 210 Lott Avenue<br>\n",
    "8. 2411 Dean Street<br>\n",
    "9. 344 Marion Street<br>\n",
    "10. 553 Howard Avenue<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we will look at which complaints are most commonly associated with issued violations. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "bv_complaintstatus = brownsville[[\"complaints\", \"statusdescriptionshort\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "bv_sd_comviolation = bv_complaintstatus[(bv_complaintstatus.statusdescriptionshort == 'Inspected; violations issued')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of Violations Reported')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bv_sd_comviolation_counts = bv_sd_comviolation[\"complaints\"].value_counts().head(10)\n",
    "bv_sd_comviolation_counts.plot(kind = \"barh\")\n",
    "plt.title(\"Complaints Most Often Associated with Violations: 2015 - 2021\")\n",
    "plt.ylabel(\"Complaints\")\n",
    "plt.xlabel(\"Number of Violations Reported\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Complaints most associated with violations being issued are:<br>\n",
    "1. AT WALL OR CEILING-WATER LEAK-HEAVY FLOW<br>\n",
    "2. COLLAPSING OR FALLING-PLASTER PAINT/PLASTER-CEILING<br>\n",
    "3. MICE-UNSANITARY CONDITION-PESTS<br>\n",
    "4. NO HEAT-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "5. MISSING BROKEN OR MISSING-DOOR/WINDOW-DOOR<br>\n",
    "6. NO HEAT AND NO HOT WATER-HEAT/HOT WATER-ENTIRE BUILDING<br>\n",
    "7. NO HEAT-HEAT/HOT WATER-ENTIRE BUILDING<br>\n",
    "8. NO HEAT AND NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "9. LOCK BROKEN OR MISSING-DOOR/WINDOW-DOOR<br>\n",
    "10. NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "<br>\n",
    "Many of the violations issued were from problems we also see in the top complaints category as well (heat/hot water issues, pest problems and water leaks), although there is a a different complaint here than before (lock broken or missing)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we are taking a look at which complaints are most commonly associated with unaccessed addresses. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "bv_sd_comnoaccess = bv_complaintstatus[(bv_complaintstatus.statusdescriptionshort == 'Unable to gain access')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of Unaccessed Addresses')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bv_sd_comnoaccess_counts = bv_sd_comnoaccess[\"complaints\"].value_counts().head(10)\n",
    "bv_sd_comnoaccess_counts.plot(kind = \"barh\")\n",
    "plt.title(\"Complaints Most Often Associated with No Access to Addresses: 2015 - 2021\")\n",
    "plt.ylabel(\"Complaints\")\n",
    "plt.xlabel(\"Number of Unaccessed Addresses\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The top complaints associated with addresses not being accessible are:<br>\n",
    "1. NO HEAT-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "2. NO HEAT-HEAT/HOT WATER-ENTIRE BUILDING<br> \n",
    "3. NO HEAT AND NO HOT WATER-HEAT/HOT WATER-ENTIRE BUILDING<br> \n",
    "4. AT WALL OR CEILING-WATER LEAK-HEAVY FLOW<br> \n",
    "5. NO HEAT AND NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY<br> \n",
    "6. NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "7. MICE-UNSANITARY CONDITION-PESTS<br> \n",
    "8. NO HOT WATER-HEAT/HOT WATER-ENTIRE BUILDING<br>\n",
    "9. BROKEN OR MISSING-SAFETY-CARBON MONOXIDE DETECTOR<br> \n",
    "10. MISSING BROKEN OR MISSING-DOOR/WINDOW-DOOR<br>\n",
    "<br>\n",
    "The same complaints come up as before (heat/hot water, water leak, pests), though one of the complaints we see here (broken or missinng safety-safety-carbon monoxide detector) hasn't been seen in the other top lists."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "--------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this section, the dates need a little tweaking to make it possible to track the amount of complaints made each month of the year in this dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\miss_\\anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:3607: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self._set_item(key, value)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "December     4534\n",
       "January      4281\n",
       "November     4122\n",
       "February     3949\n",
       "March        3205\n",
       "October      2660\n",
       "April        2169\n",
       "August       2048\n",
       "September    1792\n",
       "June         1782\n",
       "May          1663\n",
       "July         1559\n",
       "Name: statusdatemonth, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#labeling each month and getting value counts for each\n",
    "month = {\n",
    "    1: \"January\", \n",
    "    2: \"February\", \n",
    "    3: \"March\", \n",
    "    4: \"April\", \n",
    "    5: \"May\", \n",
    "    6: \"June\", \n",
    "    7: \"July\",\n",
    "    8: \"August\",\n",
    "    9: \"September\",\n",
    "    10: \"October\",\n",
    "    11: \"November\",\n",
    "    12: \"December\"\n",
    "}\n",
    "brownsville['statusdate'] = pd.to_datetime(brownsville['statusdate'])\n",
    "brownsville[\"statusdatemonth\"] = brownsville[\"statusdate\"].dt.month\n",
    "month_counts = brownsville[\"statusdatemonth\"].value_counts()\n",
    "month_counts.index = month_counts.index.map(month)\n",
    "month_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Months of the Year')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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fAk4B5gROJxUGPYqIA4AD8jbWBb4XEV+V9CtgR+Dw/PeCvMqFwJmSjgIWJzVkj4uIqZImSVoTuBnYAThmBvfTKuJxHWb9Q5kriy2AVYHbASLiaUmDmq/S1OHAWElfA54AvpS3O0HSWOBeYAqwR0RMzevsBpwKzAtcmh9mZtYhZQqLtyIiJAWApPlnNEhEXANck5+/BKzfw/sOAw5rkH4rsMKMxjUzs/Yo03V2rKTjgYUkfQO4kum7wpqZWR/X8soiIo6QtCEwkdRu8aOIuKLynJmZWdco08D9i4j4AXBFgzQzM+sHylRDbdggbeN2Z8TMzLpXs1lndwN2B5aRdHdh0SDg+qozZmZm3aNZNdSZpC6qPydP9pdNioiXK82VmZl1lR4Li4h4TdIkYMWIeLyDeTIzsy7TtM0iIt4B7pLkWfnMzPqxMoPyFgMmSBoHvF5LjIjNKsuVmZl1lTKFxaGV58LMzLpamUF510paFFg9J42LiOebrWNmZn1Ly3EWkr4MjCNN+Pdl4GZJW1WdMTMz6x5lqqEOAlavXU1IGkaaH+qcKjNmZmbdo8wI7gF11U4vlVzPzMz6iDJXFn+XdBlwVn69NXBJdVkyM7NuU6aBez9JWwLrkO6HfUJE/LXynJmZWdcoew/uG4CpwDvALdVlx8zMulGZ3lBfJ/WG2gLYCrhJ0i5VZ8zMzLpHmSuL/YBV8+1QkbQI6Urj5CozZmZm3aNMr6angEmF15OAJ6vJjpmZdaMyVxb/IQ3EuwAIYHNgnKR9ACLiqArzZ2ZmXaBMYfFwftRckP8Oan92zMysG5XpOnsogKT5I+L1Vu83M7O+p0xvqLUk3Qvcl1+vLOnYynNmZmZdo0wD92+Az5Km+SAi7gI+WWWmzMysu5Sa4yki6ns/Ta0gL2Zm1qXKNHA/KWltICTNBexFrpIyM7P+ocyVxbeAPYAlSGMuVgF2rzJTZmbWXcr0hnoR2K72WtLCpMLisArzZWZmXaTHKwtJS0o6QdJFkr4maT5JRwAPAO/rXBbNzKy3Nbuy+BNwLXAusBFwEzABWCkinu1A3szMrEs0KyyGRMQh+fllkp4j3V51cvXZMmts5P4Xz9R6jx2+SZtzYta/NG2zyO0Tyi+fBeaTND9ARLxccd7MzKxLNCssFgRuY1phAXB7/hvAB6rKlJmZdZceC4uIGNnBfJiZWRcrNYLbzMz6NxcWZmbWUmWFhaR5JI2TdJekCZJqU50PkXSFpAfz34UL6xwg6SFJD0j6bCH9o5LG52VHS1KjmGZmVo0yU5QvI2nu/HxdSXtJWqjEticD60XEyqQpQjaStCawP3BVRIwCrsqvkbQ8sA3wEdK4jmMlDczbOg7YFRiVHxvNwD6amdksKnNlcS4wVdIHgZOApYEzW60UyX/zyznzo3Zb1jE5fQzwhfx8c+DsiJgcEY8CDwFrSFoMGBwRN0ZEkAYL1tYxM7MOKFNYvBMRU4AtgN9ExHeBxcpsXNJASXcCzwNXRMTNwKIR8QxA/lubOmQJoDgV+lM5rTaBYX16o3i7SrpV0q0vvPBCmSyamVkJZQqLtyVtC+wIXJTT5iyz8YiYGhGrAMNJVwkrNHl7o3aIaJLeKN4JETE6IkYPGzasTBbNzKyEMoXFzsBawGER8aikpYHTZyRIRLwKXENqa3guVy2R/z6f3/YUsGRhteHA0zl9eIN0MzPrkDKFxYYRsVdEnAWQ2xPeaLWSpGG1hnBJ8wIbAPcDF5KuUsh/L8jPLwS2kTR3LpBGAeNyVdUkSWvmXlA7FNYxM7MOKFNY7NggbacS6y0GXC3pbuAWUpvFRcDhwIaSHgQ2zK+JiAnAWOBe4O/AHhFRu33rbsCJpEbvh4FLS8Q3M7M26XG6j9xO8RVgaUkXFhYNAl5qteGIuBtYtUH6S8D6PaxzGA1uqhQRtwLN2jvMzKxCzSYSvAF4BhgKHFlInwTcXWWmzMysuzSbSPBx4HFS47aZmfVjZUZwb5mn5nhN0kRJkyRN7ETmzMysOzS9+VH2S2DTiLiv6syYmVl3KtMb6jkXFGZm/VuZK4tbJf0ZOJ80OSAAEXFeZbkyM7OuUqawGAz8D/hMIS0AFxZmZv1Ey8IiInbuREbMzKx7NRuU9/2I+KWkY2gwcV9E7FVpzszMrGs0u7KoNWrf2omMmJlZ92o2KO9v+e+Ynt5j1teN3P/imVrvscM3aXNOzHpXyzYLScOAHwDLA/PU0iNivQrzZWZmXaTMOIszSFVSSwOHAo+RZpE1M7N+okxhsUhEnAS8HRHXRsQuwJoV58vMzLpImXEWb+e/z0jahHSXuuFN3m9mZn1MmcLip5IWBPYFjiEN0vtupbkyM7OuUmZQ3kX56WvAp6vNjpmZdaNmg/IaDsar8aA8M7P+o9mVhQfjmZkZ0HxQ3nSD8SQNTskxqfJcmZlZVylzp7zRksaT7rt9j6S7JH20+qyZmVm3KNMb6mRg94j4F4CkdYBTgJWqzJiZmXWPMoPyJtUKCoCIuA5wVZSZWT9S5spinKTjgbNIvaO2Bq6RtBpARNxeYf7MzKwLlCksVsl/D65LX5tUeHhCQTOzPq7MoDwPxDMz6+fKTFG+ELADMLL4fg/KMzPrP8pUQ10C3ASMB96pNjtmZtaNyhQW80TEPpXnxMzMulaZrrOnSfqGpMUkDak9Ks+ZmZl1jTJXFm8BvwIOYtrEggF8oKpMmZlZdylTWOwDfDAiXqw6M2Zm1p3KFBYTgP9VnREzg5H7XzxT6z12+CZtzonZ9MoUFlOBOyVdDUyuJbrrrJlZ/1GmsDg/P8zMrJ8qM4J7jKS5gGVz0gMR8Xa12TIzs25S5n4W6wIPAr8HjgX+LemTJdZbUtLVku6TNEHS3jl9iKQrJD2Y/y5cWOcASQ9JekDSZwvpH5U0Pi87WpJmYl/NzGwmlRlncSTwmYj4VER8Evgs8OsS600B9o2I5YA1gT0kLQ/sD1wVEaOAq/Jr8rJtgI8AGwHHShqYt3UcsCswKj82Krl/ZmbWBmXaLOaMiAdqLyLi35LmbLVSRDwDPJOfT5J0H7AEsDmwbn7bGOAa4Ac5/eyImAw8KukhYA1JjwGDI+JGAEl/Ar4AXFpmB82sZ+59ZWWVKSxulXQScFp+/VXgthkJImkksCpwM7BoLkiIiGckvS+/bQnSHFQ1T+W0t/Pz+nQzM+uQMoXFbsAewF6AgGtJ1UKlSFoAOBf4TkRMbNLc0GhBNElvFGtXUnUVI0aMKJtFMzNrocc2C0nDJC0fEZMj4qiI2DIitgCuBAaX2XiurjoXOCMizsvJz0laLC9fDHg+pz8FLFlYfTjwdE4f3iD9PSLihIgYHRGjhw0bViaLZmZWQrMG7mOARkfcJYDfttpw7rF0EnBfRBxVWHQhsGN+viNwQSF9G0lzS1qa1JA9LldZTZK0Zt7mDoV1zMysA5pVQ60YEdfWJ0bEZZKOLLHtjwPbA+Ml3ZnTDgQOB8ZK+hrwBPClvN0JksYC95J6Uu0REVPzersBpwLzkhq23bhtZtZBzQqLZj2eyvSGuo7G7Q0A6/ewzmHAYQ3SbwVWaBXTzMyq0awa6kFJn6tPlLQx8Eh1WTIzs27T7Mriu8BFkr7MtK6yo4G1gM9XnTEzM+sePV5ZRMS/gRVJXWVH5se1wEp5mZmZ9RNNx1nk0dSndCgvZmbWpcoMyjMzawtPLzL7cmFhZn2WC6f2aTaC+6r89xedy46ZmXWjZlcWi0n6FLCZpLOpGzMREbdXmjMzM+sazQqLH5HuNTEcOKpuWQDrVZUpMzPrLj0WFhFxDnCOpP+LiJ90ME9mZtZlytyD+yeSNgNqt1K9JiIuqjZbZmazn77coF7mHtw/B/YmTfB3L7B3TjMzs36iTNfZTYBVIuIdAEljgDuAA6rMmJmZdY+WVxbZQoXnC1aRETMz615lrix+Dtwh6WpS99lP4qsKM7N+pUwD91mSrgFWJxUWP4iIZ6vOmJmZNdfJBvVS033kW5teOMNbNzOzPqFsm4WZmfVjLizMzKylpoWFpAGS7ulUZszMrDs1LSzy2Iq7JI3oUH7MzKwLlWngXgyYIGkc8HotMSI2qyxXZmbWVcoUFodWngszM+tqZcZZXCtpKWBURFwpaT5gYPVZMzOzblFmIsFvAOcAx+ekJYDzq8yUmZl1lzJdZ/cAPg5MBIiIB4H3VZkpMzPrLmUKi8kR8VbthaQ5SHfKMzOzfqJMYXGtpAOBeSVtCPwF+Fu12TIzs25SprDYH3gBGA98E7gE+GGVmTIzs+5SpjfUO/mGRzeTqp8eiAhXQ5mZ9SMtCwtJmwB/AB4mTVG+tKRvRsSlVWfOzMy6Q5lBeUcCn46IhwAkLQNcDLiwMDPrJ8q0WTxfKyiyR4DnK8qPmZl1oR6vLCRtmZ9OkHQJMJbUZvEl4JYO5M3MzLpEs2qoTQvPnwM+lZ+/ACxcWY7MzKzr9FhYRMTOncyImZl1rzK9oZYG9gRGFt/vKcrNzPqPMg3c5wOPAceQekbVHk1JOlnS88U77UkaIukKSQ/mvwsXlh0g6SFJD0j6bCH9o5LG52VHS9IM7J+ZmbVBmcLizYg4OiKujohra48S650KbFSXtj9wVUSMAq7Kr5G0PLAN8JG8zrGSatOgHwfsCozKj/ptmplZxcoUFr+VdLCktSStVnu0Wiki/gm8XJe8OTAmPx8DfKGQfnZETI6IR4GHgDUkLQYMjogb86jxPxXWMTOzDikzKG9FYHtgPeCdnBb59YxaNCKeAYiIZyTVpjpfArip8L6nctrb+Xl9ekOSdiVdhTBihG8bbmbWLmUKiy2ADxSnKa9Ao3aIaJLeUEScAJwAMHr0aM9fZWbWJmWqoe4CFmpTvOdy1RL5b20k+FPAkoX3DQeezunDG6SbmVkHlSksFgXul3SZpAtrj5mMdyGwY36+I3BBIX0bSXPnrrqjgHG5ymqSpDVzL6gdCuuYmVmHlKmGOnhmNizpLGBdYKikp/J2DgfGSvoa8ARp6hAiYoKkscC9wBRgj4iYmje1G6ln1bykyQs9gaGZWYeVuZ9FmW6yjdbbtodF6/fw/sOAwxqk3wqsMDN5MDOz9igzgnsS0xqV5wLmBF6PiMFVZszMzLpHmSuLQcXXkr4ArFFZjszMrOuUaeCeTkScz8yNsTAzs9lUmWqoLQsvBwCjaTLWwczM+p4yvaGK97WYQppUcPNKcmNmZl2pTJuF72thZtbPNbut6o+arBcR8ZMK8mNmZl2o2ZXF6w3S5ge+BiwCuLAwM+snmt1W9d0bHEkaBOwN7AycTYmbH5mZWd/RtM1C0hBgH2A70v0nVouIVzqRMTMz6x7N2ix+BWxJmvJ7xYj4b8dyZWZmXaXZoLx9gcWBHwJPS5qYH5MkTexM9szMrBs0a7OY4dHdZmbWN7lAMDOzllxYmJlZSy4szMysJRcWZmbWkgsLMzNryYWFmZm15MLCzMxacmFhZmYtubAwM7OWXFiYmVlLLizMzKwlFxZmZtaSCwszM2vJhYWZmbXkwsLMzFpyYWFmZi25sDAzs5ZcWJiZWUsuLMzMrCUXFmZm1pILCzMza8mFhZmZteTCwszMWnJhYWZmLc02hYWkjSQ9IOkhSfv3dn7MzPqT2aKwkDQQ+D2wMbA8sK2k5Xs3V2Zm/cdsUVgAawAPRcQjEfEWcDaweS/nycys31BE9HYeWpK0FbBRRHw9v94e+FhEfLvufbsCu+aXHwIemIlwQ4EXZyG73RyvL++b4zme47Un3lIRMaw+cY5Zz09HqEHae0q5iDgBOGGWAkm3RsToWdlGt8bry/vmeI7neNXGm12qoZ4Cliy8Hg483Ut5MTPrd2aXwuIWYJSkpSXNBWwDXNjLeTIz6zdmi2qoiJgi6dvAZcBA4OSImFBRuFmqxuryeH153xzP8RyvwnizRQO3mZn1rtmlGsrMzHqRCwszM2vJhYWZ9QuS5pX0od7Ox+yq3xcWkgZK+lWHYn1b0sKdiJXjdWzf+gN/nu2TP8vTOxhvU+BO4O/59SqSKu9RKWmFqmPkOEdI+kiVMWaL3lBVioipkj4qSVF9a//7gVsk3Q6cDFxWZcwO7xuQBgIBpwBnRsQrHYg3DPgGMJLC9zkidml3rE59ntMssFYAABYHSURBVJKGtMjHyxXFvSoi1m+V1g75sxwmaa48hU/VDiFNG3RNjn+npJEdiPuH3N3/VNJv4tWK4twPnCBpDtLv76yIeK2dAfp9YZHdAVwg6S/A67XEiDivnUEi4oeS/g/4DLAz8DtJY4GTIuLhdsYq6Mi+FWxD2rdbCgXH5RUeXC8A/gVcCUytKEZRJz7P20gzFPQ0c8EH2hgLSfMA8wFD85VvLe5gYPF2xqrzGHB9PsMvfpZHVRBrSkS8JjX6SKsTEetIGgXsAtwqaRxwSkRc0eY4JwIn5mq2nYG7JV0P/DEirm5HDBcWyRDgJWC9QloAbT+gRkRIehZ4FpgCLAycI+mKiPh+u+PRwX0DiIiHgINyofh50hXUO5JOBn5bwVnxfBHxgzZvs5nKP8+IWLpd2yrpm8B3SAXDbUwrLCaSZnuuytP5MQAYVGEcgHskfQUYmA/eewE3VBwTgIh4UNIPgVuBo4FVlUqtA9t5kpFn5/5wfrwI3AXsI+mbEbHNLG/f4yw6R9JewI6kf+SJwPkR8bakAcCDEbFMr2awTSStRDq7+RxpIOUZwDrA9hGxSptj/RS4ISIuaed2e5OkD0fE/ZJWa7Q8Im6vKO6eEXFMFdtuEXf+iHi99TtnKcZ8wEGkq3qRvpc/iYg3K45b+y1sAlxBqkW4XdLiwI0RsVSb4hwFbAZclWOMKyx7ICJmvWE/Ivr9A1g2f8j35NcrAT+sIM6hpBkdGy1bbnbet0K823K8rwBz1y07r41xJpHOfCcB7wBvFF5PnJ2/K8AJ+e/VDR7/qHDfvgQMys9/SLpaWq3CeGsB9wJP5NcrA8dWFa83HsA/ge2BeRss276NcXYhXWU3WrZgO2L4ygKQdC2wH3B8RKya0+6JiLb1ZMhXD3e3c5sl41a+b4VYA4D9I+Jn7d52t+jU55k/y7Ui4vp2brdFzLsjYiVJ6wA/B44gVZV8rKJ4NwNbARd24Lu5LPA93tsRYr2e1pkd9HT1WRNtvAp1m0UyX0SMq2v8mtLOABHxjqS7JI2IiCfaue0WKt+3mryPGwEdKywkbUE6234tv14IWDcizq8oZEc+z/xZHkE6++6UWgeBTYDjIuICSYdUGTAinqz7LKvqpPAX4A+k6t9OdIQAILeP/Jx0h895aukR0a5OCkc2WRZM37Y2S1xYJC9KWoZ8j4x8s6VnKoizGDAh94go9v7YrIJYNZ3at5orJH0P+DPT72Ml3T2BgyPir4U4r0o6GKiqsOjk53m5pC+Squ86UQXwH0nHAxsAv5A0N9WOxXpS0tpA5O6lewH3VRRrSkQcV9G2mzkFOBj4NfBpUvtF27pkRcSn27WtVlwNBUj6AGmGxrWBV4BHge0i4vE2x/lUo/SIuLadcepidmTfCvEebZAcbTyTqo93d0SsVJc2PiJWrChexz5PSZOA+Ulnwm+QDjIREYPbHSvHmw/YCBgfqQfPYsCKEXF5RfGGAr8lFU4DSI3Oe0fESxXEOgR4HvgrMLmWXuFJTC3ubRHx0eJ3UtK/IuITbY6zQ6P0iPhT22K4sJhG0vzAgIiY1Nt5abe+um+5S+6rpC6eAewJLBwRO1Uct899npJGNErvcLVpJTp9ElOIez3wCeAc4B/Af4DDox29k6aPU+zFNg+wPnB7RGzVthguLEDSIqRLxXVIB5zrgB+3+wxH0prAMcBywFyke3O8XtWZYo7ZkX2ri7kC762jbdsZTl2s+YH/I52dAlwOHBYVdcXs9OcpactCrH9V2BaDpPFMGww4D7A08EBEVDKNRL5K+y2wZo57I/DdiHikini9QdLqpKq1hYCfAAsCv4yImyqOuyBwWjuruF1YAJKuIHVxq81Vsx2pkXSDnteaqTi3kkY4/wUYDewAjIqIA9sZpy5mR/atEO9gYF1SYXEJsDFwXTvPcAqxBpKmTKlkX3qI2bHPU9KxwAeBs3LS1sDDEbFHu2P1EH814JsR8c2Ktn8T6Yqwtn/bAHtW0fuqE9U03UTSnKTel8u1bZsuLKbVK9altf3m6rVtFuvZJd0QEWu3M05dzI7sW2Hb40n95e+IiJUlLQqcGBGbVhTvQlJ/9bbOg9MkXsc+T0kTgBVqjdu5O+34qs70e8jD7RHRtHvmLGz75vqCQdJNEbFmBbEqr6api9d0ksJ2d2qR9DdypwtSjcXywNho4+wG7g2VXC1pG2Bsfr0VcHEFcf6Xe33cKemXpF4081cQp6hT+1bzRu72OUXSYFKjYpX1wm8C4/MZf7H31V4Vxevk5/kAMAKoNZ4vCdxdUSwk7VN4OQBYDXihgji1iRKvlrQ/cDbpQLc1FX2WEbFnXR4WBE6rIla2FvAk6arpZtrYA6oHRzCtsJgCPB4R/2lngH59ZZF7m9TqaOcnjQSG9EP5b7vbEiQtRTp4zgl8l1R/eWyk+ZTaqtP7Voh7LHAgqUphX+C/wJ0RsXNF8XZslB4RY9ocp+OfZx4AuDpQm7phdVK9/v+gkrPTgwsvp5Am+js32jwlRm5s7nGixKobnXMe2l5NU7f9gcCGwLakUf4Xk2aCndDmOMXvZVGQen09DBwUEVfNcqz+XFhYtZSmgB4cEZWdDfdldV2tRWro3hbYHartct3XdKKapknsuUn/t1+ROkN0ZP6tXGCtAJzRjlHxLiwypQm/RjL9VABtnZm1cEY1nQ5036t83wqxPtkoPSL+WVG8qkfINoq5GVDbz2si4qIKY61Cmmfry6QxHedVdbDpoZ79NdJsqcdXcIUxkDRafCTTfzfbPkV5LngrraZpEHNu0v5tS9rHC4GTq47bIB/fjIjjZ3U7brPg3b76KwETmFa9UMU03sVG0HlIE7c1vdHNrOrgvtXsV3g+D+mGM7fRxmkH6lQ6QraepMNJ1UFn5KS9Ja0TEfu3McaypGq8bUnTof+ZdGJX9WjdR4FhTN/76jnS5Il/JE2I105/I7c5Me272VbNqmkktbWapi7uGNJZ/aXAoRFxTzu3PyPaUVCArywAkHRvRCzfS7Gvi4h1Ktx+r+1bjr8kqV/5thVtvyMjZAvx7gZWiYh38uuBpJ5fKzVfc4ZivEO6odPXau1Zkh7pwBXoPyPik43SJE1ody+sRqPvO6nd1TR1236HaR0uigfZSkfhV8lXFsmNkpaPiHurDKLpZ4gcQLrSqPqmLx3ZtyaeIv0gq/Jm7lL6oKRvk0bIvq/CeJAGWNWmiViwgu1/kXRlcbWkv5N6C3XiFm/DVJjoMo/oHpqXVXHr00slfaaq6URaiYipwF113Wrbte0q59TqFS4skjGkg+qzpB4EtdK/3Wc9xRkia71NvtzmGPU6tW/Au/3Za2dSA4BVSHfsqsp3SLcE3Ys0QnY90g2mqvJz4A5JV5M+y0+Sen+1TaSJEf+aR6d/gdRzblFJxwF/rfDgui9wnaSHSfu2NLB7zkdbe5dlN5H2cwDwNr101t2uapq+ztVQgKSHgH2oqzuNiibb66RO71tdV9YpwGPRwXsydILSBHurkw5uN0fEsx2IOYTUxrV1VHgPhtwo+2HSvt3f7kbtuliPkArD8eEDUddzYQFI+keVP8BCnLlJVQwjmb73x48rjNmRfcuxBgJjIuKrHYjV0RGyhbhXRcT6rdJmR52eEkPSZcDGtfYf626uhkrul3QmqXdGcfridvcYuoDUFfG2YpyKdWrfiIipkoZJmisiqqjjLuroCFlJ85Cqu4ZKWrgQbzCweJWxO2j1wvN3p8QAqpo/6RngGkmXMv13s+1dZ23WubBI5iV9WT9TSKuie+nwiNiozdtspVP7VvMYcH0+8y9Ov9HuA8D7mTZC9itUNEK24Juk9pHFSYV9rbCYSJoMb7bXC1NiPJofc+WHdTFXQ3WQpBOAYyJifG/npSp1U0a8KyIOrTBmx0bIStqzUyNwe1ueEmN8RHy44jjzR0VTylv7+MqCdwdBHQcsGhEr5BHPm0XET9scah1gpzySu/KeSdDRfQOmFQp5EsGICm8O1GCE7NFUd8VU846khSLi1ZyHhYFtI+LYiuNWrsGUGMsxbcLEKuKtBZwELACMkLQyaUr03auKaTPPVxa8O2HbfqQpDVbNafdUMFBnqUbpVfa66tS+FeKNJo2qro0feQ3YJSJua3Oc4gjZszs1QlbSnRGxSl3aHbXPdnZWNxfVFNLJzLZR0f0zJN1MmrX3wk58N23W+MoimS8ixknTtZFOaXeQWqEg6X0U5jGqWEf2reBkYPeI+BeApHVIhUe7r562J7WJLAvsVdi/qvvqD5CkWlfP3AOsT9S3R8S1DeaiOrfimE/WfTenVhnPZp4Li+RFScuQL8ElbUXqqdFWeQK6I0mNpM8DS5FuuVjlzWw6sm8Fk2oFBUBEXJfn52mrXhwhezkwVtIfSJ/pbsDfeykvbdGLc1E9KWlt0jxNc5EGVt5XcUybSa6GApTuBXwCsDbwCumM6qsR8Vib49xFGmF8ZUSsKunTpMv8XdsZpy5mo33brt1VX4WpTLYndTE9i2k3tHklIg5qZ7zeImle4BvAJ0hXMZcDJ+WpI2ZLvTgX1VDSPbg3YNpnuVdEvNx0ResVvrIAIt0gfoM8rcGAChtl346IlyQNkDQgIq6W9IuKYtU8HhGd2Lcj614Xe0XN9mckkuYAfkaa1fZJ0sFtSVLhO4DZu/qkt+ai+lBEbFdMkPRxoE+N+O8rfGUBSPoZaWbUYg+XfSPih22OcyVpeoPDgUVIVVGrR7X34H6CVE3yZ+AfnlZh5kj6NanR/ru1AlfSIFIh+UZE7N2b+WuHwlxU25KugMdQ4VxUanB/70Zp1h1cWNC4N0sVX1pJ85Hm7xfwVdLo3zOqvOzO1Sabks4cVwMuIvUeuq6ieIuSzsAXj4iNJS0PrBURJ1URr1MkPQgsW1/Y5gbu+yNiVO/krBpVzkWVu8yuTRrk+OvCosHAFhGxcjvjWXv0uWl0Z9LA3GcfePcAO3eT988QSZMkTQSeBV4ltR38jnRQfUDSTZIqmVsoIt6IiLERsSWwKukHWeXtOE8FLmPaFBj/Jh0UZnfR6Kost1X0uTOuiHg5Io6vaF6xuUhjK+YgXa3VHhNJXWmtC7nNIjkduErSKaQf/i60cUrmiOjxnhUq3ICFiu77kPvPbw1sDNxCtdOiD42IsZIOAIiIKZJm5/r8mnsl7VA/qZ6krwL391KeZkuR7h1+raRTI+LxTgzgtFnnwgKIiF8q3QGt1ivjJxFxWYdiV3YDFqB23+87SSNx9+vAtAqvS1qEaV111yQNzJvd7QGcJ2kX0txQQZp4b15gi97M2GxsmKSLyAM4JVUygNPaw20WWR5dPSoirsxtCwP7wpmOpMERMbGD8VYDjiFdJd1DuqfzVhFxd6fyUCVJ65HGxQiYEG2+d3N/kk/Q9qgbwHlsldPf2MxzYQFI+gawKzAkIpaRNAr4Q/SNexQMJx28P046G74O2DsinmpznOLtOOcAPkQ6oD4QEW+3M5b1DZKuj4iPt0qz7uAG7mQP0sF0IkBEPEj193HulFOAC0kNzkuQ7mtxSgVxzi88/3NETIiIe1xQWBPjJB0vaV1Jn5J0LOn+Fqtp+vvVWxdwm0UyOSLeqs1Rk8+M+8ol17CIKBYOp0qqondScRBXpSN/rc+oTchYP6392qTfX0fu8GjluLBIrpV0IDCvpA2B3Uln4H3Bi7nHzln5dW3+n3aLHp6bNdSBuaesjdxmAUgaAHyNdDc5kcYJnNgXRjtLGkEa07EW6SB+A6nNot1zQ00lzQIrUg+h/9UWUe0ssDab6qsDOPsqFxaZpGEAEfFCb+fFrD9Quvf2KcBBEbFyrv69IyJW7OWsWQP9uhpKqZHiYODbpDNg5TPkYyLix72auVkk6UdNFkdE/KRjmTFrrK8O4OyT+ntvqO+QekGtHhGLRMQQ4GPAxyV9t3ezNsteb/CAVN32g97KlFlBXx3A2Sf162ooSXcAG0bEi3Xpw4DL+8KtMuHd2VH3JhUUY4EjI+L53s2V9Xd9fQBnX9PfryzmrC8o4N12izl7IT9tJWmIpJ8Cd5OqHFeLiB+4oLDeJGl1Se+PiNuBTwEHApNJNz9q62BRa5/+Xli8NZPLup6kX5EmDZwErBgRh0TEK72cLTOA45n2+1obOAj4PWk25hN6K1PWXH+vhqp193zPImCeiJhtry7yrTInA1OYftyDu7Jar5J0V+2eFZJ+D7wQEYfk13dGxCrN1rfe0a97Q0XEwN7OQ1Uior9fNVr3GihpjoiYAqxPmpetpl8fk7qZ/zFm1mlnkWZNeBF4A6jNOvtB3Buqa/Xraigz6x25m+xipF6Hr+e0ZYEFcsO3dRkXFmZm1pLrtc3MrCUXFmZm1pILC5utSQpJpxVezyHphXxv55nZ3kKSdi+8Xndmt9UkxtySrpR0p6St65btJGnxwuvHJA2diRjzSLpf0oqFtO9L+sOs5d76KxcWNrt7HVhB0rz59YbAf2ZhewuR7mdSpVVJswesEhF/rlu2E+muhrMkIt4kzX12rJIlgG8CB8zsNvOssNZPubCwvuBSYJP8fFum3eipNuXJ+ZLulnSTpJVy+iGSTpZ0jaRHJO2VVzkcWCaf9f8qpy0g6Zx8pn5Gnq0YSYdLujdv+4j6TDWKLel9wOnAKjnGMoX3bwWMBs7Iy2oF4J6Sbpc0XtKH83vnz/m/RdIdkjavjx8RfweeAXYAfg0cAswh6dy83i2SPp63t4akG/K2bpD0oZy+k6S/SPobaToO668iwg8/ZtsH8F9gJeAcYB7gTmBd4KK8/Bjg4Px8PeDO/PwQ0o2g5gaGku4eOCcwErinsP11SX3/h5NOrm4E1gGGAA8wrUfhQg3y1lPsd/PXYJ1rgNGF148Be+bnu5NuygXppkFfrcUG/g3M32B7i5PmW7o6vz4TWCc/HwHcl58PBubIzzcAzs3Pd8rrD+nt/7UfvfvwZaXN9iLibkkjSVcVl9QtXgf4Yn7fPyQtImnBvOziiJgMTJb0PLBoDyHGRcRTkKajIBUoNwFvAidKuhho1K7RLPaMOC//vQ3YMj//DLCZpO/l1/OQD/7FFSPiaUn/KORvA2D5fHEEMDjPSrwgMEbSKNL0MMWpbq6IiJdnIt/Wh7iwsL7iQuAI0ln7IoV0NXhvbXDR5ELaVHr+PbznfZFu1LMGabqKbUg30Fqvbr1msWdELX4xjwK+GBEPlFj/nfyAdHW0VkS8MV1GpWNIVx9b5IL3msLiRvOnWT/jNgvrK04GfhwR4+vS/wlsB6lnE/BiRExssp1JwKBWwSQtACwYEZeQGpIbTX43o7FLxyfdJ37PQvtJ2XuvXE4q2Mjr1fK9INM6BuxUclvWj7iwsD4hIp6KiN82WHQIMFrS3aTG6x1bbOcl4HpJ9xQauBsZBFyUt3st0OjOijMUOzsV+ENdA3cjPyFVFd0t6Z78uoy9anmSdC/wrZz+S+Dnkq4H+uwEmzbzPN2HmZm15CsLMzNryYWFmZm15MLCzMxacmFhZmYtubAwM7OWXFiYmVlLLizMzKwlFxZmZtbS/wPXbjmNiwxkfwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "month_counts.plot(kind = \"bar\")\n",
    "plt.title(\"Amount of Complaints Made Per Month: 2015-2021\")\n",
    "plt.ylabel(\"Number of Complaints Reported\")\n",
    "plt.xlabel(\"Months of the Year\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this timeframe, the winter months are the ones in which the most complaints are made. The months, in order, are: <br>\n",
    "1. December<br>\n",
    "2. January<br>\n",
    "3. November<br>\n",
    "4. February<br>\n",
    "5. March<br>\n",
    "6. October<br>\n",
    "7. April<br>\n",
    "8. August<br>\n",
    "9. September<br>\n",
    "10. June<br>\n",
    "11. May<br>\n",
    "12. July<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this first section, we see some paterns forming. Some addresses appear repeatedly in different lists (eg. 7 Hegeman Avenue, 23 New Lots Avenue, 351 Legion Street, etc), complaints arise again and again (heat/hot water problems, unsanitary conditions/pests, water leaks), and most issues seem to occur for the winter season."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "--------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "--------------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 2: 5 Year Analysis of Brownsville, years 2016-2021"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, I filtered the years down to a five year timeframe (between the years 2016 and 2021) to see what differences there are from the full timeframe of the dataset. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "#filters dataset to specified time frame (2016-01-01 to 2021-05-01)\n",
    "bv_5years = brownsville[(brownsville['statusdate'] > '2016-01-01') & (brownsville['statusdate'] < '2021-05-01')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, the complaints column in this five year timeframe will be analyzed to see which has the highest amount of reports.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NO HEAT-HEAT/HOT WATER-APARTMENT ONLY                      3853\n",
       "NO HEAT-HEAT/HOT WATER-ENTIRE BUILDING                     3497\n",
       "NO HEAT AND NO HOT WATER-HEAT/HOT WATER-ENTIRE BUILDING    1747\n",
       "NO HEAT AND NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY     1040\n",
       "AT WALL OR CEILING-WATER LEAK-HEAVY FLOW                   882 \n",
       "NO HOT WATER-HEAT/HOT WATER-ENTIRE BUILDING                869 \n",
       "NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY                 864 \n",
       "MICE-UNSANITARY CONDITION-PESTS                            669 \n",
       "COLLAPSING OR FALLING-PLASTER PAINT/PLASTER-CEILING        498 \n",
       "MISSING BROKEN OR MISSING-DOOR/WINDOW-DOOR                 495 \n",
       "Name: complaints, dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bv_5years[\"complaints\"].value_counts().head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of Reports')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "com_values5 = bv_5years[\"complaints\"].value_counts().head(10)\n",
    "com_values5.plot(kind = \"barh\")\n",
    "plt.title(\"Top Complaints 2016-2021\")\n",
    "plt.ylabel(\"Complaints\")\n",
    "plt.xlabel(\"Number of Reports\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The top 5 categories in the Complaints column in the last five years are:<br>\n",
    "\n",
    "1. NO HEAT-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "2. NO HEAT-HEAT/HOT WATER-ENTIRE BUILDING<br>\n",
    "3. NO HEAT AND NO HOT WATER-HEAT/HOT WATER-ENTIRE BUILDING<br>\n",
    "4. NO HEAT AND NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "5. AT WALL OR CEILING-WATER LEAK-HEAVY FLOW<br> \n",
    "6. NO HOT WATER-HEAT/HOT WATER-ENTIRE BUILDING<br> \n",
    "7. NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "8. MICE-UNSANITARY CONDITION-PESTS<br> \n",
    "9. COLLAPSING OR FALLING-PLASTER PAINT/PLASTER-CEILING<br> \n",
    "10. MISSING BROKEN OR MISSING-DOOR/WINDOW-DOOR<br>\n",
    "<br>\n",
    "Top compliants stay consistent with what was seen in the last list, with heat/hot water issues, water leak/heavy flow and mice-unsanitary conditions continue to occupy the top spots."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Checking addresses to see which is the most frequently show in the last five years."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7 HEGEMAN AVENUE               759\n",
       "351 HOWARD AVENUE              371\n",
       "23 NEW LOTS AVENUE             322\n",
       "351 LEGION STREET              321\n",
       "37 NEW LOTS AVENUE             286\n",
       "1939 PARK PLACE                220\n",
       "553 HOWARD AVENUE              193\n",
       "257 MOTHER GASTON BOULEVARD    192\n",
       "2044 BERGEN STREET             182\n",
       "1805 PITKIN AVENUE             176\n",
       "Name: address, dtype: int64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bv_5years[\"address\"].value_counts().head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of Reports')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "build_values5 = bv_5years[\"address\"].value_counts().head(10)\n",
    "build_values5.plot(kind = \"barh\")\n",
    "plt.title(\"Top Buildings with Complaints Reported 2016-2021\")\n",
    "plt.ylabel(\"Addresses\")\n",
    "plt.xlabel(\"Number of Reports\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The addresses with the most complaints in this time frame are:<br>\n",
    "1. 7 Hegeman Avenue<br>\n",
    "2. 351 Howard Avenue<br>\n",
    "3. 23 New Lots Avenue<br>\n",
    "4. 351 Legion Street<br>\n",
    "5. 37 New Lots Avenue<br>\n",
    "6. 1939 Park Place<br>\n",
    "7. 553 Howard Avenue<br>\n",
    "8. 257 Mother Gaston Boulevard<br>\n",
    "9. 2044 Bergen Street<br>\n",
    "10. 1805 Pitkin Avenue<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this section, I will show the top addresses with violations in the five year timeframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "bv_address_status5 = bv_5years[[\"address\", \"statusdescriptionshort\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "bv_sd5 = bv_address_status5[(bv_5years.statusdescriptionshort == 'Inspected; violations issued')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of Violations Reported')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bv_sd_counts5 = bv_sd5[\"address\"].value_counts().head(10)\n",
    "bv_sd_counts5.plot(kind = \"barh\")\n",
    "plt.title(\"Top Addresses with Violations 2016-2021\")\n",
    "plt.ylabel(\"Addresses\")\n",
    "plt.xlabel(\"Number of Violations Reported\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The top addresses with code violations between the years of 2016 and 2021 are:<br>\n",
    "1. 7 Hegeman Avenue<br>\n",
    "2. 23 New Lots Avenue<br>\n",
    "3. 37 New Lots Avenue<br>\n",
    "4. 351 Legion Street<br>\n",
    "5. 694 Rockaway Avenue<br>\n",
    "6. 2327 Strauss Street<br>\n",
    "7. 203 Hull Street<br>\n",
    "8. 1805 Pitkin Street<br>                            \n",
    "9. 351 Howard Avenue<br>\n",
    "10. 509 Saratoga Avenue<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Checking the amounts of addresses that could not be accessed after complaints were made for this time frame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "bv_sd_noaccess5 = bv_address_status5[(bv_address_status5.statusdescriptionshort == \"Unable to gain access\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of Unaccessed Addresses')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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iP/+XpBlFuwYp3dr9DEkP5/3/k+behp28jdOK5aMknVCnvcMkPZfrvVfSpUq3GScfz+Nz/Q/m13vDYt2Zdeo6q3gPHFVne3Mq74HhuezPKuUGSLq/WJ4oaXSlTMPXJb+uD+TjOVnSWZKWq/uimZlZj+mpnpA3ge9FxPrA1sAhkjYo8kdGxID8uAYgIkbV0ki3U54aERMa1P8isA1APnn0rWVIWgL4MzAiIj4ObAoMAr4dEecV23gS2DEvD29xv3Ys2n1YkX50rvMI0i3Y30HSN4Gdga0jYmPgE6Rbby9RFBtCurX4kGK9T5Judb15RGwCDAYej4i98ja/AdxYtOsW0u3TlwE+HhH9SbeMvrwI3F4DviBppRb2+eJc74bA68A+Of0Q0nHdNB/nnwF/lrR4C3U2MrvYjwERMQIYXWyzZl/gQgBJ65Pex9tLWqpSrtnrMjQfz01Ix+NPC9BuMzObDz0ShETEUxExPj9/GbgfWK0LVQwhnXwauYh0IgL4AnB5kbcfcHNEXJ+3Pws4FGg10FgQt9J4P48DvhURL+Z2vR4RIyLiJUg9C8AXgWHAzsXJvC8wPSJey+tNj4gnGzUg91QcCBwZEXPyOueRTrQ75WJvAucAR7a6Y5I+BCwF/DsnHQt8Jx9f8vG+BRjaap2tiIgHgBclbVUkf5n0HoD0ev8vcD2we4NqGr4uEfE6cAzwUUmbdkujzcysJT0+J0RSP2Az4PYi+dDcFf47ScvXWW0fmgchfyd98+1NCkYuLvI2BMaVhSPiYWBpSct20tx9yuEAYGAlf0yRX+8Evgup12EekpYBlo6IKU22vQ0wJbd1LLBrTr8eWCMPefxK0qc62Yd1gMdqwU2hg3Rsas4Ghkrq00l9++RjMQ1YAfhLPo5L5bY220ZXLVEZjqn1gIwmB52Stgaej4iHau0jvf6jKXqQKuq+LjU5WJsIrFfNk3SQpA5JHXNmzZivnTIzs/p6NAiRtDRwGXBEcVL8NbA2MAB4Cjitss5WwKyIuKdJ1XNIwxb7AEtExNSyCqDRrYE7u2VwbeihNmRT/Y3ucjhmZJF+iqRHgD+QhkKq5mmTpP/IJ9mpkgbl5CHM/XZ/UV4mImYCWwAHAc8BF0sa1mQfGu3/POn59fg9cFidsqWL87H4CDAJOHo+tv32ZjvZVnU4phZcXgR8UVIvUjAyGkDSJ4DnIuJRUmC6eSWo7ex1qbb9nQ2OOCciBkbEwN5LdhavmZlZV/RYEJInXF4GjIqIt4dLIuKZiJgTEW8B5wJbVlZ9+yTTiYuAXwKXVNLvpdKDIeljwMw8NNQTjib1QBwPXFDNzCf8VyStlZevyyf2e4BFc4/O3sB/SppK2q/P5h4U8vEaGxH/RRpa2rtJW/4FrFlbt7A5cF8l7Qzg66RhlqYiIoC/ANsX+/OxJtuYLWnRIm8FYHpn22mw7ceBqcCnSPtee82HAOvlY/YwsCzzHpumr0tNPv4bk4YNzczsXdJTV8cI+B/g/og4vZLXt1jci3QiruX1Ar7E3B6BZm4kTYasBiyjgG0lDc51LgGcCZzcxd3okhxU/QLopcrVLdnPgF/XrsLIx6g272MwMDEi1oiIfhGxJimA21PSupL6F/UMABreDCgiXiGdcE/PJ1ck7Q8sCfyjUvYF0gn96y3u5rakkz3AKcCZ+fiSj/e25AmjwP8BX8l5S5DmcYxpcTv1jAZGAg9HxBPFe2WTfMz6AXtQGZLp7HXJwfLPSJN9716A9pmZWRf11I+VbUO6wmVSnk8A8IN8JczJSpfeBunb7cHFetsDT0TEI51tIH8zP7VO+mxJewC/lHQ20Js0cfGsatn5MEbSnPz87ojYv9omST8lTXS8rrLur0mBwO2SXgNmAjcDd5FOkldUyl8GfIvUs/DLHLy8SerpOKiTdn6fdGwelPQWMBnYKx+zqtNIvSuN7CNpW1LA+gRp4iyk3prlSa/xHOBpYI+ImJ3zDwd+K+kw0lDH7yPin0W9x0s6orYQEauT54QUZf5aXLn0R9Jx+k5e3h6YFhHTivL/BDaoBLqNXpdR+XVYDPgbKYAxM7N3keqfl8ysarG+/aPvAWe0uxnWDfyLqWbvHknjIqJ6oQfgn203a9nGq/WhwycvM7Nu459tNzMzs7ZwEGJmZmZt4SDEzMzM2sJBiJmZmbWFgxAzMzNrCwchZmZm1hYOQszMzKwtHISYmZlZWzgIMTMzs7ZwEGJmZmZt4Z9tN2vRpGkz6Df86nY3w3qI7ydj9u5zT4iZmZm1hYOQHiBpqqRJkiZI6ijST5A0LadPkLRrTt+ySJsoaa8G9Y6VNLBY7ifpnmJ5W0l3SJqcHwfl9OUkPS9JefmTkkLS6nm5j6QXJPXKy0dKelVSn6LuHSTNkHRXrvvUIm+YpOdy3kOSrpM0qJNjNFHS6Px8qdy+PpUyV0r6clH/hOKxQd7/kPSdYp2zJA3r7HgV+1PWObhZm83MrHs5COk5O0bEgDq3Lx6Z0wdExDU57R5gYEQMAHYBfiupS0Nlkj4CXAh8MyLWA7YFDpb0uYh4EXgaWD8XHwTclf8CbA3cHhFv5eUhwJ1ANRi6MSI2AzYDdpO0TZF3cURsFhH9gRHA5ZLWp46c3gvYXtJSEfEKcD2wZ1GmT96Hq4r6BxSP+3L6s8DhkhZt6UC9c3/KOv82H3WYmdl8chCyEIiIWRHxZl5cHIj5qOYQ4PyIGJ/rnA4cAwzP+TczN+gYBIysLN8CIGltYGngeFIwUq+9s4EJwGoN8scA5wAHNWjrfsD/kgKP3XPaaGDfosxewF8jYlaDOmqeA/4OHNBJOTMzW8g4COkZAVwvaVxtSKRwqKS7Jf1O0vK1RElbSboXmETqzXiT+kbVhg+Aa4r0DYFxlbIdOR1SkFELOj4G/BGo9dIMIgUpkAKP0cCNwLqSVqk2ILe7P/DPBm0EGA+s1yBvH+DivJ1aoPNXYAtJK+blfXP+2+tUhk6WKPJGAN+T1LtJe+rZrlLn2tUCkg6S1CGpY86sGV2s3szMmnEQ0jO2iYjNgc8Ch0jaPqf/GlgbGAA8BZxWWyEibo+IDYFPAN+XtHiDuofWhg+AXYt0Ub8HpZZ2MzBI0lrA1Ih4FZCkpYEtgDtyuX2Bi/LQzOXAl4q6tpN0N2lo56qIeLrJMVDdROkTwHMR8SipB2NzSctHxOvAn4EvSlqJdIyuL1atDsfMfnsHI6bk9u/XYN8bpVWHYx5+R+GIcyJiYEQM7L1kn2q2mZktAAchPSAinsx/nwWuALbMy89ExJx8gj+3ll5Z937gFWCjLm72Xub2bNRsAdyX630IWB74PHBrzh8HHAhMiYiZkjYh9XDcIGkqKSAph2RujIhNgI2Bb0ka0KQ9mwH310kfAqyX638YWBbYO+fVhmS+CPwpIt7oZJ9LJwHHMu97+nnSPtesAEzvQp1mZtaDHIR0s3ylxzK158DOpImnSOpbFN2rSF+rNhFV0prAusDULm76bGBYLTDIwxo/B04uytwKHM7cIORW4AjyfBBSgHBCRPTLj1WB1XKb3hYRDwI/I5306x2DT5Hmg5xbSe9F6lnZpLYNYA/mBjpjSEHQIcw7FNOpiJhMCrh2K5LHAl+pXRVEmjcypiv1mplZz/GPlXW/DwNX5PPeh4ALI+KvOe/kHCQEKcg4OKdvCwyX9AbwFvDtPLG0ZRHxlKSvAOfmIEjAGRHxl6LYzaQhnNplw7eS5ofUgpB9SUNIpSty+u2V9N8AR+XhHUhzNrYFlgSmAHvnXp3S9sC0iJhWpP0T2EBS37wPl5EClep8k1r9Nd8GnqyUOZF01U/NOaR5KRMlRd7v7xf52+W5NTU/jYhLMTOzd4Ui5udCDLMPnoEDB0ZHR0fnBc3M7G2SxtX5uQrAwzFmZmbWJg5CzMzMrC0chJiZmVlbOAgxMzOztnAQYmZmZm3hIMTMzMzawkGImZmZtYWDEDMzM2sLByFmZmbWFg5CzMzMrC187xizFk2aNoN+w69udzPsXTZ1xOfa3QSz9y33hJiZmVlbOAgxMzOztnAQ0s0kLS7pDkkTJd0r6UdF3gmSpkmakB+75vQVJY2RNFPSWU3qHitpYLHcT9I9xfK2eduT8+OgnL6cpOclKS9/UlJIWj0v95H0gqReeflISa9K6lPUvYOkGZLuynWfWuQNk/RczntI0nWSBnVynCZKGp2fL5Xb16dS5kpJXy7qn1A8Nsj7H5K+U6xzlqRhnR2vYn/KOgc3a7OZmXUvByHd7zVgp4jYFBgA7CJp6yJ/ZEQMyI9rctqrwA+Bo+Z3o5I+AlwIfDMi1gO2BQ6W9LmIeBF4Glg/Fx8E3JX/AmwN3B4Rb+XlIcCdwF6VzdwYEZsBmwG7SdqmyLs4IjaLiP7ACOBySetTR07vBWwvaamIeAW4HtizKNMn78NVRf0Disd9Of1Z4HBJi7Z0oN65P2Wdf5uPOszMbD45COlmkczMi4vkR3SyzisRcRMpGJlfhwDnR8T4XOd04BhgeM6/mblBxyBgZGX5FgBJawNLA8eTgpF67Z0NTABWa5A/BjgHOKhBW/cD/pcUeOye00YD+xZl9gL+GhGzGtRR8xzwd+CATsqZmdlCxkFID5DUW9IE0rf0GyLi9iL7UEl3S/qdpOXno/pRteED4JoifUNgXKVsR06HFGTUgo6PAX8EakMVg0hBCqTAYzRwI7CupFXq7N/yQH/gn03aOR5Yr0HePsDFeTu1QOevwBaSVszL++b8t9epDJ0sUeSNAL4nqXeT9tSzXaXOtasFJB0kqUNSx5xZM7pYvZmZNeMgpAdExJyIGACsDmwpaaOc9WtgbdIwzVPAafNR/dDa8AGwa5Eu6ve41NJuBgZJWguYGhGvApK0NLAFcEcuty9wUR6auRz4UlHXdpLuJg3tXBURTzdpp+omSp8AnouIR0k9GJtLWj4iXgf+DHxR0kqkY3R9sWp1OGb22zsYMSW3f78G+94orToc8/A7CkecExEDI2Jg7yX7VLPNzGwBOAjpQXkuxlhgl7z8TA5Q3gLOBbbsxs3dy9yejZotgPvyth8Clgc+D9ya88cBBwJTImKmpE1IPRw3SJpKCkjKIZkbI2ITYGPgW5IGNGnPZsD9ddKHAOvl+h8GlgX2znm1IZkvAn+KiDc62efSScCxzPuefp60zzUrANO7UKeZmfUgByHdTNLKkpbLz5cABgOT83LfouhewD3vrGG+nQ0MqwUGeVjj58DJRZlbgcOZG4TcChxBng9CChBOiIh++bEqsJqkNcsNRcSDwM9IJ/13kPQp0nyQcyvpvUg9K5vUtgHswdxAZwwpCDqEeYdiOhURk0kB125F8ljgK7WrgkjzRsZ0pV4zM+s5/sXU7tcXuCDPT+gFXBIRtSs8Ts5BQgBTgYNrK+WegWWBRSXtCexcXAHSqYh4StJXgHMlLUMaDjkjIv5SFLuZNITTkZdvJc0PqQUh+wKfrVR9RU6/vZL+G+CoPLwDac7GtsCSwBRg74io9oRsD0yLiGlF2j+BDST1zftwGSlQqc43qdVf823gyUqZE0lX/dScQ5qXMlFS5P3+fpG/XZ5bU/PTiLgUMzN7Vyii6YUbZpYNHDgwOjo6Oi9oZmZvkzQuIqrTBQAPx5iZmVmbOAgxMzOztnAQYmZmZm3hIMTMzMzawkGImZmZtYWDEDMzM2sLByFmZmbWFg5CzMzMrC0chJiZmVlbOAgxMzOztvC9Y8xaNGnaDPoNv7rdzbA2mjric+1ugtn7intCzMzMrC0chLSBpMUl3SFpoqR7Jf2oTpmjJIWklSrpH5U0U9JRDeoeK+mx4vb1SLpS0sxKuSMlvSqpT5G2g6QZku6SNFnSqUXeMElnFcsH5TKT875sW+SNldRRLA+UNLZOW3tJOlPSPZImSbpT0lqSbpc0Ie/Hc/n5BEn9JE3NZe+W9H+S1izqm1OUnSBpeNGeB4r0SyUdVyyX6x1W77iamVn383BMe7wG7BQRMyUtAtwk6dqIuA1A0hrAZ4DH6qw7Eri2k/pfBLbJ9S4H9K1TZghwJ7AXcH6RfmNE7CZpCeAuSVdExM3lipJ2Aw4Gto2I6ZI2B66UtGVEPJ2LrSLpsxHRrK37AKsCm0TEW5JWB16JiK3ydqSIUBcAACAASURBVIYBAyPi0GLbADvm7f4IOB74fzl7dkQMaLCtoRFRvQXuibnOmU3WMzOzHuKekDaIpNYzsUh+RFFkJHBMJQ1JewKPAPd2somLgH3z8y8Al1fqWRtYmnQCH9KgjbOBCcBqdbKPBY6OiOm57HjgAuCQoswpuf5m+gJPRcRbuZ4nIuLfnaxTurVB+8zM7D3AQUibSOotaQLwLHBDRNye03cHpkXExEr5pUgn/3cM3dTxd2B7Sb1JwcjFlfwhwGjgRmBdSavUad/yQH/gn3Xq3xAYV0nryOk1twKvSdqxSTsvAT6fh0FOk7RZk7L17AJcWSwvURmO2afIG1Wkn9LqBvKwU4ekjjmzZnSxeWZm1oyDkDaJiDl5CGB1YEtJG0laEjgO+M86q/wIGFn0oDQzB7iJNNyxRERMreTvC1yUeyAuB75U5G0n6W7gaeCqYnilM6LScwP8lCa9IRHxBLAu8H3gLeDvkj7dwrbGSHoWGAxcWKTPjogBxaMMvoYW6Ue3skO5jedExMCIGNh7yT6dr2BmZi1zENJmEfEiMJb0rX5tYC1goqSppABlvKSPAFsBJ+f0I4AfSDq0Xp3ZRcAvSb0Nb5O0CamH44Zc177MOyRzY0RsAmwMfEtSvbkS9wFbVNI2z+nlvv0DWBzYulEjI+K1iLg2BwYnAXs22aeaHYE1ScNSP26hvJmZLYQchLSBpJXzhFHyBNDBwOSImBQRq0REv4joBzwBbB4RT0fEdkX6GcBJEXFWo22Qhlp+Rhp2KQ0BTqjVFRGrAquVV5kARMSDef1j69R9MvBzSSvmfRgADAN+VafsiaT5LfWOw+aSVs3PewGbAI822aeyfbNJwdj+klZoZR0zM1u4+OqY9ugLXJDnbPQCLomIq7pzAxERwKl1svYFPltJuyKn315J/w1wlKS1KnX/WdJqwC2SAngZ+EpEPFWnHddIeq5BM1cBzpW0WF6+A2gWWFXrfkrSaNKE2J+Q54QURf4aEcPz81GSZufn0yNicKvbMTOznqF0rjKzzizWt3/0PeCMdjfD2si/mGrWdZLGRcTAennuCTFr0car9aHDJyEzs27jOSFmZmbWFg5CzMzMrC0chJiZmVlbOAgxMzOztug0CJF0uKRllfyPpPGSdn43GmdmZmbvX630hHwtIl4CdgZWBg4ERvRoq8zMzOx9r5UgRPnvrsB5+cZqalLezMzMrFOtBCHjJF1PCkKuk7QM6WZjZmZmZvOtlR8r+zowAHgkImbl+4Uc2LPNMjMzs/e7VnpCAtgAOCwvL0W6M6qZmZnZfGulJ+RXpOGXnUi3TX8ZuAz4RA+2y2yhM2naDPoNv7rdzbD3IN9zxqy+VoKQrSJic0l3AUTEvyUt2sPtMjMzs/e5VoZj3si3nA8ASSvjiandTtIaksZIul/SvZIOr1PmKEkhaaW8vGJeZ6aksyplT5T0uKSZTbY5TNJzku6S9JCk6yQNKvLPlzRF0oT8uKWy/p8k3VpJO0HSLEmrFGl12yDpa5ImSbpb0j2S9pB0dt7WfZJmF9v+YqU9EyV9uqhrrKQHivKXFu2ZVqRPkLRP8Xxmsd7vGx0rMzPrfq30hJwJXAGsIulE4IvA8T3aqg+mN4HvRcT4fAXSOEk3RMR9kIIU4DPAY8U6rwI/BDbKj9JfgLOAhzrZ7sURcWjexo7A5ZJ2jIj7c/7REXFpdSVJywGbAzMlrRURU4rs6cD3gGMbbVTS6sBxwOYRMUPS0sDKEfGnnN8PuCoiBhTr7FZrT27rOUD/otqhEdFRZ3MjI+LU6n7nOscCRzVYz8zMelCnPSERMQo4BvgZ8BSwZ0T8sacb9kETEU9FxPj8/GXgfmC1oshI0usQxTqvRMRNpGCkWt9tEfFUF9swhnRiP6iF4nuTAp2LgH0reb8D9pG0QpP1VyHNL5qZtz2zEsh05lbmPT5mZvYe08rPtq8NTImIs4F7gM/kb8HWQ3IvwGbA7Xl5d2Ba/qG4njYeWK9YPqUYuhhVpA8BRufHkEodM0mByDuGlAoTgWeAKZLOk/T5LrZzF+DKStqooq2nFOlHFuljurIRSQdJ6pDUMWfWjC420czMmmllOOYyYKCkdYD/Jn37vZD042XWzfKwxGXAERHxkqQlScMW79b9eqq/hvuO4RhJHwbWAW6KiJD0pqSNIuKeotiZwARJp9XbSETMkbQL6SqrTwMjJW0RESd00r5TJJ1M6knZupLXleGYlkTEOaTeIRbr2z86KW5mZl3QysTUtyLiTeALwC8i4kigb88264NJ0iKkAGRURFyek9cG1gImSpoKrA6Ml/SRHmrGZqShoGb2AZYn9WJMBfpRGZKJiBdJweq3G1USyR0R8bO8/t4ttO9oUgB0PHBBC+XNzGwh1erVMUOA/YGrctoiPdekDyZJAv4HuD8iTq+lR8SkiFglIvpFRD/gCdJkzqd7oA2fIs0HObeTokOAXYo2bcE754UAnA4cTJ0eN0mrStq8SBoAPNpKOyPiLeAXQC9J/9HKOmZmtvBpJQg5EPgkcGJETJG0FvCHnm3WB9I2wFeBnYr5C50OeeWeiNOBYZKekLRBTj9Z0hPAkjn9hAZV1C5XfRD4AbB3cWUMzDsnZIKkjwMfBW6rFcgTSl+StFVZcURMJ11ZtVid7S4CnCppsqQJpN6VZnNI5hERAfyUNFm3ppwT8rci/cjKPvRrdTtmZtZzlD7LWywsLQ+sERF391yTzBZOi/XtH30POKPdzbD3IP9iqn2QSRoXEQPr5XU6MTX/jsLuuewE4DlJ/xcR3+3WVpot5DZerQ8dPpmYmXWbVoZj+kTES6SJqedFxBbA4J5tlpmZmb3ftRKEfEhSX+DLzJ2YamZmZrZAWglCfgxcBzwcEXdK+hid/xS4mZmZWVOdzgnJP9H+x2L5EVr7PQczMzOzhlr52faPS/q7pHvy8iaSfAM7MzMzWyCtDMecC3wfeAMgX55b74epzMzMzFrWShCyZETcUUl7sycaY2ZmZh8crQQh0/OddANA0heBLt0i3szMzKyqlbvoHkK6i+h6kqYBU4ChPdoqMzMze99rGoRI6g18KyIGS1oK6BURL787TTMzM7P3s6ZBSETMkbRFfv7Ku9Mks4XTpGkz6Df86nY3w96HfG8Z+6BqZTjmLkl/Jv1WyNuBSERc3mOtMjMzs/e9ViamrgA8D+wEfD4/duvJRr2fSVpc0h2SJkq6V9KPirwVJN0g6aH8d/mcvqKkMZJmSjqrSd1jJT2Q675Z0ro5fVFJZ0h6ONf9J0mr57yRko4o6rhO0n8Xy6dJ+q6kfpJmS5pQPPbPZaZKWqnSlmHN2prL7Cbprtze+yQdLOm4ov45xfPDJJ0gaVpevk/SkKKu8yVNKcrfUrTjuUq7Ny2ev1Cs97fWXkUzM+sOrfxi6oHvRkM+QF4DdoqImZIWAW6SdG1E3AYMB/4eESMkDc/LxwKvAj8ENsqPZoZGRIekg4BTSHdAPglYBvh4HmI7ELhc0lbALcCXgDMk9QJWApYt6hsE1IKUhyNiwAIfASDv+znAlhHxhKTFgH4R8QBwYi4zs9yepBOAkRFxqqT+wDhJl0bEG7nI0RFxaZ3NXRwRh1bSBuQ6zweuarCemZn1oIZBiKRfki/LrSciDuuRFr3PRUQAM/PiIvlRO857ADvk5xcAY4Fj83ycmySt04VN/RM4QtKSwIHAWhExJ7fhPElfI/Vu3QyMzOtsCNwD9M29MLOA9YG7gFW7tqedWob0/ns+t+k14IFWV46IhyTNApYHnu3mtpmZ2bug2XBMBzAOWBzYnHTTuodI3yDn9HzT3r8k9ZY0gXTyvCEibs9ZH46IpwDy31UWYDOfByYB6wCPRcRLlfwOYMOIeBJ4U9JHSb0etwK3A58EBgJ3R8TreZ21K8Ma281v4yLiBeDPwKOSRksamntiWiJpc+ChiCgDkFOKto0q0veptHuJLmznIEkdkjrmzJrR6mpmZtaChj0hEXEBpDF1YMdal7ek3wDXvyute5/KPRIDJC0HXCFpo4i4p5uqHyVpNjAV+A5pTk+9Hi0V6TeTApBBwOnAavn5DNJwTU23DccARMQ3JG0MDAaOAj4DDOtktSMl/T/gY8AulbyuDMe02sZzSMNGLNa3f8OeQTMz67pWvnmuSuo6r1ma7u+a/0CKiBdJQy61k+kzkvoC5L/zM8wwNCIGRMSeEfE48C9gTUnLVMptDtyXn99CCjo2Jg3H3EbqCRlEClB6TERMioiRpACklbszj4yIdYF9gN9LWrwn22dmZj2nlSBkBOky3fPzJL7xpImONh8krZx7QMjDAoOByTn7z8AB+fkBwJ8WdHt5PskFwOlKPz5HvqplSeAfudjNpCueXoiIOXmoZDlSIHLrgrahHklLS9qhSBoAPNrq+vkS8Q7mHi8zM3uPaeXqmPMkXQtslZOGR8TTPdus97W+wAU5IOgFXBIRV+W8EcAlkr4OPEa6agVIl8GSrlpZVNKewM4RcR+t+T5wKvCgpLdIQc9eeZIspLkjKwEXFutMApaOiOlF2tp5LkvN7yLizPz87lw3wCXA3cCw3NaarSPiidouAcdI+i0wm/QbNMNa3J+aHwMXSjo3L58i6fgif8v8dx9J2xbp346IcpjJzMzaQHPPQ5WMNPGvoYgY3yMtMltIDRw4MDo6OtrdDDOz9xRJ4yJiYL28Zj0hp+W/i5OukphI+va6CenqiW0brGdmZmbWqYZzQiJix4jYkTROv3lEDIyILYDNSJMdzczMzOZbKxNT14uISbWFfClpt12maWZmZh9MrdzA7v58L5E/kH5X4ivMvbTTzMzMbL60EoQcCHwLOIw0J2Q80K8H22RmZmYfAJ0Ox0TEq8AY0jyQzYFPk+4lYmZmZjbfmt3A7uPAvsAQ0k3GLgaIiB3elZaZmZnZ+1qz4ZjJwI3A5yPiXwCSjnxXWmVmZmbve82GY/YGngbGSDpX0qdJc0LMzMzMFliz3wm5IiL2AdYj3WTtSODDkn4taed3qX1mZmb2PtXwZ9vrFpZWIN3PZJ+I2KnHWmW2EFqsb//oe8AZ7W6GfUBNHfG5djfBbL40+9n2Vn6s7G0R8UJE/NYBiJmZmS2oLgUhZmZmZt3FQUibSVpc0h2SJkq6V9KPirwTJE2TNCE/ds3pK0oaI2mmpLOa1D1W0sBK2g6SZhR1TpA0OOd9WNKFkh6RNE7SrZL2Kta7qqhnT0l3S5osaZKkPYu883O7F8vLK0ma2qCNx+X9vju3ZStJV+Tn/6q0dVDepwfy8bpT0oCirqm5LbXyZxbtmVKk3yLpwGL59WK9EV16Ac3MbL618oup1rNeA3aKiJmSFgFuknRtRNyW80dGxKmVdV4FfghslB9ddWNE7FYmSBJwJXBBROyX09YEdq+uLGlT4FTgMxExRdJawA2SHomIu3OxOcDXgF83aoSkTwK7kW6Q+JqklYBFI+LtwAc4qmxraiZDI6JD0oHAKcBnimp3jIjpdTZ3dERcWkk7L9c5tcl6ZmbWQ9wT0maRzMyLi+RH09nCEfFKRNxECka6y07A6xHxm2I7j0bEL+uUPQo4KSKm5HJTgJ8BRxdlzgCOlNQs0O0LTI+I13I90yPiyS60+VZgtS6UNzOzhYiDkIWApN6SJgDPAjdExO1F9qF5qOJ3kpbvpk1uVxmOWRvYkHRfoFZsCIyrpHXk9JrHgJuArzap53pgDUkPSvqVpE+1uP2aXUi9N6UxxX6VP653SpE+qtUNSDpIUoekjjmzZnSxeWZm1oyHYxYCETEHGCBpOeAKSRtFxD2koYyfkHpGfgKcRhriWFD1hmOoLJ8NbEvqHflEZX3xzt6aemknAX8Grq7XiDwEtQWwHbAjcLGk4RFxfiftHyVpKaA36X5Gpa4Mx3QqIs4BzoF0iW5X1zczs8bcE7IQiYgXST8Mt0tefiYi5kTEW8C5wJY9uPl7KU7oEXEI6WaFKzcoW73me3PgvjIh/9z/BODLjTaa929sRPwXcCjpl3o7MxRYC7gQOLuF8mZmthByENJmklbOPSBIWgIYTLpvD5L6FkX3Au7pwab8A1hc0reKtCUblD0V+L6kfgD57w9IPTVVJ5LmkLyDpHUl9S+SBgCPttLYiHgDOB7YWtL6raxjZmYLFw/HtF9f4AJJvUlB4SURUbsU9uR8CWoAU4GDayvlKzqWBRbNl8fuHBHz9ERkV0t6Iz+/ldRzsF2eg1Lz04i4NNczUtIxwHPAK8Cx1QojYoKkY4G/5Ct63gCOiYgJdcreK2k87xw2AVga+GUOwt4E/gUcVKdcXRExW9JppCDn6zl5jKQ5+fndEbF/fn6KpOOL1beMiNdb3ZaZmXW/Lv1su9kH2cCBA6Ojo6PdzTAze09Rd/1su5mZmVl3cRBiZmZmbeEgxMzMzNrCQYiZmZm1hYMQMzMzawsHIWZmZtYWDkLMzMysLRyEmJmZWVs4CDEzM7O2cBBiZmZmbeF7x5i1aNK0GfQbfnW7m2H2rpg64nPtboJ9ALgnxMzMzNrCQUgPkLS4pDskTZR0r6QfFXkXS5qQH1Mrd7OtleknKSR9p0g7S9Kw/Px8SVOKem5RMl3S8rlM31zHtkUdz0lasbKtYZLOqtOGbfM+TM6Pg3L6ccV25xTPD5O0rqSxefl+Sec0OUZHSnpVUp9inw6ulNlT0jX5ebmtCZKG5/SxkjqKdQZKGtto33L5gfn5VEmTijrPbNReMzPrfh6O6RmvATtFxMx8q/ubJF0bEbdFxD61Qvk29DMa1PEscLik3za45fzREXFpmSDpduCTwDXAIOCu/PcmSesC0yPi+c4aL+kjwIXAnhExXtJKwHWSpkXEicCJudzMiBhQrHcdMDIi/pSXN26ymSHAncBewPnAaGA48NuizL45HWB2ua2KVSR9NiKu7Wzf6tgxIqbPx3pmZraA3BPSAyKZmRcXyY8oy0gS8GXmnmSrngP+DhzQhU3fTAo6yH9PJwUlteVbWqznEOD8iBgPkE/Sx5CChGb6Ak/UFiJiUr1CktYGlgaOJwUjAH8D1pPUN5dZEhgMXNlCe0/JdZmZ2XuIg5AeIql3Hmp5FrghIm6vFNkOeCYiHmpSzQjge5J618k7pRhGGJXTbmFuELIl6QS+Rl4eRApSWrEhMK6S1pHTmxkJ/EPStXm4ZbkG5YaQgq8bgXUlrRIRc4DLSYEZwO7AmIh4OS8vURmO2aeo71bgNUk7trZ78xhT1HlkNVPSQZI6JHXMmdWo08rMzOaHg5AeEhFz8vDB6sCWkjaqFKmdiJvVMQW4A9ivTvbRETEgP4bmtDuAzSQtBSySe2MekbQOXesJEZWem1qTOmnvecD6wB+BHYDbJC1Wp+i+wEUR8RYp8PhSTh+d82plyuMzu9jfARFxcaXOn/LO3pBG7S3TdyzqHFlnn86JiIERMbD3kn0aVGdmZvPDQUgPi4gXgbHALrU0SR8CvgBUT6T1nAQcSwuvVUTMAv4FfA0Yn5NvA3YFVgEeaLHZ9wIDK2lbAPe10IYnI+J3EbEH8CYwT/AlaROgP3CDpKmkYKM2JHMz0FfSpqSg6ZoW20tE/ANYHNi6SH4eWL5SdAXAc0DMzBYCDkJ6gKSVa0MRkpYgzW2YXBQZDEyOiCfqrV+KiMmkk/9uLW7+ZuAI0hAF+e/hwG0R0bQno3A2MEzSAIB8Rc3PgZObrSRplzwRtza5dUVgWqXYEOCEiOiXH6sCq0laM7fvEuAC4JqIeLXF9tacSJq7UnMnsE1uC/mqmMWAx7tYr5mZ9QAHIT2jL2muwd2kE+ENEXFVkV8daujMiaRhndIplTkSi+b0m4GPMTcIGZ/XbTYUM0zSE7UH0Bv4CnCupMl53d9FxF86aefOwD2SJgLXkYaMnq6U2Re4opJ2BXOHYUYDmwIXVcpU54SMqG48Iq4hTeitLT9DCsCuyfNzzgCG5GGgmnJOyO872T8zM+tGav3LsdkH22J9+0ffA85odzPM3hX+xVTrLpLGRUR1iB/w74SYtWzj1frQ4Q9mM7Nu4+EYMzMzawsHIWZmZtYWDkLMzMysLRyEmJmZWVs4CDEzM7O2cBBiZmZmbeEgxMzMzNrCQYiZmZm1hYMQMzMzawsHIWZmZtYW/tl2sxZNmjaDfsOvbnczzN6XfK+aDyb3hJiZmVlbOAjpAZLWkDRG0v2S7pV0eJH3E0l351vHXy9p1Trr95MUkr5TpJ0laVh+fr6kKcUt6G9RMl3S8rlM31zHtkUdz0lasbKtYZLOqtOGbSXdIWlyfhyU048rtjuneH6YpHUljc3L90s6p8kxOlLSq5L6FPt0cKXMnpKuyc/LbU2QNDynj5XUUawzUNLYRvuWyw/Mz6dKmlTUeWaj9pqZWffzcEzPeBP4XkSMl7QMME7SDRFxH3BKRPwQQNJhwH8C36xTx7PA4ZJ+GxGv18k/OiIuLRMk3Q58ErgGGATclf/eJGldYHpEPN9Z4yV9BLgQ2DPvw0rAdZKmRcSJwIm53MyIGFCsdx0wMiL+lJc3brKZIcCdwF7A+cBoYDjw26LMvjkdYHa5rYpVJH02Iq7tbN/q2DEips/HemZmtoDcE9IDIuKpiBifn78M3A+slpdfKoouBUSDap4D/g4c0IVN30wKOsh/TycFJbXlW1qs5xDg/GIfpgPHkIKEZvoCT9QWImJSvUKS1gaWBo4nBSMAfwPWk9Q3l1kSGAxc2UJ7T8l1mZnZe4iDkB4mqR+wGXB7kXaipMeBoaSekEZGAN+T1LtO3inFMMKonHYLc4OQLUkn8DXy8iBSkNKKDYFxlbSOnN7MSOAfkq7Nwy3LNSg3hNTDcSOwrqRVImIOcDnw5Vxmd2BMDuIAlqgMx+xT1Hcr8JqkHVvbvXmMKeo8spop6SBJHZI65syaMR/Vm5lZIw5CepCkpYHLgCPKHpCIOC4i1gBGAYc2Wj8ipgB3APvVyT46Igbkx9CcdgewmaSlgEUiYibwiKR16FpPiKjfQ9Oo16bW3vOA9YE/AjsAt0larE7RfYGLIuItUuDxpZw+OufVyowu1pld7O+AiLi4UudPeWdvSKP2luk7FnWOrLNP50TEwIgY2HvJPg2qMzOz+eEgpIdIWoQUgIyKiMsbFLsQ2LuTqk4CjqWF1yoiZgH/Ar4GjM/JtwG7AqsAD3TecgDuBQZW0rYA7muhDU9GxO8iYg/S3JiNynxJmwD9gRskTSUFG7UhmZuBvpI2JQVN17TYXiLiH8DiwNZF8vPA8pWiKwCeA2JmthBwENIDJAn4H+D+iDi9kte/WNwdmNysroiYTDr579bi5m8GjiANUZD/Hg7cFhFNezIKZwPDJA3IbV4R+DlwcrOVJO2Sg6/a5NYVgWmVYkOAEyKiX36sCqwmac3cvkuAC4BrIuLVFttbcyJp7krNncA2uS3kq2IWAx7vYr1mZtYDHIT0jG2ArwI7FfMNds15IyT9//buPNyuqrzj+PfHDQlhnsSGBDJgJCCTNAxlapSIipSpxOSWVECpRREhQn3AoA1FKhS0UXAoY4IKIRrGSBkeCLOFDGSykAZJCsEQQB8CiITp7R9rHbLZnHPPDbm523v6+zzPebL32nuvvd59b855z17r7rVQ0nzgEFKC0Mx5wIBSWXFMyFxJvXP5g8AQVichc/KxHXXFHC9pWe0FtAFjgcskPZ6PvTIibmnSzkOAhZLmAbeTuoyeLe0zBrihVHYDq7thrgV2B6aU9imPCTm/fPKIuJU0oLe2voJ0fW+VNBeYCLTnbqCa4piQq5vEZ2ZmXUid/3Js9v9bn35Do99xE6tuhllL8hNTW5ek2RFR7uIH/JwQs07btf9mzPIbpZlZl3F3jJmZmVXCSYiZmZlVwkmImZmZVcJJiJmZmVXCSYiZmZlVwkmImZmZVcJJiJmZmVXCSYiZmZlVwkmImZmZVcJPTDXrpAXPrGTQmb+quhlmZt1qXT5S33dCzMzMrBJOQszMzKwSTkK6maQdS1PSvyTptDr7TZB0RqlsqaSt8/JbpXrOzOW9JP2rpMWFbeMLdTQ67h5JT0lSYd8bJb1SasM4Sa9J2qxQNkJSSPqbQtl0SSMaXINekl6Q9J28PkjSMknrlfabK2nvfC2eKbV782bnLV6vQjun5+XjJT1fqnPneu01M7N1w2NCullELAL2AJDUBjwD3PA+qvpTROxRp/zbwF8Au0bEa5I2AU7vxHEALwL7Aw9I2hzoV2efdmAmcBQwqVC+DBgP3NKJth8CLAI+K+kbEbFU0tPAgcC9AJKGAZtExCOSDgX+PSIuKlaS86U1OW/ZdRHxlfdxnJmZdQHfCanWwcBvI+J/u6IySRsC/wCcEhGvAUTEyxExoZNVTAHG5OWjgetL9e8AbAycTUpGiuYBKyV9ohPnaQe+DzwF7JvLri2cm7x8bSfqWpPzmpnZnxEnIdVq9kE7rthdAGxb2Na31JUwGvgQ8FREvNxBnfWOq7kLOCjfoRkDXFc6tj23935gR0nblLZ/m5SgNCSpLyn5mp7rqiUzU4EjJdXuzo0mJUU1xWsxY03P28Do0rXoW6e9X5Q0S9Kst15d+T5OYWZmjbg7piKSegOHA2d1sNu7uiAkLS1se0+3iqTdSusnAKcCWwH7RcTT9Y4reAt4gJQA9M3dJMXtY4CjIuJtSdcDo4Af1jZGxP2SkHRgBzEdBsyIiFclTQO+KWlcRDwr6TfAwZJWAG9ExMJG16Kog/NGvd0Ly027YyLiUuBSgD79htarz8zM3iffCanOp4E5EbGiC+t8Atg+jwMhIq7KCcdKoK2TdUwBLibdmXhHTnCGAnfmZGgM7+2SATiPNEajkXZgZK5jNilB+ljeVuuS6WxXTLPz/h7YorC+JfDCGtZrZmbriJOQ6tS6NrpMRLwKXAFcImkDeGfwa+81qOZ+4Dt12tYOTIiIQfm1LdBf0sBSG+4gffDvXq5YtwwC5wAACq5JREFU0qbAAcD2tXqAk1mdzEwDDuW9XTFNNTjvPcDf53O3AWOBcleOmZlVxElIBfIA0k9QGvi5hspjO87P5eOB5cBCSY+SkorJwO+aHAdAJBdFRPmOwRje+1c8N/DuwaQ15wED6pQfDdwdEasKZTcBh0vqExEvAv8FrIiIJaVjx5XaPagT5z0X+JCkecCjpDtFPytsL48J2a9OnWZmto4owt3cZp0xfPjwmDVrVtXNMDPrUSTNjojh9bb5ToiZmZlVwkmImZmZVcJJiJmZmVXCSYiZmZlVwkmImZmZVcJ/HWPWSZJeJk2816q2prUf5ub4ejbH13MNjIgP1Nvgx7abdd6iRn9m1gokzXJ8PZfj69laPb5G3B1jZmZmlXASYmZmZpVwEmLWeZdW3YB1zPH1bI6vZ2v1+OrywFQzMzOrhO+EmJmZWSWchJiZmVklnISYdYKkT0laJOkJSWdW3Z61JWk7STMkPSbpN5JOzeVbSrpT0uL87xZVt/X9ktQm6VFJ0/N6K8W2uaRfSno8/wz/qsXiG5d/LxdKulbSBj05PklXSnpO0sJCWcN4JJ2V32sWSfpkNa3uHk5CzJqQ1Ab8EPg0sDPQLmnnalu11t4ETo+InYB9gZNzTGcCd0XEUOCuvN5TnQo8Vlhvpdi+D9wWEcOA3UlxtkR8kvoDXwWGR8QuQBswhp4d3yTgU6WyuvHk/4djgI/kY36U34NakpMQs+b2Bp6IiCcj4nVgCnBExW1aKxGxPCLm5OWXSR9i/UlxTc67TQaOrKaFa0fSAOAzwOWF4laJbVPgIOAKgIh4PSJepEXiy3oBfSX1AjYEfkcPji8i7gP+UCpuFM8RwJSIWBURS4AnSO9BLclJiFlz/YGnC+vLcllLkDQI+CjwMPDBiFgOKVEBtqmuZWtlIvB14O1CWavENgR4HrgqdzddLmkjWiS+iHgGuAh4ClgOrIyIO2iR+AoaxdPS7zdlTkLMmlOdspb423ZJGwPTgNMi4qWq29MVJB0GPBcRs6tuyzrSC9gT+HFEfBT4Iz2ra6JDeWzEEcBgYFtgI0ljq21Vt2rZ95t6nISYNbcM2K6wPoB0e7hHk7Q+KQH5eURcn4tXSOqXt/cDnquqfWthf+BwSUtJXWcfl/QzWiM2SL+PyyLi4bz+S1JS0irxjQSWRMTzEfEGcD2wH60TX02jeFry/aYRJyFmzc0EhkoaLKk3adDYzRW3aa1IEmlMwWMR8b3CppuB4/LyccBN3d22tRURZ0XEgIgYRPpZ3R0RY2mB2AAi4lngaUk75qKDgf+mReIjdcPsK2nD/Ht6MGnMUqvEV9MonpuBMZL6SBoMDAUeqaB93cJPTDXrBEmHksYZtAFXRsR5FTdprUg6ALgfWMDqcRPfII0LmQpsT/owGBUR5QF1PYakEcAZEXGYpK1okdgk7UEadNsbeBI4gfSlslXiOwcYTforrkeBE4GN6aHxSboWGAFsDawA/hm4kQbxSBoPfJ4U/2kR8Z8VNLtbOAkxMzOzSrg7xszMzCrhJMTMzMwq4STEzMzMKuEkxMzMzCrhJMTMzMwq4STEzLqdpJD03cL6GZImdFHdkyQd0xV1NTnPqDyD7YxS+YjazL3d3abuJOmVDrYdlX/GwzrY5x5Jw+uUHy/pkq5qp/15cxJiZlVYBRwtaeuqG1K0hrOVfgH4ckR8bF21pwdrBx4gPSyuS+TJ7KzFOAkxsyq8CVwKjCtvKN81qH3jzncY7pU0VdL/SDpf0rGSHpG0QNIOhWpGSro/73dYPr5N0oWSZkqaL+kfC/XOkHQN6eFt5fa05/oXSrogl30LOAD4iaQL1yRwSUslnSNpTq53WC7fW9JDeVK6h2pPRM3tvijvO1/SKbl8r7zfvHwNNukgxn6S7pM0N8dxYN53Ul5fIGlc3ncHSbdJmp2vYa19gyX9Otd9bgfxbUx6dP4XKCQhkvpKmpLbdR3Qt7DthPyzujcfWyufJOl7+W7TBR20bVSOY56k+3LZR/J1mZvPOTSXjy2U/0e+DnWvhXWDiPDLL7/86tYX8AqwKbAU2Aw4A5iQt00Cjinum/8dAbwI9AP6AM8A5+RtpwITC8ffRvqSNZQ0F8cGwBeBs/M+fYBZpEnSRpAmgRtcp53bkp5m+QHSxHF3A0fmbfcAw+scMwKYXip7J6Yc8yl5+cvA5Xl5U6BXXh4JTMvLXyLN8VPbtiWrn5S6V/HYDmI8HRify9uATYC/BO4stHHz/O9dwNC8vA/psfeQHif+ubx8cu3nUif+scAVefkhYM+8/DXS04YBdiMlosPzz7N2jXsDDwKXFK7bdKCtSdsWAP1LcVwMHJuXe5OSnp2AW4D1c/mPgM81uhZ+rfuXb2+ZWSUi4iVJVwNfBf7UycNmRp7+XNJvgTty+QKg2C0yNSLeBhZLehIYBhwC7Fa4y7IZKUl5HXgkIpbUOd9ewD0R8Xw+58+Bg0iP3G4YWifKaxMGzgaOLrRncv7GHsD6uXwk8JOIeBMgIv4gaVdgeUTMzGUv5fY1inEmcKXSpIU3RsTcfF2GSLoY+BVwR76LsR/wC+mdyVz75H/3B/42L/8UuKBBnO2kKQ4gTSDYDswhXbcf5PbOlzQ/77MP777G1wEfLtT3i4h4q0nbHgQmSZpauLa/BsZLGgBcHxGLJR1MSjhm5jr6kiaOu6V8LRrEZl3MSYiZVWki6QPqqkLZm+SuYqVPit6FbasKy28X1t/m3e9n5UQgSFOknxIRtxc3KM0v88cG7as3rXozvwe2KJVtCbxQWK+1+y1Wt/tcYEZEHCVpEOlOS60N5XjqldXK3xMjgKSDgM8AP5V0YURcLWl34JOkOxufBU4DXoyIPRrE1uE8H0rz83wc2EVSkO66hKSvNzm+o3prP5v1GrUtIk6StA8pvrmS9oiIayQ9nMtul3Qi6fpMjoiz6rS9fC0+31Gs1jU8JsTMKhNpwq6ppPEDNUtJ31YBjmD1HYE1MUrSekrjRIYAi4DbgS/luwFI+rCkjZrU8zDw15K2Vhq02g7c2+SYxcC2knbK5xkI7A7MbXLcZqQuJoDjC+V3ACcpD8yUtCXweD7HXrlsk7y9boy5Dc9FxGWk2ZP3VBoUvF5ETAO+Seo2eQlYImlUPl75wxnS3YbaGI9jG8RwDHB1RAyMiEERsR2whDR+5r7acZJ2IXXJQLrGIyRtlds9ql7FHbVN0g4R8XBEfIuU7G0naQjwZET8gNSVtBupO+cYSdvUrqWkgfWuRYP4rIv5ToiZVe27wFcK65cBN0l6hPSh0eguRUcWkZKFDwInRcRrki4HBgFz8h2W54EjO6okIpZLOguYQfoWfWtEdDiFfESskjQWuErSBsAbwIkRsbJJm/+N1B3zNdLYk5rLSd0T8yW9AVwWEZdIGg1cLKkvqTtrZN63XowjgH/Kx79CGgfRP7ex9mW0dnfgWODHks4mJYBTgHmkcTfXSDqVNEalnnbg/FLZNODvSGNCrsrdMHPJ09PnazyB1H2ynHRnrNFfKTVq24W5G0uk35l5wJnA2Bzzs8C/5K6ss0ldT+uRfjYn5+tX71rYOuZZdM3MzKwS7o4xMzOzSjgJMTMzs0o4CTEzM7NKOAkxMzOzSjgJMTMzs0o4CTEzM7NKOAkxMzOzSvwfdBfjeUyu5ZcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bv_sd_noaccess5_counts = bv_sd_noaccess5[\"address\"].value_counts().head(10)\n",
    "bv_sd_noaccess5_counts.plot(kind = \"barh\")\n",
    "plt.title(\"Top Addresses That Could Not Be Accessed 2016-2021\")\n",
    "plt.ylabel(\"Addresses\")\n",
    "plt.xlabel(\"Number of Unaccessed Addresses\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The top addresses that could not be accessed after complaints were made between the years of 2016 and 2021 are:<br>\n",
    "1. 7 Hegeman Avenue<br>\n",
    "2. 23 New Lots Avenue<br>\n",
    "3. 37 New Lots Avenue<br>\n",
    "4. 351 Legion Street<br>\n",
    "5. 301 Powell Street<br>\n",
    "6. 2411 Dean Street<br>\n",
    "7. 344 Marion Street<br>\n",
    "8. 351 Howard Avenue<br>                            \n",
    "9. 553 Howard Avenue<br>\n",
    "10. 257 Mother Gaston Boulevard<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "--------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we will look at which complaints are most commonly associated with issued violations for the years of 2016 to 2021. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "bv_complaintstatus5 = bv_5years[[\"complaints\", \"statusdescriptionshort\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "bv_sd_comviolation5 = bv_complaintstatus5[(bv_complaintstatus5.statusdescriptionshort == 'Inspected; violations issued')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of Violations Reported')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bv_sd_comviolation_counts5 = bv_sd_comviolation5[\"complaints\"].value_counts().head(10)\n",
    "bv_sd_comviolation_counts5.plot(kind = \"barh\")\n",
    "plt.title(\"Complaints Most Often Associated with Violations: 2016-2021\")\n",
    "plt.ylabel(\"Complaints\")\n",
    "plt.xlabel(\"Number of Violations Reported\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Complaints most associated with violations being issued between 2016 - 2021 are:<br>\n",
    "1. MICE-UNSANITARY CONDITION-PESTS<br>\n",
    "2. AT WALL OR CEILING-WATER LEAK-HEAVY FLOW<br>\n",
    "3. NO HEAT-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "4. COLLAPSING OR FALLING - PLASTER PAINT/PLASTER-CEILING<br>\n",
    "5. MISSING BROKEN OR MISSING-DOOR/WINDOW-DOOR<br>\n",
    "6. NO HEAT AND NO HOT WATER-HEAT/HOT WATER-ENTIRE BUILDING<br>\n",
    "7. NO HEAT-HEAT/HOT WATER-ENTIRE BUILDING<br>\n",
    "8. NO HEAT AND NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "9. NO HOT WATER-HEAT/HOT WATER- APARTMENT ONLY<br>\n",
    "10. AT WALL OR CEILING-WATER LEAK -SLOW LEAK<br>\n",
    "<br>\n",
    "We continue to see the same complaints arise for this list, mice-unsanitary condition, no heat/hot water and water leak/heavy flow. Some differences in complaints are for collapsing or falling-plaster paint, missing or broken-door/window and water leak-slow leak."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we will look at which complaints are most commonly associated with not being able to access the building for inspection in the years of 2016 to 2021. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "bv_sd_comnoaccess5 = bv_complaintstatus5[(bv_complaintstatus5.statusdescriptionshort == 'Unable to gain access')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of Unaccessed Buildings')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bv_sd_comnoaccess_counts5 = bv_sd_comnoaccess5[\"complaints\"].value_counts().head(10)\n",
    "bv_sd_comnoaccess_counts5.plot(kind = \"barh\")\n",
    "plt.title(\"Complaints Most Often Associated with No Access to Address: 2016 - 2021\")\n",
    "plt.ylabel(\"Complaints\")\n",
    "plt.xlabel(\"Number of Unaccessed Buildings\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The most common complaints associated with not having access to an address for inspection are:<br>\n",
    "1. NO HEAT-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "2. NO HEAT-HEAT/HOT WATER-ENTIRE BUILDING<br>\n",
    "3. NO HEAT AND NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "4. NO HEAT AND NO HOT WATER-HEAT/HOT WATER-ENTIRE BUILDING<br>\n",
    "5. AT WALL OR CEILING-WATER LEAK-HEAVY FLOW<br>\n",
    "6. NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "7. MICE-UNSANITARY CONDITION-PESTS<br>\n",
    "8. NO HOT WATER-HEAT/HOT WATER-ENTIRE BUILDING<br>\n",
    "9. BROKEN OR MISSING-SAFETY-CARBON MONOXIDE DETECTOR<br>\n",
    "10. ROOM/AREA ONE ROOM OR AREA-ELECTRIC-NO LIGHTING<br>\n",
    "<br>\n",
    "This list is very similar to the last violations/unaccessed address lists. We continue to see no heat/hot water, water leak-heavy flow and unsanitary condition-pests appear. Broken carbon monoxide detectors and electric-no lighting issues are new here. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at the amounts of complaints made each month between the years of 2016 to 2021. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\miss_\\anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:3607: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self._set_item(key, value)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "January      3542\n",
       "December     3331\n",
       "February     3137\n",
       "November     2932\n",
       "March        2690\n",
       "October      1805\n",
       "April        1712\n",
       "August       1480\n",
       "July         1308\n",
       "September    1247\n",
       "June         1239\n",
       "May          1159\n",
       "Name: statusdatemonth, dtype: int64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "month = {\n",
    "    1: \"January\", \n",
    "    2: \"February\", \n",
    "    3: \"March\", \n",
    "    4: \"April\", \n",
    "    5: \"May\", \n",
    "    6: \"June\", \n",
    "    7: \"July\",\n",
    "    8: \"August\",\n",
    "    9: \"September\",\n",
    "    10: \"October\",\n",
    "    11: \"November\",\n",
    "    12: \"December\"\n",
    "}\n",
    "bv_5years['statusdate'] = pd.to_datetime(bv_5years['statusdate'])\n",
    "bv_5years[\"statusdatemonth\"] = bv_5years[\"statusdate\"].dt.month\n",
    "month_counts5 = bv_5years[\"statusdatemonth\"].value_counts()\n",
    "month_counts5.index = month_counts5.index.map(month)\n",
    "month_counts5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Months of the Year')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "month_counts5.plot(kind = \"bar\")\n",
    "plt.title(\"Amount of Complaints Made Per Month: 2016-2021\")\n",
    "plt.ylabel(\"Number of Violations Reported\")\n",
    "plt.xlabel(\"Months of the Year\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As with the overall dataset time frame, the winter months are the ones with the highest amounts of complaints."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this five year section, we see the same patterns as before. The top addresses for each list continue to include 7 Hegeman Avenue, 23 New Lots Avenue, 37 New Lots Avenue, 351 Howard Avenue and 351 Legion Street, though these shift around in their spots in the list and different addresses arise. The complaints that we see come up repeatedly in the lists are still no heat/hot water, water leak/heavy flow and unsanitary conditions/pests. The season with the most complaints is still winter."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "--------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 3: 2 Year Analysis of Brownsville, years 2019-2021"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Filtered the years down to a two year time frame (between the years 2019 and 2021)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "bv_2years = brownsville[(brownsville['statusdate'] > '2019-01-01') & (brownsville['statusdate'] < '2021-05-01')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Taking a look at the complaints column, now for a two year timeframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NO HEAT-HEAT/HOT WATER-APARTMENT ONLY                      1581\n",
       "NO HEAT-HEAT/HOT WATER-ENTIRE BUILDING                     1347\n",
       "NO HEAT AND NO HOT WATER-HEAT/HOT WATER-ENTIRE BUILDING    787 \n",
       "NO HEAT AND NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY     485 \n",
       "AT WALL OR CEILING-WATER LEAK-HEAVY FLOW                   400 \n",
       "MICE-UNSANITARY CONDITION-PESTS                            395 \n",
       "NO HOT WATER-HEAT/HOT WATER-ENTIRE BUILDING                374 \n",
       "NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY                 346 \n",
       "AT WALL OR CEILING-WATER LEAK-SLOW LEAK                    196 \n",
       "MISSING BROKEN OR MISSING-DOOR/WINDOW-DOOR                 181 \n",
       "Name: complaints, dtype: int64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bv_2years[\"complaints\"].value_counts().head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of Reports')"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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/BmzqWbuQvGH7mFkxfOFWzX+9n3vEZpPG/4squm4FNOQ6+nmD6/UFfg12JBlslShdr/VJRv+bFepdCkzyV+w/yTypVwN/9vCC0yWtW6Wvc3DvecamwGtm9mGVdo3xPLCFpFWBlcxsSqG8njQ3izp3ewMPmdln3ubrwE6ke/xfQA8fv8zs9Qq6LnTPNjauGvQeRXrjsjzJ+B1Jupe3pLIXeiHM7BXS/8q1KXOPM38eqaE8J//sLICHTtRLqp83Z1YtagZBEAQ1EsbvEsI9f3Ukr+/fqtS7gfTl/H9Ab+BfklYwswZgE9Jr0q8Az2WvtIsyppK8c4dn2QLsi4S0lxuZ05TFhhY4wkMbNgQGKIvtJb16fgfYnfQaeKE+KvQ92dN7VuivFPYwsFB2BfBDN+TKUUvfnSQ1AO+SDMtK3lhIxt0epOt1Z6VKZnYW0B14hDTfD3n+w6TrdR3JUBstqexvjJvZUwCSelXqR9LRfr1el7RBFb0XaFZDubEIc+eG5fpuIMJ8b2vJ2Bzp57tQ3usLVLxnq+ld1G8hvf3NyARge+Yb4yV9Knmhm9tnubwF9MnSt0p6g+QlvrJcAzO71sy6m1n3dh06NkHNIAiCoDHC+F2yDAUupnLIAwBm9qaZXW9mBwCfkWJJMbPZZnaPmf0MuIUUOlCJ80hfrst42w+Aj/x1L2b2sMdwjgcqxVqW9JlB8rbtmGXvCmxEMi7O8rwJJEPwC9xY3QAoeR3/7XpfKmnXav0WdHifZGT/rEKVCcB2hYVJywBdgRc8qxS3uimwk6TvVunvvyQP3q+BuxvRbYqZ/RHYDejq8aWY2XtmdpuZ/QB4DvhmFTHnsmDs72RgQ/fYY2Y3uO6zgHaSTsi85JW8ytsBL2TXfpNC+fbARBZt7noBT2cyS3G2O5MMzRdIHtpaPK0L3LNV2M7l1qL3CNK8r2Jm/8E90SV9JG2QzePx5TrzeZtHik1e6B4nhV6Uwl0mejpn+6wc4AhgY9L9fHUjYw2CIAgWM2H8LlmuB87K4ngXQtLe8pX0vkhmDWC6pF0kre75y5MMilcryTGzF0lfuPnCrfOBP5ZCKTyGccUyzYs6dSAZHAu8Nvd43V8CR3k87j+ADpKO8nbtgEtIMZJzsnYvAd8Dbmniavf/IS0mWmh/ajObTIo5zcMHBgHPe1le9y1SjOZpjfR3CXCKmb1bqYKkfX0eATYjGUnvS/p2Kc7ZDdhOpPCPsngM7uokww2frz8DV5VCKXw+l/fyqzMv+UIhGZK+RYpVvc6zLgKukC+6lLQ7abHWbYs4d3uT4tlLjCB5Wdcys3fMzEgxvQfQiKe1wj2bj0mSTiLFUz9Uo97DSffMGE+Pdf02BCaY2evZPF5Tps+1gGuAq3wsVwP9SvetP+j8HrjQm1xIWhy6hpd3A/qRFrflY/3Udd2p0hucIAiCoGUI43cJYmZvmNnljVTbExgvaQzwMGnxzNsk4+lJSeNIX/j1NOKRJHkT18/SfwQeA57xWN7hLmt0hfa3+qvuUSQDthjLWDKGbgdOcOPgIOAQSS8DLwEfA78p0+454GjSjgOlRVV5zO9jZdrMBO4FVqig7zGkBVeTJU0h7TZxTIW695EM9YqhBmY2wcxuqlTu/IAU89sA3EwK3ZhH8v7V+zyPBP7kY65G8XqdTlpMN17SaOAp0uKpSvHHfXzuXiLN+ffNrOQBvZLkfR4naRJwBnBAtuCwuXPXG3iyVODe1RksuDvGSFK87BgapzgHABf55+ElUjzxru6Zr0XvEaTwk5Gu32ckD269mX1eQYf2Po8TSJ+XR4Dfefu3gCOB6yS96PKvN7P7vXwo6SF3hJdfBxzp7RbA5/4SYEAN8xIEQRAsJpTslSAIgqbhiwGvM7N9WluX/59ZYZ3NbJ0fXtZ4xSVE/MJbEARfBiSNMrNimFoqC+M3CIJg6aV79+5WX1/f2moEQRB8qahm/EbYQxAEQRAEQdBmCOM3CIIgCIIgaDOE8RsEQRAEQRC0GcL4DYIgCIIgCNoMYfwGQRAEQRAEbYYwfoMgCIIgCII2Qxi/QRAEQRAEQZshjN8gCIIgCIKgzRDGbxAEQRAEQdBmCOM3CIIgCIIgaDMs29oKBEEQBJUZN30Wdac+2NpqlGXaBfu2tgpBEARNJjy/QRAEQRAEQZshjN82jKSDJJmkLTz9jKQGSa9JmuHnDZLqsjYHSLovS58maXKW3l/S0Cz9V0kjC/0OljSgjD6za9D5QEljJb0oaZykA7OyGyVNdZ3HSNqtipwBLmO81z3K84dJmpSN/a6izt7PwQV5dZLG+3lvn9f9s/IHJPX282UlnSfp5ayf08vo2Oy5lrRXJnt2NqYhrt+srLxB0u7ebp6nx0u6X9JqFeZvoWvlczS9IHe1rPxyL18my+sn6So/X0bSTZKul6SsTgdJt/r1Hi/paUkrV9Gjo49zih9DJHX0snsL98wkSYOy9N2SvleQ98W1LeTn91uDpBGF8qr3vqQVJT0q6cxycxwEQRC0DGH8tm36Ak8DhwGY2Y5m1g34LXCnmXXzY1rWZgSwc5beGfhA0tqe7gEMB3DDZ3tgNUkbL6qykroCFwMHmNkWwHeBiyVtm1Ub6GP4JXBNBTnHA3sA3zCzrYFvAsqqHJGN/eByMmrgDWAhg9Y5B1gX2MZ17QUsV6Zes+fazB4ujQGoz8Z0lLd9KhtjNzN7zPPnenpr4D3ghCaO+9KC3Pddv2WAg4DXSfO9AG7sXuPzcKyZWVb8C+DfZraN63UM8GkVHf4MvGJmncysEzAV+JOXjSDNG5LWAGaz8BwvYMQ2wsBsrD2y8VS99yUtD9wNjDKz3zWhvyAIgmARCeO3jeKes11IhsRhtbYzsxnALEmbetZ6pC/x0hd/D+YbD98H7gfuaEofVRgAnGdmU12XqcD5wMAydUe6buX4DfAzM/vA5cwys5sWg345Y0jztEeeKakD8GPgRDP72Pv/0MwGFwW08lxD9TlsKrsC44E/kh66ilwOrAEcZWafF8rWAaaXEmY2ycw+KdeJz9UOwNlZ9llAd0mdSA8L+fw9AKylxMYk4//tpg6uDNWux7Ke/7KZnboY+gqCIAiaQBi/bZcDgYfM7CXgPUnbN6HtCKCHpM7Ay8C/PL0ssC3wnNfrC9zuRzmDp6l0AUYV8uo9v8jewH3FTEmrAKuY2ZQq/dyavcq+qNnaJg/voELepsBrZvZhjTJaaq57FcITOuWFktoBuwFDyzevSP9M5hNZfkm/e4H9JOWe7sNJButhZvZZGZnXA6dIGinpHEmbVel/K6DBzOaVMvy8gfn3z9buee1BMvAnAVuSedKbwEXZeG8tM95y1+Nk4DMz+2UloZKOk1QvqX7enFlNVCkIgiCoRhi/bZe+JO8T/rcpxmnJe1YyHp4FdgS2AyaZ2ceSvkoy9J52A/szSVsvos4CrJG8iyS9AtwCnFejjCJ52EM5r3JNmNlTAJJ6Vaoj6Wg3nF6XtEGZKi0118Wwh9LDQHtJDcC7wFeAR2sfMbBg2MOuPsblge8A97m3/Rlgz6zN88BGwDfKCTSzBmAT4CLX6TlJW1bov9L1VRJlnwATSCEJO7kuI5k/x00JeYAFwx6OAKjhejwN7Cxp80pCzexaM+tuZt3bdejYRJWCIAiCaoTx2wbxWMdvA3+SNI0UNtAnX2TUCKW4yR7ASPdirgj0Zr7nrA+wOjDV+6hj0V/HTwC6F/K2ByZm6YEkw2MQsFAogxtfH0naZBF1qZVzWTD2dzKwoXugMbMbPC53FtBO0gmZJ3Fdlvxcz3V9NgKWp+kxv+XYG+gIjHP9erLgw9aLwKHAnZK6KC3ELM1BdwAzm21m95jZz0gPNt+p0NcEYDstuKhuGaAr8IJnjSDFHa9iZv/Bvek0z/Nbjsauxz9JMel/92scBEEQLEHC+G2bHAwMMbONzKzOzDYgLQrqWWP7iaQFW72A0Z7XABzPfM9ZX2Bvl1+Hv9ZeRL0vBk6T7z7hf38DXJJX8pjRy4FlJO1VRs75wNWSVnU5q0o6bhF1K4uZPUIyhLp6eg5pQdZVklb0/tuRDE3M7OrMk/gmrTTXZjYLOAkYUAhRaA59SYvYSvptDOzp8c+l/kaQxvQgaRFYaQ7qJe0iaXX4wou8FfBqBb0nk+YpDzcZBDzvZZAM3J+Q4rIBxpK8wBuSjOdFpdHrYWZ3kzzZD6nCjhpBEARByxDGb9ukLyn2MuduUuxlo/hK/GeAmWZWWnU/kvRqeoQbpRuSPGqlNlNJOxXs6FmDJL1ROjyvQ54n6VeFfhuAU4D7Jb1IWlB0sueX0/EcUnxlkT8CT5Ben48HngTmZOV5zO9jZdoD/G+m58gKdUqcC6yfpU8H3gLGSxoNPEXyUr9ZYRyLOtflKMb8LrSrhZmNJhmI5QzpSteqf0HuVsBeJKO2JPcj0qv//XOBZvYA8DuSQbhGVtQJeFLSOJJhW0+6XyvpcQywuaTJkqYAm3teiRGk+Rvp/X4GvAPUl1lsV6JzoZ9DPP+iwng3p8brYWbXAPcAQ0sPQkEQBEHLowV3FAqCIAiWJrp372719fWtrUYQBMGXCkmjzKwYKgmE5zcIgiAIgiBoQ4TxGwRBEARBELQZwvgNgiAIgiAI2gxh/AZBEARBEARthjB+gyAIgiAIgjZDGL9BEARBEARBmyGM3yAIgiAIgqDNEMZvEARBEARB0GYI4zcIgiAIgiBoM4TxGwRBEARBELQZlm1tBYIgCILKjJs+i7pTH2xtNZY6pl2wb2urEATBl5Tw/AZBEARBEARthjB+gyAIgiAIgjZDGL+tiCSTdEmWHiBpcJY+TtKLfjwrqWcFOTdKOriQNzs77yLpcUkvSXpZ0hlKHC2pwY//Shrn5xcUZI2W1M3Pl5X0kaQjs/JRkrb38+18XHt5+l6XOVnSrKy/HpKGSZqU5d3lbQZLmu55EyX1rTDufpKuKuQNk9Tdz6dlY2qQdEVWb1lJMyWd7+nTs3rzsvOTvHwdSY9IqpM0vtDnYEkD/FySBvk8vyTpCUldvOwZl/mapBlZH3WZrAMk3ZelT5M0OUvvL2lolv6rpJF+vlcmc3Y2t0Mk9S7Mf4Ok3b1dabzjJd0vabVy8+11+0v6WFLHLK8ke7SkFySdmZUtcD9k+Qv1WW1+/Fo+VZDRULoWjYyv7OessWte6OtASWOVPovjJB2Yld3o9+sKnl5T0jQ/r8t0lKSnJe2TtT1U0kOV5jsIgiBY/ETMb+vyCfA9Seeb2cy8QNJ+wE+AnmY2U8m4vE/SN8zs7Vo7kNQeGAr81MwekdQBuBv4mZldDdzg9aYBuxb1cEYAPYAGoCswydO3SFoJ2AQY43X7Ak/734fN7CCX3xsYYGb7ZboBHGFm9WX6vNTMLpa0GTBK0l1m9mmt486oNKY9fRyHSvqNmZ0LnOt6zTazboX6ewMP19DfCaS56WpmcyTtCQyV1MXMdnT5/YDuZvbzMu1HANdm6Z2BDyStbWbvuOzhLmc1YHtgtqSNzezhko6ShpHmu97TvYGn8vnPmFsar6SbfAznVhhfX+A54CDgxiz/KTPbz++HBkkPmNkoCvdDtT6rzY/fK6tI2sDMXpe0ZRndKo2v7Oeshmte6rsrcDGwh5lNlbQx8KikV8xsrFebB/wI+GM5Gd6fSToe+D9JTwDtvP+9K7UJgiAIFj/h+W1dPiMZOv3LlJ0CDCx9WZvZ80DJMGkKhwPDzewRlzMH+DlwahNkDCcZXfjfa4CSofAN4Hkzm6dkoRwM9AP2lLRiE3VdCDN7GZgDrL6osgr0BS4HXgN2qqH+3sDfa6h3CnCizzM+7yOAI2pRysxmALMkbepZ65EeVvL5H+Hn3wfuB+4ADqtFfg2M9D4XQlInYGVgEGn+FsLMPgJGAZ2acD9U7LPAX4A+ft4XuL2GNlD9c1YLA4DzzGwqgP89HxiY1bkM6C+pqkPBzMaTrtkpwJnAEDOb0ky9giAIgmYQxm/rczVwRP4a2elCMiJy6j2/HBflr3yryfEv25UlrVqjjiXPL/73n8AnklYh80QCuwBTXf4w4Ds1yL410/uiYqF7vF92r2c5+hTG3b1Q/kRW3t9ltgd2Ax4gGVBlDblMh3ZAZzOb6FmdCjxgA0YAACAASURBVH0e7/VWBVYqY8xUu27lGAH0kNQZeBn4l6eXBbYleV5hvgHY6BicXoWwgE5lxrkb6U1BOUr9PQV0lrR2sYKkNUgPExOo4X6ooc+cu4Dv+fn+JCOy1vFV+pzVQi2fxddIHu4f1CDvd6SH0n2AC8tVUAp5qpdUP2/OrKZrHARBEFQkwh5aGTP7QNIQ4CRgbiPVBViFsoFmdtcXFefH/FZrUym/qOM0SctL+hqwBSlc4DlgR5Lxe6VX7UvyQuJ/fwDc04j4SmEP/SX9mBRSUe218J2F1+PDCuXlwh72A57wsIS7gTMk9TezeRX62BF4JktPyV+RK4vTrkC1a1COkqe9Hckr+izwW2A7YJKZfSzpq8CmwNP+Ov0zSVu7Z7ESlcIC2rsRX0cy8h6t0P4w4CAz+1zSPcAhJKMSkuE5GvgcuMDMJki6msr3Q6195rwH/EfSYcALpDcCtYyvqZ+zIuWuX7m880hGfNV9yczsI0l3ArPN7JMKda7Fw19WWGezptw7QRAEQSOE53fp4DLgGGClLG8isEOh3vae3xQmUPCGStqE9MX7YRPkjCS9wn7LzIzkjdyFFPbwL/fgfR/4rccPXwns497h5nCpmXUmveYeImlFSSdkXr11mykXkpG+u+s5ClgD2LVK/X2ARhclmdkHwEc+vzlNvW4lT3sPYKRfpxWB3sz3svchhYJM9XHU0fzQh1L87UbA8sAJktplc32WpG2BzUixrtO8r9zb/JSZbWdmO5jZNTXcDwv1WaOud5IM7lpDHnLKfc5qYaHPEGWuqZlNJsXFH1qDzM/9CIIgCJYwYfwuBZjZe6R4xmOy7AuB3/trZJR2W+gH/KGJ4m8Femr+yvf2wBVUeN1aheGkmMmRnh4JHAW8bWbvA7sDY8xsAzOrM7ONSLGqB5aVViNmdg/pFfMPzexqM+vmx5vNkeehCT2BDV3POpLhVS1sYDfgHzV2cRFwhc8zPu89gduaoOZEYF2gFzDa80rhFaV4377A3tkYdmAR437NbBbJMzoAWCab6996f4NL/ZnZusB6kjaqIK6m+yHvU9JyNah5L+nerWXxYXF85T5ntXAxcJp8Vw7/+xvgkjJ1zyXNXxAEQbCUEsbv0sMlwJqlhJkNBa4HRkh6EbgOONLM3mqKUDObCxwADJI0CRhHClm4qmrDhRlOCkEY6XLfIr2Wz42xewtt7ibFNlYjj/l9rEKds4BfSWrO/ZrH/A4hxYw+Xnjd/Ffgu/KtqnIkrQV87F7dWriSNL/jfL7PAA7w61AT7ll/BpiZ7XAxkjT/I9z42pDkfS+1mUraFWLHKqKLMbEHFyuY2WjSzh1FQ/owFr6+95apV6Lm+6FKnwthZh+a2e/N7L9lihsdH4XPWS2YWQNpgdr9/lm8HzjZ84t1JwDPF7I7S3ojOw5pSv9BEATB4kXpezYIgnIo7We8vpld0GjlIGgBunfvbvX15cLigyAIgkpIGmVmxZA1IBa8BUFVzOyW1tYhCIIgCILFR4Q9BEEQBEEQBG2GMH6DIAiCIAiCNkMYv0EQBEEQBEGbIYzfIAiCIAiCoM0Qxm8QBEEQBEHQZgjjNwiCIAiCIGgzhPEbBEEQBEEQtBnC+A2CIAiCIAjaDGH8BkEQBEEQBG2G+IW3IAiCpZhx02dRd+qDra3Gl4JpF+zb2ioEQfAlIDy/QRAEQRAEQZshjN9WRJJJuiRLD5A0OEsfJ+lFP56V1LOCnBslHVzIm52dd5H0uKSXJL0s6QwljpbU4Md/JY3z8wsKskZL6ubny0r6SNKRWfkoSdv7+XY+rr08fa/LnCxpVtZfD0nDJE3K8u7yNoMlTfe8iZL6Vhh3P0lXFfKGSeru59OyMTVIuiKrt6ykmZLO9/TpWb152flJXr6OpEck1UkaX+hzsKQBfi5Jg3yeX5L0hKQuXvaMy3xN0oysj7pM1gGS7svSp0manKX3lzQ0S/9V0kg/3yuTOTub2yGSehfmv0HS7t6uNN7xku6XtFqF+S47n37/TZe0gqfX9LrbZHXfkzTVzx/L5zHTbbTSvX5x4Rrnc9UgaasyupXGMEbS85J6ZLIfKNT94vNS5n5Zs1C31P9ov6YPl2RXkFWflXWXNCxLf8PrvOw6Pihpm3JzHQRBELQcEfbQunwCfE/S+WY2My+QtB/wE6Cnmc1UMi7vk/QNM3u71g4ktQeGAj81s0ckdQDuBn5mZlcDN3i9acCuRT2cEUAPoAHoCkzy9C2SVgI2AcZ43b7A0/73YTM7yOX3BgaY2X6ZbgBHmNkXBkPGpWZ2saTNgFGS7jKzT2sdd0alMe3p4zhU0m/M7FzgXNdrtpl1K9TfG3i4hv5OIM1NVzObI2lPYKikLma2o8vvB3Q3s5+XaT8CuDZL7wx8IGltM3vHZQ93OasB2wOzJW1sZg+XdHSja0Bpbn3+n8rnP2NuabySbvIxnFthfJXmcx7wI+CPpQwzGweU5N4IPGBmpQecukL7p8xsP79fR0u618yGe9mdFeaq0hj2As4HvtVIm1r5on9JuwL3SNrVzF4oU3dtSfuY2d/zTElfBf4CHG5mIzyvJ9AJGLeY9AyCIAhqIDy/rctnJEOnf5myU4CBJUPDzJ4HSoZJUzgcGG5mj7icOcDPgVObIGM4yejC/16DGzXAN4DnzWyekjV7MNAP2FPSik3UdSHM7GVgDrD6osoq0Be4HHgN2KmG+nsDf2+0VrpuJ/o84/M+AjiiFqXMbAYwS9KmnrUe6WEln/8Rfv594H7gDuCwWuTXwEjvs6lcBvSXtEgP1GY2l/SQ1RwdSqwK/GdR9KiEmT1B+sweV6HKRcCgMvk/B24qGb4u62kzu69M3SAIgqAFCeO39bkaOEJSx0J+F2BUIa/e88txUf5quJocM5sCrCxp1Rp1LHl+8b//BD6RtAqZJxLYBZjq8ocB36lB9q2Z3hcVC93j/bJ7PcvRpzDu7oXyJ7Ly/i6zPbAb8ABwO8kQroikdkBnM5voWZ0KfR7v9VYFVvLx51S7buUYAfSQ1Bl4GfiXp5cFtgWe83p9Xf9Gx+D0KoQPdCozzt1IbwoqsdB8Oq+RPP4/qEGPikhaHdiMdI+V6FPQu32Zpu297EXgT8DZi6JHIzwPbFGhbCTps7FrIb+Lt6sJpZCnekn18+bMaqaaQRAEQTki7KGVMbMPJA0BTgLmNlJdgFUoG1h6pQwLxPxWa1Mpv6jjNEnLS/oa6Ut/EskA25Fk/F7pVfuSvJD43x8A9zQivlLYQ39JPyaFVOxdpf0Cr8TzGEun3Gv6/YAnPCzhbuAMSf3NbF6FPnYEnsnSU/KwCGVx2hWodg3KUfK0tyMZU88CvwW2AyaZ2cf+Gn1T4GkzM0mfSdrazMZXlFo57KG9G/F1pAelR6vIqBT2AHAeyXBuztYEvSSNBToDFxRCe5oa9rAzMETS1izivV8BNVJ+Dsn7e0pFAdIzJA/1I2b2i4WUM7sWD39ZYZ3NFkXXIAiCoEB4fpcOLgOOAVbK8iYCOxTqbe/5TWECBW+opE2A2Wb2YRPkjCSFNLxlZkbyRu5CCnv4l3sNvw/81uOHrwT2ce9wc7jUzDoDfUiGzIqSTsi8f+s2Uy4kI31313MUsAZQ9NTl7AM81JhQM/sA+MjnN6ep163kae8BjPTrtCLQm/le9j6kUJCpPo46mh/6UDIcNwKWB06Q1C6b67NqEWJmk0khC4c2Q4enzGxbYBvgp/IFls3BzEYCawJrAe+ycMjMV4BKBnwtbAeUi/ct9f846Xrl4TQTSPdBqc6OwBlA8Y1PEARB0MKE8bsUYGbvkRbDHJNlXwj8XtIaAG4M9AP+0ETxtwI9NX9lf3vgCpffFIaTYpNHenokcBTwtpm9D+wOjDGzDcyszsw2IsWqHtjEfhbAzO4hhQ380MyuNrNufrzZHHkemtAT2ND1rCPFUVcLG9gN+EeNXVwEXFF6Ne/z3hO4rQlqTgTWBXoBoz2vFF5RihntC+ydjWEHFjHu18xmkd5ADACWyeb6t00Qc663b64OL5EWq1X0mjaGpC1IXvN3SWEj60ra0ss2Ii3abKgsoarsb5Hifa9rpOq5wMlZ+mqgn7KdIoAOzdEhCIIgWDQi7GHp4RLSohgAzGyopPWAEZIM+BA40szeaopQM5sr6QDgSklXk4yCm4GrqrdciOHApbjxa2Zvubc3N8buLbS5G/ip91eJWyWVwj1mmtnuZeqcBdwm6Toz+7yJej8hqRTOMBZ4HHjczD7J6vwVuFDSCoV8JK0FfOxe3Vq4kuRpHOf9vg0c4Au5asLDGJ4BOmY7XIwkGV0jfKeEDUne91KbqZI+kLSjmT1TlOn0KsSDn5OHyric0ZLGkAzpctdtgfk0s6MK7SdIep7My9kMrgEGSNrY03204DZ/P8sXjjnts7GJ9LA0D5intC3fDb4A81PgWDf0yzFWUuke+wvpnin13wGYCny/wk4PX2Bmf5M0I0u/LakP6YF2PeAdkve5Jq96EARBsPhQeoMdBEE53HBa38wuaLRyELQAK6yzma3zw8taW40vBfELb0EQlJA0ysyKi+BTWRi/QRAESy/du3e3+vpya0KDIAiCSlQzfiPmNwiCIAiCIGgz1GT8StpF6Ze8kHSkpP/xhSNBEARBEARB8KWhVs/vH4E5krqSVjC/CgxpMa2CIAiCIAiCoAWo1fj9zPd2PQC43MwuB5q7f2sQBEEQBEEQtAq1bnX2oaTTgCOBb/oWV8u1nFpBEARBEARBsPip1fPbB/gEOMZ/dnQ90mb+QRAEQRAEQfCloVbPb38z++IXl8zsNUldWkinIAiCIAiCIGgRavX87lEmb5/FqUgQBEEQBEEQtDRVPb+Sfgr8DNhE0tisaBXm/6xtEARBEARBEHwpaCzs4Tbg78D5wKlZ/odm9l6LaRUEQRAEQRAELUDNP2/sOzx8lcxgNrPXWkivIAiCAFhhnc1snR9e1tpqfCmZdsG+ra1CEAStRLWfN65pwZuknwODgX8Dn3u2AdsuDgWDIAiCIAiCYElQ64K3XwKdzayLmW3jRxi+wRJBkkm6OUsvK2mGpAc83U/SVVn5UZLGS5ogaaKkAZ5/o6Spkhr8KBu3LmmapDWzdO9CX59L2jYrHy+pzs9/JGmcpLGef0BB9hhJtxfybpQ0XdIKnl5T0jQ/r3M5e2V6z5Y0yc+HeL2DfJ62yOTWSZrr9SZKGiJpOUm3eTx/qd6Oru+yBb2Wk3SBpJddh2cl7eNlHV3eFD+GSOqY9WuSTsxkXSWpX+E6jJH0krddrzD/X83G+7bPTym9vKTZWf0ukh53WS9LOkOSarlehfH2ljRL0mhJL0g6s5DfkB27e9npfp+N9fwdJd3r55ML7XpI2s/lj/Fr8pOiHkEQBEHLUqvx+zowqyUVCYIqfARsLam9p/cApper6MbZL4E9zawLsD0L3rsDzaybHz2aqc8bwOll+l7f83v6w+FOwNisfEvSZ+6bklYqNJ8H/KhSh2b2cElvoB44wtNHeZW+wNPAYYWmU7zNNsD6wKFAf2CgpLUkLQNcBfzMzD4rtD0bWAfY2sy2BvZn/i87/hl4xcw6mVknYCrwp6ztO8AvJC1fYUgDzawr0BkYDTxRqDsvG+81wKXZdftvqZLfE0OBC8xsc6Ar0IO0ULdE2etVgafMbDugO3CkpB2y/G7Z8ZiknYH9gO39eu8OvG5mB7nex+btgOeAa4H9fezbAcNq1CsIgiBYTNRq/L4CDJN0mqRflY6WVCwICvwdKAXw9QVur1DvNGCAmb0JYGYfm9l1i1mXB4AukjoX8tcGPgRme9+zzWxqVn44cDPwCPDdQtvLgP5F72stSFoZ2AU4hoWNX1yXecCzwHpm9m/gYuBC4HhgrJk9XZDZAfgxcKKZfeIy/m1mf5G0KbADyTgucRbQXVInT88A/gH8sJrulrgUeJvmbZ94ODDczB5xeXOAn7PgAt1K16uaXh8Bo4BOVaqtA8zM5mdm6b6rwCqkULN3vf4nZjapVp2CIAiCxUOtxu9rwKPA8qR/4KUjCJYUdwCHSVqRFGv+TIV6W5OMlkpclL2GvrWZunxOMhx/U8gfQ4qLnyrpBkn7F8r7AHeSDPe+hbLXSJ7bHzRDnwOBh8zsJeA9SdsXK/i87Qg85FnXAFsBA4GTy8jcFHjNzD4oU7YV0OAGNfCFcd0A5D9+cwHwa6XFso3xPLBFo7UWpguF621mU4CVJa3qWZWuV0UkrUHy3E/wrF6FsIdOpIeYDTzc4g+SvlVNpu+QMxR4VdLtko5wz3u5/o+TVC+pft6ceOkWBEGwOKnJy2Rmv2tpRYKgGmY21uM0+wJ/WwRRA83srsa6qyHvNuB0SRtnOs6TtDfwdWA34FJJO5jZYElfB2aY2auS3gCul7S6mf0nk3keyTh6sIlj6kvyHEN6SOhLMiYBOklqADYD7jKzsa7r55L+F+huZu82sT9Rfo4WyDezqZKeJXlna5HZHCrpQiF/oetVgV6SRpMM5gvMbIKk3qTwhf0W6jyFRfQCdgXulHSqmd1YSbiZHStpG1KIxABSCE+/MvWuJYVIsMI6m9W2JU8QBEFQE439yMVlZvZLSfdT5gvGzIqvboOgJRlKel3fG1ijQp0JpFfyj9cqVNLDpG386s3sWNJr6dWBmV7lK9k5AGb2maRLgFMK+UYKL3hW0qPADaSdUvoCW8gXsgGrAt8ni5M1s8luqB7aBN3XAL5Niok2oB1gkkre3Clm1k3SOqTQpe+a2VAv+5z5u7cUmQxsKGkVM/uwUDYB2E7SMmb2ueuxDCne9oVC3fOAu4B/NjKU7UhhEk1lAvDNPEPSJsBsM/vQ172VvV6SDgLO9OSx/reskVsJ93gPI83tOFKYx42NtBkHjFNaxDmVMsZvEARB0HI0FvZQWmF/MXBJmSMIliTXA2e58VCJ84ELJX0NQNIKkk6qJtTM9vJFSSUDaBgefuCv7I8EnijT9EaSB28tr7tuIeSgG+kV9zLAIcC2ZlZnZnXAASwc+gBwLskjWCsHA0PMbCOXvQHJoOpZGONbpDjY02oR6rGzfwauKC1Ek7SOpCPNbDJpkdqgrMkg4Hkvy+W8CEwkLQxbCCVOIsXPPlSuTiPcCvTMdl9oD1xBCnMociPZ9TKze7MFbPVN7VhSZ0mbZVndgFer1F/Zvcg11Q+CIAhahqrGr5mN8r9PljuWjIpBkDCzN8zs8kbq/A24GnhM0gRSPGj+hiOP+W2osBvB2cCmksaQjLzJwC1l+vovydBa27OWAy6W9KJ7cPsAvyB5JqebWb5DxT+Brdwjm8ucwPyQhVroC9xbyLub8qEG9wEdJPWqUfYg0sK1iZLGe/sZXnYMsLnSdl5TgM09rxznknaayLnI5/clUpjIrvkuDrViZnNJDxKDJE0CxpF2VbiqTN3i9WoKxZjfg4GVgZuUtiwbS4qFHlxFhoCT5dvUAb8jvL5BEARLnJp+4c29G+eT/rmvWMo3s01aTrUgCIIgfuGt+cQvvAVB20WL+gtvpLjFM4FLSQs7jqb5C1SCIAiCGtlmvY7UhxEXBEGw2Kh1q7P2ZvYPkqf4VTMbTFpkEwRBEARBEARfGmr1/H7si3ZelvRz0q9rNSduLgiCIAiCIAhajVo9v78EOgAnkbaR+gGN/HJTEARBEARBECxt1PojF8/56WxSvG8QBEEQBEEQfOlo7Ecuyv64RYn4kYsgCIIgCILgy0Rjnt+Ll4gWQRAEQRAEQbAEqGr85j9k4T8GsAXJEzypORvSB0EQBEEQBEFrUlPMr6R9gWuAKaT9fTeW9BMz+3tLKhcEQRAEQRAEi5Natzq7hPTzo5MBJHUCHgTC+A2CIAiCIAi+NNS61dk7JcPXeQV4pwX0CYIgCIIgCIIWo1bP7wRJfwP+Qor5PQR4TtL3AMzsnhbSLwiCoE0zbvos6k59sLXV+NIyLX4aOgiCArUavysC/wa+5ekZwFeA/UnGcBi/QRAEQRAEwVJPTWEPZnZ0leNHLa1k0HwkHSTJJG3h6WckNUh6TdIMP2+QVJe1OUDSfVn6NEmTs/T+koZm6b9KGlnod7CkAWX0mV2DzgdKGivpRUnjJB2Yld0oaarrPEbSblXkDHAZ473uUZ4/TNKkbOx3FXX2fg4uyKuTNN7Pe/u87p+VPyCpt58vK+k8SS9n/ZxeRsdmz7WkvTLZs7MxDXH9ZmXlDZJ293bzPD1e0v2SVqswfwtdK5+j6QW5q2Xll3v5MlleP0lX+fkykm6SdL0kZXV6S3qg0NcX16DSNcvqjpF0u5+vJOldSR0Lde6TdKaklyS1z/IflHRYoW5x/h7Lxl/uvi57z0rqKqkhq9dX0hxJy3l6G0ljy81/EARB0DLUutvDxsCJQF3eJn7k4ktBX+Bp4DBgsJntCMkgAbqb2c/LtBkBXJuldwY+kLS2mb0D9ACGu5zVgO2B2ZI2NrOpi6KspK6k/aX3MLOpfu89KukVMysZCQPN7C5Ju7qem5WRczywB/ANM/vADaEDsypHmFn9ougKvAGcDtxfpuwc4GvANmb2saRVgF+Xqbcoc/0w8LCXDQMGlMbkRvhTZrZfmT7nmlk3r3cTcAJwbhPGfamZLbQHuBu8BwGvA98EhhXKRdo1ZjngaDOr+AM6FSh7zSRtSXqQ/6aklczsI0mPkK73TV6nI9ATOBxoT7pug9xIXc7M7ijTX6X5K/Zf8Z4FxgEbSVrFzD4kXc8Xge2AZ8mubxAEQbBkqHXB233ANOBK0s4PpSNYipG0MrALcAzJ+K0JM5sBzJK0qWetB9xN+qLG/47w8++TjL87mtJHFQYA55WMaP97PjCwTN2Rrls5fgP8zMw+cDmzzOymxaBfzhjSPO2RZ0rqAPwYONHMPvb+PzSzwUUBrTzXUH0Om8quwHjgj6SHriKXA2sAR5nZ54upT0gG7c3AI0Dpgfx2Fpyjg4CHzGwOcBZwiKRuwAUk439RqHjP+jifA3b0ujsAV1P++gZBEARLgFqN34/N7Aoze8LMniwdLapZsDg4kPSF/xLwnqTtm9B2BNBDUmfgZeBfnl4W2Jb0hQ7JyLndj3IGT1PpAowq5NV7fpG9SQ9mC+Be1lXMbEqVfm7NXmlf1Gxtk4d3UCFvU+A19/TVQkvNda9CeEKnvFBSO2A3YGj55hXpn8l8Issv6XcvsF/p1b5zOMnwO8zMPqtFX+YbsiUqXbM+wJ0sOC8PATtIWsPTh3k5bgAPAP4J3GFmL9egz0IhKxmN3bOl67sS8DnJI54bvwt5fiUdJ6leUv28ObOqdB0EQRA0lVoXvF0u6UySZ+WTUqaZPd8iWgWLi77AZX5+h6drvWbDSV/M7UjewWeB35Je107yV/lfJRl6T5uZSfpM0tZmNn4RdBZpEWW1vIskXQisDexUo4wiiyPsATN7ShKSelWqI+lo4Bckr2cPM3u9UKWl5rrSa/v2blzWkYy2R2sa7HwWCntQ+gXI7wD9zexDSc8Ae5L2A4d0320BfIPKr/kX0FfSjYXyha6ZpK8DM8zsVUlvANdLWt3M/qMUK32wpLuBbqT/XwCY2f2S3gf+UGWcNYU90Pg9O5wU8vIU8JyZTZG0qaS1gJXN7JWiQDO7Fg+HWWGdzZoaHhIEQRBUoVbP7zak17gXMD/kYaGYv2DpwT1e3wb+JGkaKWygj8dd1sIIkkHWAxjpXswVgd7MN176AKsDU72POhb9dfwEoHshb3tgYpYeSDIEB+ExnTke6vCRpE0WUZdaOZcUQ1piMrChe6Axsxs8xnYW0E7SCZlHcV2W/FyXYn43ApZn0V/7Q/LCdwTGuX49WdA7/SJwKHCnpC5KCzFLc1C83k2hL7CF9zkFWJUUHgLzQx8OBv5qZp8W2n7ux6LS2D37L+DrpDkpLQx9w3WLkIcgCIIlTK3G70HAJmb2LTPb1Y9vt6RiwSJzMDDEzDYyszoz2wCYSvoCroWJwLpAL2C05zUAxzP/C7svsLfLr8Nfay+i3hcDp8l3n/C/v6EQY+6xlJcDy0jaq4yc84GrJa3qclaVdNwi6lYWM3uEZJh29fQc4M/AVZJW9P7bkQxNzOxqM+vmx5u00lyb2SzgJGBAIUShOfQFjs302xjY0+OfS/2NII3pQWBUNgfN8sD7ArtDgG2zfg9gvtH9BGkx5Al4yEMLUfWe9YeZ14F+zDd+RwK/JIzfIAiCJU6txu8YoOx2SMFSS19S7GXO3aTYy0bxlfjPADMzj9lIYBNghH/Bb0jyapXaTCXtVFBa3DNI0hulw/M65HmSflXotwE4Bbhf0oukBV4ne345Hc8BTi4zhD+SjJ/nlLYne5L/196dx9tV1Xcf/3yZZ2QsCJEwKYJAgIAQAiWATEUZCkIaiqnwoH2waFqi2PBQSo1MRUGhWETEWMaHSUQLFEwEEwZDyIgBEpICKT6AWAYJKOT3/LHWSdbdOfvcc2/uzb32ft+v13nds9dee6211z7nnt9Ze+194O1ifTl/9IGabvjXop2P1ORpGA9sXSyPA14CZkt6knTK+wfAf9Xsx4r2dTPVOb8nVDNExJOk93ezQLruWI2plLszcDjLpjgQEb8j3WXkk2WBEXEP8I/AvcV83HZVj9mBwKKIWFTkeQjYWdKW+QvS7aTpJg91sa5WOryu23zNTgbWLKa8LD2+PdguMzNrg9q525DSbZQaF96Uc359qzMzs140dOjQmDp1haenm5kNKJKeiIim0+raveDtH3qwPWZmZmZmfaKt4Dcifp6vNt87Jz2eb8BvZmZmZvZHo605v5I+Tbr90omkK7YfazZ/0MzMzMysP2t32sM4YO/GaG++P+UDwG291TAzMzMzs57W7t0eVqlMc/hNF7Y1MzMzM+sX2h35vVfSfSy7V+ZJwE97p0lmZmZmZr2jZfAraQfgTyJirKTjST+QINI9Km9YCe0zMzMzM+sxnU1duBx4TaUmxQAAIABJREFUEyAi7oiIv42IMaRR38t7u3FmZmZmZj2ps+B3cETMrCbmnyMd3CstMjMzMzPrJZ0Fv2u1WLd2TzbEzMzMzKy3dXbB2y8l/a+I+G6ZKOk04Inea5aZmQHMWvQ6g8/5SV83Y8BbeNGf9XUTzKyHdBb8fgm4U9IolgW7Q4E1gON6s2FmZmZmZj2tZfAbEf8PGCZpBPCxnPyTiPhZr7fMzMzMzKyHtfVDFRExMSK+nR9tBb6SQtJlxfLZks4vls+QNDc/Hpc0vKac66s/pSzprfx3sKTFkqYXj1OLfHvkdhyel+/MeeZJer3YZliTeleT9KqkCyvpkyRNLZaHSpqUnx+Uy31S0tOSHpJ0dM1+jZa0RNJuRdpsSYPz8w0lTZA0Pz8mSNqwpqy3mpR9ZbHctK/b6Q9Ju0uaXiyPlPS2pNXz8q6SZhbrr5C0SNIqeV2jzNckLcjPH2h17CQtlDRL0kxJP5e0Tc1+T5I0tFgeLGl25ViU5R9a5D0uvzZ2ysuP5TzPS3ql2KZxPL4qaZSk8yWdXWnHQkmb5udbS/qRpGfzcbtC0hqSDi/KfCu/PqZLmlAp605JxxbLT0s6t1i+Xem2g0jaTNIfJH0uL1+Vy3yq0rcnKL2PFhRpU4rXSmN/50oa06yvi/pnSLqpklaWPU3Sfs1eD0XacnW26p98LENpulWjjMZ7++wmbajuX9P3WWfHvMi/hqTL8/F8Nh/frYv1tf/ryteLpF0kPSNp7SLvTySd3KrPzcysZ/Xmr7S9CxzfCApKSgHh54DhEbET8HngRklbdKOe+RExpHiUwcRI4Bf5LxFxXEQMAU4HHi62mdKk3MOAp4FPS1Jl3eaSjqxpz8MRsUdEfAQ4C7hS0iE1eV8k/XR0M98DnouI7SNie2ABcG1N3lqt+rrN/pgFbCNp/bw8DJgL7FEsT851rUKaDvMCcGBEzGqUCdwNjM3LjSC01bEbERG7AZOAc+mehyvlP1Csa7w2TgaIiI/ndp4H3FJsszDnPwy4v1Vl+XVyB3BXROwIfBhYDxgfEfcVfTEVGJWXT60UM4XUp0jaBHgL2K9Yv1/OA3Ai8CjLXt9n5vKPomPfNn6GfGyRVn7huyVvtz8wTtKgmv37KOl/xoGS1q2sHpvLOAf415y/w+uhkr9DncBTnfTPLNKP6zScDMxo1oYm+9f0fdbGMW/4OrA+8OF8XO8C7ij+L9T+r6vUN4f0+hgHkL/krB4RN7fazszMelZvBr/vAdcAzUaSvkL6oHoVICKmAT8AzuypyvMH0wnAaOAwSa3uXNHMSOAK4Hlg38q6S2kjIIuI6cAFwBdqstwD7CLpI2Wi0o+L7AX8U5F8ATBU0vZttX6ZFerriFgC/BL4eE7aC7iKHKDlv41gbAQwG7iaHJD1gEeArXqoLAAkrUcKuk4jB7+d5N8AWCMiXukk68HAOxHxfYCIeJ/0+v+spHXabN5kOvbtPcBmSrYFFkfEr/P6kcDfAVtLWuE+iojfAPOALWuy/AXwQ9KXgE/V5HkI2CE/7/T10EadDc8Da0n6k/zePgL49062aWj6PmtHPm5/BYzJx5N8fN8lHW9o/b+u6gLgRElDgIvowf95ZmbWnt4MfiEFSaO0/On6XVj+bhFTc3ozlxanJKdX1m2vjqe2D8jp+wMLImI+afTwqHYbnU9LHkL60LyJ5T+4HwHeVZoL3ZlpwE4165YAlwB/X0nfGZje+LCFpYHUdJr30dqV/rmgWNfVvm5mCmnu97q5zZPoGKBNzs9HkvrrTuBo5akRLdQdu9IRpJG2OjcU+139ye0DKuU3vjgcC9wbEc8Ar0nas5N2Hgo8WCyPqfT3B3P6cn0dEW+QArcdaM8TwMckrUHq20dIZyA+SsdR9kHAFhHxOHArHUdF65Tvo+V+oVHSh0i3N1zu3t7ZScAtNH9PNHySNEoLbbwe2qizdBtptHsY6X31bmV93f7Vvc/asQPwfD6Opep7qO5/XQcR8TZwNulLws0R8WyzfEpTlaZKmvr+2693o9lmZlanV4Pf/IExgXT6vzMComZdeTpzSGVd9dT5wzl9JNA4nXgzXRuJPBqYmD+obgeOk7RqJc/XaO90fHXKRNWNwL55VK/cpllf1KUvrvTPeW20qa6vm2mMRu4D/DJ/odhB0mbAehHxXA7WjiKd8n8DeIw0VaCVumMHMFHSy6TA88YWZYwq9rv6Bac67WF+Tu/qa6M6yvjNSn//V07v6nFbTkS8C8wB9iSdcXiMFAAPo+Mo+8mkoLfdfYCO76NRRfpJkuYAzwFXRMQ7y+2AtDfwSkT8J+mLwJ6SNiqyXJq/CJwBnNbG66HTOpu4lRT8NoLqdvcPmr/P2tHWMe3K/7qI+DHw38C/tMhzTUQMjYihq67TMp42M7Mu6u2RX0g/g3waUM4RfIp0+ry0Z05fYTlQ/XPgPEkLgW8DRxbzVjszEjg0b/sEsAnpFO5SkS78W4vlp0RU7QH8qm5lRLwHXEaantAwB9hDHS8SWgXYvVVZNXqirx8F9gaGkwIxSPMoT2ZZMHYEsCEwK/fbcFZs6sMIYBtSX1wAIOm+PKrX5bnPDXke7cHAtbmdY0mBWKsvKfsAj7dR/BzSrQDL+jYABgHzm27R3BTSHNn1I+K3pP5vBL/lKPvovA93A7tL2rELdZRuiYhdgAOAyyRtoXRBYGMUdWiub6dc33xgA9J7rKEReH4iImbT+ethuTo7a2Se7vEH4BN0HInvVM37rB3z6DjnvaHZe6jZ/7o6S/LDzMxWsl4PfiPiNdKIzWlF8iXAxTkQIc9/G02LkZAuOhSYERGDImJwRGxDGsE9tpPtGsHKcOBDedvBpHl5zQK58cCXW5S1G/B/SKdEW7k+t3kzgIiYBzxJx5Hlc4FpeV1XrHBfR8SbpIuWRrMs+H2EdB/oRvA7Eji96LNtSXOt253r2qzexbmOUyVtHBGH5wDr9O6WSZoHPiEitsltHUS6mLDubiO7AHPLKSgtPAiso2V3rViVFHBdn88itGsy6SLFxgVdM0lfsj4EzMlzV9eNiK2K/r6QNuYvtxIRj5Dm9H4xIu4sRrankUZcdyvqO4bWX27aej2UdbbZzPOAr7R5PKqup3iftSMifkeaI/+NxtmffHzXAX5Wydvsf52ZmfUzK2PkF1IAsPRK6Ii4G7gOmCJpLvBd4JSIeKkbZVfnjZ5F+uC9s5LvdtIFO505HvhZPv3c8CPgU5LWLDNGxE+B6kVQByjf6owU9J4VES1HqSLi98C3gM2L5NOADyvdhmw+6c4BXf5Q7cG+ngysGREv5OVHgO1yuesAhwNLf4YqBw2/IM0BrdPs2FXb/xLpFHd3Lgyqzvk9ga6/No4E7m2nsogI0t0NTpT0LPAM8A5dn2s6hdS3j+Ry3wNeBqbmCxDr9qGzkfZLK/2xRpM8FwN/VRnpPBBYFBGLirSHgJ0lLXehWjdeD83qbCoipkRE3RzwlvtX8z5rx1dJx/GZfFxPBI7Lx7uqw/+67FxJLzYeXazbzMx6mJr//zYzAEn/AZzazS9mZits6NChMXXq1M4zmpnZUpKeiIihzdZ19vPGZgNaRHyir9tgZmZmPWdlTXswMzMzM+tzDn7NzMzMbMBw8GtmZmZmA4aDXzMzMzMbMBz8mpmZmdmA4eDXzMzMzAYMB79mZmZmNmA4+DUzMzOzAcPBr5mZmZkNGP6FNzOzfmzWotcZfM5P+roZNgAtvOjP+roJZr3CI79mZmZmNmD0avArKSRdViyfLen8YvkMSXPz43FJw2vKuV7SCZW0t/LfwZIWS5pePE4t8u2R23F4Xr4z55kn6fVim2FN6l1N0quSLqykT5I0tVgeKmlSfn5QLvdJSU9LekjS0TX7NVrSEkm7FWmzJQ3OzzeUNEHS/PyYIGnDmrLealL2lcVy075upz8k7S5perE8UtLbklbPy7tKmlmsv0LSIkmr5HWNMl+TtCA/f6DVsZO0UNIsSTMl/VzSNjX7PUnS0GJ5sKTZlWNRln9okfe4/NrYKS8/lvM8L+mVYpvG8fiqpFGSzpd0dqUdCyVtmp9vLelHkp7Nx+0KSWtIOrwo8638+pguaUKlrDslHVssPy3p3GL5dknH5+ebSfqDpM/l5atymU9V+vYEpffRgiJtSvFaaezvXEljavq6tj9V816XNK7I+37x/KyyHyttmyHpkMoxfrrY9rYmbSv3YY6k2yStU5Td6v9H+Xq5p0nZjfpn5v65UtIHasoKSX9TrLtS0uhi+W9zGbPyfn5D+X1kZmYrR2+P/L4LHN8ICkpKAeHngOERsRPweeBGSVt0o575ETGkeJTBxEjgF/kvEXFcRAwBTgceLraZ0qTcw4CngU9LUmXd5pKOrGnPwxGxR0R8BDgLuLL8MK94ERhXs+57wHMRsX1EbA8sAK6tyVurVV+32R+zgG0krZ+XhwFzgT2K5cm5rlWA44AXgAMjYlajTOBuYGxebgShrY7diIjYDZgEnEv3PFwp/4FiXeO1cTJARHw8t/M84JZim4U5/2HA/a0qy6+TO4C7ImJH4MPAesD4iLiv6IupwKi8fGqlmCmkPkXSJsBbwH7F+v1yHoATgUdZ9vo+M5d/FB37thEwji3Syi98t+Tt9gfGSRpUs4t1/dn0vR4R44t9Xlxs960mZY/N+b4EfKeyblSx7QlNtl26DxGxC/B74KSafN0xKr8WdyPt649q8r0MfFHSGtUVkj5Peg3tGxG7Anvn/Gv3YDvNzKwTvR38vgdcAzQbSfoK6cPuVYCImAb8ADizpyrPgcgJwGjgMElrdbGIkcAVwPPAvpV1l9JGQBYR04ELgC/UZLkH2EXSR8pESTsAewH/VCRfAAyVtH1brV9mhfo6IpYAvwQ+npP2Aq4iB2j5byMYGwHMBq4mB2Q94BFgqx4qCwBJ65ECvdPIwW8n+TcA1oiIVzrJejDwTkR8HyAi3ie9/j/bGIlsw2Q69u09wGZKtiUFkb/O60cCfwdsLWmF+ygifgPMA7bs4qat3utdtULHW9JqwLrAb3ugLR1ExO+BLwMfkrR7kyyvAA8Cn2mybhzw1xHx342yIuKiiHijp9tpZmb1Vsac36uAUVr+dP0uwBOVtKk5vZlLy9OtlXXbV07FHpDT9wcWRMR80ujhUe02WtLawCGkwOMmlg/kHgHelTSijeKmATvVrFsCXAL8fSV9Z2B6Dp6ApYHUdJr30dqV/rmgWNfVvm5mCjBM0rq5zZPoGKBNzs9HkvrrTuDoNk7p1h270hHAXS3KuKHY759W1h1QKb/xxeFY4N6IeAZ4TdKenbTzUFJQ0zCm0t8fzOnL9XUObp4HduikjoYngI/l0cNhpNfa08BH6TjKPgjYIiIeB26lvZHO8n10Q3WlpA8BawEzl98UqO9PqH+vd1Wz431DUeelNdudlI/FImBj4Mcr2I6m8vtwBvXv6YuAv5O0aiMhnzVZLyIWtFOH0jSlqZKmvv/26yvcZjMzW6bXg9/8wT+BdPq/MwKiZl15unZIZV311PnDOX0kcHN+fjNdG4k8GpgYEW8DtwPHlR9m2ddo73R8dcpE1Y3AvnlUr9ymWV/UpS+u9M95bbSprq+baYxG7gP8Mn+h2EHSZqQP9edysHYU6ZT/G8BjpNO8rdQdO4CJkl4mBZ43tihjVLHf1S841dP083N6V18bRwD/Xix/s9Lf/5XTu3rclhMR7wJzgD1JZxweIwXAw+g4yn4yKehtdx+g4/toVJF+kqQ5wHPAFRHxTs32df3Z1fd6M5dKeg74N+DrlXXltIexNds3pm5sQZqq08jXrN+78tpvpvY9nQPcx4G/qORfWqeWzf9eqCbXG0TENRExNCKGrrrOin6XMDOz0sq628PlpNPL6xZpT5FOn5f2zOkrLAeqfw6cJ2kh8G3gyGLeamdGAofmbZ8ANiGd0l8qIn5GGiWrTomo2gP4Vd3KiHgPuIw0PaFhDrBHnkMLLJ1Pu3ursmr0RF8/SpqjOJwUiEGar3wyy4KxI4ANgVm534azYlMfRgDbkPriAgBJ9+WgoctznxvyPNqDgWtzO8eSgr9WX1L2IQU0nZkDDC0T8pSJQcD8pls0NwU4EFg/In5L6v9G8FuOso/O+3A3sLukHbtQR+mWPFf2AOAySVsoXRDYGG0d2lkBWbP3ervGkkbHzyVNy+mWiAjSqO+BOek3wEaN9ZI2Bl7tbvn5f8uutH4ffp30fl4lt+kN4HeNL7iN+d+kKULLzQ82M7Pes1KC34h4jTRCdVqRfAlwcQ5EkDSENDf3X3qo2kOBGRExKCIGR8Q2pBHcYzvZrhGsDAc+lLcdTJof2yyQG0+aA1hX1m7A/yGdEm7l+tzmzQAiYh7wJB1Hls8FpuV1XbHCfR0Rb5IuYhvNsuD3EdLFSY3gdyRwetFn25LmWrc717VZvYtzHadK2jgiDs+jf6d3t0zSPPAJEbFNbusg0sWEdXcb2QWYW05BaeFBYB0tu2vFqqQvNtfnswjtmky6SHFGXp5J+pL1IWBOniO+bkRsVfT3hbQxf7mViHgE+CHwxYi4sxhtndrZtnn7Zu/1rtS/hDTPfhXlO7R003CWfdmYRPpy0wgyRwMTu1NonsZzIfBCRNRNDSEi5pK+XJZ3erkQuFr5ThH5y1ZXr0MwM7MVtDLv83sZsPRK8Ii4G7gOmCJpLvBd4JSIeKkbZVfnjZ5FCsTurOS7nY6nIuscD/wsn35u+BHwKUlrlhkj4qeki1xKByjf6owU9J4VEQ/SQr6Q5lvA5kXyacCHlW5DNp9054AuBxU92NeTgTUj4oW8/AiwXS53HeBwYOnd+CPid6S7KXyyRZnNjl21/S+R5hF352LI6hzVE+j6a+NI4N52KsujjscBJ0p6FngGeIfl53R3Zgqpbx/J5b5HujPA1Bwg1u1DZyPtl1b6o9mo48XAX9WcJWnWn1Ud3utdlfvwa3T8UlnO+X2gZtOT8vqZpLMt/5TLuwd4GHgizwnen45nWUqHSHqxeDTusnFDLnc2aVT7mDZ2ZTywdbF8NfAA8FguazLpC+6TbZRlZmY9ROlzxszqSPoP4NRufjEzWyFrbrljbPmZy/u6GTYA+Rfe7I+ZpCcioumUPf+8sVknIuITfd0GG7h23WpDpjoIMTPrMf55YzMzMzMbMBz8mpmZmdmA4eDXzMzMzAYMB79mZmZmNmA4+DUzMzOzAcPBr5mZmZkNGA5+zczMzGzAcPBrZmZmZgOGg18zMzMzGzAc/JqZmZnZgOGfNzYz68dmLXqdwef8pK+bYWZ/ZBb6Z9FreeTXzMzMzAYMB7+GpJB0WbF8tqTzi+UzJM3Nj8clDa8p53pJJ1TS3sp/B0taLGl68Ti1yLdHbsfhefnOnGeepNeLbYY1K79YHi3pyvz8fEmLKnV+oMh7RV6/iqRdizyvSVqQnz9Q5L9X0laSJkkaWqQPljS7WB6e+6nRZ2fk9HFFHe8Xz88qtpWkVyVtlJe3zP0yvMjziqRN8vPj8vqd8vJjucznc75GHYMlLZQ0q0j7VnHcGvs7Q9IhNce3aX9KOii34ZNF3ntyeu1xLPuxaNtMST+XtE1R1vuVOs9p0rZyH+ZK+odi3UJJmxbLB0m6p+b1cnaTshv1z8n987eSVqkpa4mk3YptZ0sanJ+vJ+lqSfMlPSnpCUn/q1lfm5lZ7/G0BwN4Fzhe0oUR8Wq5QtLRwOeA4RHxqqQ9gbsk7RMRv+5iPfMjYkjNupHAL/Lf+yLiuFz/QcDZEXF0F+tq+GZE/HM1MQcvxwEvAAdGxCRgSF53PXBPRNxW5F8b2DgiFkmqrUzSFsCNwLERMS0HXfdJWhQR44HxOd9bzfoiIkLSY8B+wE+BYcCT+e8vJH0EeDUifpM3afTbycD5EfHxXP5oYGhEfKFoG8CI6jHOxkbEbZJGANcAO9bs4nL9mct9ERgH/LiyP7XHsUk/jsivsX8EzgUageHiFq+bZvuwFvCUpAkRsaCN7TqztH5Jm5OO74bAPzTJ2+iHk5qsuxZ4DtgxIpZI2gz4bA+0z8zMusAjvwbwHingGdNk3VdIQcWrABExDfgBcGZPVa4UBZ0AjAYOy8FLbxsBzAauJgWQnTkImNRGvjOB63M/kfvty8Byo5UtTCYFu+S/3yAFw43lKZBGEoH9gdNIwW9PeATYqhvbzQBel/SJPmxDQ+P187seaEsHEfEycAbwBTX/FnQPsEv+krKUpO2BfYBzI2JJLuuViLi4p9toZmatOfi1hquAUZI2rKTvAjxRSZua05u5tDxFXVm3feX09QE5fX9gQUTMJwWYR3Wh3WtX6rugsn5MsX5ikT4SuAm4Ezha0uqd1HMkcG+xfENR50+L9K72VzNTWBb87gPcBQzKy8NIwTHAscC9EfEM8Foele/MxKI/mn3ZOSLXV6euPwG+RhqxXVHVNqxded00G1WF/Nojjb7enAPVHhcRz5H+d27eZPUS4BLg7yvpuwAzGoFvZ5SmGk2VNPX9t19fofaamVlHnvZgAETEG5ImAGcBizvJLiBq1o2tTBco5+TWTXsYCdycn98M/CVwR1sNr5wSb5zuL9Y3O02/BinAHhMRb+ZpBocBrS6p3x8o54OOioipubzBpBE/qO+buv5q5nFgD0nrAqtHxFuSnpO0Ayn4bczPHglcnp/fnJendVJ23bSHSyVdQgro9m2xfdNpJAAR8bAkii81XTVR0p8AL9MxiO7qtIf1gAclDYuIKaz48Wimfu5LmhYxTtK2tRtL44ATgc0j4oPLNS7iGtLZGNbccscVbauZmRU88muly0mn0Nct0p4C9qrk2zOnrzBJqwJ/DpwnaSHwbeBISes3yTuoGP37/ApUewRpzuasXOdwWkx9kLQd8EJE/L6NsufQMfiG1H9t91dEvA3MI80HbQSzj5IC9s2Bp5UueDsYuDbvw1jgpJpT8e0YC+xACjp/ACBpfM0IfivjSXNeu2MEsA2pD6sj+G2LiLdIZxAaFwn+BtioyLIx0OwLQFvy6+F9UpDerP73SF9QvlIkPwXs3rhQLiLG54B+g+62w8zMusfBry0VEa8Bt5IC4IZLgIu17O4CQ0hzc/+lh6o9lHQ6eFBEDI6IbYDbSaf0q+17ISKG5Md3VqDOkcDpub7BwLakucbr1OSvTnlo5SpgdO4ncr9dTOrHrpgMfIk0/5X894vAoxERpDnSEyJim7wfg4AFLAv4uiyfkr8CWEXS4RExrtHfXSjjflKguXs327CYtN+nStq4O2VIWg34ODA/J00inU1ofNk6BahO2Wi37M2A7wBX5uNQ53rSa3szgIiYR5r+8rXcBvLc9u5+WTEzs25y8GtVlwFLbwsVEXcD1wFTJM0FvgucEhEvdaPs6pzfs0iB6J2VfLcDf9G95i9nTKXOnYHDKaY4RMTvSHdM+GRNGUfQZvCb++UU4Lu5v6YA10XEj1tvuZzJwHYsC36nAVvn8qD7/VbO+Z3QpP1Bmrv75Zrtq/05uEme8bmt3ZL78CaWXVRZnfN7Uc2mjTm/M4FZLJs680/ADpJmkO6cMQ/4t5oyzpX0YuNRqX8O8ABwP/CPnezD74Fv0XFe8OnAJsA8SU/ksr7SZHMzM+tFaj14YTawSVoTmBwR1akMZivFmlvuGFt+5vLOM5qZFQb6L7xJeqLus9sXvJm1EBHvsvwcXrOVZtetNmTqAP8QMzPrSZ72YGZmZmYDhoNfMzMzMxswHPyamZmZ2YDh4NfMzMzMBgwHv2ZmZmY2YDj4NTMzM7MBw8GvmZmZmQ0YDn7NzMzMbMBw8GtmZmZmA4Z/4c3MrB+bteh1Bp/zk75uhpnZStWbP8/skV8zMzMzGzAc/JqZmZnZgOHgd4CTFJIuK5bPlnR+sXyGpLn58bik4TXlXC/phEraW/nvYEmLJU0vHqcW+fbI7Tg8L9+Z88yT9HqxzbBm5RfLoyVdmZ+fL2lRpc4PFHmvyOtXkbRrkec1SQvy8weK/PdK2krSJElDi/TBkmYXy8NzPzX67IycPq6o4/3i+VnFtpL0qqSN8vKWuV+GF3lekbRJfn5cXr9TXn4sl/l8zteoY7CkhZJmFWnfKo5bY39nSDqk2fHNeTeT9AdJn6ukN8qeIel+SVsU62ZIuqmSf7k6W/VPPpYhaYeijDE5bWilDc32b5GkNfPypjlvp8e8qGtrST+S9Kyk+fm1s0Zed1BuxyeL/PdIOig/n1S08QxJtxT5NsjlbVvX52Zm1vM859feBY6XdGFEvFqukHQ08DlgeES8KmlP4C5J+0TEr7tYz/yIGFKzbiTwi/z3vog4Ltd/EHB2RBzdxboavhkR/1xNlLQKcBzwAnBgREwChuR11wP3RMRtRf61gY0jYpGk2spy0HcjcGxETJO0KXCfpEURMR4Yn/O91awvIiIkPQbsB/wUGAY8mf/+QtJHgFcj4jd5k0a/nQycHxEfz+WPBoZGxBeKtgGMqB7jbGxE3CZpBHANsGPNLp4IPJrr/dfKuhH5NfJ14O+BsyR9lPQF+0BJ60bE7+rqjIgd6/pH6cvYrLyfX8vJJwBPNWtDk3a/D3wWuLqREBGzaHHMi7oF3AFcHRHHSFqV1EfjgbE524vAOODHTeoufRf4jKRDI+IB4ALguohY0Ml2ZmbWgzzya++RPszHNFn3FVKQ8ipAREwDfgCc2VOV5+DiBGA0cJiktXqq7BZGALNJwdDINvIfBExqI9+ZwPW5n8j99mXgnC60bTIp2CX//QYpGG4sTwGQtB6wP3AaKSjsCY8AW7VYPxL4O2BrSXX5HgIaI7R/AfwQuB/4VDfrbLgLOAZA0nbA68ArbWwHcDkwRlJ3vuwfDLwTEd8HiIj3Se+Vz0paJ+eZAbwu6ROtCoqIAP4auDyPBh8CXNqNNpmZ2Qpw8GsAVwGjJG1YSd8FeKKSNjWnN3NpcSp5emXd9uo4BeGAnL4/sCAi5pMWUabSAAANs0lEQVQCzKO60O61K/VdUFk/plg/sUgfCdwE3AkcLWn1Tuo5Eri3WL6hqPOnRXpX+6uZKSwLfvchBX2D8vIwUnAMcCxwb0Q8A7yWR+U7M7Hoj2Zfdo7I9S1H0iBgi4h4HLgVOKmmjqNJo7TkPLeQ+rruS0ZtnRVvAC9I+lgu65Ymeer273nSCPlftlFP1XLHNCLeyGXuUCR/DTi3s8IiYiZwH/AgcFZE/L5ZvjxFYqqkqe+//Xo3mm1mZnU87cGIiDckTQDOAhZ3kl1A1KwbW5kuUM7JrZv2MBK4OT+/mRSg3NFWw2Fx5fT4aGBosX65aQ95ruZRwJiIeDNPMzgMaHUvqf2Bs4vlURExNZc3GLinUTzN+6auv5p5HNhD0rrA6hHxlqTn8nzXYUBjfvZI0ogmpH4bCUzrpOy6aQGXSroE2BzYt2bbk0lBb6O+75FGpRsmSnofmAmcK2lv4JWI+E9JLwLXSdooIn7bhTqrbs7tOJw0avpXbe4fwNeBu2l9nJupO6Yd0iPiYUkUX+pauQo4MiIm1mWIiGtIZ2RYc8sdu/L6MTOzTnjk1xouJ51CX7dIewrYq5JvT5afa9ktef7knwPnSVoIfBs4UtL6TfIOKkb1Pr8C1R4BbAjMynUOp8XUh3yK/YW6EbqKOXQMviH1X9v9FRFvA/NIc1QbweyjpIB9c+BppQveDgauzfswFjhJrSYktzaWNIp5LmlaC5LGV0bwRwKjc313A7tLKucGj4iIIRFxakT8d86/U84/H9iAdKxr62zDj0lfjp7Po69ti4h5wHTg013ZjibHVNIGpNH4+ZW840lzfzuzJD/MzKwPOPg1ACLiNdLI3mlF8iXAxVp2d4EhpLm5/9JD1R4KzIiIQRExOCK2AW4nndKvtu+FHFwNiYjvrECdI4HTc32DgW1Jc43XqclfnfLQylWkALFxIdUmwMWkfuyKycCXSPNhyX+/CDya542eAEyIiG3yfgwCFpAC+W6JiCXAFcAqkg6PiHGN/s4X2q0bEVsV/XYhNXON8wWFJwK7FfmPofIlo1pnG21cTJqHPr6buzmejiP47XgQWEf57iT5C9tlpLndb1fadz+wEbB7N9tnZmYrgYNfK10GbNpYiIi7geuAKZLmkq5WPyUiXupG2dU5v2eRgqE7K/luJ10o1RPGVOrcmXTKfOmp73wHgl8An6wp4wjaDH5zv5wCfDf31xTS1fyd3QWgajKwHcuC32nA1rk86H6/lXNiJzRpf5Dmrn65sqquvroR8wOBRRGxqEh7CNhZ0pZt1tlURNzcuKCwic72bw6dTw2pbhOkO4OcKOlZ4BngHdIdLZoZTzpWpZ9IejE//m9X6jczs56n9L/dzKqU7g07OSKqUxnMVpqhQ4fG1KlT+7oZZmZ/VCQ9Uff57QvezGpExLssP4fXzMzM/oh52oOZmZmZDRgOfs3MzMxswHDwa2ZmZmYDhoNfMzMzMxswfLcHM7N+TNKbwNN93Y4WNgXqflmvP+jv7YP+38b+3j7o/210+1ZcV9u4TURs1myF7/ZgZta/Pd2fb7cnaarbt2L6exv7e/ug/7fR7VtxPdlGT3swMzMzswHDwa+ZmZmZDRgOfs3M+rdr+roBnXD7Vlx/b2N/bx/0/za6fSuux9roC97MzMzMbMDwyK+ZmZmZDRgOfs3MzMxswHDwa2bWD0k6QtLTkuZJOqeP2jBI0kRJv5I0R9IXc/rGkv5D0rP570bFNl/NbX5a0uErqZ2rSnpS0j39tH0fkHSbpLm5L/frT22UNCYf39mSbpK0Vl+3T9J1kl6WNLtI63KbJO0laVZe9y1J6sX2XZqP8UxJd0r6QF+1r66NxbqzJYWkTfuqjXXtk/Q3uQ1zJF3SK+2LCD/88MMPP/rRA1gVmA9sB6wBzAB27oN2bAnsmZ+vDzwD7AxcApyT088BLs7Pd85tXRPYNu/DqiuhnX8L3Ajck5f7W/t+AJyen68BfKC/tBHYClgArJ2XbwVG93X7gAOBPYHZRVqX2wQ8DuwHCPh34MhebN9hwGr5+cV92b66Nub0QcB9wH8Cm/azPhwBPACsmZc37432eeTXzKz/2QeYFxHPRcTvgZuBY1Z2IyLipYiYlp+/CfyKFCwdQwroyH+Pzc+PAW6OiHcjYgEwj7QvvUbS1sCfAdcWyf2pfRuQPuS/BxARv4+I/+5PbST94NXaklYD1gH+q6/bFxEPAa9VkrvUJklbAhtExCORoqQJxTY93r6IuD8i3suLjwJb91X76tqYfRP4MlDe8aBf9CHw18BFEfFuzvNyb7TPwa+ZWf+zFfBCsfxiTuszkgYDewCPAX8SES9BCpCBzXO2vmj35aQP8iVFWn9q33bAK8D389SMayWt21/aGBGLgH8GngdeAl6PiPv7S/squtqmrfLzavrK8FnSKCT0o/ZJ+hSwKCJmVFb1lzZ+GDhA0mOSfi5p795on4NfM7P+p9mctT67L6Wk9YDbgS9FxButsjZJ67V2SzoaeDkinmh3kyZpvd2vq5FO7V4dEXsAvyOdsq+zsvtwI9Ko2rbAB4F1JZ3SapMmaX19z9S6NvVJWyWNA94Dbmgk1bRjZR/rdYBxwHnNVte0ZWX34WrARsC+wFjg1jyHt0fb5+DXzKz/eZE0L69ha9Kp6JVO0uqkwPeGiLgjJ/+/fLqR/LdxanJlt3t/4FOSFpKmhhws6d/6Ufsadb4YEY/l5dtIwXB/aeOhwIKIeCUi/gDcAQzrR+0rdbVNL7Js6kGZ3mskfQY4GhiVT8P3p/ZtT/qSMyO/Z7YGpknaoh+18UXgjkgeJ53R2bSn2+fg18ys//klsKOkbSWtAZwM3L2yG5FHXL4H/CoivlGsuhv4TH7+GeBHRfrJktaUtC2wI+lilF4REV+NiK0jYjCpj34WEaf0l/blNv4aeEHSR3LSIcBT/aiNzwP7SlonH+9DSHO7+0v7Sl1qU54a8aakffO+nVps0+MkHQF8BfhURLxdaXefty8iZkXE5hExOL9nXiRd0Prr/tJG4C7gYABJHyZdIPpqj7evJ67Y88MPP/zwo2cfwFGkuyvMB8b1URuGk04hzgSm58dRwCbAg8Cz+e/GxTbjcpufpgevXG+jrQex7G4P/ap9wBBgau7Hu0indftNG4F/BOYCs4Efkq6o79P2ATeR5iD/gRSkndadNgFD837NB64k/7JtL7VvHmleauO98p2+al9dGyvrF5Lv9tCP+nAN4N9yfdOAg3ujff55YzMzMzMbMDztwczMzMwGDAe/ZmZmZjZgOPg1MzMzswHDwa+ZmZmZDRgOfs3MzMxswHDwa2Zm1ockhaTLiuWzJZ3fQ2VfL+mEniirk3pOlPQrSRMr6YMlLZY0XdJTkibkH07pzbYMkXRUb9Zhf9wc/JqZmfWtd4HjJW3a1w0pSVq1C9lPA/53RIxosm5+RAwBdiX9Atene6J9zUhajXRfZQe/VsvBr5mZWd96D7gGGFNdUR25lfRW/nuQpJ9LulXSM5IukjRK0uOSZknavijmUEkP53xH5+1XlXSppF9Kminpc0W5EyXdCMxq0p6RufzZki7OaeeRfhDlO5IurdvJiHif9GtwW+Xt9sr78ISk+4qfLp4k6XJJU3I9++T0jSXdldv7qKTdcvr5kq6RdD8wAbgAOCmPNp8k6U/z8+mSnpS0fpvHxf6HWq2vG2BmZmZcBcyUdEkXttkd+CjwGvAccG1E7CPpi8DfAF/K+QYDfwpsD0yUtAPpZ2Bfj4i9Ja0JTM7BI8A+wMciYkFZmaQPAhcDewG/Be6XdGxEXCDpYODsiJha11hJawEfB76Ypz58GzgmIl6RdBIwHvhszr5uRAyTdCBwHfAx0i/RPRkRx+b6JpBGecltGh4RiyWNBoZGxBdyvT8GzoyIyZLWA95pt4PtfyaP/JqZmfWxiHiDFMyd1YXNfhkRL0XEu6Sfdm0Er7NIAW/DrRGxJCKeJQXJOwGHAadKmg48Rvrp4B1z/sergW+2NzApIl6JiPeAG4AD22jn9rme3wDPR8RM4COkgPY/8rpzSVMiGm4CiIiHgA0kfYA0uvzDnP4zYBNJG+b8d0fE4pr6JwPfkHQW8IHcdhvAPPJrZmbWP1wOTAO+X6S9Rx6okiRgjWLdu8XzJcXyEjp+vkelngAE/E1E3FeukHQQ8Lua9qnTPWhufkQMydMaJkn6FLAAmBMR+9VsU9fmunx1bSYiLpL0E9I84EclHRoRc7u2C/Y/iUd+zczM+oGIeA24lXTxWMNC0il9gGOA7twp4URJq+R5wNsBTwP3AX/duPOCpA9LWreTch4D/lTSpvliuJHAz9ttRES8BJwDfDW3YTNJ++X6V5e0S5H9pJw+nDQ943XgIWBUTj8IeDWPmFe9CSyd1ytp+4iYFREXA1NJI982gDn4NTMz6z8uA8q7PnyXFHA+TpovWzvC2cLTpCD134HPR8Q7wLXAU8A0SbOBf6WTs8E5eP0qMBGYAUyLiB91sS13AeuQ9uUE4GJJM4DpwLAi328lTQG+w7IvA+cDQyXNBC4CPlNTx0Rg58YFb8CX8oVzM4DFpH6wAUwR1TMLZmZmZn1D0iQ6uXjObEV45NfMzMzMBgyP/JqZmZnZgOGRXzMzMzMbMBz8mpmZmdmA4eDXzMzMzAYMB79mZmZmNmA4+DUzMzOzAeP/AyqQYCukuzcIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "com_values2 = bv_2years[\"complaints\"].value_counts().head(10)\n",
    "com_values2.plot(kind = \"barh\")\n",
    "plt.title(\"Top Complaints Reported: 2019-2021\")\n",
    "plt.ylabel(\"Complaints\")\n",
    "plt.xlabel(\"Number of Reports\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the complaints column, the top issues in the last two years are:<br>\n",
    "\n",
    "1. NO HEAT-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "2. NO HEAT-HEAT/HOT WATER-ENTIRE BUILDING<br>\n",
    "3. NO HEAT AND NO HOT WATER-HEAT/HOT WATER-ENTIRE BUILDING<br>\n",
    "4. NO HEAT AND NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "5. AT WALL OR CEILING-WATER LEAK-HEAVY FLOW<br>\n",
    "6. MICE-UNSANITARY CONDITION-PESTS<br>\n",
    "7. NO HOT WATER-HEAT/HOT WATER-ENTIRE BUILDING<br>\n",
    "8. NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "9. AT WALL OR CEILING-WATER LEAK-SLOW LEAK<br>\n",
    "10. MISSING BROKEN OR MISSING-DOOR/WINDOW-DOOR<br>\n",
    "<br>\n",
    "The paterns continue in this two year time frame that we have seen in the last full and five year time frames. No heat/hot water, water leak/heavy flow and unsanitary condition/pests still pop up. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---------------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at the addresses to see which are the most frequently reported in the last two years."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7 HEGEMAN AVENUE               411\n",
       "23 NEW LOTS AVENUE             215\n",
       "351 HOWARD AVENUE              178\n",
       "37 NEW LOTS AVENUE             134\n",
       "553 HOWARD AVENUE              129\n",
       "351 LEGION STREET              127\n",
       "290 RIVERDALE AVENUE           109\n",
       "257 MOTHER GASTON BOULEVARD    102\n",
       "1805 PITKIN AVENUE             96 \n",
       "141 HULL STREET                93 \n",
       "Name: address, dtype: int64"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bv_2years[\"address\"].value_counts().head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of Complaints')"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "build_values2 = bv_2years[\"address\"].value_counts().head(10)\n",
    "build_values2.plot(kind = \"barh\")\n",
    "plt.title(\"Top Addresses with Complaints Reported: 2019-2021\")\n",
    "plt.ylabel(\"Addresses\")\n",
    "plt.xlabel(\"Number of Complaints\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The building with the most complaints in this timeframe are:<br>\n",
    "1. 7 Hegeman Avenue<br>\n",
    "2. 23 Lots Avenue<br>\n",
    "3. 351 Howard Avenue<br>\n",
    "4. 37 New Lots Avenue<br>\n",
    "5. 553 Howard Avenue<br>\n",
    "6. 351 Legion Street<br>\n",
    "7. 290 Riverdale Avenue<br>\n",
    "8. 257 Mother Gaston Avenue<br>\n",
    "9. 1805 Pitkin Avenue<br>\n",
    "10. 141 Hull Street<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this section, we'll take a look at the addresses with the most violations in the two year timeframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "bv_address_status2 = bv_2years[[\"address\", \"statusdescriptionshort\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "bv_sd2 = bv_address_status2[(bv_2years.statusdescriptionshort == 'Inspected; violations issued')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of Violations Reported')"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bv_sd_counts2 = bv_sd2[\"address\"].value_counts().head(10)\n",
    "bv_sd_counts2.plot(kind = \"barh\")\n",
    "plt.title(\"Top Addresses with Violations: 2019-2021\")\n",
    "plt.ylabel(\"Addresses\")\n",
    "plt.xlabel(\"Number of Violations Reported\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The top buildings with code violations between the years of 2019 and 2021 are:<br>\n",
    "1. 23 New Lots Avenue<br>\n",
    "2. 7 Hegeman Avenue<br>\n",
    "3. 37 New Lots Avenue<br>\n",
    "4. 694 Rockaway Avenue<br>\n",
    "5. 351 Legion Street<br>\n",
    "6. 219 Hull Street<br>\n",
    "7. 141 Hull Street<br>\n",
    "8. 257 Saratoga Avenue<br>\n",
    "9. 1805 Pitkin Avenue<br>\n",
    "10. 351 Howard Avenue<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at the addresses that could not be accessed after complaints were received."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "bv_sd_noaccess2 = bv_address_status2[(bv_address_status2.statusdescriptionshort == \"Unable to gain access\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of Unaccessed Addresses')"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bv_sd_noaccess2_counts = bv_sd_noaccess2[\"address\"].value_counts().head(10)\n",
    "bv_sd_noaccess2_counts.plot(kind = \"barh\")\n",
    "plt.title(\"Top Addresses That Could Not Be Accessed: 2019-2021\")\n",
    "plt.ylabel(\"Addresses\")\n",
    "plt.xlabel(\"Number of Unaccessed Addresses\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The top addresses that could not be accessed after complaints were made between the years of 2019 and 2021 are:<br>\n",
    "\n",
    "1. 23 New Lots Avenue<br>\n",
    "2. 7 Hegeman Avenue<br>\n",
    "3. 2411 Dean Street<br>\n",
    "4. 2202 Strauss Street<br>\n",
    "5. 37 New Lots Avenue<br>\n",
    "6. 553 Howard Avenue<br>\n",
    "7. 301 Powell Street<br>\n",
    "8. 351 Legion Street<br>\n",
    "9. 1805 Pitkin Avenue<br>\n",
    "10. 344 Marion Street<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we will look at which complaints are most commonly associated with issued violations within the last two years. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "bv_complaintstatus2 = bv_2years[[\"complaints\", \"statusdescriptionshort\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "bv_sd_comviolation2 = bv_complaintstatus2[(bv_complaintstatus2.statusdescriptionshort == 'Inspected; violations issued')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of Violations Reported')"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bv_sd_comviolation_counts2 = bv_sd_comviolation2[\"complaints\"].value_counts().head(10)\n",
    "bv_sd_comviolation_counts2.plot(kind = \"barh\")\n",
    "plt.title(\"Complaints Most Often Associated with Violations: 2019 - 2021\")\n",
    "plt.ylabel(\"Complaints\")\n",
    "plt.xlabel(\"Number of Violations Reported\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The most common complaints which lead to a violation being issued are:<br>\n",
    "\n",
    "1. MICE-UNSANITARY CONDITION-PESTS<br>\n",
    "2. NO HEAT-HEAT/HOT WATER-APARTMENT ONLY <br>\n",
    "3. AT WALL OR CEILING-WATER LEAK-HEAVY FLOW<br>\n",
    "4. COLLAPSING OR FALLING-PLASTER PAINT/PLASTER-CEILING<br>\n",
    "5. MISSING BROKEN OR MISSING-DOOR/WINDOW-DOOR<br>\n",
    "6. ROACHES-UNSANITARY CONDITION-PESTS<br>\n",
    "7. NO HEAT AND NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "8. AT WALL OR CEILING-WATER LEAK-SLOW LEAK<br>\n",
    "9. NO HEAT AND NO HOT WATER-HEAT/HOT WATER-ENTIRE BUILDING<br>\n",
    "10. NO HEAT-HEAT/HOT WATER-ENTIRE BUILDING<br>\n",
    "<br>\n",
    "The complaints continue to repeat on the list, the only difference here is the report of roaches/unsanitary conditions/pests."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we will look at which complaints are most commonly associated with not having access to the building for inspection in the two year time frame. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "bv_sd_comnoaccess2 = bv_complaintstatus2[(bv_complaintstatus2.statusdescriptionshort == 'Unable to gain access')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of Unaccessed Buildings')"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bv_sd_comnoaccess_counts2 = bv_sd_comnoaccess2[\"complaints\"].value_counts().head(10)\n",
    "bv_sd_comnoaccess_counts2.plot(kind = \"barh\")\n",
    "plt.title(\"Complaints Most Often Associated with No Access to Address: 2019 - 2021\")\n",
    "plt.ylabel(\"Complaints\")\n",
    "plt.xlabel(\"Number of Unaccessed Buildings\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The most common complaints associated with an address being inaccessible are:<br>\n",
    "\n",
    "\n",
    "1. NO HEAT-HEAT/HOT WATER-APARTMENT ONLY <br>\n",
    "2. NO HEAT-HEAT/HOT WATER-ENTIRE BUILDING <br>\n",
    "3. NO HEAT AND NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "4. AT WALL OR CEILING-WATER LEAK-HEAVY FLOW<br>\n",
    "5. MICE-UNSANITARY CONDITION-PESTS<br>\n",
    "6. NO HEAT AND NO HOT WATER-HEAT/HOT WATER-ENTIRE BUILDING<br>\n",
    "7. NO HOT WATER-HEAT/HOT WATER-APARTMENT ONLY<br>\n",
    "8. NO HOT WATER-HEAT/HOT WATER-ENTIRE BUILDING<br>\n",
    "9. ROACHES-UNSANITARY CONDITION-PESTS<br>\n",
    "10. AT WALL OR CEILING-WATER LEAK-SLOW LEAK<br>\n",
    "<br>\n",
    "We see the exact same complaints here as with the violations issued list, though they have shifted in order."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at the amounts of complaints made per month. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\miss_\\anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:3607: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self._set_item(key, value)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "January      1668\n",
       "February     1479\n",
       "December     1397\n",
       "March        1163\n",
       "November     1124\n",
       "April        748 \n",
       "October      607 \n",
       "August       558 \n",
       "July         549 \n",
       "June         529 \n",
       "September    476 \n",
       "May          419 \n",
       "Name: statusdatemonth, dtype: int64"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "month = {\n",
    "    1: \"January\", \n",
    "    2: \"February\", \n",
    "    3: \"March\", \n",
    "    4: \"April\", \n",
    "    5: \"May\", \n",
    "    6: \"June\", \n",
    "    7: \"July\",\n",
    "    8: \"August\",\n",
    "    9: \"September\",\n",
    "    10: \"October\",\n",
    "    11: \"November\",\n",
    "    12: \"December\"\n",
    "}\n",
    "bv_2years['statusdate'] = pd.to_datetime(bv_2years['statusdate'])\n",
    "bv_2years[\"statusdatemonth\"] = bv_2years[\"statusdate\"].dt.month\n",
    "month_counts2 = bv_2years[\"statusdatemonth\"].value_counts()\n",
    "month_counts2.index = month_counts2.index.map(month)\n",
    "month_counts2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Months of the Year')"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "month_counts2.plot(kind = \"bar\")\n",
    "plt.title(\"Amount of Complaints Made Per Month: 2019-2021\")\n",
    "plt.ylabel(\"Number of Complaints Reported\")\n",
    "plt.xlabel(\"Months of the Year\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Consistent with what has been shown in the rest of the analysis, the winter months are the ones with the most complaints."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the two year time frame, we see some changes in the paterns of the last time frames, although they aren't significant. We see some different addresses come up here, but we still see the same set of them come up (7 Hegeman, 32 New Lots Avenue, 351 Legion Street, etc.). Top complaints reported, with issued violations or associated to innaccessed buildings continue to be no heat/hot water, water leak/heavy flow and mice-unsanitary condition-pests. Winter continues to be the season with the most complaints reported."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-------------------"
   ]
  },
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    "-----------------"
   ]
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    "Throughout this analysis, we see paterns arise and continue to appear: the same addresses, complaints and seasons. <br>\n",
    "<br>\n",
    "The addresses that repeat the most are:<br>\n",
    "- 7 Hegeman Avenue<br>\n",
    "- 351 Howard Avenue<br>\n",
    "- 351 Legion Street<br>\n",
    "- 37 New Lots Avenue<br>\n",
    "- 23 New Lots Avenue<br>\n",
    "<br>\n",
    "The most frequent complaints reported, with issued violations and inspections unable to be completed due to lack of access associated with them are:<br>\n",
    "- No heat/hot water issues<br>\n",
    "- Mice-unsanitary condition<br>\n",
    "- Water leak-heavy flow<br>\n",
    "<br>\n",
    "The season with the most complaints reported in all 3 time frames is winter."
   ]
  }
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