{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "41837a95-891d-4911-9d83-3b7e78115c97",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.9.12 | packaged by conda-forge | (main, Mar 24 2022, 23:24:38) \n",
      "[Clang 12.0.1 ]\n"
     ]
    }
   ],
   "source": [
    "# use svg graphics, display inline\n",
    "%matplotlib inline\n",
    "# %config InlineBackend.figure_format = 'svg'\n",
    "\n",
    "import glob\n",
    "import re\n",
    "import copy\n",
    "import sys\n",
    "from datetime import datetime\n",
    "\n",
    "# basic scientific computing imports\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.formula.api as smf\n",
    "from sparklines import sparklines\n",
    "\n",
    "# hex colors for plotting\n",
    "SOFT_PURPLE = '#8565C4'\n",
    "SOFT_RED = '#C23F38'\n",
    "SOFT_GREEN = '#56B000'\n",
    "NEUTRAL_GREY = '#A9A9A9'\n",
    "\n",
    "# display config\n",
    "pd.set_option('display.float_format', lambda x: '%.3f' % x)\n",
    "plt.style.use('ggplot')\n",
    "plt.rcParams['figure.dpi'] = 300\n",
    "plt.rcParams['figure.figsize'] = 6.4, 4.8\n",
    "np.set_printoptions(suppress=True)\n",
    "np.random.seed(42)\n",
    "\n",
    "print(sys.version)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78169a09-b693-4ced-8170-f4bc775bb79f",
   "metadata": {},
   "source": [
    "# Fetch and load the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7859e358-c542-40ba-85a6-bbfc99787a44",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SID Number</th>\n",
       "      <th>TDCJ Number</th>\n",
       "      <th>Name</th>\n",
       "      <th>Current Facility</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Race</th>\n",
       "      <th>Age</th>\n",
       "      <th>Projected Release</th>\n",
       "      <th>Maximum Sentence Date</th>\n",
       "      <th>Parole Eligibility Date</th>\n",
       "      <th>Case Number</th>\n",
       "      <th>County</th>\n",
       "      <th>Offense Code</th>\n",
       "      <th>TDCJ Offense</th>\n",
       "      <th>Sentence Date</th>\n",
       "      <th>Offense Date</th>\n",
       "      <th>Sentence (Years)</th>\n",
       "      <th>Last Parole Decision</th>\n",
       "      <th>Next Parole Review Date</th>\n",
       "      <th>Parole Review Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>32877</th>\n",
       "      <td>5441141</td>\n",
       "      <td>726005</td>\n",
       "      <td>COLLINS,DAMEON</td>\n",
       "      <td>Robertson</td>\n",
       "      <td>M</td>\n",
       "      <td>B</td>\n",
       "      <td>42</td>\n",
       "      <td>06/28/2030</td>\n",
       "      <td>06/28/2030</td>\n",
       "      <td>09/27/2011</td>\n",
       "      <td>11,515</td>\n",
       "      <td>Marion</td>\n",
       "      <td>11990004</td>\n",
       "      <td>AGG SEX ASLT</td>\n",
       "      <td>1995-08-03</td>\n",
       "      <td>1995-03-07</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Denied on 05/04/2010</td>\n",
       "      <td>Unavailable at this time.</td>\n",
       "      <td>NOT IN REVIEW PROCESS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75586</th>\n",
       "      <td>7827879</td>\n",
       "      <td>2359853</td>\n",
       "      <td>FRAGA,DENNIS</td>\n",
       "      <td>Dominguez</td>\n",
       "      <td>M</td>\n",
       "      <td>H</td>\n",
       "      <td>32</td>\n",
       "      <td>05/12/2029</td>\n",
       "      <td>05/12/2029</td>\n",
       "      <td>05/15/2022</td>\n",
       "      <td>CRW2006142</td>\n",
       "      <td>Wilson</td>\n",
       "      <td>35990016</td>\n",
       "      <td>POSS CS PG1 4&lt;200G</td>\n",
       "      <td>2021-08-30</td>\n",
       "      <td>2018-10-11</td>\n",
       "      <td>8.0</td>\n",
       "      <td>None</td>\n",
       "      <td>05/15/2022</td>\n",
       "      <td>IN PAROLE REVIEW PROCESS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64971</th>\n",
       "      <td>7192208</td>\n",
       "      <td>2146996</td>\n",
       "      <td>HERNANDEZ,ROBERT J</td>\n",
       "      <td>Ferguson</td>\n",
       "      <td>M</td>\n",
       "      <td>H</td>\n",
       "      <td>45</td>\n",
       "      <td>03/01/2022</td>\n",
       "      <td>02/06/2027</td>\n",
       "      <td>04/03/2018</td>\n",
       "      <td>1486448D</td>\n",
       "      <td>Tarrant</td>\n",
       "      <td>35990016</td>\n",
       "      <td>POSS CS 4-200G METH</td>\n",
       "      <td>2017-07-17</td>\n",
       "      <td>2017-02-06</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Denied on 03/22/2021</td>\n",
       "      <td>03/2022</td>\n",
       "      <td>IN PAROLE REVIEW PROCESS</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       SID Number  TDCJ Number                Name Current Facility Gender  \\\n",
       "32877     5441141       726005      COLLINS,DAMEON        Robertson      M   \n",
       "75586     7827879      2359853        FRAGA,DENNIS        Dominguez      M   \n",
       "64971     7192208      2146996  HERNANDEZ,ROBERT J         Ferguson      M   \n",
       "\n",
       "      Race  Age Projected Release Maximum Sentence Date  \\\n",
       "32877    B   42        06/28/2030            06/28/2030   \n",
       "75586    H   32        05/12/2029            05/12/2029   \n",
       "64971    H   45        03/01/2022            02/06/2027   \n",
       "\n",
       "      Parole Eligibility Date Case Number   County  Offense Code  \\\n",
       "32877              09/27/2011      11,515   Marion      11990004   \n",
       "75586              05/15/2022  CRW2006142   Wilson      35990016   \n",
       "64971              04/03/2018    1486448D  Tarrant      35990016   \n",
       "\n",
       "              TDCJ Offense Sentence Date Offense Date Sentence (Years)  \\\n",
       "32877         AGG SEX ASLT    1995-08-03   1995-03-07             30.0   \n",
       "75586   POSS CS PG1 4<200G    2021-08-30   2018-10-11              8.0   \n",
       "64971  POSS CS 4-200G METH    2017-07-17   2017-02-06             10.0   \n",
       "\n",
       "       Last Parole Decision    Next Parole Review Date  \\\n",
       "32877  Denied on 05/04/2010  Unavailable at this time.   \n",
       "75586                  None                 05/15/2022   \n",
       "64971  Denied on 03/22/2021                    03/2022   \n",
       "\n",
       "           Parole Review Status  \n",
       "32877     NOT IN REVIEW PROCESS  \n",
       "75586  IN PAROLE REVIEW PROCESS  \n",
       "64971  IN PAROLE REVIEW PROCESS  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = 'https://data.texas.gov/api/views/y6p5-x3b9/rows.csv?accessType=DOWNLOAD'\n",
    "date_cols = [\n",
    "    'Projected Release', \n",
    "    'Maximum Sentence Date', \n",
    "    'Parole Eligibility Date',\n",
    "    'Sentence Date', \n",
    "    'Offense Date', \n",
    "    'Next Parole Review Date'\n",
    "]\n",
    "\n",
    "df = pd.read_csv(url, parse_dates=date_cols)\n",
    "df.sample(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ef9f1ea-dc35-448a-94e0-aae7ab36455b",
   "metadata": {},
   "source": [
    "Some of the date columns didn't get parsed as `datetime` columns. This is because some of the release dates were coded as 9999/01/01, meaning that the person is never getting out. I'll fix it if I end up needing the columns for something."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "383e7dc1-70ab-4df6-a3ef-fc0e567ea554",
   "metadata": {},
   "source": [
    "# Clean and format\n",
    "- format the column names\n",
    "    - e.g. 'First Name' -> 'first_name'\n",
    "- convert race codes to full words\n",
    "    - e.g. 'W' -> 'white'\n",
    "- Assign new columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f00398d1-6362-4588-a3b2-c3563c2330a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sid_number</th>\n",
       "      <th>tdcj_number</th>\n",
       "      <th>name</th>\n",
       "      <th>current_facility</th>\n",
       "      <th>gender</th>\n",
       "      <th>race</th>\n",
       "      <th>age</th>\n",
       "      <th>projected_release</th>\n",
       "      <th>maximum_sentence_date</th>\n",
       "      <th>parole_eligibility_date</th>\n",
       "      <th>...</th>\n",
       "      <th>sentence_year</th>\n",
       "      <th>is_life_sentence</th>\n",
       "      <th>is_murder</th>\n",
       "      <th>is_drug_possession</th>\n",
       "      <th>is_sex_crime</th>\n",
       "      <th>is_robbery</th>\n",
       "      <th>is_assault</th>\n",
       "      <th>age_at_sentencing</th>\n",
       "      <th>last_parole_denied</th>\n",
       "      <th>last_parole_approved</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1398</th>\n",
       "      <td>1901478</td>\n",
       "      <td>1010671</td>\n",
       "      <td>JONES,CHARLES RAY</td>\n",
       "      <td>Pack</td>\n",
       "      <td>M</td>\n",
       "      <td>black</td>\n",
       "      <td>63</td>\n",
       "      <td>10/04/2023</td>\n",
       "      <td>10/04/2023</td>\n",
       "      <td>04/04/2011</td>\n",
       "      <td>...</td>\n",
       "      <td>2000.000</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>41.000</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115155</th>\n",
       "      <td>50599003</td>\n",
       "      <td>2318530</td>\n",
       "      <td>CAMACHO,FREDDIE</td>\n",
       "      <td>Hughes</td>\n",
       "      <td>M</td>\n",
       "      <td>hispanic</td>\n",
       "      <td>23</td>\n",
       "      <td>12/06/2022</td>\n",
       "      <td>12/06/2022</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2020.000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>21.000</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86913</th>\n",
       "      <td>8504819</td>\n",
       "      <td>2083595</td>\n",
       "      <td>HOGGARD,EARL EUGENE</td>\n",
       "      <td>Ferguson</td>\n",
       "      <td>M</td>\n",
       "      <td>white</td>\n",
       "      <td>30</td>\n",
       "      <td>06/19/2023</td>\n",
       "      <td>06/12/2026</td>\n",
       "      <td>12/24/2018</td>\n",
       "      <td>...</td>\n",
       "      <td>2015.000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>23.000</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        sid_number  tdcj_number                 name current_facility gender  \\\n",
       "1398       1901478      1010671    JONES,CHARLES RAY             Pack      M   \n",
       "115155    50599003      2318530      CAMACHO,FREDDIE           Hughes      M   \n",
       "86913      8504819      2083595  HOGGARD,EARL EUGENE         Ferguson      M   \n",
       "\n",
       "            race  age projected_release maximum_sentence_date  \\\n",
       "1398       black   63        10/04/2023            10/04/2023   \n",
       "115155  hispanic   23        12/06/2022            12/06/2022   \n",
       "86913      white   30        06/19/2023            06/12/2026   \n",
       "\n",
       "       parole_eligibility_date  ... sentence_year is_life_sentence  is_murder  \\\n",
       "1398                04/04/2011  ...      2000.000            False       True   \n",
       "115155                     NaN  ...      2020.000            False      False   \n",
       "86913               12/24/2018  ...      2015.000            False      False   \n",
       "\n",
       "       is_drug_possession is_sex_crime is_robbery is_assault  \\\n",
       "1398                False        False      False      False   \n",
       "115155               True        False      False      False   \n",
       "86913               False        False      False      False   \n",
       "\n",
       "       age_at_sentencing last_parole_denied last_parole_approved  \n",
       "1398              41.000               True                False  \n",
       "115155            21.000               True                False  \n",
       "86913             23.000               True                False  \n",
       "\n",
       "[3 rows x 31 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = (\n",
    "    df\n",
    "    .rename(\n",
    "        columns=lambda x: x.lower().replace(' ', '_').replace('(', '').replace(')', '')\n",
    "    )\n",
    "    .replace({\n",
    "        'race': {\n",
    "            'W': 'white',\n",
    "            'H': 'hispanic',\n",
    "            'B': 'black',\n",
    "            'O': 'other',\n",
    "            'A': 'asian',\n",
    "            'I': 'indian'\n",
    "        }\n",
    "    })\n",
    "    .assign(\n",
    "        is_female=lambda df_: df_.gender.str.match('F'),\n",
    "        sentence_year=lambda df_: df_.sentence_date.dt.year,\n",
    "        is_life_sentence=lambda df_: df_.sentence_years.str.lower().str.contains('life'),\n",
    "        is_murder=lambda df_: df_.tdcj_offense.str.contains('MURDER'),\n",
    "        is_drug_possession=lambda df_: df_.tdcj_offense.str.contains('POSS'),\n",
    "        is_sex_crime=lambda df_: df_.tdcj_offense.str.contains('INDEC|SEX'),\n",
    "        is_robbery=lambda df_: df_.tdcj_offense.str.contains('ROBBERY'),\n",
    "        is_assault=lambda df_: df_.tdcj_offense.str.contains('ASLT'),\n",
    "        age_at_sentencing=lambda df_: df_.sentence_year - (datetime.now().year - df_.age),\n",
    "        last_parole_denied=lambda df_: df_.last_parole_decision.str.contains('Denied'),\n",
    "        last_parole_approved=lambda df_: df_.last_parole_decision.str.contains('Approved')\n",
    "    )\n",
    ")\n",
    "\n",
    "df.sample(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e7f90975-d0e6-4a97-8e09-b481701433eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df\n",
    "    .query('sentence_year > 1980')\n",
    "    .pivot_table(\n",
    "        index='sentence_year',\n",
    "        columns='is_murder',\n",
    "        values='is_life_sentence'\n",
    "    )\n",
    "    .multiply(100)\n",
    "    .plot.line(title='Life sentence rate for murder and non-murder convictions')\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ab9ba0c2-0718-4c80-96e5-f0dbae22c22d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+5W94bm6uMW3aNNPtYOvv5ptvNvbt2+fk1jCXnZ1tfPLJJ0bLli2LXX716tWNF1980bhw4UKBOj7++GOjbdu2Bf4GDx7s1jgdYRa7I9fW9l7PFrdMZ/9efPFFu2PNzc01fvjhB6NDhw4OLcPX19cYNWqUsXfvXruX5SmxsbHG7bff7vB14eU/Hx8fo3fv3sZHH31kZGRkOB2Ht7dtvXr1it03Nm3aZPTp08fu2Bo0aODwtbM77xFIjt8nMAzvXoPaczzIzMw0XnnlFaNSpUp276P33HOPcfLkSafjsuX48ePGY489ZncsV/4FBgYaN910kzF37lwjNzfX6Ri8eW8HziNpBQAAAIBbk1YOHz7scjJDUFCQMWXKFKfXp7iL+qSkJGPEiBEOxxUQEGC88sorLl08l5SlS5ea3lRy5K9OnTrG33//bfcyy0vSSnp6ujFhwoRiH1oX9zdw4ECnH7IX93B948aNRp06dZyKq2HDhi4lgu3du9fhG6VF/TnywOVKubm5xuTJk42goCCXlt+5c2fjwIEDZX57OMIbSSvbtm0z2rRp49JyKleubHz33XdOr3dx36uZM2favT+Vh6SV1NRU47bbbnPqs/D19XU6kdUwin54l5KSYgwdOtSpuIYMGWKkpKSYLvO1115z6rher1494/Dhw06va7Nmzdz2XQsKCjK+/vprh5bv7aSV6dOnO/WQ4sq/Jk2auJQodfr0aeO6665z2/o78j10p5SUFGPkyJFuWw9nHtJd9vvvvzucrFL4r0aNGsbChQudWn5xx7eDBw86lCx/OYHmySefNB2/fft2p7dVYe+++67pMoo75y7ppJVz5845fS4fFBRkLFiwwIWt8v9s377daNWqlcMxVK9e3Zg3b15+PfYkqnqSWczlMWll586dRteuXV1aVmBgoPH222/bvW1K2uuvv+50skpR3zlHlYZtW1zSyuTJk52+hr733nvtvq/izaSV0nANWtzx4MCBA04dR6VLLzBt2rTJqbgKy8nJMSZPnmz3SzbF/U2dOtXhGErDvR04z3NtEgEAAAAo99avX6/OnTtr2bJlLtWTnp6uRx99VGPGjHF7P9znzp3Ttddeq59++snhebOysvT888/rtttuU2ZmplvjcsVnn32m/v3768iRIy7Vc+zYMQ0aNEgfffSRmyIr/U6ePKmePXvqv//9r3Jzc12qa+HChercubMOHDjgpuguiYmJUa9evXTs2DGn5j948KCuvfZaHT9+3OF5Y2Nj1adPH23evNmpZbtLcnKyhgwZookTJyo9Pd2lujZs2KDOnTtr/fr1Ds9bWrZHaTd37lx1795d27dvd6meCxcu6M477yyRbnmmTp2qsWPHurw/lRUXL15U3759NWvWLKfmz83N1T/+8Q99+eWXbo0rLS1N119/vf744w+n5v/zzz915513yjCM/DLDMPTQQw/p2Wefdeq4fuTIEV133XU6d+6cUzHt37/fqfnMpKena8yYMXrmmWfcVmdJyc7O1tixY3XvvfcqISHBpbri4uJ07bXXau7cuQ7Pe/r0afXt21eLFy92KQZvS0lJ0eDBg/XDDz94OxQ988wzuvnmm3XixAmX6jl16pSGDBmiTz/91E2RXRIXF6euXbtqx44dDs87duxY0/KZM2e6GlaRddWpU0f9+vVz2zIcderUKXXt2tXpa7b09HTddNNN+uuvv1yKY8GCBeratat27tzp8LynT5/W0KFDNX36dJdigPNmz56t6OhorV271qV6MjMz9cQTT2jcuHHKy8tzU3TOmTBhgp555hmvX+uXhW374IMPauLEiU5fQ0+fPl3/+Mc/3BqTu5WWa9Ci7Nq1S9HR0U4dR6VLXUb269dP27ZtcymOhIQE9e/fXxMnTlRaWppLdV3m6D5bFu7toGilp1NOAAAAAGXajh07NHDgQCUmJtqcpkqVKmrevLlq1aql1NRUHT9+XDt37rR5QfnNN9/IMAx98803bokxKytLw4YNc/lB6q+//qpRo0Zp1qxZHu2f2MxXX32lf/3rXwUe2BVWv359NWzYUFFRUYqPj9ehQ4dsPlTLzc3Vgw8+KH9/f/3zn/8sqbBLhRMnTqhPnz5FPmAMCAhQ27ZtFRUVpfDwcCUkJOjo0aPatWuX6fRHjhxRv379tHnzZlWpUsXlGHft2qWbb77Z6sbP5biqVaum0NBQnT9/Xjt27NDp06dN6zl+/Ljuu+8+hx4AZmdn69Zbb9WpU6dsTlOlShU1a9ZMUVFRCgkJUVZWlpKSkhQfH689e/a45YZVcnKyBgwYoHXr1tmcxtfXV61bt1aNGjVUqVIlJScn68SJE9q2bZvpza4LFy5o4MCBWr9+vZo0aWJXHKVle5R2ixcv1vDhw5WVlWVzmho1aqhp06aqXr26kpKSdPToUe3evdvm9G+88YZ8fX316quvuiXGP//8UxMmTLAqDwgIUJs2bVS9enVVrFhRp0+f1rFjx8r8zcq8vDwNHz7c9CZ5kyZNVK9ePVWtWlUpKSk6cuSIduzYYfqbYhiG/v3vf6tfv36qV6+eW2IbM2aM1QMZi8Wi1q1bq3bt2goPD1d8fLy2b99u8/g2Z84cffjhh/r3v/8tSXr99dc1bdo0q+nq1aunxo0b56/r/v37FRsba1rngQMH9OSTT7o9SadBgwb56xUeHq60tDQlJiZq165dOnv2rM35Jk+erEaNGmn8+PFujcddsrOzddttt2nOnDk2p7FYLLrmmmtUu3ZtValSRWlpaTp16pS2bNmi7Oxsq+nT09M1fPhwLV68WD179rQ7lrvuukt79uyxOT48PFxNmzZVzZo1FRISotzcXCUlJSkhIUF79uxRcnKy3csqSQ8//LBWrFhhc3xwcLCaNm2qunXrKjg4WBaLRUlJSUpMTNTevXsVHx/vljgeeOABffzxx0VO07hxY9WvX19VqlRRdna2zpw5oy1btpj+5uXm5uq+++5TRESERowY4XJ8KSkpGjJkiOn3p3HjxvnHt8vnBXv37lVGRkb+NC1atFDnzp21YcOGAvN+++23evPNN+Xr6+tSfNu2bTO97hgzZozXriFSU1N10003Wf22WSwWtWjRIv87mpiYqAMHDmjv3r2m9WRlZemee+7R7t27FR4e7nAcK1as0LBhw1xKDsjLy9O//vUv1axZ0+k64Jzvv/9eY8aMKfLBcFRUlK655hpVqVJF/v7+Onv2bJG/dzNnzlRISIjpb7gnfP3115oyZYrN8X5+fmrUqJEaNmyo0NBQBQQEKDk5WUlJSTp06JCOHj3qljjKwradNGmS6Ysu1apVU7NmzVStWjXl5ubq9OnT2rhxo83rgpkzZ+rGG2/Ubbfd5pa43Km0XIMW5dSpUxo4cKDOnz9vM66IiAhduHBBsbGxNl9ySkpK0rhx47Rhwwb5+TmeNnA58aW45NGoqCg1bNhQ1apVU3BwsBISEnT+/Hnt2rXL5aSgsnBvB3bwZjMvAAAAAEoHV7sHysjIKLI50p49exp//vmnkZ2dbTXvqVOnjLfeessIDQ21Of/06dMdWh9bzac+++yzVmXt2rUz3n33XWP79u1GfHy8kZaWZuzfv9+YPXu2cfvttxv+/v4243r99dcdisvd9u3bV2TTq+PGjbPZ1OuOHTuM+++/37BYLKbzBgYGGjt37ixy+ZMnTzbGjh1b4K9Ro0ZWdVWrVs1qusJ/kydPNgzDMD777DOrcW3btrWqMyQkpNg6H3vsMZuxp6WlFdnFy4ABA4z58+cbaWlppvMfP37cmDRpks0+rYcNG2bnp3iJWZPm1atXN1q0aFGgrE2bNsasWbNMu8PIy8szli1bZnTu3Nnmes2ePdvumN555x3TOipUqGA8/PDDxrZt24qcPzc319i3b5/xv//9zxgyZIhRoUIFQ3Ksafvc3FxjyJAhNtcnOjra+Pnnn42kpCTT+c+fP29MnTrVqFq1qun8nTt3Nj0uldbt4awVK1ZYfT8GDhxouj7Dhw8v9rt17tw50+WcP3/eqF69us3P66abbjKWLVtm5OXlWc178OBB45lnnjECAgJM57VYLA51X2YY5t+ryMhIo0aNGgXKrrnmGuPHH380kpOTTes5cOCA8f333zu0bGeUVPdA/fr1KzAcGhpqTJo0yWZz9SdOnDAeeughm81q33TTTQ6vm1k9vXr1KjAcERFhvP3228apU6es5s/LyzP+/vtvo2XLlqZ1RUREGAkJCUZMTIzh4+OTX+7r62s88MADNn/PYmNjjRtvvNHmPrd27VqH1/XK7dasWTNj4sSJRkxMjJGYmFjkfAcOHDBeeOEFm8er4OBgY8+ePQ7H44kuM/71r3/Z/N63aNHC+PLLL43z58+bzpucnGzMnDnTZheH9erVK3bbXTZr1izTOnx9fY2xY8caa9euLbYrgkOHDhlff/21cdttt+Wfm3q6e6D169fbPD8bNmyYsXjxYiMrK6vIOk6cOGHMmjXLuPvuu40qVao49blPnjzZ5udat25dY+rUqcaJEydM501PTzd+/fVXm132hIeHO9QNl63jW+Fu6IKDg40XXnjB2L9/v2k9qampxqeffmqkpqbml3344Yemdf/5558ObS8zjz76qGnde/fuLXbekuoeqPBvQlRUlDF16lTTY69hGEZcXJwxatQom/vCf/7zH7tjuiw+Pt6IioqyWWeTJk2MSZMmGRs3bjROnz5tZGRkGEeOHDEWL15sPPjgg0blypULTB8ZGWk8+OCDJX6sc4TZepV090Bm52whISFWdbRt27bYc71ff/3V5nJWrFhh8xo5NDTUeOyxx4xdu3aZzpuXl2esWbOmyG4Bf/vtN7u3k7ukpKQY1apVM42nXbt2xnfffWfzeuOyxMREY/Hixcajjz5a4JrYke6BStu2Nftt7tOnT4FzLR8fn/z7Dmbn+MnJycbUqVONiIgI05iqV69u85rbFlfPmYtTmq5BDcP28aDw8bxBgwbGl19+aVy4cMG0ns2bNxsDBgywuV7//e9/Hd5WmZmZRo8ePWzWGRQUZDz55JPGhg0bTPcPwzCM7OxsY/PmzcakSZOMa665Jn9ee7sML233duA8klYAAAAAuJy08vjjj9u8QHz99dft6qv40KFDRseOHW3eoHHkZo+ti/orbwAFBwcb77//vs0L58s2b95sMyGnQoUKxr59++yOy51ycnKMbt26mcYVFhZmzJ8/3656li5dmv8wo/Bfhw4din0oUlhJ3EAqiQduDzzwgOk6R0ZGGgsWLLC7nmPHjtl8IPP555/bXY/ZOhb+e/XVV+36LmVnZxu33XabaR3XX3+93TGZPRyuXLmy031enz9/3nj55ZeNJ5980u553nrrLdP1CA4ONmbOnGl3PQkJCUbfvn1N63r++eftqqM0bA93svUwy5FjbWG33367zWOvvb8nW7duNRo0aGBaT+3atY2EhAS747Hne/XUU085dNO4JJVU0sqVf927dzdOnz5tV30///yz4efnZ1WHj4+PcfToUYfWrbi4unXrZle/8RcvXjS6dOliWsebb75pNG/ePH+4evXqdn8/bSVdjBs3zqH1NAzDCAwMNO68805jy5YtDs9rGIZx7tw5Y9iwYabx3HHHHQ7XV9JJKz/99JNprH5+fsabb75Z7HnWZRkZGcbIkSNN6xozZoxdddxwww1W8wYEBDj0u36lixcvGlOmTHFqP3CF2cN3ScYXX3zhVH2ZmZnGF198Ydx44412z7N27doCDyWv/HvkkUfsPj/Mzc01HnvsMdN6evXqZXc89hzf2rdv7/CxyTAuJVCYJUw68327UnZ2tulD8K5du9o1f0klrVz5N2zYMJsJm4VNmTLFtI6wsLACSUD2uOeee2weN1566aVi968zZ84Yw4cPt/qul+SxzlFm61fSSStmzJIOXnzxRYfruSwxMdGoWbOmaWzXXXed3ecYhmEYP/74oxEYGGhVT2RkpHHmzBmnY3TGzz//bLpO48ePd/o88e+//zYGDhxod4Jeady2thJKL/9Vr17dWL9+vV117dmzx2Zy+zfffGN3TIZR8kkrpeka1DBsHw+u/HvggQeMzMxMu+p75JFHTOto0qSJ3TFd9sQTT9iM6cYbbzSOHTvmcJ3Lly83rr/+euO9996za/rSdm8HziNpBQAAAIBLSSv79u2zeVP7tddecyiOc+fOGU2bNjWt69Zbb7W7nuIu6gMCAoy//vrL7voSExNNW/uQZPTt29ehdXSX6dOnm8YTGBhoLFmyxKG61qxZY7PFlvfff9+huspC0sratWtN32CuXr26cfDgQYfrS0xMLPCg9PJf3bp1jZycHLvqKO7h+kcffeRQTOnp6aat3lgsFrtunNp6ODRjxgyH4nDFkSNHjKCgIKsYQkJCjA0bNjhcX2ZmpukDoJCQkGITIUrD9nA3dyetLFq0yLQ+i8Xi8I3ouLg4m29gT5gwwe56ivteOXKz2BNKOmmld+/eDr/J+swzz5jWNWnSJIfqKSquLl26mLYeZcuBAwdMH05e2cJJ5cqVjbi4OLvrzMrKMj3/CA0NdfhhrCOtR9iSk5Nj3HrrrVbx+Pv722zZwpaSTFq5ePGi6UN5X19f448//nC4vry8POPOO+80PY7ExsYWOW9GRobpA7qXXnrJ2dXzGrOHhJ5MnMnNzbX50MbR85HLnn76adP67D0fL+741qZNG5tvltujcAKEdCk53d5WfszMnTvXNNb//e9/ds1f0kkro0aNsvs89TKz76ck46uvvrK7jpUrV9o8X3Cknry8PGPcuHFFriNJK+5PWrH1cHjUqFF2JdcX9ueff5pelz3zzDNOx+gMs3OwJk2aOPwChytK47YtKmmlWrVqDl87//XXX6Z19evXz6F6SjJppTRdg15W3P0tR1+CyMvLM3r27Gla1/Lly+2uZ/v27TZbZhw3bpzDvzGF2XPdUhrv7cB53u18HQAAAECZ99FHH5n213vDDTfomWeecaiuyMhI/fLLL6b9x//+++86duyY03Fe6YMPPlD//v3tnj48PFzz589XpUqVrMYtXbpUmzZtcktcjrDVH/Wrr76qvn37OlRX165d9e6779pcjmEYDsdXmj3//PNW6+Tn56c5c+aoQYMGDtcXHh6uH374Qf7+/gXKjx49ql9//dWlWCVp5MiRuv/++x2ap0KFCnrllVesyg3D0OLFi4ud/+DBg1Zlfn5+uuOOOxyKwxWvvvqqad/W33zzjTp16uRwfQEBAfr222+tvsepqamaPn16kfOWhu1R2n344Yem5Q888IBGjx7tUF2NGzfWzJkzTcd98cUXSktLczi+wrp27aqXXnrJ5XrKiipVqui7775TUFCQQ/M9++yzioiIsCr/+++/3RJXSEiIvv32W4WEhNg9T8OGDU33qdzc3Pz/P/74YzVu3NjuOv39/TVx4kSr8osXL2r16tV21yNJ9erVc2h6M76+vpo+fbqqVKlSoDw7O1szZsxwuX53ef/993XmzBmr8nfeeUc33nijw/VZLBZ98sknatiwYYFywzD0wQcfFDnviRMnlJmZaVV+1113ORyHN+Xm5pqe73pyPX744Qft2LHDqvzhhx92+HzksldffVXdunWzKp86dapT9V3Jz89PX3/9tel5ur3Gjh1rVZaRkaEff/zR6TrNfscqVKhQKs4dGjdurE8//dT0mqsob775pnx8rB8pOfKb8N5775mWP/300xozZozd9VgsFk2fPl1du3a1ex645vDhw/rss8+syrt06aIvv/zSdN8ozuDBg/XEE09YlX/66afKyMhwKk5nmJ3r33HHHVbXdyWlrG1bi8WiGTNmOHzt3L9/fw0YMMCqfPny5aa/4d5Qmq5B7dGjRw+9/vrrDs1jsVj01ltvmY5z5Hj+wgsvFDj/vqxv37764osvHP6NKcye65aydm8HRSNpBQAAAIDT0tLSTB+eBAQEaMqUKU7V2apVK9Mb4rm5ufr444+dqvNKnTt31j//+U+H56tRo4bNB5yffvqpi1E5Zs2aNdqyZYtVedOmTfXwww87Vef//d//qW3btlble/fuddvDydJg165dpuvzf//3f+rcubPT9bZt21YjR460Kv/oo4+crlO69CD1v//9r1PzDhs2TKGhoVblmzdvLnbes2fPWpVVrVpVFSpUcCoWR124cEFfffWVVfmQIUM0bNgwp+utVauWHnroIavy4j4nb2+P0u7YsWP6448/rMqrVKlimjxlj0GDBpk+9E5MTNQ333zjVJ1X+uCDD5x6AFBWTZw4UTVr1nR4vuDgYA0fPtyqfOvWrW5JaHzggQccSi657Pbbb7c5Ljo6WiNGjHC4zmHDhpk+nNq6davDdblDpUqVdN9991mVr1y50gvRWMvJyTFNVmvdurX+85//OF1vxYoV9eyzz1qVz5w5s8iENbPjtCTVqVPH6Vi84dy5c6bJ4J5cD7Nz+GrVqunVV191uk5fX1/T+f/8808dPnzY6Xol6V//+pfatGnjUh2DBw9WVFSUVbnZuYg9EhMTTX8Xb775ZtNEQE974403VLFiRYfnq127tmlyvD3nlpJ0/vx5zZkzx7Res+99cXx9ffXBBx/IYrE4PC8cN23aNGVnZxcos1gs+uCDDxQYGOh0vc8884zVNcv58+f1008/OV2no8x+Qzx53C1r2/aGG27QoEGDnJrXLDktJyfHNFnS00rbNag9pk6d6lRySLdu3UzPwe09nh85csT0eB4aGqovv/zSI8flsnZvB8W7eq7OAQAAALjdggULlJiYaFV+yy23qEmTJk7X++STT5pe5H7//fdO13nZyy+/7PQF9AMPPKAaNWpYlX///femb+OUFFvb4dFHH3X6bTAfHx89/vjjDi2vLDJ769XHx0fPPfecy3U/8MADVmWrV6926a2xO+64w3Sfs0dQUJCio6Otyu15AGu2HyUmJlrdTC0pP/zwg+l2e/HFF12u2+xzOnToUJEPzby9PUq7n3/+2fQtu3vvvdelN9+feuop03JXj0nt2rVz6k3JsiokJET33nuv0/ObPaC8ePGiDhw44EpYslgspt9HexT1Zr3ZQwF7REREqHnz5lbl27Ztc6o+dxgyZIhV2fr1670QibW//vpLp06dsip/7rnnXE4Iu+uuuxQWFlagLCUlpch1t3X+YyuZpbTy9nrs3r1bGzdutCqfMGGCU0kOV+rXr5/Vd8wwDMXExLhUrzPJ6IX5+fmZtuC0atUq7d+/3+H6fvzxR9OWDMxadPG0evXqufTw1ew3ITY21q7z3e+//15ZWVlW5Y8++qhDLW5dqVOnTho8eLBT88J+eXl5+vrrr63KBw0apC5durhUd3h4uO68806r8iVLlrhUryPMjr2eOu6WxW37yCOPOD2vrVZhvZUkfKXSdg1anJ49e6pjx45Oz9+nTx+rMns/h2+//dY0yfbee+91S6uD9ihr93ZQPJJWAAAAADhtzZo1puWuNmFep04d9erVy6r88OHDOn36tNP1RkVFmTZHay8/Pz/TNy4uXrxoeoO/pJhtd39/f6feLL/SLbfcYnrD2NbnXBbNnTvXqqxXr15OJ4ZcqXPnzlZvsmVmZrrUfZQz3StcqXXr1lZlZl05FFatWjWrsvT0dJeayXeE2edUv359l2/cSlL16tVNH0wX1QWIt7dHaVdSvwU9evQwbdZ5w4YNpkky9jI7jpdn1157rcLDw52e3+w4Itl3LClKixYtVL9+fafmrVSpkun3UpLTb/5ejqkws8QMTzF7AzY+Pt7llincwew4HRwc7PLvlnSpxb7u3btblTt6nJZUqrpTskelSpVMH556aj3MPldJLp9jXmb2gMzRLriu1Lx5c9OWAp0xbtw403JnWlsxm6dGjRouXYe4y+DBg13qssHsNyE3N1fnz58vdt4VK1ZYlfn4+LjcZZLZQ3m418aNG01/993V3ZVZIoMrxwZHmf2GfPvttx5JUC9r27ZixYqmx3J71apVS5UrV7Yqd/W80h1K2zVocbx1r0Ay31YWi8W0lcCSUtbu7aB4JK0AAAAAcNratWutyvz9/d1yQ/amm26ye5mO1Olqv7pm3SRInnvzOSMjw/St7+7du5ve/HFESEiI+vXrZ1W+b98+JSQkuFR3aXD27Fnt2bPHqtxdDxB8fX1Nm6d3JemnR48eroRkesMmKSmp2Pk6dOiggIAAq/IHH3xQCxYscCmm4uTl5Zk+1HDngx6zN9KK+py8uT3KArPjcr169dSqVSuX6rVYLKY3Y1NTU11qQtyV5qLLopI4jkj2HUuK0q1bN5fmr1q1qlVZ48aNFRkZ6dY6XV1PV9hal9LQesiyZcusynr27Kng4GC31O/ocbp27dqqXbu2VfmkSZPKVOKKj4+P6cOxL774Qm+88YbpW83uZPa5Nm3a1OkEs8Ic/VyL487jeZs2bdSuXTur8q+//tqh7tD2799v+hDyrrvucvk6xB28+ZuwYcMGq7L27durVq1aLsV044030kVQCTM7NkjuOz83OzbExcUpPj7eLfUXx6wFt9jYWN15550lfh5Q1rZtdHS0y8ey6tWrW5V583xLKp3XoMUpieN5Tk5Okd0xSpeSN8xe2mrdurWaNm3qUkz2Kov3dlA8klYAAAAAOMUwDNO3DFq0aGH6cNdRZjeNJfObnfZypenUy9q1a2fa7L2nkla2bdtm+saXre3lKLN6DMPwaEsyJcVWU7dmb9Y7y+wB4/Hjx52qy8/Pz/QBnCMKvx0k2XdDMDg4WAMHDrQqT05O1uDBg9W/f3/NmjWr2Btazti/f79SUlKsyr35OXlze5R2Z86cMd12JXlMklz7LWjfvr3T85ZFrj5sNjuOSK4/XHA1LrOuSkqizuTkZJfqlKQjR45oxowZmjBhgq6//no1b95cNWvWVGhoqHx8fGSxWEz/bD0UMuua0ZPS09O1d+9eq3Jv/57ecsstVmXZ2dm65557FB0drZkzZ3p929nj1ltvtSozDEMTJ05Uq1atNG3atBJLXNqyZYtVmbc/16K4+3hu1n3P4cOHtXz5crvrsNUyS2noGkjy3m/C+fPnTVuJckdLOeHh4R7rjuJqZXZsiIiIcEuLBpLtJE1Xjg+OMDvuStKsWbPUuHFjPfvss4qNjS2RZZe1beuOJEZnr1FLUmm8Bi2Ot47nu3btMr0n5Y4WaexV1u7twD5+3g4AAAAAQNmUlJSk9PR0q3KztxGcYaseV7oHcsdD1JCQEDVq1EhxcXEFyg8cOOBy3faw1U1Bad7upUXhz+yy6dOn69dff3XLMsxaf3C2lZqIiAgXo5EqVKhgVZaVlWXXvM8995zmzZtn+lb3okWLtGjRIgUHB6t3797q06ePrr32WnXo0EGBgYEuxWzrc/rtt99Mb+o6w6ye4j4nb22P0q6sHZP8/f1VqVIlV0Iqc1xdX7PjiCSX+3R3NS6z71ZJ1Onseubm5mrGjBmaMWOGVq1a5VBLDcXxduLFwYMHTbvoWrlypc0uVhxl9ltQ3HH6iSee0PTp003PT9evX6/169fL399fPXv2VJ8+fdSrVy917tzZtGtEb/rXv/6lt99+2/Q4t2fPHj300EP6z3/+oy5duqhv377q3bu3oqOjXT5vSE1NNT2mx8bGuu1zNas/KSlJeXl5pknhxbHVLZSzRo8erSeffNLqYdzMmTPVu3fvYuc3DENff/21VXmnTp3UsmVLt8XpCm/9Jhw7dsy03FYXdI5q06ZNqeg6rbyydX7urmODrd9IT7X22aFDB914442m3Y2cP39er7/+ul5//XU1bdpU1113nfr06aNu3bqpTp06Li+7rG1bd5xHmx1HXD2vdFVpvQYtireO54cOHTIt79Spk0vxOKKs3duBfUhaAQAAAOAUWw9MoqKi3FJ/ZGSkfH19rR6KuHKRWLNmTVfDyq+n8EWypx4glfR2t1VPebg4P3HihGm52c1Jd3J223n7IVqXLl302muvaeLEiTanSUtL0/z58zV//nxJUkBAgLp27arrrrtOAwYMMG1quzi2PqeYmBiH63JEcZ+Tt7ZHaVfWjklhYWGuhFMmeftYYou7upEp6TqdsXr1aj3wwAOm3fm5g1lShifZOk5v3LixRFtmK+57X6dOHX3++ecaPXq0zYd02dnZWrp0qZYuXSrpUvPvHTp00HXXXaf+/furd+/eXu/CJSQkRD/++KOuv/560zeZpUvdGKxdu1Zr167V5MmTZbFY1KpVK1133XX56+Jo0qStzzU2NrbEWhiQLj1QTUpKcurhm7uP6VWrVtXgwYM1Z86cAuWzZs3Shx9+WOwxZtmyZaaJE6WllRXJe78JJX2+YNa9G9zH7PiQmJiomTNnluhyPXkN+vnnn6tz5846evSozWn27dunffv26eOPP5Z06XenX79+uu666zRkyBBVqVLF4eWWtW1bWs8rXVVar0GL4q3PwtZLC+5OJC1KWbu3A/vQPRAAAAAAp9i68ejOm8dmzZW6khzirtjCw8OtyrydtFKS61bUcssSbzU57I6uJbzl6aef1vvvvy8/P/veecnKytLy5cv14osvqlu3bmrUqJFeeuklh/pML82fkze2R2lX1o5JZt2/AO40e/Zs9enTp8QSViTbb017Smk+To8aNUo//fST3Q9ycnNztWHDBr3xxhu67rrrVKdOHT3++OM2W4XwlF69emnRokV2P9A3DEM7duzQe++9p6FDh6pGjRq67777tGfPHruX6c2uGZw9VyqJY7pZgsnFixftenPbrGuggIAAjRo1yi2xlWW29i9b3VM46mpMSvWk0nzcd5eoqCitWrXKodYijh07ppkzZ+ruu+9WjRo1NGzYMC1cuNCh5V4N27Ys4HOwn1k3SpJ7Woq1F59X+UTSCgAAAACn2LpQdefbHmZ1Xbx40en63HVT1KweT128lvR2t1WPK9u9tMjIyPDKcr39cNFV//73v7Vz507deuutDjfdf/DgQb388stq2LChJk+ebNq1TmGl/XPy9PYo7TgmAf/PX3/9pTvuuMNm6xiXhYaGqnnz5rruuut00003acSIEbr77rs1duxYq7/SyFvHaXvddttt2rt3r8aPH6+AgACH5j116pTeffddNWnSRI899phX17VXr16KjY3V448/7vAxNSEhQZ988olatWqlcePG2fVmsDfXtTSdK914442mrSUU1+pBWlqaZs2aZXd9Vxtb5wvuaiGrvLb+UFqU9vNzd6ldu7bWrFmjjz76SLVq1XJo3uzsbP3+++8aNGiQevXqpZ07d9o139WybUs7Pgf72epu2F332+zB51U+kbQCAAAAwCm23mxMS0tz2zJSU1Otyly5EHbXha1ZPbb6A3a3kt7uZttc8uwNiJLi7eb+y7JmzZrpl19+0ZEjR/Taa6+pe/fu8vf3t3v+5ORkPfPMMxowYECxyQZl4XPy5PYo7TgmAZdkZGTo/vvvV05OjtU4Hx8fDR06VN98840OHjyo5ORk7dmzR4sWLdLvv/+uH3/8UTNnztSMGTOs/kqjsnCcrlWrlqZPn64TJ07ovffeU79+/Rw6V8vMzNR///tfdevWTSdPnizBSItWqVIlvf322zp16pSmT5+uIUOGOHT8y8vL08yZM9WhQwft3r27yGnLwufqCbZaRlm8eLHN7ggk6ddffzX9TS+tyWeeZiuppKTPF+AeV9Pxwc/PT/fff7+OHDmiuXPnasyYMQ53M7xixQpFR0ebJrIVdjVt29KMz8F+troftJWcWBL4vMonklYAAAAAOMVW05/ubHHE7MavM/3dX+au2Mzq8VRTqCW93W3V48p2Ly1s3SxPSEiQYRgl9lfS/WB7Uu3atfXMM89o1apVunDhghYuXKjnn39effr0seth4OLFizVq1KgiWxix9Tlt2bKlRD+nw4cPl8rtUdpxTAIu+fjjj3Xw4EGr8kaNGmnz5s2aM2eORo8erQYNGthdpydv/jvC1nH6119/LdHjtDNvt0ZGRurhhx/W4sWLlZiYqGXLlunVV1/VoEGD7Er+2Lp1q4YOHar09HSHl+1OoaGhGj9+vObNm6cLFy5o7dq1eueddzRs2DC7WvE4fPiwhgwZorNnz9qcxtbnOmXKlBL/XOvXr+/spikR48aNsyrLy8vTN998Y3Mes5ZYqlatqiFDhrgztDLL1vmCu5J36bKhZJkdH26++eYSPzaYfRc9xdfXVzfccIO++uornThxQrGxsfrss880duxYu45ZaWlpGj16tFasWFHkdFfjti2NytI1qLfZemnBk11Kc2+nfCJpBQAAAIBTbD0wPHfunFvqv3DhgnJzc63KXUkOuXDhggsRFV2Pp5JWSnq726rHk/0Tl5Tq1aublps9ZETxKlasqAEDBmjSpElaunSpkpKStGTJEj388MOqUaOGzfnmzZunn376yeb4svo5ldT2KO04JgGXmL1NHR4ersWLF6tt27ZO1emu8xZ3K6vH6cDAQPXq1UvPPvus5s+fr4SEBK1Zs0YTJ05Uw4YNbc63efNmTZ061YORFs3Pz0/R0dF67LHH9Ouvv+rcuXPaunWrXnnlFbVu3drmfEeOHNELL7xgc3xZ/VxLQseOHdWyZUurcltdBJ04cUKLFy+2Kh89erT8/PzcHl9ZZOt3u6TPF+AeZseHq+3Y0KxZM917772aMWOGDh06pKNHj+qjjz5S//79ZbFYTOfJysrSv/71ryIT1Nm2pQO/gfazdW175swZj8XA51U+kbQCAAAAwClhYWGmfZBv377dLfVv27bNtLyoh7/F2bVrl9PzXpaXl6c9e/ZYldu6aHY3W8spzdu9tLD1dntcXJyHIymfAgIC1LdvX7333ns6cuSIZsyYoaioKNNp3377bZv1lJfPyV3bo7SzdWzgmISrSXx8vNauXWtV/sgjj6hevXpO11tUVyTeVF6O076+vuratatef/11xcXF6bfffrOZvPLuu++W2laxLBaL2rZtq+eee07bt29XTEyM2rVrZzrtF198ofj4eNNxUVFRpuf2Ze1zdRezbn327NmjDRs2WJV/8803pvsHXQP9P3Xq1DEt37Fjh1vqd1c9MGd23D948GCpPS56Qp06dXT//ffrr7/+UlxcnG6//XbT6fbs2aN58+bZrIdtWzqUl3MbT7B1rrRp0yaPxcDnVT6RtAIAAADAKRaLRR07drQq37Vrl7Kzs12uf+vWrablnTt3drpOWw8/HbF//37TvtfNtkVJaNeunQICAqzKbW0vR5nVY7FY1KlTJ7fU703t27c3LTd7Mxau8ff319ixY7V69WpVrlzZavyWLVtsdlHQunVr07eSy/Ln5Mr2KO2ioqJMH0SV5DFJcu23AHC3AwcOmD5cGjZsmEv1rlmzxqX5S0pUVJRq1qxpVV6Wj9M+Pj66+eabtW7dOjVq1Mhq/Pnz5z36MMYVvXv31urVq9WtWzercdnZ2VqyZInpfBaLxTTZZeXKlcrKynJ3mKXemDFj5Ovra1Vu1trKV199ZVXWtm1bm8lDV6PIyEjTJD53nC8kJyeXyS42yhKz66jU1FTThM2rUaNGjfTTTz/p4YcfNh2/YMECm/OybUuH8ngNWlJatGghf39/q/J169Z5LAbu7ZRPJK0AAAAAcFrXrl2tyrKysrRo0SKX6/7jjz/sXqa9/vrrL6fnLa6OLl26uFy3PQIDA027GVi9erXLfQinpaWZPsho1qxZueiKo3HjxqYt1cybN0+GYXghovKvUaNGeuKJJ6zKDcPQzp07TecJCgoyTQJbtmyZLl686PYYPcmZ7VEWmB2XDx06ZNoqlaPM3kwNCQlRq1atXK4bcBdbzaHXr1/fpXqXLVvm0vySTBNdc3JyXK732muvtSqLi4vTvn37XK7bmyIjI/Xqq6+ajitLLTkEBQXpv//9r+m4otbD7HNNSUlRTEyMu0IrM6pXr64BAwZYlf/www8Fkng2btyo3bt3W01HKyvWzK6XtmzZopMnT7pU7x9//MG5fAkzOzZI0ty5cz0cSek2efJk0+tmR4+7Etu2KCVxblOer0HdLSAgQNHR0Vbl27dv1/79+z0SA/d2yieSVgAAAAA4rXv37qbl3377rUv1njhxwvRBTYMGDVStWjWn6924caPLD1NsrZvZRXtJMdvumZmZmjVrlkv1/vbbb0pJSbEqN3tTtyyyWCwaOnSoVfnJkyc1e/ZsL0R0dbj++utNy8+fP29znptuusmqLCsrS59++qnb4vIWZ7ZHaVdSvwWrV6/WgQMHrMq7dOli+vY74C22HmYEBQU5Xefx48f1559/Oj3/ZaGhoVZl6enpLtdrdpyWpA8++MDlur2tvByno6OjVbFiRatyR39/pfLxuTpj3LhxVmXx8fEFEirNWl7x8/PT6NGjSzK0Msns4XxeXp5+/PFHl+r9/vvvXZofxevbt6/p78kXX3xh2grp1SooKEg9evSwKi/quMu2dZwnz23KyzWou914441WZYZh6JNPPvHI8rm3Uz6RtAIAAADAaQMHDjTt6uKXX37RoUOHnK737bffNm1m3x03f6dOner0vOvWrTNtprdPnz6mzeSXlFGjRpmWv/fee06/YZSXl6d3333XdFx5uulu9vBBkl588UXl5uZ6NpirhNkDM0mmTQpfZqtJ/jfffLPMv+nmzPYo7W6//XbT5rQ/++wzJSUlOV3vW2+9ZVpeno5JKB9stUZ2/Phxp+t899133dIiitmDnYSEBJcf7gwbNsx0vT/99FMdOXLEpbq9rbwcpy0Wi0JCQqzKi1qPbt26qVmzZlblc+fOvSq7qrj55ptN9/PLiSrZ2dn64YcfrMYPHjxYUVFRJR1emTNy5EjTFhKmTJni9DFp8+bNmj9/vquhoRiBgYEaOXKkVfmZM2f0/vvveyGi0svsN6So4y7b1nFm5zYnTpxwud7yfA3qbqNHjzbdVp9++qmOHTvmkRi4t1P+kLQCAAAAwGlBQUG65557rMozMjL02GOPOVXnnj17NG3aNKtyPz8/3XfffU7VeaVPPvnEqebdDcOw2Uf1//3f/7kalkOio6NNm67dtWuXPvroI6fq/Pzzz7V582ar8muuuUbXXXedU3WWRt27dzftymTXrl2m3bbAdbaaCC4q0atOnTq6/fbbrcrPnTuncePGlekmf53ZHqVdrVq1dPPNN1uVnz17Vi+//LJTdf7999/6/fffrcorV66sO++806k6gZJi1jy55Hy3hKtWrXLbgyqzLooMw9CuXbtcqjc4ONj0vCwrK0sjR45UZmamS/V7U3k5TiclJencuXNW5UWth8Vi0aOPPmo67q677tKFCxfcFl9ZEBgYqDvuuMOq/M8//9T58+c1b9480xYU6BrIXNWqVU1bMjh27Jhef/11h+vLzc3Vv//9b9OXHeB+jzzyiHx8rB8pvvzyy1q/fr0XIiqdzH5Divv9YNs6xuzc5syZM6a/eY4oz9eg7la7dm3dcsstVuXJycn6xz/+4ZFtxb2d8oekFQAAAAAuuf/++03fsPj111/13//+16G64uPjdeutt5q+WXzLLbeoVq1aTsd5WW5urkaOHOnwTfenn35a69atsyqPiorSrbfe6nJcjnrooYdMy59++mmtWrXKobrWr19v8wGFreWUZW+//bZp+ZQpU2y2NuOMDRs2aOHChW6rz5M+//xzLV++3C11ffzxx1ZlgYGBuuaaa4qc77XXXlNgYKBV+ezZs/Xoo4+67QFFbGxssV1rlYbtUdrZOlZMnTrV4a7LDh48qDFjxpiOGz9+vEtdrgAloXXr1qZvVr/99tsOtx6wf/9+jRo1ym3HuHbt2pmWm7UO4ainn35akZGRVuVr167VmDFjlJGR4fIypEsPtM26YLnSL7/8oj/++MMtD0lsJQC3b9/e5bqLs3TpUn3zzTduaWXnk08+Md2PiluP8ePHm/4mHThwQLfccosSEhJcjk26dN5v9ptY2pi9yZ2dna3vv/9eX331ldW4ypUrm3ZZgEseeeQR0/LXXntN3333nUN13XfffVq9erUbooI9WrRooX/84x9W5RkZGRo2bJh27tzpluVkZWXpyy+/9FiXbGfOnNHkyZOVmJjocl3r16/Xpk2brMqLO+6W121bUmyd27ja1ZhUuq5BS7tJkyaZtra5aNEi/etf/3J5W9lzDs29nfKFpBUAAAAALmnUqJHNtxgef/xxTZkyxa4HCEePHtXgwYMVGxtrNS4sLEzvvPOOy7Fetnv3bg0ZMsSuJmRzc3P14osv2uymYsqUKaY3NUra3Xffbdpfdnp6uoYOHarFixfbVc/y5ct1ww03KDU11Wpcp06dPN6KjCf07NlTDz74oOm4xx9/XKNHj3b6TeLMzEz9/vvv6tu3r7p06aI1a9a4EqrXrFixQr1791a3bt30ww8/ONWfumEYevbZZ/Xnn39ajRsyZIjCwsKKnL9hw4Z69dVXTcdNnTpVAwcOdLrrjdzcXC1atEjDhg1TixYtNHfu3CKnLw3bo7Tr06ePadPmeXl5uuuuu+x+QL5jxw4NGDBAZ86csRpXt25dPffccy7HCribv7+/aatkhw4d0siRI+1O3li9erWuvfZatzarHhERoZYtW1qVv//++/r4449dahElPDxc//vf/0zH/fzzz+revbv27NnjVN2GYWjt2rUaO3asGjVqpC+//LLI6Xfs2KGbbrpJrVq10vTp051++Pi///3PdJ3at2+vpk2bOlWnI44cOaIxY8aocePGmjJlik6fPu1UPXPmzNELL7xgVV61alX169evyHn9/Pz05Zdfmj6IWr58uTp27OjS+c2OHTv073//W3Xr1tWbb77pdD2e0rVrV9Mukz766CPNmzfPqnzUqFGmXeDgkh49epi21GkYhsaOHavXXnut2KStc+fOacSIEZo+fXp+GdvcM95++23Vrl3bqvzUqVOKjo7WjBkznE4ePHnypN566y01aNBA//jHP5SSkuJquHZJT0/XM888o7p16+qxxx7T7t27napn7969pi0zSTI9Ry6sPG7bktKyZUtVqlTJqvy5557TTz/95FLXMKXpGrS0u+aaa/Tkk0+ajvvss890yy236OTJkw7Xu3r1ag0aNEiffvppsdNyb6d8IWkFAAAAgMtefvlltWnTxqrcMAxNmDBB/fr1099//2168+DMmTN655131Lp1a23YsMG0/qlTp6pu3boux9m7d+/8/9etW6eWLVvqvffeM21GNicnR/Pnz1f37t01adIk0/oGDRrktW4qfHx8NHPmTIWEhFiNS0hIUP/+/fV///d/2rZtm+n8u3fv1kMPPaS+ffuavmlVoUIFffXVV6YPLMqDd955R926dTMd991336levXqaMGGC1q9fX+SN87y8PO3du1ffffedRo8eraioKA0bNkwxMTElFLlnrV27VqNGjVJUVJRGjhypb7/9Vvv27SvyhmlaWpp+/fVXdevWzbSpdx8fH7ub633sscc0fPhw03GLFi1So0aNNH78eC1fvrzYB6+HDh3SL7/8on/+85+qXr26+vfvr99//92hm7/e3h6l3bRp01SjRg2r8szMTI0aNUrDhw+3+Ub04cOH9fzzz6tTp046cOCA1XiLxaIZM2aU+eQelF8TJkwwLZ8zZ446deqk3377zfQ86HJyxpgxY9SzZ88CSQruaq3BVksRDzzwgKpWraqePXtqxIgRGjt2rMaNG2f1V5Thw4fbbK1ty5YtatWqlW677TYtXLiw2IdkJ0+e1Ny5c/XII4+obt266tatm7766itlZ2fbu6ravXu3/vnPf6patWoaOnSoPv/8c+3YsaPIB1jZ2dn666+/NGjQIN1///2mx/Snn37a7hjc4ciRI5owYYJq1aqlfv366cMPP9SmTZuUlZVlc568vDytWrVKo0aN0rBhw0x/Fx9//HG7zu2io6NtvqF86NAhde/eXf3799evv/5abMsr58+f119//aVnnnlGTZs2VZs2bfThhx86lQDqLWbd/cTGxpp+HsV9Z3DpPDwqKsqqPCcnR88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g2tpanT59Wvv27dOHH36ooUOH6oYbbtC4ceM6HK/5r6Ecza34+HhD+9y5c6qsrGzxYJ88hr127typ0tJSWzswMFDp6elOjcU1GZ7mjddYs94Tur9Vq1aprq7O1g4NDXWqQM/V9z4SeYx/6+73CuQyOrJ69WpDOyMjo9VtXOzFNRmtceaZGvfJLXW3XGZ7IAAAAHR7VVVVhnZQUJBDyyVKUmRkpKFdXV3d6bjQc7333nuGPWnDwsI0e/Zst8xVV1enzz77TI8++miLJUpbw+cFjsrLy9Ozzz6r999/37DFSmua50JUVJRDcwUHBysgIKDdMSXyGPZr/rBzypQpCgsLc9t8XJPhTt54jTXrPaF7Ky4u1gcffGDomzt3rvz93fObXEfufSTyGI7pyvcK5DLac+zYMeXl5Rn6zNgaiGtyz+PMMzXuk1vqbrnMSisAAADo9mpraw3twMBAh8dofk5NTU2nYkLPtXnzZn3xxReGvvnz5zv0SwY/Pz+lpKRo7NixGjBggGJjYxUSEqLa2lqVlJRo3759ysrKUkVFhe2ckydP6plnntGzzz7b4tcUF+LzAkmKiYnRxIkTNWzYMPXr10/h4eHy9fXVuXPnlJ+fr23btiknJ8d2vNVq1Ycffiir1aobb7yxzXFdlV8NDQ1tjunKeS5EHnufs2fPatu2bYY+Zx6sc01GV+GN11iz3hO6r8bGRv3ud78z5FB8fLz+4z/+w6Fx3HXvI5HH8J57BXIZ7WleDD5q1CiHtys5j2sy2uLsMzXuk9ueq7vkMkUrAAAA6Paa33A3ryK3R/Mb/wuXngbsdeTIES1ZssTQN378eF1xxRV2jzF//nzNnj27zV9QDBo0SJMnT9YPf/hDrVy5Uv/85z9tvzYqLy/XCy+8oOeee04+Pj6tns/npWcbNmyYfvnLX2rcuHFt5khycrKuvPJK5eXl6ZVXXjEsVfuPf/xDw4cP18UXX9zqua7Krwt/vWTPgyLyGK1Zu3atmpqabO0+ffpo1KhRDo3BNRldiTdeY816T+i+Xn/9dR06dMjW9vX11cKFC+3+VbO7730k8rin86Z7BXIZbWlsbNS6desMfc4Ug3NNRns680yN++S25+ouucz2QAAAAPA6bf3D19XnABcqKSnRc889Z/gHYHx8vH760586lF/z5s2za8nPwMBA3XjjjbrtttsM/fn5+dqwYYPd8/F56VkmTZqk8ePH2/U3HDp0qJ599lklJiYa+t977z1ZLBa75jMrv8hjtGbNmjWG9syZMx3+u3NNRlfWla+XzuYlnwFcaPny5crKyjL03XjjjQ4VIJp97yORxz2NN98rkMs4b8uWLTp37pytHRoaqrS0NIfH4ZqMtrjqmdp53naO2XN5AkUrAAAA6Paa/8quvr7e4TGanxMUFNSpmNCzVFRU6JlnnlFpaamtLzo6Wo8//niLvWpd7corr9TkyZMNff/617/aPJ7PCxwRHh6u++67z/Cgo7CwUN9++22rx7sjv1r7JTV5jI4cPHhQx48ft7V9fX01Y8YMt8/LNRnu5I3XWLPeE7qfTz/9VH//+98NfVdffbXD2wI5ytF7H4k8hmO68r0CuYy2NN8a6JJLLnFqqxJHcU3uGVzxTI37ZPvm6sq5TNEKAAAAur2edhOPrqWyslLPPPOMYcnaiIgIPfHEEy1+EeQu//mf/2lo5+bmGpb/vBCfFzhqyJAhGjdunKFv586drR7bnR8UkcfepfmD9QkTJigmJsaUubkmw1288RrLZwCtWbVqld5++21D3xVXXKGbb77ZlPkdufeRyGM4rqveK5DLaE1JSYl27dpl6Js9e7Zp83NN9m6ueqbGfXLn5uoKKFoBAABAtxcaGmpo19XVObxHZ0VFhaEdFhbW6bjg/aqrq/XrX/9ax44ds/WFhYXpiSeeUP/+/U2LY9iwYYactVgsKigoaPVYPi9wxoQJEwztC3P+Qs3z6+zZsw7NU1tb2+KhSvMxW+sjj3Gh2tpaffPNN4a+WbNmmTY/12S4izdeY816T+g+srKy9MYbb8hqtdr6ZsyYoTvuuMPUOOy995HIYziuq94rkMtozZo1awzX5IEDB2rIkCGmxsA12Tu58pka98ktdbdcpmgFAAAA3V5ERESLG/ySkhKHxmh+vFkrZKD7qqmp0bPPPqvDhw/b+kJCQvTLX/5SgwYNMjUWX19fxcXFGfra+scsnxc4Iz4+3tBuK78SEhIM7dOnTzs0T/Pjw8PDFR4e3uI48hjt2bhxo2pqamztqKgoXXTRRabNzzUZ7uKN11iz3hO6hw0bNmjp0qWGL0fT09O1YMECw9YQZrD33kcij+G4rnqvQC6jOavVqjVr1hj6zCwGP49rsvdx9TM17pNb6m65TNEKAAAAvEJSUpKhXVRU5ND5p06dMrT79evX6ZjgvWpra/Wb3/xGubm5tr7g4GD9z//8j4YNG+aRmJrvJ93esqF8XuAoe/PL1bnVfDx3zkUee4/mWwNlZGTIz8/P1Bi4JsMdvPEaa+Z7Qte2ceNGLVmyRBaLxdaXlpame++9V76+5n+N4cnrOHncM3TFewVyGc19++23Ki4utrUDAgI0ffp00+Pgmuxd3PFMjfvkjufp6rlM0QoAAAC8QvNlIw8ePGj3ubW1tS2WFjVzaxd0L/X19Vq8eLH2799v6wsKCtJjjz2m5ORkj8V17tw5QzsiIqLNY/m8wFH25lfzXDh27Jjq6ursnufAgQPtjtfea+QxJOnEiROG67PkmV+Dck2GO3jjNdbM94Sua+vWrXr55ZfV1NRk67v44ot13333eaRgRercdZw8hj264r0CuYzmVq9ebWinpqZ6ZKUGrsnew13P1LhPbqm75TJFKwAAAPAKzfe33bt3r93n7t+/3/CAdPDgwYqOjnZRZPAm5/9xvWfPHltfQECAHnnkEY0aNcpjcZ09e7bFLyhiYmLaPJ7PCxx14S+gJKlXr16tHterVy8NHDjQ1m5qampRQNCe5rk4ceLENo8lj9Ga5g/WU1JS1LdvX1Nj4JoMd/HGa6yZ7wld0/bt2/XSSy8ZcmbSpEl64IEHTF8l60L23vucf408hiO66r0CuYwLVVVVadOmTYY+TxSDS1yTvYU7n6lxn9xSd8tlilYAAADgFcaPH29YLvTgwYMqLCy069zm+/NefPHFrgwNXqKxsVEvvviidu/ebesLCAjQww8/rLFjx3owMik7O1tWq9XWjoqKand7CD4vcER9fb02b95s6Bs9enSbxzfPieZFBG0pLCw0PIwMCgrSuHHj2jyePEZzFotFWVlZhj5PPFjnmgx38sZrrFnvCV3Prl279OKLL6qxsdHWN378eD344IPy9/f3WFyO3vtI5DEc05XvFchlnLdu3To1NDTY2vHx8RozZozpcXBN9g5mPFPjPvnfumMuU7QCAAAArxAUFKS0tDRD3z//+c8Ozztx4oThH79+fn5KT093eXzo3pqamvTSSy9px44dtj4/Pz/9/Oc/b/ELC7OVl5frgw8+MPRddNFF8vHxafMcPi9wxD//+U+Vlpba2r6+vpo0aVKbx0+fPt2wlP/mzZt18uRJu+a50NSpU1vsXX4h8hjNbd++XWVlZbZ2SEhIixxxN67JcDdvvMaa9Z7Qtezdu1fPP/+84QvRMWPG6OGHH1ZAQIAHI3P83kcij2G/rn6vQC7jvOZfjs+cObPdPHUXrsndn1nP1LhPbjue7pDLFK0AAADAa/zgBz8wLCG9Zs0abd26tc3j6+vrtWzZMsMv+2bOnKmEhAS3xonuxWKx6JVXXjHkkp+fnx544AFddNFFLpvnxIkT7eZra8rLy7V48WJVVFTY+vz9/XXdddd1eC6fl54nKytL5eXlDp2zatUqrVy50tA3Y8YMxcfHt3lOYmKiMjIybO3GxkYtXbpU9fX1bZ6zZcsWwy+O/P399YMf/KDD+MhjXCgzM9PQnjZtmoKDg50ai2syuipvvMaa+Z7QNRw8eFDPPfec4W88cuRIPfrooy79QsWsex+JPO6JvPVegVyGJB05ckT5+fm2to+Pj2bMmNGpMbkm90xmPVOTuE8+r7vmsufW2AMAAABcrE+fPpo7d64+/vhjW9+LL76oW265RZdddplhiemCggL9/ve/14EDB2x9ERER3eImHuZaunSpvvnmG0PfDTfcoEGDBqm4uNihsaKjo9t8EF9WVqbnn39eAwYM0PTp05WamqrExMRWj62pqdHatWv1wQcfGB54StK8efPUp0+fDmPh89LzZGZm6g9/+IPS0tI0bdo0jRo1qs0v9PPy8vThhx+2WIY5JiZG8+fP73Cu66+/Xps3b1ZVVZUk6cCBA3rmmWe0YMECw9LnDQ0NWrVqld5++23D+VdffXWHDyIl8hj/Vl5ebvjlniTNnj3b6fG4JsNZZ86cMexTf17zL2mampravI8IDg5WZGRkm3N44zXWrPcE+7gzj/Pz8/W///u/qq2ttfX17dtXd9xxR4traEcCAwMVHR3d5utm3vtI5HFX5M5c9uZ7BXK5azHj3qK55sXgEyZMUFxcnN3ntzUm1+Sex6xnaudxn9x9c9nHeuHGeQAAAEA3Z7FYtHjx4hZfXEVFRWnw4MEKDg5WcXGx8vPzDXtI+/v764knntDIkSPNDhld3PXXX++ysZ588sk2917es2ePnnrqKUNfaGio+vfvr4iICIWEhKi2tlZnzpzR0aNHW31oddlll+nOO++0Ox4+Lz3LokWLtHfvXlvbx8dHiYmJio+PV2hoqHx9fVVZWakjR460+qVReHi4Fi1apAEDBtg13549e/Tss88afknk4+OjIUOGqHfv3qqurlZ+fr7Onj1rOG/SpEl65JFHDEvgtoc8hiR99NFHevfdd23t/v3768UXX3R6PK7JcNbChQt1+vTpTo2RkZGhhQsXtnuMN15jzXpP6Jg783jFihUtfjXvrFGjRmnRokVtvm72vY9EHnc17sxlb79XIJe7DrPuLc5raGjQXXf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      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df\n",
    "    .query('is_life_sentence == True')\n",
    "    .tdcj_offense\n",
    "    .value_counts()\n",
    "    .head(15)\n",
    "    .sort_values()\n",
    "    .plot.barh(title='Top offenses for inmates serving life sentence', color=SOFT_PURPLE)\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "394d6412-a768-41ea-8c8b-ccdad13039f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df\n",
    "    .gender\n",
    "    .value_counts(normalize=True)\n",
    "    .multiply(100)\n",
    "    .plot.pie(title='Gender breakdown of inmates')\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5f740e6b-50cc-4ffc-8081-94975e102bc1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df\n",
    "    .query('1990 <= sentence_year <= 2020')\n",
    "    .pivot_table(index='sentence_year', columns='is_life_sentence', values='is_female')\n",
    "    .multiply(100)\n",
    "    .plot.line(title='% female inmates, life sentences and overall', ylim=(0, None))\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4e14f94c-f3c2-42b9-bcf4-bb6c18c3e3ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df\n",
    "    .race\n",
    "    .value_counts(normalize=True)\n",
    "    .sort_values()\n",
    "    .multiply(100)\n",
    "    .plot.barh(\n",
    "        title='Racial breakdown of inmates', \n",
    "        xlim=(0, 40), \n",
    "        color=SOFT_PURPLE\n",
    "    )\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "55f1b151-af27-4c1b-9fef-4adecfbb4ffe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df\n",
    "    .query('1990 <= sentence_year <= 2020')\n",
    "    .groupby('sentence_year')\n",
    "    .race\n",
    "    .value_counts(normalize=True)\n",
    "    .unstack('race')\n",
    "    .multiply(100)\n",
    "    .plot.line(title='Racial breakdown of inmates')\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "eec062aa-ace2-48c7-b543-45cef32b5bb1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df\n",
    "    .query('is_life_sentence == True')\n",
    "    .current_facility\n",
    "    .value_counts()\n",
    "    .head(10)\n",
    "    .sort_values()\n",
    "    .plot.barh(\n",
    "        title='Facilities with the highest number of life sentences',\n",
    "        color=SOFT_PURPLE\n",
    "    )\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2c8616ea-28e7-49c4-86ed-67079e0e0d8a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0mjZtqkaNGqmoqEhZWVn6+eeflZKSory8PNM5Fy9e1Pz587VgwYIqX77aA3kVdXH+/HmdOXPG0OeuWw1QfOXe6jr/xJgV7ogRGwAAHsJ8sOfr62v1NcwHfLcve2kLR8Rmz4Ey3Nu5c+f03nvvGfp69uyp+++/36H3TUxM1BNPPFHjFzLdunXT2LFjtWvXLv3zn/80/UgqLy/X0qVLtXTpUoWFhTk0TjheXFyc5syZox49etzxS4+OHTtq5MiROnPmjN555x3Ddi1ffPGF2rdvr379+tktJvIq6io/P18HDhww9DlzApXCK1jLXvnu9q+n3HnClVzsOZYvX67Tp0+b2t7e3poxY4ZDl3EPDQ3V9OnTNXDgwDs+q3FxcRo8eLAmT56s999/X4cOHTL92fHjx7Vy5UpNnTrVYTHCeSZOnKjk5OQ7fu0aExOjvn37asKECVq3bp2+/PJLVVRUSJJyc3O1aNEivfHGG3b/Epq8irowL4Lt0qWLU1ejovjq7mDL/BNjVrgjMgsAAB6qLj/UnbXMGcupwVJZWVl64403DD8+wsPD9eyzzzr8ORo+fLjFxw4ePFiRkZF67bXXTMU1RUVFWrt2rZ566ilHhQgnsebFZLt27bRgwQLNmTPHUCiwatUq9enTR97e3o4IkbwKi+3cuVNlZWWmdkREhLp06eLw+1J4BXtx5zFuXbhzbHCc1atXKyUlxdA3adIkh+fjli1bqmXLlhYdGxoaqpdffll/+9vftHfvXlP/li1b9MADD6h58+aOChNOMnbsWIuOa9iwoSZNmqSwsDB9+OGHpv709HR99913Tt+yqDbkVc9TWlqqXbt2GfqcVQRL8dXdw97zT4xZ4Q4cMwMFAADcjvkXJ8XFxVZfw/wcPz8/m2Kq5IjYHPmFDdxDXl6e5s+fb9g3OzQ0VK+++mqd9l93tLi4OE2YMMHQt3PnTqqrPVBgYKBmzpxp+BF94cIF/fTTT3a7B3kVdbVjxw5De9iwYU6Z8Bk+fLjFexcPHjxYc+fONYxDKguv4HncPd/ZGh+52PN8/fXX+vzzzw19o0ePdso2A9by8vLSjBkz1KRJE1NfaWlplS924RlGjhypvn37Gvq2bNli9/uQV2Gt/fv36/r166Z2QECA07aqatmypZKSkiz6Kruy+Mo8ti1btujKlSuOChEWsMf8E2NWuCOKBAAA8BDuPBi1R2y3L8lW3TVxdykoKND8+fMNX2IHBQVp7ty5ioyMdGFkNRsxYoQaNWpkapeWlurYsWMujAiuEhsbqx49ehj6UlNT7XZ98irq4uTJk/r1119NbW9vbyUlJbkuoBpQeIVK7jzGre5aTLiiJlu3btWKFSsMfffff7+mTJnioohq5+fnpwceeMDQZ88xDeqXhx9+2NA+deqUYWlseyCvwlrmhUuDBg2q037wzkDxlfux1/wTY1a4I4oEAADwEAEBAYb2rVu3rJ5Iz8vLM7QbN25sc1xS1djy8/OtvoajYoP7KSws1J///GfDntSNGzfW3LlzLf4K1VV8fX3VtWtXQ98vv/ziomjgavHx8Yb27c+0rcirqAvzycf4+Hi3Xr6fwitItue7oqKiKpOa5te0ha3xkYs9R0pKiv7xj3+Y9nSXpKSkJD3xxBMujMoyjhzToH6Ji4sz5Kny8nJlZGTY9R7kVVgjKytLR44cMfQlJye7KBrLUHzlPuw5/8SYFe6IIgEAADxEUFBQlQFaVlaWVdcwP95eX2ybX8fauCTp6tWrhnaLFi1signu6ebNm1qwYIHOnj1r6mvUqJHmzJmjmJgY1wVmBfP9Wevy8hZ3h/DwcEPbns8CeRXWKioq0vfff2/oc9ZerXVF4RWkqrnJPHfVxvz4wMBABQYG2hxXJVvzMbnYM3z33XdatmyZoUAgMTFR06ZNqxd7/JqPaUpLS1VYWOiiaOBK3t7eatasmaHP3r93yKuwxo4dOwy5tU2bNoqNjXVhRJah+Mr17D3/xJgV7ogiAQAAPEirVq0M7UuXLll1/uXLlw3tli1b2hyTJEVFRcnb+/8PS/Ly8nTz5k2Lzy8sLDTsL+ft7e3WS86jboqKivTXv/5Vp06dMvX5+/vrlVdeUVxcnAsjs475soZ1WWIOdwdHPgvkVVhr7969hmckJCREffr0cWFElqHwCvYe35pfz1bm42Vr4zPfg9he42+4j7179+q9995TeXm5qS8hIUHPPPOM4e9yd1bdst2McT2Xo3/vkFdhqYqKCu3YscPQ5+5FsJUovnItR8w/MWaFO6ofI00AAGAX5kthnTx50uJzi4qKqlQu22tpd19fX0VERNQ5NvNjIyMj5evra5fY4B6Ki4v15ptv6sSJE6Y+Pz8/vfzyy+rYsaMLI7Oe+Qus4OBgF0UCV7v9Jbz024ov9kJehbXMtxoYOnSofHx8XBSN5Si8gvl49Pz587p165bF56elpdV4PVvZMv6WqsYXHR1tc0xwHz/++KPefvttlZWVmfr69eunmTNn1psCAanqmEaSXb9uRP3iyDGuRF6F5X766SfDi0tfX18NHjzYhRFZjuIr13HU/BNjVrij+jPaBAAANjNfruz48eMWn3vixAnD5FXbtm0VGhpqp8iqxmbNnsLmx5pfC/Vb5Q+02/89+/r66sUXX1SXLl1cGFndnD592tBu0qSJiyKBq93+VYJk/2eBvApLZWZmGibBpPrzlRWFV2jSpInatGljapeVlVV5nmtiPh7u1auX3WKTpB49ehhe9p49e9bilV1u3rxpWOLWx8dHPXr0sGt8cJ2DBw9qyZIlht9YvXv31qxZs+pFkdbtzMc0wcHBatCggYuigSvl5+dX+do1LCzMrvcgr8JS27dvN7T79+9fbwqYKL5yDUfOPzFmhTuiSAAAAA/Ss2dPQzXyyZMndeHCBYvONV+irV+/fvYMTf379ze0d+3aZVhy807Ky8u1a9euGq+F+qu0tFSLFy/W0aNHTX2+vr564YUX1L17dxdGVjfnz5+vsiKH+X7a8AzFxcXat2+foc/ezwJ5FZYyn0Dt1KmToqKiXBSNdSi8glR1XGr+TN/JhQsXDC83/fz87D6hGRwcrE6dOpnapaWl2r17t0Xn7tq1y/ACuXPnzrwguEscOXJEixcvVmlpqamvZ8+eev755+vly3XzZ7o+FvLCPvbs2WPY/z0kJMTuS06TV2GJGzdu6IcffjD01ZciWIniK1dwxvwTY1a4G4oEAADwIH5+fkpISDD0ffnll7Wel5mZaXiZ5ePjo8TERLvG1rlzZ8O+wteuXVNKSkqt56WkpCg7O9vUjoiIqHfLz6N6ZWVlWrJkiQ4dOmTq8/Hx0XPPPVcvv2ouLy/Xxx9/bOhr0aKF3feRQ/3w5ZdfGnKXt7e3evfubdd7kFdhifLy8irPRX2ZQKXwCpUGDx5s+PJp3759unjxYq3nmY+DBwwYUO3yvrYaMmSIof3111+rpKSkxnNKSkq0adMmQ9/QoUPtHhuc7/jx41q4cKHhGejWrZteeOGFerm1z7Fjx6oUPtq7oBz1Q25urtavX2/o69Onj7y8vOx+L/IqarNr1y7DMxEeHq5u3bq5MCLrUHzlXM6af2LMCndDkQAAAB5m3LhxhuUrd+zYoR9//PGOxxcXF+v99983fOUybNgwtWjRosb7jB8/3vC/2pa59vb21vjx4w19K1asMOwfZ+7KlStVXrpOnDixXu3fieqVl5frnXfeMTybPj4+mjVrlvr06WP3+1n7vG7evNmq/QBLS0u1fPlyQ0W6JP3+97+vU7xwHykpKcrNzbXqnK1bt2rdunWGvqSkJIWHh9d4HnkVjnDw4EHl5OSY2o0aNapSUOiOKLzC7SIjIw2TkaWlpVq2bFmNf1fv37/fsFJWgwYNNG7cuFrvtWbNGkMu/r//+79az0lKSjKszpGZmanPPvusxnNWrVqlzMxMU7tVq1b1Zh9l3NnJkyf1xhtvGJ7Nzp0766WXXrL7ZL+1z+rhw4d17tw5q+5x6tQpLV682PDleFRUlAYOHFiHiOEuMjMza5wjqE5ubq7efPNN5eXlmfoaNGigRx55pNZzyatwBPMvtIcNG+aQghVHoPjKuZw5/8SYFe6G9UkAAPAwERERGjVqlDZu3GjqW7x4saZOnarhw4cbli/LyMjQ3//+d6WlpZn6goKCLBqM1kViYqK2bNliWkKroKBAc+fO1fTp09WzZ0/DsampqVq2bJlu3Lhh6uvYsSMTUneJZcuW6fvvvzf0Pfroo4qJianxBWd1QkND7T7p+tFHH2nDhg0aPHiwEhISFBsbW+3esWVlZTp48KDWrl1bZdK1e/fu/HC6C2zbtk0ffPCBEhISNHDgQHXp0kX+/v7VHnvmzBlt2LChyoRPWFiYJk6c6JD4yKuozbZt2wztgQMH3vEZtpR5ccqf/vSnGr/w37x5s5KTky3O1aWlpfrggw8ovKpHrl27ZliCtJJ5kVVZWdkd/5739/dXcHDwHe8xfvx47du3z5TD0tLSNH/+fE2bNs2w1HVJSYm2bt2qFStWGM4fPXp0rcVadeXt7a3HH39cCxcuNL1M/eqrr1RUVKRHH31UQUFBpmPz8/P12Wef6dtvvzX1eXl5acqUKRRsOYEjn9X09HT95S9/UVFRkakvKipKTzzxhOHFqiUaNmyo0NBQq86pTVpamtavX68ePXpo0KBB6tWrl0JCQqo9NisrS5s3b9amTZsM/3/5+PjoD3/4Q7XjYtiXI5/VnJwcLVy4UNHR0Ro8eLD69++vyMjIaq9x8+ZN7dy5U+vXr6/yHI8dO1YREREW/hNZh7yKmpw7d07p6emmtpeXl5KSkmy+7po1awzF3l26dKnxxevhw4cVEhKimJgYi+9B8ZXzOXv+iTEr3AlFAgAAeKDJkycrIyPDtIxWWVmZPvzwQ61fv15t27aVv7+/rly5ovT0dMMPkwYNGmj27NkO2+/X29tbs2fP1pw5c5SVlSXptwmKBQsWKDIyUq1atVJFRYUyMjJ06dIlw7nh4eF6/vnn601lOGpW3ZLon376qT799FOrr1Xby6m6ys3N1caNG7Vx40b5+vqqVatWatKkiQICAlRaWqr8/HydPXvWMBFcqV27dpo9ezbP612iuLhYKSkpSklJkZeXlyIjIxUeHq6AgAB5e3uroKBA586dq/YFQGBgoF555RW7T/RXIq+iJrm5uYYlNSUpOTnZ6XFQeHX3mzdvnq5evVrrcdnZ2XrmmWeq/bOhQ4dqxowZdzy3adOmmj17thYsWGBaASstLU3PPfecYmNj1bx5cxUWFio9PV35+fmGc3v37u2wYq1Kffr00YQJE7R69WpT39atW5WSkqL27dsrJCREubm5On36dJWvySZNmlQvt1qqjxz5rO7fv1+FhYWGvszMTM2ePdvqOGt7MVVXFRUVOnz4sA4fPizpt0LGqKgoBQQEqGHDhiosLNTFixerXRrZ29tbTz/9dL1azrs+c0ZePX/+vFauXKmVK1cqICBArVu3VlBQkBo1aqSioiJdu3ZNv/zyS7XFCsOHD3d48R55tX5wRqGgOfMi2Pj4eDVr1szi8+2F4qv6wdnzT4xZ4U4oEgAAwAN5e3tr1qxZWr58ufbs2WPqz8vLU2pqarXnhISEaMaMGercubNDY2vSpIleffVVvf3224bK7ztNRklS27ZtNWvWLIe9ZANqU1JSovT0dMMzWx0vLy+NHDlSkydPdsj+cXC9iooKZWZmGpbbu5Pu3btr+vTpatq0qUNjIq/iTlJSUgyTkK1bt1ZcXJxLYqHwCvbQtWtXzZ49W8uWLTNNqlZUVOjMmTM6c+ZMtecMGjRITz31lFO+eBo7dqy8vLy0Zs0a0397xcXFd9w+xsfHRxMmTNCYMWMcHhtQnezsbGVnZ9d6XEREhGbMmKFOnTo5ISq4QmFhoWGFwTvx8/MzrVLoDORV9+eMgpbblZSUaPfu3Ya+YcOGWXSuI1B8heowZoW7oEgAAAAP5e/vrz/+8Y9KSEjQxo0bTUtRmwsMDNTAgQM1fvx4qyq3bREVFaUFCxboq6++0rfffqvLly9Xe1xERISSk5M1evRowzYJgKM99thjOnbsmE6fPq3r16/XenxwcLAGDBigkSNHGpaPQ/03atQohYWFKS0tzaLJLz8/P/Xs2VMjRoxQ9+7dnRDhb8irqI75Xq333nuviyIxovAKtujdu7cWL16sNWvWaM+ePYYtVG7Xvn17/e53v1NCQoJT43vkkUcUHx+vtWvXKjU11fQF2e0aNGig+Ph4jR8/3qoligFb9O3bV/n5+Tpx4oQyMjJUXl5e4/E+Pj6Ki4vT8OHDNXDgQPn6+jopUjhay5Yt9cgjj+j48eNKT0+vca/sSpGRkUpKSlJycrLT5g0qkVdxu3379qmgoMDUDg4OVt++fV0YkRHFV6jEmBXuwKvi9jWEAQCAx7py5YrOnj2rnJwc3bp1S6GhoWrWrJk6derk8hdFZ8+eVWZmpnJyciT99lVsVFSUYmNjXRoXIP22fGJmZqauXbumgoICFRcXy9vbW40bN1ZQUJBiYmLUokULV4cJJ7hx44Z+/fVXXbt2TXl5ebp165YqKioUEBCgwMBAtWzZUm3atHGL/fnIqzhx4oTmzZtnajdo0EDLly+3y8T++PHjDe3alt3873//S+EVHKK0tFQnTpxQVlaWcnNz5efnp7CwMLVt21bNmzd3dXgqKCjQyZMnlZ2drevXrysoKEhhYWHq0KGDAgMDXR0ePFhxcbEyMjKUlZWlnJwc3bx5U2VlZfL391fjxo3VvHlztWvXTn5+fq4OFQ5WXl6uS5cu6dKlS8rOzlZhYaGKi4vVsGFDBQYGKjQ0VHFxcU4vDLgT8qr7mTFjhkXF1DWxZiWB+fPn6+jRo6b26NGjNWXKFJvuX2nNmjVat26dqV3b1i9nz57Vtm3bKL5CrRizwlUoEgAAAAAAAG6BwisAAADcbSi+AuCOKBIAAAAAAAAAAAAAAMBDuH6dSwAAAAAAAAAAAAAA4BQUCQAAAAAAAAAAAAAA4CEoEgAAAAAAAAAAAAAAwENQJAAAAAAAAAAAAAAAgIegSAAAAAAAAAAAAAAAAA9BkQAAAAAAAAAAAAAAAB6CIgEAAAAAAAAAAAAAADwERQIAAAAAAAAAAAAAAHgIigQAAAAAAAAAAAAAAPAQFAkAAAAAAAAAAAAAAOAhKBIAAAAAAAAAAAAAAMBDUCQAAAAAAAAAAAAAAICHoEgAAAAAAAAAAAAAAAAPQZEAAAAAAAAAAAAAAAAegiIBAAAAAAAAAAAAAAA8BEUCAAAAAAAAAAAAAAB4CIoEAAAAAAAAAAAAAADwEBQJAAAAAAAAAAAAAADgISgSAAAAAAAAAAAAAADAQ1AkAAAAAAAAAAAAAACAh6BIAAAAAAAAAAAAAAAAD0GRAAAAAAAAAAAAAAAAHoIiAQAAAAAAAAAAAAAAPARFAgAAAAAAAAAAAAAAeAiKBAAAAAAAAAAAAAAA8BAUCQAAAAAAAAAAAAAA4CEoEgAAAAAAAAAAAAAAwENQJAAAAAAAAAAAAAAAgIegSAAAAAAAAAAAAAAAAA9BkQAAAAAAAAAAAAAAAB6CIgEAAAAAAAAAAAAAADwERQIAAAAAAAAAAAAAAHgIigQAAAAAAAAAAAAAAPAQFAkAAAAAAAAAAAAAAOAhKBIAAAAAAAAAAAAAAMBDUCQAAAAAAAAAAAAAAICH+H/aq+kONz1trAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df\n",
    "    .groupby('current_facility')\n",
    "    .is_life_sentence\n",
    "    .mean()\n",
    "    .sort_values(ascending=False)\n",
    "    .head(10)\n",
    "    .multiply(100)\n",
    "    .sort_values()\n",
    "    .plot.barh(\n",
    "        title='Facilities with the percentage of life sentences',\n",
    "        color=SOFT_PURPLE\n",
    "    )\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "288ffc02-acfc-4501-b676-6730e204b254",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df\n",
    "    .groupby('tdcj_offense')\n",
    "    .agg(\n",
    "        perc_female=('is_female', np.mean),\n",
    "        total=('is_female', len)\n",
    "    )\n",
    "    .query('total >= 20')   # semi arbitrary threshold\n",
    "    .head(10)\n",
    "    .sort_values('perc_female')\n",
    "    .perc_female\n",
    "    .multiply(100)\n",
    "    .plot.barh(\n",
    "        title='Offenses disproportionately committed by women',\n",
    "        color=SOFT_PURPLE\n",
    "    )\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ad60f078-6b27-4bd2-8f65-3e99fdde7459",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df\n",
    "    .query('1980 <= sentence_year <= 2020')\n",
    "    .groupby('sentence_year')\n",
    "    .is_female\n",
    "    .mean()\n",
    "    .multiply(100)\n",
    "    .plot.line(\n",
    "        title='% female imates by year', \n",
    "        ylim=(0, None),\n",
    "        color=SOFT_PURPLE\n",
    "    )\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "47a0e48f-0b30-4d27-9784-d0e28da1573e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df\n",
    "    .query('1980 <= sentence_year <= 2020')\n",
    "    .groupby('sentence_year')\n",
    "    .tdcj_number\n",
    "    .nunique()\n",
    "    .plot.line(\n",
    "        title='Total inmates sentenced by year', \n",
    "        color=SOFT_PURPLE\n",
    "    )\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3e96c913-abe1-4d89-9604-7554d40d840a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df\n",
    "    .query('1980 <= sentence_year <= 2020')\n",
    "    .groupby('sentence_year')\n",
    "    .is_murder\n",
    "    .mean()\n",
    "    .multiply(100)\n",
    "    .plot.line(\n",
    "        title='% of sentencings for murder',\n",
    "        color=SOFT_PURPLE\n",
    "    )\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "38157f7f-f8b5-4b34-ac4a-a56077fe05e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df\n",
    "    .query('1980 <= sentence_year <= 2021')\n",
    "    .groupby('sentence_year')\n",
    "    .is_murder\n",
    "    .sum()\n",
    "    .plot.line(\n",
    "        title='Number of sentencings for murder',\n",
    "        color=SOFT_PURPLE\n",
    "    )\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e9c52123-dd8c-49e8-b86b-d8ec1f925e5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df\n",
    "    .tdcj_offense\n",
    "    .value_counts()\n",
    "    .head(10)\n",
    "    .sort_values(ascending=True)\n",
    "    .plot.barh(title='Most common offenses', color=SOFT_PURPLE)\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "33a005b1-5e05-41e6-afcd-cd746fbdadf7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df\n",
    "    [[\n",
    "        'sentence_year', \n",
    "        'is_murder', \n",
    "        'is_drug_possession', \n",
    "        'is_sex_crime', \n",
    "        'is_robbery', \n",
    "        'is_assault'\n",
    "     ]]\n",
    "    .query('1980 <= sentence_year <= 2020')\n",
    "    .groupby('sentence_year')\n",
    "    .mean()\n",
    "    .multiply(100)\n",
    "    .plot.line()\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "854cefde-2016-4f98-b084-b855eea59a6c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VNS7z16NHD/ONN96o9v1hmhVLni5YsMCcNm1alZ97dnZ2rddvqKX2Tnyfh4WFmY8++miVPc6Ol56ebt56663V7ms1ceJEl2s6prS01Ozdu3e1P9vExETz3nvvNZcvX26mp6ebpaWlZlpamrls2TLznnvucXitAwICzPvuu8/pWAAAoOXiNz0AAADqLDs72wwMDHT4MGnw4ME19jvllFMc+gQEBLj0gV9Njh49asbGxjr9gKtjx44OG7c7s2jRIocP0f38/BzGczd4Gj9+vNO6OnToYK5evdrlcTZt2mQmJSU5jGMYhvnDDz+4VZOnpKammoGBgebNN99s7tq1q05j7Nu3zxwxYoTTn9G9997r9njNIXhy9p7w9/d3ax+i4+Xn55vPP/+8OW3aNJf7zJ8/3+nP3NfX13zqqadMu93u0jglJSXmZZdd5nSsq666yuV6qguejv+aNGmSmZeX59J4zz//vNMxwsPDzcLCQpfrMs2GDZ7Ky8vNAQMGOL3GgAED3Pp3tWTJEjMyMtJhnMDAwGr/IMCZ2vbSCgsLMxcsWODSWAcPHjR79OjhdJzHHnvM5ZpM0zQLCgrMTp06Vfu+ff75593e16q4uNicNWuW2bZtW68GT8d/nXbaaWZGRoZL43344Yemr6+vwxgWi8Xcv3+/y3WZpmn+85//rLamv/zlL2Z+fn6N/fPz882bb77Z4b5G8AQAwMmF3/QAAACos5dfftnph0m1/WX9Cy+84LTfK6+8Uq96brzxRqfjtm/f3q2/qt+/f7/TcKeuwVN1H+737NnTPHr0qNvPc//+/WZcXJzTDyq9obi42OUPSGtSWFhonnbaaQ7PKzo62iwuLnZrrKYePJWUlJgBAQEONT7yyCONVkN+fr7ZunVrhxp8fHzML7/80u3x7Ha7efnllzuMZxiGuX37dpfGqC14mjp1qtOZNTVxVpMk8+2333ZrnIYMnp5++mmn448aNcrt975pmub69eudzgi6/PLLXR6jpuApODjYXLNmjVs1bdmyxWmI37lzZ7fG+dvf/ua0pqCgIPOrr75ya6wTlZaW1jrL0DQbPngaNWqUWVRU5FbtDzzwgNOxHn30UZfH2LNnj9P7kiRz5syZbtXzj3/8o8bnSPAEAEDLVnXRfQAAAMANb731lkObr6+vpk6dWmO/qVOnytfXcbtRZ+O5KisrS2+//bZDu5+fnxYsWKDExESXx0pKStKXX37ptEZ32e12pxusR0ZGasGCBYqKinJ7zKSkJKc/q+XLl2vNmjV1KbNeAgMD1bp163qPExwcrDlz5sjf379K+9GjR/XJJ5/Ue/ymJD093eneNFdeeWWj1fDiiy/q0KFDDu3PPPOMJkyY4PZ4hmHo1VdfVadOnaq0m6apWbNm1bnOY7p06aLXXntNPj4+bvV76qmnHPabk6Tvv/++3jV5Qn5+vsO+d5LUoUMHffrppwoMDHR7zAEDBujZZ591aP/www+d7snnrueee06DBw92q0+vXr107bXXOrTv2bNHe/fudWmMjIwM/ec//3H62CuvvKLx48e7VdOJ/P39nb5XGlN0dLTeffddBQUFudXvwQcfVGRkpEO7O+/zV155xel9aerUqXrooYfcquef//ynLr74Yrf6AACAloPgCQAAAHWyfft2pxugn3feeYqLi6uxb2xsrM4//3yH9pUrV2r79u11qmfu3LlOPzC79dZb1bt3b7fH69+/v26++eY61XK8b775xulzeuCBB9SxY8c6jzt27FiNHDnSof3ll1+u85hNQZcuXZx+WLls2TIvVNNwDh8+7LQ9KSmpUa5vtVqdfoDft29f/fWvf63zuKGhoXrwwQcd2ufMmaOioqI6jytJTz75pEJDQ93u17ZtW5155pkO7evWratXPZ7y9ttvKysry6H96aefVqtWreo87k033eRwjykvL9cbb7xR5zGlivfI9OnT69T3qquuctru6mvx+uuvq7i42KF94sSJuuaaa+pUU1Nz//33q02bNm73Cw4O1kUXXeTQ/ttvv8k0zVr7l5eXO/3jjZCQED3zzDNu1yNVBJTBwcF16gsAAJo3gicAAADUyezZs522V/fB4omuvvpqp+11nfXk7AMzHx8f3XfffXUaT6oIh9ydXXGiOXPmOLRFRkbW68P9Y2655RaHth9//LHe43rbuHHjHNpWrlzphUoajp+fn9P26gIpT1u4cKEOHjzo0P7QQw/Ve8bHlVdeqfDw8CptBQUFToNqV7Vv316TJk2qc39nwdP27dudhtWNzdk9omfPnvWeLeLj46ObbrrJob2+94jbb7+9zn2HDx/udAbXb7/95lL/uXPnOm2fOXNmnWtqSkJCQnTDDTfUub+z93l+fr727NlTa99vv/3W6f3nuuuuq1MQJlWEvtOmTatTXwAA0LwRPAEAAMBtNptN8+bNc2gPDw/XhRde6NIYEydOdLos0Ny5c2Wz2dyqp6CgwOkHl2PGjKl19lVN4uPjnX6Q5yqr1arvvvvOoX3SpEkKCAio87jHOKstJSXFI0tpeVOXLl0c2jZu3Kjy8nIvVNMwqluasD7LTbrjq6++cmgLDg6u0xJ7J/L399dpp53m0L58+fI6jzl27Nh6hcB9+/Z1aLPZbMrMzKzzmJ5w6NAhp8tjXnrppR4Z39k9YvXq1bJarXUesz7L2fn4+Khnz54O7c6WfDzRzp07tWvXLof20047Tf369atzTU3JyJEjFRERUef+zt7nkms/359//tlp++WXX17nejzRHwAANE8ETwAAAHDbwoULnYYbF198scv7kQQEBDj9i/4DBw7ohx9+cKuetWvXym63O7R74kP0Cy64oM59169fr7y8PIf2c889tz4lVWrdurXTvat+/fVXj4zvLTExMQ5tVqtV2dnZXqimYbRt21Zt27Z1aH/00UcbJXz66aefHNpGjBjhsWWxnO3/U5/35emnn16fcpSQkOC0PTc3t17j1tfSpUudLoPmqXvEoEGDZBhGlbaioiJt2LChTuN17txZ8fHx9arJ2WvhyutQ3XKbU6ZMqVc9TYk33+erV692aIuJidGwYcPqVdNpp51Wp70MAQBA80bwBAAAALdV98F4dcvnVcdTy+05+8BMqtinqb7qM8b69eudtvfq1avOY57IWUiTlpbmsfHrY9u2bXrttdd06623atSoUerWrZsSEhIUEhIiwzCq/ercubPT8XJychr3CTSwP/3pTw5t5eXluvbaa3Xqqadqzpw5DfKci4uLtWPHDof2pvy+7NChQz2qkcLCwpy2ezt4qu4e4WxWUF34+fk5LHso1f21qO/rIDl/LVx5Hapbjm/o0KH1LanJ8Nb73DRNrV271qHdEzPJDMNoMTPSAACA63y9XQAAAACal5ycHH3xxRcO7e3bt9fIkSPdGuv0009Xp06dtHfv3irtn332mXJzc11ecig1NdVpe3XLDrmjPh+YOVsWSpKefPJJjyy1J8npPj3enBlUXFysV155RXPnznV53xZXtbTg6W9/+5veeOMNFRcXOzy2atUqrVq1Sn5+fhoxYoRGjx6tM844Q0OGDFFISEi9rrt3716ny1kuW7bMY/uxOHvv1+d92apVq/qUU+1MTG/v8eTs5+Tr66sZM2Z47BrOlqis62tR39dBcv5auPI6JCcnO7QZhqFBgwbVu6amwlvv85ycHOXn5zu0e+J3qFTxe3TJkiUeGQsAADQPBE8AAABwy3vvvaeSkhKH9iuvvNJhSafaGIahK6+8Uo8++miV9pKSEr3//vuaPn26S+M4CyT8/Pyc7iHlrlatWsnX17dOe6Kkp6c7bX///ffrW1aNvBU8ffXVV7rtttu0b9++BhnfWUDTnCUlJenNN9/UFVdc4XS5NakiNFi8eLEWL14sqWKPnEGDBunss8/WOeeco1GjRrm991F178s1a9Y43W/IU+rzvqxv2NZUOXstrFar5syZ06DXretr4c3XwVnIHh4erqCgIC9U0zC89fOtLtSvzx6Jx4uNjfXIOAAAoPlgqT0AAAC4pbpl8K666qo6jVddP3eW23O2jFB1Sw7VRV3H8tYyXs72lWpoL774oi644IIGC50kVRvONGdTp07V/PnzXf7A2WazafXq1XryySd19tlnKykpSXfffXe1s/6cOZnel00dr4XrCgoKHNo88ccFqP596Knfo86WewQAAC0bM54AAADgsu3bt2vVqlUO7UOHDlX37t3rNGaXLl00fPhw/frrr1XaV6xYoZ07d6pbt261juHsA8ng4OA61eNMSEhInWYIOJsZ1hgaO6D53//+p9tvv73W8yIiItS2bVu1adNGwcHBCgwMVEBAgMNMuYKCAn388ccNVW6TM2XKFA0fPlwPP/yw5s6dq7KyMpf7Hjx4UM8++6z+85//6C9/+Ysef/zxapfbOsZb70s4OlnuEZ7g7N+FJ//A4GTm7Heo5Lnfoy11xiIAAKgewRMAAABcNnv2bKftRUVF9dobproPvd566y098cQTtfZ39qFWUVFRnes5UWFhYZ36ubsEWnN05MgR3XXXXU4f8/f318UXX6xJkybp9NNPV0JCgktj7tu376QKniQpMTFRb7zxhp588km98847+uKLL7R8+XKXg4nS0lI999xz+vHHH7VgwQK1adOm2nNPhvdlc8Fr4Tpn++JV97sD7qkuGPLU79G6/g4FAADNF8ETAAAAXGKz2TRv3jynj23evFmbN2/2+DXnzp2rxx57TBZLzStEO1tuydlG6XVV17GcfZgXERFR7X4azdFjjz3m9Pmccsop+uijj9S+fXu3xzyZP0yOiYnR7bffrttvv12lpaVauXKlfv75Zy1btky//PJLre/F3377TRdccIGWLVtW7d431X3I/Omnn2rSpEn1fQpwg7PXon///vrtt98av5gmLjQ01KGtJd1Lvam6JQs99Xu0OS7tCAAA6oc9ngAAAOCShQsX6sCBA416zbS0NP3www+1nufsQ7Py8nKP7J+SnZ0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\n",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df\n",
    "    .query('1980 <= sentence_year <= 2021')\n",
    "    .groupby('sentence_year')\n",
    "    .agg(\n",
    "        mean=('age_at_sentencing', np.mean),\n",
    "        median=('age_at_sentencing', np.median),\n",
    "    )\n",
    "    .plot.line(\n",
    "        title='Age at sentencing', \n",
    "        ylim=(0, 40),\n",
    "        ylabel='age (years)'\n",
    "    )\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0a4e5bb9-1714-46c9-8565-57f844b04b60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df\n",
    "    .query('sentence_year == 2000')\n",
    "    .age_at_sentencing\n",
    "    .plot.hist(\n",
    "        title='Age at sentencing',\n",
    "        color=SOFT_PURPLE\n",
    "    )\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "45e2a3ac-9a88-4f2e-8489-d5ff1738e1ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df\n",
    "    .query('1980 <= sentence_year <= 2021')\n",
    "    .groupby('sentence_year')\n",
    "    .age_at_sentencing\n",
    "    .agg(lambda x: x.gt(35).mean())\n",
    "    .multiply(100)\n",
    "    .plot.line(\n",
    "        title='% of sentences over age 35', \n",
    "        ylim=(-2, 50), \n",
    "        ylabel='% > 35', \n",
    "        color=SOFT_PURPLE\n",
    "    )\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1ee391cf-ab9a-45ab-bcfb-3116f36e9d65",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9.168299416804548"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df\n",
    "    .query('sentence_year == 2000')\n",
    "    .age_at_sentencing\n",
    "    .std()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "53c8f58b-be9f-4045-84de-51445a354f77",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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j2tpatbS0yOFwqLOz0+NKtkvrKl3U1NTktTaNJ5MnT/b7GgAAAPiGxAsAAABCbu7cuXr99df7jp1Op1566SVde+21Kiws1IwZM/yqa+GJ+5Y87e3t+t3vfhdwe56KwLe2tvr8IDs6Ojqg9+TpQf9gJl7cVyPZbDY9+eSTAbfn6UFyS0uLX214SkZ54+99rKysNMUC2V7NV+E2X4Nl/vz5hsSLy+XSJ598ogULFlz2mra2NlOdlry8PK81czxty7V+/fp+V8l409XVZTh2r1d1OQ0NDXr33Xe1c+fOAX9/3ZNJvrDZbH4lNwEAAOAfEi8AAAAIuZKSEn3++eembXqqqqpUVVWltWvXauzYsZo0aZImTJigSZMmafz48X5tk+O+HVdXV5dhlY0VWltbfU4CBFrHJjIy0hTr7u4OqK1AuN/H7u5uy+9jW1ubX+cHci/9vY+e6r8Eo7bLReE2X4MlIyND119/vWGFT1lZme68887Lfr8//fRTUy0Vb6tdpP/V8XF38uRJP0fcP18SL5s2bdLmzZv93lLvcgJJ3MTGxpq2eQMAAIB1SLwAAAAg5KKjo/X444/r5Zdf1rfffuvxnIaGBjU0NOjTTz+V9P9C87Nnz1ZeXp7XOg3+PswPhD+FtQfyK/tQ8vUX/QPhb4HywbiXnuZPMFeLhNt8DaZ58+YZEi+nT59WeXm58vLyPJ5/6QoZSRo9erSp3oon4XBP165da9ombaACSbzGxcVZOgYAAAAYXZn/2wMAAMBVJzExUU899ZS+/PJLvf/++zp27Fi/57e1tWn79u3avn270tLSdO+99162JkxXV5dlvy4f6gLZ1uhq4GlVQWxsbFD6GmrzddasWUpOTjas8vnXv/7lMfFy4MAB1dXVGWLFxcVeE6/S4CRe+vPZZ595TLokJCRo1qxZysnJUWpqqkaNGiW73a7o6GjFxMQYzj19+rQeeuihAY/F04ovAAAAWIfECwAAAMKGzWZTQUGBCgoKdOLECe3du1cVFRWqrKzsd6VFXV2dXnrpJZWUlOiBBx4wbVEUHR0tm82m3t7evlh+fv6AamYMVe4PgjMzM/XCCy+EaDSDx1NNGE91U6ww1OZrZGSkiouL9fbbb/fF9uzZ47FovHviIjIyUkVFRT714z53pf/VeBmMOjcul0tvvvmmKb5gwQLdc889HsfmSbisUgIAAED/SLwAAAAgLKWnpys9PV233367JKm+vl7/+c9/VFFRob1793pMxGzbtk2jRo3SXXfdZYhHREQoPj7e8Iv306dPB/cNXKWGDx+upqamvuOhch891ZEJ1uqfoThfi4uL9c4778jlckmSenp6VFZWpnvvvbfvnHPnzunrr782XJefn6+kpCSf+khMTDTFGhsbByXxUlFRobNnzxpi8+fP189//nO/2gn1qh0AAAD4xvt6bAAAACAMpKamqqioSA899JD+8pe/aPny5brmmmtM523evFktLS2m+IgRIwzH9fX1Q2o7J6u4P+Tu6OgwJGKuVp4e7ltd7P5SQ22+JiUlmbYK/Pe//22oX/Lxxx+b6pmUlpb63If7PZWC+xleav/+/YZjm81mShD74mpPwAEAAFwtSLwAAADgihMREaEZM2boueee07Rp0wyvdXV1ad++faZrJk6caDi+cOGCDh48GMxhXpU8Jbv27t0bgpEMruzsbFPs8OHDQetvKM7XefPmGY7Pnj3bt8Klp6dHH3/8seH1cePGKTc31+f23e+pNHhzt7m52XCclpbm80qdS1VWVlo0IgAAAAQTiRcAAABcsSIjI/Wzn/3MFK+trTXFpkyZYopt3749KOMKR+7Fx3t6egJqZ6jex/T0dNOKiW+++UYdHR1B6W8o3uecnBxlZWUZYhdrulys+XKpkpISv9sfNmyYIbZ3795B2b7LfWtET1vXeeNyuUxbrQEAACA8kXgBAADAFW3cuHGmmKeH4VOnTlV0dLQh9sUXX6iuri5oYwsncXFxhuNAC8Nfe+21pgTEoUOHTFspXY3y8/MNx52dndq6dWtQ+hqq89V91cvBgwdVV1enbdu2GeIxMTEqLCz0q+2oqCjl5eUZYg6HQ//4xz8CGqs/3BM+nrZD9Obzzz831YkBAABAeCLxAgAAgCuapweRnopoJyYmqri42BDr6enRyy+/rAsXLgRtfOHCvYB4oLUiIiMjdeedd5rir732WkAPk68kd9xxh2nl0KZNmzyusBqooTpfb775ZsNqkN7eXr311lum7QNnz55tmtO+8FRX5b333tOhQ4f8bssfI0eONBzX19f79R08d+6cNmzYYPWwAAAAECQkXgAAABBShw8f1ocffiiHwxHQ9R9++KEpNn78eI/nLly40PTL8+rqaq1evTrg7YYaGxu1bt26oDx8t1JGRobhuLa21rR1k69KS0s1atQoQ6ypqUkrVqww1bLwVUtLi/7+97+H9cqZsWPH6uabbzbEnE6nVq5cGdDn7+3B+1CcrzExMSoqKjLEdu3apd7eXkPM323GLsrKytL3v/99Q6y7u1urV69WRUVFQG06nU6VlZX1u3Jm0qRJptibb77pU/ttbW1atWqVabsyAAAAhC8SLwAAAAip8+fP6/XXX9eiRYu0Zs0alZeXy+Vyeb2us7NTb7zxhinxYrfbNWPGDI/XJCUlacmSJbLZbIZ4eXm5Hn/8cX322Wfq7u72qe8dO3boxRdf1G9/+1t99NFHcjqdXq8LpZycHMNxb2+v/vCHP+jo0aN+txUTE6OlS5eatsI6duyYli9fro8++sinVRkul0vffPONXnnlFS1evFjvvPNO0GqmWOX+++/XmDFjDLHm5mb9/ve/17vvvquurq5+r+/p6dGBAwf0xz/+UQ8//HC/5w7V+VpaWmp6z5eaMGGCJk6cGHD7Dz74oFJSUgyx1tZWPfvss9qwYYPOnTvnUztVVVX629/+piVLlmjNmjU6derUZc/Ny8szbff35Zdf6rXXXut327/y8nI9+eSTfd9T9zYAAAAQnqJCPQAAAABA+l+thbKyMpWVlSkuLk5ZWVnKzMxUSkqK4uPjNWzYMDmdTjU3N6u6ulrl5eUeH9L/4he/UExMzGX7ufHGG/WTn/xEGzduNMRPnz6tV155RRs2bNDkyZM1YcIEJSYmKjY2Vh0dHero6FBDQ4OOHj2q2trasH5w7cnMmTOVkJBgWClRVVWlJ554QnFxcRo5cqQpkSJJq1ev9thedna2HnzwQb366quG1QgtLS1at26dNm7cqOuuu07Z2dlKTEyU3W5XZ2en2tvb1djYqGPHjqm6utproiLcxMfH69FHH9UzzzxjWKXlcDj01ltvafPmzbrhhhv6auFcnD9nzpzRd999p8OHD+v8+fM+9zcU52tKSoqmTZumPXv2eHy9tLR0QO0PHz5cy5Yt09NPP234G9Ld3a0PPvhAW7ZsUXZ2tq677jqNGjVK8fHxcjqd6ujo0NmzZ/Xdd9/p6NGjfm2tl5CQoNtuu02bNm0yxD/55BN9/fXXuvHGG5WVlaWEhAS1t7fr1KlT2rNnj2FlUkREhO6//369+uqrA3r/AAAACD4SLwAAAAg7DodDFRUVfm/9c9ttt+nWW2/1et7dd9+tkSNH6q9//avpgfT58+e1Y8cO7dixw6++w11MTIzuu+8+/fnPfza95nA4AtrqrbCwUMOHD9ef/vQntbe3G15rb2/X7t27tXv37oDHHK4yMzP17LPPatWqVWpsbDS85nA4tGvXLu3atcuy/obifJ0/f77HxIvdbtfs2bMH3H5GRoZWrlypF198UcePHze85nK5Avr7481dd93lsd3W1lZt27at32ttNpseeOABXX/99ZaOCQAAAMHBVmMAAAAIKbvd7nGlhT+GDx+uRYsW6b777vP5mqKiIj3//PPKzc0dUN/R0dEqKCjQ6NGjB9TOYCgsLNSiRYss3a5o+vTpWrVqlWbNmtXv9lDeREZGavr06aZaNOEqIyNDK1as0Jw5cwJ+34mJiT6fO9Tm69SpU5WammqKFxYWmureBCo1NVUrVqzQj370owG3ec0112jatGn9nhMVFaVly5Zp+vTpfrUdHx+vpUuXqri4eCBDBAAAwCBixQsAAABCKjc3V+vWrdO3336rffv2qbKyUrW1terp6fF67YQJEzR79mzdeuutstvtfvedmZmpp59+WlVVVdq6dasOHjzoU3H4kSNHKjc3V1OmTFF+fn5AfYdKUVGRbrrpJn311Vc6cOCAjh8/rjNnzsjhcPhUl8WTlJQUPfbYYzpx4oS2bNmi/fv391vv4qKEhARNnjy57z4mJSUF1H+ojBgxQr/5zW+0cOFC/fOf/9S+ffu8zh+73a7c3FzddNNNpiLv3gyl+Wqz2ZSVlaX6+npDvKSkxNJ+hg0bpl/+8pdasGCBtm7dqj179qi6utrr35/o6Gjl5OTohhtuUH5+vtLT033qz263a/ny5friiy/03nvvqaam5rLnjhgxQoWFhbr99ts1YsQIv94XAAAAQsvWe+mGzAAAAEAY6OzsVENDg06dOqVz587J4XCou7tbsbGxstvtGjt2rMaPHx+UB8gNDQ06ceKEWltb1draKpfL1ddvSkqKxo0bx0NQHzQ3N6umpkYtLS1qa2vThQsXFBsbq7i4OI0ePVrjxo1TcnJyqIdpuZMnT+rkyZNqaWlRa2urbDabYmNjlZycrLS0NKWlpSkiwrqNB67W+drR0aFf//rXhhpAkydP1jPPPDMofR85cqTvM+zo6FBMTExfLaS0tDSNGTPGks+xqalJlZWVfX/noqOjlZycrPT0dI0fP35Aq8gAAAAQOiReAAAAAABhZcuWLVq/fr0h9sgjj6igoCBEIwIAAAB8R40XAAAAAEDY6O3t1datWw2xpKQkzZo1K0QjAgAAAPxD4gUAAAAAEDZ27typuro6Q6y0tFRRUZQoBQAAwJWBxAsAAAAAICw4HA698cYbhtiwYcNUWloaohEBAAAA/uMnQwA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      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df\n",
    "    .query('1980 <= sentence_year <= 2021')\n",
    "    .pivot_table(\n",
    "        values='age_at_sentencing',\n",
    "        index='sentence_year',\n",
    "        columns='gender',\n",
    "        aggfunc=lambda x: x.gt(35).mean() * 100\n",
    "    )\n",
    "    .plot.line(title='% of sentences over age 35, by gender', ylim=(-2, 50))\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "229a6d50-7b82-41fd-bb0f-71f89cfad6e4",
   "metadata": {},
   "source": [
    "The effect is present in both genders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "8445f3c9-9e84-4591-9952-293bb4b701c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df\n",
    "    .groupby('tdcj_offense').filter(lambda df_: len(df_) > 20)\n",
    "    .groupby('tdcj_offense')\n",
    "    .aggregate(mean_age=('age', np.mean))\n",
    "    .sort_values('mean_age', ascending=True)\n",
    "    .mean_age\n",
    "    .head(15)\n",
    "    .sort_values(ascending=False)\n",
    "    .plot.barh(\n",
    "        title='Offenses with youngest average age', \n",
    "        xlim=(25, None), \n",
    "        color=SOFT_PURPLE\n",
    "    )\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e519bba1-a8b2-495e-8f87-4985fc4769c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df\n",
    "    .groupby('tdcj_offense')\n",
    "    .agg(\n",
    "        mean_age=('age', np.mean),\n",
    "        total=('age', len)\n",
    "    )\n",
    "    .query('total > 20')\n",
    "    .mean_age\n",
    "    .sort_values()\n",
    "    .tail(20)\n",
    "    .plot.barh(\n",
    "        title='Offenses with oldest average age', \n",
    "        xlim=(40, None), \n",
    "        color=SOFT_PURPLE\n",
    "    )\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "79cb8165-af9d-46de-b040-fe63e5fecbd7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>90677</th>\n",
       "      <th>47997</th>\n",
       "      <th>58357</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>sid_number</th>\n",
       "      <td>8752532</td>\n",
       "      <td>6184403</td>\n",
       "      <td>6794484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tdcj_number</th>\n",
       "      <td>2328622</td>\n",
       "      <td>2267010</td>\n",
       "      <td>2326056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <td>CASEY,MYLES ANDREW</td>\n",
       "      <td>KELLEY,CODY</td>\n",
       "      <td>BARNES,JEREMY DAVID</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>current_facility</th>\n",
       "      <td>Sanchez</td>\n",
       "      <td>Cotulla</td>\n",
       "      <td>Byrd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gender</th>\n",
       "      <td>M</td>\n",
       "      <td>M</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>race</th>\n",
       "      <td>white</td>\n",
       "      <td>white</td>\n",
       "      <td>white</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>age</th>\n",
       "      <td>30</td>\n",
       "      <td>43</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>projected_release</th>\n",
       "      <td>08/11/2023</td>\n",
       "      <td>07/12/2026</td>\n",
       "      <td>04/23/2025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>maximum_sentence_date</th>\n",
       "      <td>12/30/2026</td>\n",
       "      <td>07/12/2026</td>\n",
       "      <td>04/23/2025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>parole_eligibility_date</th>\n",
       "      <td>10/23/2020</td>\n",
       "      <td>07/12/2022</td>\n",
       "      <td>11/21/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>case_number</th>\n",
       "      <td>25097</td>\n",
       "      <td>D-1-DC-18-301529</td>\n",
       "      <td>33098CR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>county</th>\n",
       "      <td>Eastland</td>\n",
       "      <td>Travis</td>\n",
       "      <td>Hunt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>offense_code</th>\n",
       "      <td>13990043</td>\n",
       "      <td>12990002</td>\n",
       "      <td>13990076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tdcj_offense</th>\n",
       "      <td>INJURY TO CHILD</td>\n",
       "      <td>AGG ROBBERY</td>\n",
       "      <td>ASLT FAM/HSE MEM IMP BRTH/CIRC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sentence_date</th>\n",
       "      <td>2020-10-26 00:00:00</td>\n",
       "      <td>2019-05-22 00:00:00</td>\n",
       "      <td>2020-08-20 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>offense_date</th>\n",
       "      <td>2018-06-04 00:00:00</td>\n",
       "      <td>2018-07-02 00:00:00</td>\n",
       "      <td>2019-10-15 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sentence_years</th>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>last_parole_decision</th>\n",
       "      <td>Denied on 01/25/2021</td>\n",
       "      <td>None</td>\n",
       "      <td>Denied on 11/17/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>next_parole_review_date</th>\n",
       "      <td>01/2022</td>\n",
       "      <td>07/12/2022</td>\n",
       "      <td>11/2022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>parole_review_status</th>\n",
       "      <td>NOT IN REVIEW PROCESS</td>\n",
       "      <td>IN PAROLE REVIEW PROCESS</td>\n",
       "      <td>NOT IN REVIEW PROCESS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>is_female</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sentence_year</th>\n",
       "      <td>2020.000</td>\n",
       "      <td>2019.000</td>\n",
       "      <td>2020.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>is_life_sentence</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>is_murder</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>is_drug_possession</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>is_sex_crime</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>is_robbery</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>is_assault</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>age_at_sentencing</th>\n",
       "      <td>28.000</td>\n",
       "      <td>40.000</td>\n",
       "      <td>35.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>last_parole_denied</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>last_parole_approved</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         90677                     47997  \\\n",
       "sid_number                             8752532                   6184403   \n",
       "tdcj_number                            2328622                   2267010   \n",
       "name                        CASEY,MYLES ANDREW               KELLEY,CODY   \n",
       "current_facility                       Sanchez                   Cotulla   \n",
       "gender                                       M                         M   \n",
       "race                                     white                     white   \n",
       "age                                         30                        43   \n",
       "projected_release                   08/11/2023                07/12/2026   \n",
       "maximum_sentence_date               12/30/2026                07/12/2026   \n",
       "parole_eligibility_date             10/23/2020                07/12/2022   \n",
       "case_number                              25097          D-1-DC-18-301529   \n",
       "county                                Eastland                    Travis   \n",
       "offense_code                          13990043                  12990002   \n",
       "tdcj_offense                   INJURY TO CHILD               AGG ROBBERY   \n",
       "sentence_date              2020-10-26 00:00:00       2019-05-22 00:00:00   \n",
       "offense_date               2018-06-04 00:00:00       2018-07-02 00:00:00   \n",
       "sentence_years                             7.0                       8.0   \n",
       "last_parole_decision      Denied on 01/25/2021                      None   \n",
       "next_parole_review_date                01/2022                07/12/2022   \n",
       "parole_review_status     NOT IN REVIEW PROCESS  IN PAROLE REVIEW PROCESS   \n",
       "is_female                                False                     False   \n",
       "sentence_year                         2020.000                  2019.000   \n",
       "is_life_sentence                         False                     False   \n",
       "is_murder                                False                     False   \n",
       "is_drug_possession                       False                     False   \n",
       "is_sex_crime                             False                     False   \n",
       "is_robbery                               False                      True   \n",
       "is_assault                               False                     False   \n",
       "age_at_sentencing                       28.000                    40.000   \n",
       "last_parole_denied                        True                     False   \n",
       "last_parole_approved                     False                     False   \n",
       "\n",
       "                                                  58357  \n",
       "sid_number                                      6794484  \n",
       "tdcj_number                                     2326056  \n",
       "name                                BARNES,JEREMY DAVID  \n",
       "current_facility                                   Byrd  \n",
       "gender                                                M  \n",
       "race                                              white  \n",
       "age                                                  37  \n",
       "projected_release                            04/23/2025  \n",
       "maximum_sentence_date                        04/23/2025  \n",
       "parole_eligibility_date                      11/21/2020  \n",
       "case_number                                     33098CR  \n",
       "county                                             Hunt  \n",
       "offense_code                                   13990076  \n",
       "tdcj_offense             ASLT FAM/HSE MEM IMP BRTH/CIRC  \n",
       "sentence_date                       2020-08-20 00:00:00  \n",
       "offense_date                        2019-10-15 00:00:00  \n",
       "sentence_years                                      5.0  \n",
       "last_parole_decision               Denied on 11/17/2021  \n",
       "next_parole_review_date                         11/2022  \n",
       "parole_review_status              NOT IN REVIEW PROCESS  \n",
       "is_female                                         False  \n",
       "sentence_year                                  2020.000  \n",
       "is_life_sentence                                  False  \n",
       "is_murder                                         False  \n",
       "is_drug_possession                                False  \n",
       "is_sex_crime                                      False  \n",
       "is_robbery                                        False  \n",
       "is_assault                                         True  \n",
       "age_at_sentencing                                35.000  \n",
       "last_parole_denied                                 True  \n",
       "last_parole_approved                              False  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sample(3).T"
   ]
  }
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