analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "85b0b2c2-fcae-43e2-8247-507366a0e4db",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline \n",
    "from pandas.api.types import CategoricalDtype\n",
    "import re\n",
    "import math\n",
    "\n",
    "pd.set_option('display.max_rows', 500)\n",
    "pd.set_option('display.max_columns', 500)\n",
    "pd.set_option('display.width', 1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "43daf454-58d2-4a5b-ab8e-ce05a6197822",
   "metadata": {},
   "outputs": [],
   "source": [
    "months_dtype = CategoricalDtype(categories=['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug',\n",
    "                                            'Sep','Oct','Nov','Dec'], ordered=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ed8119aa-5d93-40b7-88bb-2564bd5b90c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Institution</th>\n",
       "      <th>Subcategory</th>\n",
       "      <th>Metric Title</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Value</th>\n",
       "      <th>file</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ASP</td>\n",
       "      <td>ASU EOP Hub</td>\n",
       "      <td>Actual Population</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>0</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ASP</td>\n",
       "      <td>ASU Overflow</td>\n",
       "      <td>Actual Population</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>0</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ASP</td>\n",
       "      <td>Academic Programs -\\nAttendance Tracking</td>\n",
       "      <td>Average # Days in School (DIS)</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>98</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ASP</td>\n",
       "      <td>Academic Programs -\\nAttendance Tracking</td>\n",
       "      <td>Average Daily Attendance</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>663</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ASP</td>\n",
       "      <td>Academic Programs -\\nAttendance Tracking</td>\n",
       "      <td>Avg. Length of Time in Assignment(LTA)</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3350025</th>\n",
       "      <td>WSP</td>\n",
       "      <td>Type of Force</td>\n",
       "      <td>37 mm/40 mm</td>\n",
       "      <td>2023</td>\n",
       "      <td>Oct</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3350026</th>\n",
       "      <td>WSP</td>\n",
       "      <td>Type of Force</td>\n",
       "      <td>Baton</td>\n",
       "      <td>2023</td>\n",
       "      <td>Oct</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3350027</th>\n",
       "      <td>WSP</td>\n",
       "      <td>Type of Force</td>\n",
       "      <td>Non-Conventional Force</td>\n",
       "      <td>2023</td>\n",
       "      <td>Oct</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3350028</th>\n",
       "      <td>WSP</td>\n",
       "      <td>Type of Force</td>\n",
       "      <td>OC</td>\n",
       "      <td>2023</td>\n",
       "      <td>Oct</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3350029</th>\n",
       "      <td>WSP</td>\n",
       "      <td>Type of Force</td>\n",
       "      <td>Physical Force</td>\n",
       "      <td>2023</td>\n",
       "      <td>Oct</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3350030 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Institution                               Subcategory                            Metric Title  Year Month Value\n",
       "0               ASP                               ASU EOP Hub                       Actual Population  2009   Jan     0\n",
       "1               ASP                              ASU Overflow                       Actual Population  2009   Jan     0\n",
       "2               ASP  Academic Programs -\\nAttendance Tracking          Average # Days in School (DIS)  2009   Jan    98\n",
       "3               ASP  Academic Programs -\\nAttendance Tracking                Average Daily Attendance  2009   Jan   663\n",
       "4               ASP  Academic Programs -\\nAttendance Tracking  Avg. Length of Time in Assignment(LTA)  2009   Jan   154\n",
       "...             ...                                       ...                                     ...   ...   ...   ...\n",
       "3350025         WSP                             Type of Force                             37 mm/40 mm  2023   Oct     2\n",
       "3350026         WSP                             Type of Force                                   Baton  2023   Oct     1\n",
       "3350027         WSP                             Type of Force                  Non-Conventional Force  2023   Oct     0\n",
       "3350028         WSP                             Type of Force                                      OC  2023   Oct     8\n",
       "3350029         WSP                             Type of Force                          Physical Force  2023   Oct     2\n",
       "\n",
       "[3350030 rows x 6 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read CSV with all data from merged-pdfs.ipynb\n",
    "df = pd.read_csv(\"finished-csvs/all-data-combined-long-format.csv\", \n",
    "                 encoding=\"utf-8\", dtype={'Month':months_dtype})\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2d27007e-ae66-4610-8865-b4edaf52d18a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Institution</th>\n",
       "      <th>Subcategory</th>\n",
       "      <th>Metric Title</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Value</th>\n",
       "      <th>file</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1497</th>\n",
       "      <td>CCI</td>\n",
       "      <td>ASU EOP Hub</td>\n",
       "      <td>Actual Population</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>0</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1498</th>\n",
       "      <td>CCI</td>\n",
       "      <td>ASU Overflow</td>\n",
       "      <td>Actual Population</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>26</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1499</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Academic Programs -\\nAttendance Tracking</td>\n",
       "      <td>Average # Days in School (DIS)</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>74</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1500</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Academic Programs -\\nAttendance Tracking</td>\n",
       "      <td>Average Daily Attendance</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>280</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1501</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Academic Programs -\\nAttendance Tracking</td>\n",
       "      <td>Avg. Length of Time in Assignment(LTA)</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>144</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Institution                               Subcategory                            Metric Title  Year Month Value                 file\n",
       "1497         CCI                               ASU EOP Hub                       Actual Population  2009   Jan     0  df_2009_2019_melted\n",
       "1498         CCI                              ASU Overflow                       Actual Population  2009   Jan    26  df_2009_2019_melted\n",
       "1499         CCI  Academic Programs -\\nAttendance Tracking          Average # Days in School (DIS)  2009   Jan    74  df_2009_2019_melted\n",
       "1500         CCI  Academic Programs -\\nAttendance Tracking                Average Daily Attendance  2009   Jan   280  df_2009_2019_melted\n",
       "1501         CCI  Academic Programs -\\nAttendance Tracking  Avg. Length of Time in Assignment(LTA)  2009   Jan   144  df_2009_2019_melted"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filter to only high security prisons (https://www.cdcr.ca.gov/adult-operations/high-security/)\n",
    "high_security = [\"CCI\", \"COR\", \"LAC\", \"SAC\", \"HDSP\", \"KVSP\", \"PBSP\", \"SVSP\"] # omit SATF and CAC\n",
    "df_highsecurity = df.loc[df['Institution'].isin(high_security)]\n",
    "df_highsecurity.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0065bb4a-c10e-48bc-b793-28325c57ea3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Institution</th>\n",
       "      <th>Subcategory</th>\n",
       "      <th>Metric Title</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Value</th>\n",
       "      <th>file</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>612494</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>612495</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613197</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>0</td>\n",
       "      <td>df_2020_2023_POP_no_cat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613198</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>41</td>\n",
       "      <td>df_2020_2023_Incidents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613899</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>0</td>\n",
       "      <td>df_2020_2023_POP_no_cat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613900</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>26</td>\n",
       "      <td>df_2020_2023_Incidents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614608</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614609</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615324</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615325</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616040</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616041</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616738</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616739</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>617451</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>617452</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618167</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618168</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618847</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618848</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>619552</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>0</td>\n",
       "      <td>df_2020_2023_POP_no_cat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>619553</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>620255</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>620256</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>620962</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>620963</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>621677</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>621678</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>622395</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>622396</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>623093</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>623094</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>623808</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>623809</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>624524</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>624525</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>625205</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>625206</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>625909</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>625910</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>626611</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>626612</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>627318</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>627319</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>628033</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>628034</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>628750</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>628751</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>629448</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>629449</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630162</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630163</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630877</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630878</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>631558</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>631559</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>632262</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>632263</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>632965</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>632966</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>633670</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>633671</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>634385</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>634386</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635102</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635103</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635801</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635802</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>636516</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>636517</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637232</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637233</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637913</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637914</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>638616</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>638617</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>639318</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>639319</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>640024</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>640025</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>640739</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>640740</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>641456</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>641457</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642155</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642156</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642871</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642872</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>643588</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>643589</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644269</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644270</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644974</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644975</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>645676</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>645677</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>646382</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>646383</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>647097</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>647098</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>647815</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>647816</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>648515</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>648516</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>649230</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>649231</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>649947</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>649948</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>650628</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>650629</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>651333</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>651334</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652036</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652037</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652743</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652744</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>653458</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>653459</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>654175</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>654176</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>654873</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>654874</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>655586</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>655587</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>656303</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>656304</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>656982</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>656983</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657687</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657688</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>658390</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>658391</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>659098</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>659099</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>659811</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>659812</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>660527</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>660528</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661225</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661226</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661939</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661940</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662653</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662654</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663331</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663332</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664036</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664037</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664738</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664739</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>665446</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>665447</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666161</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666162</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666879</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666880</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667579</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667580</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>668293</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>668294</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669009</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669010</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669690</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669691</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670395</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670396</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671098</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671099</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671806</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671807</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672521</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672522</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673239</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673240</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673939</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673940</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674653</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674654</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675369</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675370</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676050</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676051</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676755</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676756</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677456</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677457</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678165</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678166</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678880</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678881</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679597</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679598</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680296</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680297</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681011</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681012</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681726</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681727</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682408</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682409</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683112</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683113</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683814</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683815</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684523</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684524</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685237</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685238</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685954</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685955</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686653</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686654</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687368</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687369</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688084</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688085</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Institution          Subcategory             Metric Title  Year Month Value\n",
       "612494         CAC  Number of Incidents  Documented Use of Force  2020   Jan     0\n",
       "612495         CAC  Number of Incidents  Documented Use of Force  2020   Jan     6\n",
       "613197         CCI  Number of Incidents  Documented Use of Force  2020   Jan     0\n",
       "613198         CCI  Number of Incidents  Documented Use of Force  2020   Jan    41\n",
       "613899         COR  Number of Incidents  Documented Use of Force  2020   Jan     0\n",
       "613900         COR  Number of Incidents  Documented Use of Force  2020   Jan    26\n",
       "614608        HDSP  Number of Incidents  Documented Use of Force  2020   Jan     0\n",
       "614609        HDSP  Number of Incidents  Documented Use of Force  2020   Jan    27\n",
       "615324        KVSP  Number of Incidents  Documented Use of Force  2020   Jan     0\n",
       "615325        KVSP  Number of Incidents  Documented Use of Force  2020   Jan    37\n",
       "616040         LAC  Number of Incidents  Documented Use of Force  2020   Jan     0\n",
       "616041         LAC  Number of Incidents  Documented Use of Force  2020   Jan    43\n",
       "616738        PBSP  Number of Incidents  Documented Use of Force  2020   Jan     0\n",
       "616739        PBSP  Number of Incidents  Documented Use of Force  2020   Jan    24\n",
       "617451         SAC  Number of Incidents  Documented Use of Force  2020   Jan     0\n",
       "617452         SAC  Number of Incidents  Documented Use of Force  2020   Jan    57\n",
       "618167        SVSP  Number of Incidents  Documented Use of Force  2020   Jan     0\n",
       "618168        SVSP  Number of Incidents  Documented Use of Force  2020   Jan    52\n",
       "618847         CAC  Number of Incidents  Documented Use of Force  2020   Feb     0\n",
       "618848         CAC  Number of Incidents  Documented Use of Force  2020   Feb     5\n",
       "619552         CCI  Number of Incidents  Documented Use of Force  2020   Feb     0\n",
       "619553         CCI  Number of Incidents  Documented Use of Force  2020   Feb    35\n",
       "620255         COR  Number of Incidents  Documented Use of Force  2020   Feb     0\n",
       "620256         COR  Number of Incidents  Documented Use of Force  2020   Feb    24\n",
       "620962        HDSP  Number of Incidents  Documented Use of Force  2020   Feb     0\n",
       "620963        HDSP  Number of Incidents  Documented Use of Force  2020   Feb    41\n",
       "621677        KVSP  Number of Incidents  Documented Use of Force  2020   Feb     0\n",
       "621678        KVSP  Number of Incidents  Documented Use of Force  2020   Feb    57\n",
       "622395         LAC  Number of Incidents  Documented Use of Force  2020   Feb     0\n",
       "622396         LAC  Number of Incidents  Documented Use of Force  2020   Feb    38\n",
       "623093        PBSP  Number of Incidents  Documented Use of Force  2020   Feb     0\n",
       "623094        PBSP  Number of Incidents  Documented Use of Force  2020   Feb    27\n",
       "623808         SAC  Number of Incidents  Documented Use of Force  2020   Feb     0\n",
       "623809         SAC  Number of Incidents  Documented Use of Force  2020   Feb    62\n",
       "624524        SVSP  Number of Incidents  Documented Use of Force  2020   Feb     0\n",
       "624525        SVSP  Number of Incidents  Documented Use of Force  2020   Feb    66\n",
       "625205         CAC  Number of Incidents  Documented Use of Force  2020   Mar     0\n",
       "625206         CAC  Number of Incidents  Documented Use of Force  2020   Mar     5\n",
       "625909         CCI  Number of Incidents  Documented Use of Force  2020   Mar     0\n",
       "625910         CCI  Number of Incidents  Documented Use of Force  2020   Mar    40\n",
       "626611         COR  Number of Incidents  Documented Use of Force  2020   Mar     0\n",
       "626612         COR  Number of Incidents  Documented Use of Force  2020   Mar    23\n",
       "627318        HDSP  Number of Incidents  Documented Use of Force  2020   Mar     0\n",
       "627319        HDSP  Number of Incidents  Documented Use of Force  2020   Mar    39\n",
       "628033        KVSP  Number of Incidents  Documented Use of Force  2020   Mar     0\n",
       "628034        KVSP  Number of Incidents  Documented Use of Force  2020   Mar    46\n",
       "628750         LAC  Number of Incidents  Documented Use of Force  2020   Mar     0\n",
       "628751         LAC  Number of Incidents  Documented Use of Force  2020   Mar    41\n",
       "629448        PBSP  Number of Incidents  Documented Use of Force  2020   Mar     0\n",
       "629449        PBSP  Number of Incidents  Documented Use of Force  2020   Mar    13\n",
       "630162         SAC  Number of Incidents  Documented Use of Force  2020   Mar     0\n",
       "630163         SAC  Number of Incidents  Documented Use of Force  2020   Mar    68\n",
       "630877        SVSP  Number of Incidents  Documented Use of Force  2020   Mar     0\n",
       "630878        SVSP  Number of Incidents  Documented Use of Force  2020   Mar    55\n",
       "631558         CAC  Number of Incidents  Documented Use of Force  2020   Apr     0\n",
       "631559         CAC  Number of Incidents  Documented Use of Force  2020   Apr     4\n",
       "632262         CCI  Number of Incidents  Documented Use of Force  2020   Apr     0\n",
       "632263         CCI  Number of Incidents  Documented Use of Force  2020   Apr    35\n",
       "632965         COR  Number of Incidents  Documented Use of Force  2020   Apr     0\n",
       "632966         COR  Number of Incidents  Documented Use of Force  2020   Apr    21\n",
       "633670        HDSP  Number of Incidents  Documented Use of Force  2020   Apr     0\n",
       "633671        HDSP  Number of Incidents  Documented Use of Force  2020   Apr    29\n",
       "634385        KVSP  Number of Incidents  Documented Use of Force  2020   Apr     0\n",
       "634386        KVSP  Number of Incidents  Documented Use of Force  2020   Apr    66\n",
       "635102         LAC  Number of Incidents  Documented Use of Force  2020   Apr     0\n",
       "635103         LAC  Number of Incidents  Documented Use of Force  2020   Apr    25\n",
       "635801        PBSP  Number of Incidents  Documented Use of Force  2020   Apr     0\n",
       "635802        PBSP  Number of Incidents  Documented Use of Force  2020   Apr    12\n",
       "636516         SAC  Number of Incidents  Documented Use of Force  2020   Apr     0\n",
       "636517         SAC  Number of Incidents  Documented Use of Force  2020   Apr    47\n",
       "637232        SVSP  Number of Incidents  Documented Use of Force  2020   Apr     0\n",
       "637233        SVSP  Number of Incidents  Documented Use of Force  2020   Apr    45\n",
       "637913         CAC  Number of Incidents  Documented Use of Force  2020   May     0\n",
       "637914         CAC  Number of Incidents  Documented Use of Force  2020   May     7\n",
       "638616         CCI  Number of Incidents  Documented Use of Force  2020   May     0\n",
       "638617         CCI  Number of Incidents  Documented Use of Force  2020   May    38\n",
       "639318         COR  Number of Incidents  Documented Use of Force  2020   May     0\n",
       "639319         COR  Number of Incidents  Documented Use of Force  2020   May    26\n",
       "640024        HDSP  Number of Incidents  Documented Use of Force  2020   May     0\n",
       "640025        HDSP  Number of Incidents  Documented Use of Force  2020   May    33\n",
       "640739        KVSP  Number of Incidents  Documented Use of Force  2020   May     0\n",
       "640740        KVSP  Number of Incidents  Documented Use of Force  2020   May    31\n",
       "641456         LAC  Number of Incidents  Documented Use of Force  2020   May     0\n",
       "641457         LAC  Number of Incidents  Documented Use of Force  2020   May    35\n",
       "642155        PBSP  Number of Incidents  Documented Use of Force  2020   May     0\n",
       "642156        PBSP  Number of Incidents  Documented Use of Force  2020   May    11\n",
       "642871         SAC  Number of Incidents  Documented Use of Force  2020   May     0\n",
       "642872         SAC  Number of Incidents  Documented Use of Force  2020   May    77\n",
       "643588        SVSP  Number of Incidents  Documented Use of Force  2020   May     0\n",
       "643589        SVSP  Number of Incidents  Documented Use of Force  2020   May    45\n",
       "644269         CAC  Number of Incidents  Documented Use of Force  2020   Jun     0\n",
       "644270         CAC  Number of Incidents  Documented Use of Force  2020   Jun     8\n",
       "644974         CCI  Number of Incidents  Documented Use of Force  2020   Jun     0\n",
       "644975         CCI  Number of Incidents  Documented Use of Force  2020   Jun    53\n",
       "645676         COR  Number of Incidents  Documented Use of Force  2020   Jun     0\n",
       "645677         COR  Number of Incidents  Documented Use of Force  2020   Jun    23\n",
       "646382        HDSP  Number of Incidents  Documented Use of Force  2020   Jun     0\n",
       "646383        HDSP  Number of Incidents  Documented Use of Force  2020   Jun    33\n",
       "647097        KVSP  Number of Incidents  Documented Use of Force  2020   Jun     0\n",
       "647098        KVSP  Number of Incidents  Documented Use of Force  2020   Jun    40\n",
       "647815         LAC  Number of Incidents  Documented Use of Force  2020   Jun     0\n",
       "647816         LAC  Number of Incidents  Documented Use of Force  2020   Jun    22\n",
       "648515        PBSP  Number of Incidents  Documented Use of Force  2020   Jun     0\n",
       "648516        PBSP  Number of Incidents  Documented Use of Force  2020   Jun     8\n",
       "649230         SAC  Number of Incidents  Documented Use of Force  2020   Jun     0\n",
       "649231         SAC  Number of Incidents  Documented Use of Force  2020   Jun    54\n",
       "649947        SVSP  Number of Incidents  Documented Use of Force  2020   Jun     0\n",
       "649948        SVSP  Number of Incidents  Documented Use of Force  2020   Jun    51\n",
       "650628         CAC  Number of Incidents  Documented Use of Force  2020   Jul     0\n",
       "650629         CAC  Number of Incidents  Documented Use of Force  2020   Jul     0\n",
       "651333         CCI  Number of Incidents  Documented Use of Force  2020   Jul     0\n",
       "651334         CCI  Number of Incidents  Documented Use of Force  2020   Jul    27\n",
       "652036         COR  Number of Incidents  Documented Use of Force  2020   Jul     0\n",
       "652037         COR  Number of Incidents  Documented Use of Force  2020   Jul    15\n",
       "652743        HDSP  Number of Incidents  Documented Use of Force  2020   Jul     0\n",
       "652744        HDSP  Number of Incidents  Documented Use of Force  2020   Jul    28\n",
       "653458        KVSP  Number of Incidents  Documented Use of Force  2020   Jul     0\n",
       "653459        KVSP  Number of Incidents  Documented Use of Force  2020   Jul    35\n",
       "654175         LAC  Number of Incidents  Documented Use of Force  2020   Jul     0\n",
       "654176         LAC  Number of Incidents  Documented Use of Force  2020   Jul    23\n",
       "654873        PBSP  Number of Incidents  Documented Use of Force  2020   Jul     0\n",
       "654874        PBSP  Number of Incidents  Documented Use of Force  2020   Jul    11\n",
       "655586         SAC  Number of Incidents  Documented Use of Force  2020   Jul     0\n",
       "655587         SAC  Number of Incidents  Documented Use of Force  2020   Jul    60\n",
       "656303        SVSP  Number of Incidents  Documented Use of Force  2020   Jul     0\n",
       "656304        SVSP  Number of Incidents  Documented Use of Force  2020   Jul    34\n",
       "656982         CAC  Number of Incidents  Documented Use of Force  2020   Aug     0\n",
       "656983         CAC  Number of Incidents  Documented Use of Force  2020   Aug     9\n",
       "657687         CCI  Number of Incidents  Documented Use of Force  2020   Aug     0\n",
       "657688         CCI  Number of Incidents  Documented Use of Force  2020   Aug    25\n",
       "658390         COR  Number of Incidents  Documented Use of Force  2020   Aug     0\n",
       "658391         COR  Number of Incidents  Documented Use of Force  2020   Aug    14\n",
       "659098        HDSP  Number of Incidents  Documented Use of Force  2020   Aug     0\n",
       "659099        HDSP  Number of Incidents  Documented Use of Force  2020   Aug    24\n",
       "659811        KVSP  Number of Incidents  Documented Use of Force  2020   Aug     0\n",
       "659812        KVSP  Number of Incidents  Documented Use of Force  2020   Aug    26\n",
       "660527         LAC  Number of Incidents  Documented Use of Force  2020   Aug     0\n",
       "660528         LAC  Number of Incidents  Documented Use of Force  2020   Aug    19\n",
       "661225        PBSP  Number of Incidents  Documented Use of Force  2020   Aug     0\n",
       "661226        PBSP  Number of Incidents  Documented Use of Force  2020   Aug    10\n",
       "661939         SAC  Number of Incidents  Documented Use of Force  2020   Aug     0\n",
       "661940         SAC  Number of Incidents  Documented Use of Force  2020   Aug    57\n",
       "662653        SVSP  Number of Incidents  Documented Use of Force  2020   Aug     0\n",
       "662654        SVSP  Number of Incidents  Documented Use of Force  2020   Aug    40\n",
       "663331         CAC  Number of Incidents  Documented Use of Force  2020   Sep     0\n",
       "663332         CAC  Number of Incidents  Documented Use of Force  2020   Sep     1\n",
       "664036         CCI  Number of Incidents  Documented Use of Force  2020   Sep     0\n",
       "664037         CCI  Number of Incidents  Documented Use of Force  2020   Sep    22\n",
       "664738         COR  Number of Incidents  Documented Use of Force  2020   Sep     0\n",
       "664739         COR  Number of Incidents  Documented Use of Force  2020   Sep    15\n",
       "665446        HDSP  Number of Incidents  Documented Use of Force  2020   Sep     0\n",
       "665447        HDSP  Number of Incidents  Documented Use of Force  2020   Sep    27\n",
       "666161        KVSP  Number of Incidents  Documented Use of Force  2020   Sep     0\n",
       "666162        KVSP  Number of Incidents  Documented Use of Force  2020   Sep    25\n",
       "666879         LAC  Number of Incidents  Documented Use of Force  2020   Sep     0\n",
       "666880         LAC  Number of Incidents  Documented Use of Force  2020   Sep    28\n",
       "667579        PBSP  Number of Incidents  Documented Use of Force  2020   Sep     0\n",
       "667580        PBSP  Number of Incidents  Documented Use of Force  2020   Sep     7\n",
       "668293         SAC  Number of Incidents  Documented Use of Force  2020   Sep     0\n",
       "668294         SAC  Number of Incidents  Documented Use of Force  2020   Sep    49\n",
       "669009        SVSP  Number of Incidents  Documented Use of Force  2020   Sep     0\n",
       "669010        SVSP  Number of Incidents  Documented Use of Force  2020   Sep    33\n",
       "669690         CAC  Number of Incidents  Documented Use of Force  2020   Oct     0\n",
       "669691         CAC  Number of Incidents  Documented Use of Force  2020   Oct     4\n",
       "670395         CCI  Number of Incidents  Documented Use of Force  2020   Oct     0\n",
       "670396         CCI  Number of Incidents  Documented Use of Force  2020   Oct    27\n",
       "671098         COR  Number of Incidents  Documented Use of Force  2020   Oct     0\n",
       "671099         COR  Number of Incidents  Documented Use of Force  2020   Oct    15\n",
       "671806        HDSP  Number of Incidents  Documented Use of Force  2020   Oct     0\n",
       "671807        HDSP  Number of Incidents  Documented Use of Force  2020   Oct    33\n",
       "672521        KVSP  Number of Incidents  Documented Use of Force  2020   Oct     0\n",
       "672522        KVSP  Number of Incidents  Documented Use of Force  2020   Oct    33\n",
       "673239         LAC  Number of Incidents  Documented Use of Force  2020   Oct     0\n",
       "673240         LAC  Number of Incidents  Documented Use of Force  2020   Oct    21\n",
       "673939        PBSP  Number of Incidents  Documented Use of Force  2020   Oct     0\n",
       "673940        PBSP  Number of Incidents  Documented Use of Force  2020   Oct     6\n",
       "674653         SAC  Number of Incidents  Documented Use of Force  2020   Oct     0\n",
       "674654         SAC  Number of Incidents  Documented Use of Force  2020   Oct    60\n",
       "675369        SVSP  Number of Incidents  Documented Use of Force  2020   Oct     0\n",
       "675370        SVSP  Number of Incidents  Documented Use of Force  2020   Oct    38\n",
       "676050         CAC  Number of Incidents  Documented Use of Force  2020   Nov     0\n",
       "676051         CAC  Number of Incidents  Documented Use of Force  2020   Nov     2\n",
       "676755         CCI  Number of Incidents  Documented Use of Force  2020   Nov     0\n",
       "676756         CCI  Number of Incidents  Documented Use of Force  2020   Nov    28\n",
       "677456         COR  Number of Incidents  Documented Use of Force  2020   Nov     0\n",
       "677457         COR  Number of Incidents  Documented Use of Force  2020   Nov    10\n",
       "678165        HDSP  Number of Incidents  Documented Use of Force  2020   Nov     0\n",
       "678166        HDSP  Number of Incidents  Documented Use of Force  2020   Nov    12\n",
       "678880        KVSP  Number of Incidents  Documented Use of Force  2020   Nov     0\n",
       "678881        KVSP  Number of Incidents  Documented Use of Force  2020   Nov    22\n",
       "679597         LAC  Number of Incidents  Documented Use of Force  2020   Nov     0\n",
       "679598         LAC  Number of Incidents  Documented Use of Force  2020   Nov    29\n",
       "680296        PBSP  Number of Incidents  Documented Use of Force  2020   Nov     0\n",
       "680297        PBSP  Number of Incidents  Documented Use of Force  2020   Nov     9\n",
       "681011         SAC  Number of Incidents  Documented Use of Force  2020   Nov     0\n",
       "681012         SAC  Number of Incidents  Documented Use of Force  2020   Nov    44\n",
       "681726        SVSP  Number of Incidents  Documented Use of Force  2020   Nov     0\n",
       "681727        SVSP  Number of Incidents  Documented Use of Force  2020   Nov    40\n",
       "682408         CAC  Number of Incidents  Documented Use of Force  2020   Dec     0\n",
       "682409         CAC  Number of Incidents  Documented Use of Force  2020   Dec     2\n",
       "683112         CCI  Number of Incidents  Documented Use of Force  2020   Dec     0\n",
       "683113         CCI  Number of Incidents  Documented Use of Force  2020   Dec    20\n",
       "683814         COR  Number of Incidents  Documented Use of Force  2020   Dec     0\n",
       "683815         COR  Number of Incidents  Documented Use of Force  2020   Dec    10\n",
       "684523        HDSP  Number of Incidents  Documented Use of Force  2020   Dec     0\n",
       "684524        HDSP  Number of Incidents  Documented Use of Force  2020   Dec    11\n",
       "685237        KVSP  Number of Incidents  Documented Use of Force  2020   Dec     0\n",
       "685238        KVSP  Number of Incidents  Documented Use of Force  2020   Dec    19\n",
       "685954         LAC  Number of Incidents  Documented Use of Force  2020   Dec     0\n",
       "685955         LAC  Number of Incidents  Documented Use of Force  2020   Dec    18\n",
       "686653        PBSP  Number of Incidents  Documented Use of Force  2020   Dec     0\n",
       "686654        PBSP  Number of Incidents  Documented Use of Force  2020   Dec     5\n",
       "687368         SAC  Number of Incidents  Documented Use of Force  2020   Dec     0\n",
       "687369         SAC  Number of Incidents  Documented Use of Force  2020   Dec    48\n",
       "688084        SVSP  Number of Incidents  Documented Use of Force  2020   Dec     0\n",
       "688085        SVSP  Number of Incidents  Documented Use of Force  2020   Dec    30"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Some rows are repeats with errant zero values from COMPSTAT, while incident reports have values.\n",
    "\n",
    "df_highsecurity[(df_highsecurity['Year'] == 2020) & (df_highsecurity['Metric Title'] == 'Documented Use of Force')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4fe088d5-64e2-40c6-92ee-7706c2afe3cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Institution</th>\n",
       "      <th>Subcategory</th>\n",
       "      <th>Metric Title</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>612495</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613198</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613900</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614609</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615325</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616041</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616739</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>617452</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618168</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618848</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>619553</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>620256</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>620963</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>621678</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>622396</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>623094</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>623809</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>624525</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Feb</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>625206</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>625910</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>626612</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>627319</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>628034</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>628751</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>629449</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630163</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630878</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Mar</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>631559</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>632263</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>632966</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>633671</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>634386</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635103</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635802</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>636517</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637233</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Apr</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637914</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>638617</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>639319</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>640025</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>640740</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>641457</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642156</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642872</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>643589</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>May</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644270</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644975</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>645677</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>646383</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>647098</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>647816</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>648516</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>649231</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>649948</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jun</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>651334</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652037</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652744</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>653459</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>654176</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>654874</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>655587</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>656304</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jul</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>656983</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657688</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>658391</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>659099</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>659812</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>660528</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661226</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661940</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662654</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Aug</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663332</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664037</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664739</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>665447</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666162</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666880</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667580</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>668294</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669010</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sep</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669691</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670396</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671099</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671807</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672522</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673240</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673940</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674654</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675370</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Oct</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676051</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676756</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677457</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678166</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678881</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679598</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680297</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681012</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681727</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nov</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682409</th>\n",
       "      <td>CAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>683113</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>41</td>\n",
       "      <td>df_2020_2023_Incidents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683815</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>26</td>\n",
       "      <td>df_2020_2023_Incidents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684524</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>27</td>\n",
       "      <td>df_2020_2023_Incidents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685238</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jan</td>\n",
       "      <td>37</td>\n",
       "      <td>df_2020_2023_Incidents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685955</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686654</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687369</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688085</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2020</td>\n",
       "      <td>Dec</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Institution          Subcategory             Metric Title  Year Month Value\n",
       "612495         CAC  Number of Incidents  Documented Use of Force  2020   Jan     6\n",
       "613198         CCI  Number of Incidents  Documented Use of Force  2020   Jan    41\n",
       "613900         COR  Number of Incidents  Documented Use of Force  2020   Jan    26\n",
       "614609        HDSP  Number of Incidents  Documented Use of Force  2020   Jan    27\n",
       "615325        KVSP  Number of Incidents  Documented Use of Force  2020   Jan    37\n",
       "616041         LAC  Number of Incidents  Documented Use of Force  2020   Jan    43\n",
       "616739        PBSP  Number of Incidents  Documented Use of Force  2020   Jan    24\n",
       "617452         SAC  Number of Incidents  Documented Use of Force  2020   Jan    57\n",
       "618168        SVSP  Number of Incidents  Documented Use of Force  2020   Jan    52\n",
       "618848         CAC  Number of Incidents  Documented Use of Force  2020   Feb     5\n",
       "619553         CCI  Number of Incidents  Documented Use of Force  2020   Feb    35\n",
       "620256         COR  Number of Incidents  Documented Use of Force  2020   Feb    24\n",
       "620963        HDSP  Number of Incidents  Documented Use of Force  2020   Feb    41\n",
       "621678        KVSP  Number of Incidents  Documented Use of Force  2020   Feb    57\n",
       "622396         LAC  Number of Incidents  Documented Use of Force  2020   Feb    38\n",
       "623094        PBSP  Number of Incidents  Documented Use of Force  2020   Feb    27\n",
       "623809         SAC  Number of Incidents  Documented Use of Force  2020   Feb    62\n",
       "624525        SVSP  Number of Incidents  Documented Use of Force  2020   Feb    66\n",
       "625206         CAC  Number of Incidents  Documented Use of Force  2020   Mar     5\n",
       "625910         CCI  Number of Incidents  Documented Use of Force  2020   Mar    40\n",
       "626612         COR  Number of Incidents  Documented Use of Force  2020   Mar    23\n",
       "627319        HDSP  Number of Incidents  Documented Use of Force  2020   Mar    39\n",
       "628034        KVSP  Number of Incidents  Documented Use of Force  2020   Mar    46\n",
       "628751         LAC  Number of Incidents  Documented Use of Force  2020   Mar    41\n",
       "629449        PBSP  Number of Incidents  Documented Use of Force  2020   Mar    13\n",
       "630163         SAC  Number of Incidents  Documented Use of Force  2020   Mar    68\n",
       "630878        SVSP  Number of Incidents  Documented Use of Force  2020   Mar    55\n",
       "631559         CAC  Number of Incidents  Documented Use of Force  2020   Apr     4\n",
       "632263         CCI  Number of Incidents  Documented Use of Force  2020   Apr    35\n",
       "632966         COR  Number of Incidents  Documented Use of Force  2020   Apr    21\n",
       "633671        HDSP  Number of Incidents  Documented Use of Force  2020   Apr    29\n",
       "634386        KVSP  Number of Incidents  Documented Use of Force  2020   Apr    66\n",
       "635103         LAC  Number of Incidents  Documented Use of Force  2020   Apr    25\n",
       "635802        PBSP  Number of Incidents  Documented Use of Force  2020   Apr    12\n",
       "636517         SAC  Number of Incidents  Documented Use of Force  2020   Apr    47\n",
       "637233        SVSP  Number of Incidents  Documented Use of Force  2020   Apr    45\n",
       "637914         CAC  Number of Incidents  Documented Use of Force  2020   May     7\n",
       "638617         CCI  Number of Incidents  Documented Use of Force  2020   May    38\n",
       "639319         COR  Number of Incidents  Documented Use of Force  2020   May    26\n",
       "640025        HDSP  Number of Incidents  Documented Use of Force  2020   May    33\n",
       "640740        KVSP  Number of Incidents  Documented Use of Force  2020   May    31\n",
       "641457         LAC  Number of Incidents  Documented Use of Force  2020   May    35\n",
       "642156        PBSP  Number of Incidents  Documented Use of Force  2020   May    11\n",
       "642872         SAC  Number of Incidents  Documented Use of Force  2020   May    77\n",
       "643589        SVSP  Number of Incidents  Documented Use of Force  2020   May    45\n",
       "644270         CAC  Number of Incidents  Documented Use of Force  2020   Jun     8\n",
       "644975         CCI  Number of Incidents  Documented Use of Force  2020   Jun    53\n",
       "645677         COR  Number of Incidents  Documented Use of Force  2020   Jun    23\n",
       "646383        HDSP  Number of Incidents  Documented Use of Force  2020   Jun    33\n",
       "647098        KVSP  Number of Incidents  Documented Use of Force  2020   Jun    40\n",
       "647816         LAC  Number of Incidents  Documented Use of Force  2020   Jun    22\n",
       "648516        PBSP  Number of Incidents  Documented Use of Force  2020   Jun     8\n",
       "649231         SAC  Number of Incidents  Documented Use of Force  2020   Jun    54\n",
       "649948        SVSP  Number of Incidents  Documented Use of Force  2020   Jun    51\n",
       "651334         CCI  Number of Incidents  Documented Use of Force  2020   Jul    27\n",
       "652037         COR  Number of Incidents  Documented Use of Force  2020   Jul    15\n",
       "652744        HDSP  Number of Incidents  Documented Use of Force  2020   Jul    28\n",
       "653459        KVSP  Number of Incidents  Documented Use of Force  2020   Jul    35\n",
       "654176         LAC  Number of Incidents  Documented Use of Force  2020   Jul    23\n",
       "654874        PBSP  Number of Incidents  Documented Use of Force  2020   Jul    11\n",
       "655587         SAC  Number of Incidents  Documented Use of Force  2020   Jul    60\n",
       "656304        SVSP  Number of Incidents  Documented Use of Force  2020   Jul    34\n",
       "656983         CAC  Number of Incidents  Documented Use of Force  2020   Aug     9\n",
       "657688         CCI  Number of Incidents  Documented Use of Force  2020   Aug    25\n",
       "658391         COR  Number of Incidents  Documented Use of Force  2020   Aug    14\n",
       "659099        HDSP  Number of Incidents  Documented Use of Force  2020   Aug    24\n",
       "659812        KVSP  Number of Incidents  Documented Use of Force  2020   Aug    26\n",
       "660528         LAC  Number of Incidents  Documented Use of Force  2020   Aug    19\n",
       "661226        PBSP  Number of Incidents  Documented Use of Force  2020   Aug    10\n",
       "661940         SAC  Number of Incidents  Documented Use of Force  2020   Aug    57\n",
       "662654        SVSP  Number of Incidents  Documented Use of Force  2020   Aug    40\n",
       "663332         CAC  Number of Incidents  Documented Use of Force  2020   Sep     1\n",
       "664037         CCI  Number of Incidents  Documented Use of Force  2020   Sep    22\n",
       "664739         COR  Number of Incidents  Documented Use of Force  2020   Sep    15\n",
       "665447        HDSP  Number of Incidents  Documented Use of Force  2020   Sep    27\n",
       "666162        KVSP  Number of Incidents  Documented Use of Force  2020   Sep    25\n",
       "666880         LAC  Number of Incidents  Documented Use of Force  2020   Sep    28\n",
       "667580        PBSP  Number of Incidents  Documented Use of Force  2020   Sep     7\n",
       "668294         SAC  Number of Incidents  Documented Use of Force  2020   Sep    49\n",
       "669010        SVSP  Number of Incidents  Documented Use of Force  2020   Sep    33\n",
       "669691         CAC  Number of Incidents  Documented Use of Force  2020   Oct     4\n",
       "670396         CCI  Number of Incidents  Documented Use of Force  2020   Oct    27\n",
       "671099         COR  Number of Incidents  Documented Use of Force  2020   Oct    15\n",
       "671807        HDSP  Number of Incidents  Documented Use of Force  2020   Oct    33\n",
       "672522        KVSP  Number of Incidents  Documented Use of Force  2020   Oct    33\n",
       "673240         LAC  Number of Incidents  Documented Use of Force  2020   Oct    21\n",
       "673940        PBSP  Number of Incidents  Documented Use of Force  2020   Oct     6\n",
       "674654         SAC  Number of Incidents  Documented Use of Force  2020   Oct    60\n",
       "675370        SVSP  Number of Incidents  Documented Use of Force  2020   Oct    38\n",
       "676051         CAC  Number of Incidents  Documented Use of Force  2020   Nov     2\n",
       "676756         CCI  Number of Incidents  Documented Use of Force  2020   Nov    28\n",
       "677457         COR  Number of Incidents  Documented Use of Force  2020   Nov    10\n",
       "678166        HDSP  Number of Incidents  Documented Use of Force  2020   Nov    12\n",
       "678881        KVSP  Number of Incidents  Documented Use of Force  2020   Nov    22\n",
       "679598         LAC  Number of Incidents  Documented Use of Force  2020   Nov    29\n",
       "680297        PBSP  Number of Incidents  Documented Use of Force  2020   Nov     9\n",
       "681012         SAC  Number of Incidents  Documented Use of Force  2020   Nov    44\n",
       "681727        SVSP  Number of Incidents  Documented Use of Force  2020   Nov    40\n",
       "682409         CAC  Number of Incidents  Documented Use of Force  2020   Dec     2\n",
       "683113         CCI  Number of Incidents  Documented Use of Force  2020   Dec    20\n",
       "683815         COR  Number of Incidents  Documented Use of Force  2020   Dec    10\n",
       "684524        HDSP  Number of Incidents  Documented Use of Force  2020   Dec    11\n",
       "685238        KVSP  Number of Incidents  Documented Use of Force  2020   Dec    19\n",
       "685955         LAC  Number of Incidents  Documented Use of Force  2020   Dec    18\n",
       "686654        PBSP  Number of Incidents  Documented Use of Force  2020   Dec     5\n",
       "687369         SAC  Number of Incidents  Documented Use of Force  2020   Dec    48\n",
       "688085        SVSP  Number of Incidents  Documented Use of Force  2020   Dec    30"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Remove 2020 Documented Use of Force with zero values from df_2020_2023_POP_no_cat file\n",
    "indices_of_repeated_zero_value = df_highsecurity[(df_highsecurity['Value'] == '0') & \n",
    "                                                 (df_highsecurity['Year'] == 2020) & \n",
    "                                                 (df_highsecurity['Metric Title'] == 'Documented Use of Force') &\n",
    "                                                (df_highsecurity['file'] == 'df_2020_2023_POP_no_cat')].index\n",
    "df_highsecurity.drop(index=indices_of_repeated_zero_value, inplace=True)\n",
    "\n",
    "df_highsecurity[(df_highsecurity['Year'] == 2020) & \n",
    "                (df_highsecurity['Metric Title'] == 'Documented Use of Force')].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "be6e6b01-a9f5-43b4-9806-1dea26444733",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\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>Institution</th>\n",
       "      <th>Subcategory</th>\n",
       "      <th>Metric Title</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Value</th>\n",
       "      <th>file</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1825</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Total Number of Documented Force</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>12</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5412</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Total Number of Documented Force</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>21</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8435</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Total Number of Documented Force</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>30</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9433</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Total Number of Documented Force</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>26</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9961</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Total Number of Documented Force</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>859244</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2023</td>\n",
       "      <td>Oct</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>859313</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2023</td>\n",
       "      <td>Oct</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>859373</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2023</td>\n",
       "      <td>Oct</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>859441</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2023</td>\n",
       "      <td>Oct</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>859514</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Documented Use of Force</td>\n",
       "      <td>2023</td>\n",
       "      <td>Oct</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Institution          Subcategory                      Metric Title  Year Month Value\n",
       "334            CCI  Number of Incidents  Total Number of Documented Force  2009   Jan    12\n",
       "846            COR  Number of Incidents  Total Number of Documented Force  2009   Jan    21\n",
       "1355          HDSP  Number of Incidents  Total Number of Documented Force  2009   Jan    30\n",
       "1866          KVSP  Number of Incidents  Total Number of Documented Force  2009   Jan    26\n",
       "2405           LAC  Number of Incidents  Total Number of Documented Force  2009   Jan    36\n",
       "...            ...                  ...                               ...   ...   ...   ...\n",
       "859244        KVSP  Number of Incidents           Documented Use of Force  2023   Oct    43\n",
       "859313         LAC  Number of Incidents           Documented Use of Force  2023   Oct    81\n",
       "859373        PBSP  Number of Incidents           Documented Use of Force  2023   Oct    15\n",
       "859441         SAC  Number of Incidents           Documented Use of Force  2023   Oct    65\n",
       "859514        SVSP  Number of Incidents           Documented Use of Force  2023   Oct    61\n",
       "\n",
       "[1527 rows x 6 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Extract UOF Metrics\n",
    "UOF = df_highsecurity[df_highsecurity['Metric Title'].str.contains(\"Documented Use of Force|Total Number of Documented Force\", regex=True)]\n",
    "UOF.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "faf808ef-043d-403f-bb13-7ebaf333321b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Institution</th>\n",
       "      <th>Subcategory</th>\n",
       "      <th>Metric Title</th>\n",
       "      <th>Year</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1932</th>\n",
       "      <td>CCI</td>\n",
       "      <td>Total Bed Capacity</td>\n",
       "      <td>Inmate Count</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>5703</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5519</th>\n",
       "      <td>COR</td>\n",
       "      <td>Total Bed Capacity</td>\n",
       "      <td>Inmate Count</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>5654</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8542</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Total Bed Capacity</td>\n",
       "      <td>Inmate Count</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>4415</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9540</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Total Bed Capacity</td>\n",
       "      <td>Inmate Count</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>4789</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10068</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Total Bed Capacity</td>\n",
       "      <td>Inmate Count</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>4906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>854774</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Total Bed Capacity</td>\n",
       "      <td>Inmate Count</td>\n",
       "      <td>2023</td>\n",
       "      <td>Jun</td>\n",
       "      <td>2793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>855408</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Total Bed Capacity</td>\n",
       "      <td>Inmate Count</td>\n",
       "      <td>2023</td>\n",
       "      <td>Jun</td>\n",
       "      <td>2660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>856034</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>Total Bed Capacity</td>\n",
       "      <td>Inmate Count</td>\n",
       "      <td>2023</td>\n",
       "      <td>Jun</td>\n",
       "      <td>1627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>856667</th>\n",
       "      <td>SAC</td>\n",
       "      <td>Total Bed Capacity</td>\n",
       "      <td>Inmate Count</td>\n",
       "      <td>2023</td>\n",
       "      <td>Jun</td>\n",
       "      <td>1759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>857305</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>Total Bed Capacity</td>\n",
       "      <td>Inmate Count</td>\n",
       "      <td>2023</td>\n",
       "      <td>Jun</td>\n",
       "      <td>2986</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Institution         Subcategory  Metric Title  Year Month Value\n",
       "441            CCI  Total Bed Capacity  Inmate Count  2009   Jan  5703\n",
       "953            COR  Total Bed Capacity  Inmate Count  2009   Jan  5654\n",
       "1462          HDSP  Total Bed Capacity  Inmate Count  2009   Jan  4415\n",
       "1973          KVSP  Total Bed Capacity  Inmate Count  2009   Jan  4789\n",
       "2512           LAC  Total Bed Capacity  Inmate Count  2009   Jan  4906\n",
       "...            ...                 ...           ...   ...   ...   ...\n",
       "854774        KVSP  Total Bed Capacity  Inmate Count  2023   Jun  2793\n",
       "855408         LAC  Total Bed Capacity  Inmate Count  2023   Jun  2660\n",
       "856034        PBSP  Total Bed Capacity  Inmate Count  2023   Jun  1627\n",
       "856667         SAC  Total Bed Capacity  Inmate Count  2023   Jun  1759\n",
       "857305        SVSP  Total Bed Capacity  Inmate Count  2023   Jun  2986\n",
       "\n",
       "[1494 rows x 6 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "POP = df_highsecurity[df_highsecurity['Metric Title'].str.contains(\"Inmate Count\", regex=True)]\n",
    "POP.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7b536873-fe8d-4e76-a1e2-7a87d9608c4f",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
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       "      <th>Subcategory_x</th>\n",
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       "      <th>Month</th>\n",
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       "      <th>Subcategory_y</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CCI</td>\n",
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       "      <td>Total Number of Documented Force</td>\n",
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       "      <td>Jan</td>\n",
       "      <td>12</td>\n",
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       "      <td>Total Bed Capacity</td>\n",
       "      <td>Inmate Count</td>\n",
       "      <td>5703</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>COR</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Total Number of Documented Force</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>21</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "      <td>Total Bed Capacity</td>\n",
       "      <td>Inmate Count</td>\n",
       "      <td>5654</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Total Number of Documented Force</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>30</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "      <td>Total Bed Capacity</td>\n",
       "      <td>Inmate Count</td>\n",
       "      <td>4415</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Total Number of Documented Force</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>26</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "      <td>Total Bed Capacity</td>\n",
       "      <td>Inmate Count</td>\n",
       "      <td>4789</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>LAC</td>\n",
       "      <td>Number of Incidents</td>\n",
       "      <td>Total Number of Documented Force</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>36</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "      <td>Total Bed Capacity</td>\n",
       "      <td>Inmate Count</td>\n",
       "      <td>4906</td>\n",
       "      <td>df_2009_2019_melted</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Institution        Subcategory_x                    Metric Title_x  Year Month Value_x               file_x       Subcategory_y Metric Title_y Value_y               file_y\n",
       "0         CCI  Number of Incidents  Total Number of Documented Force  2009   Jan      12  df_2009_2019_melted  Total Bed Capacity   Inmate Count    5703  df_2009_2019_melted\n",
       "1         COR  Number of Incidents  Total Number of Documented Force  2009   Jan      21  df_2009_2019_melted  Total Bed Capacity   Inmate Count    5654  df_2009_2019_melted\n",
       "2        HDSP  Number of Incidents  Total Number of Documented Force  2009   Jan      30  df_2009_2019_melted  Total Bed Capacity   Inmate Count    4415  df_2009_2019_melted\n",
       "3        KVSP  Number of Incidents  Total Number of Documented Force  2009   Jan      26  df_2009_2019_melted  Total Bed Capacity   Inmate Count    4789  df_2009_2019_melted\n",
       "4         LAC  Number of Incidents  Total Number of Documented Force  2009   Jan      36  df_2009_2019_melted  Total Bed Capacity   Inmate Count    4906  df_2009_2019_melted"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Merge the UOF extracted with POP extracted\n",
    "df_merged = UOF.merge(POP, on=['Institution', 'Year', 'Month'], how='inner')\n",
    "df_merged.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "96131f0f-e88f-4d34-83ae-ac67ac2f16e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
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       "      <th>0</th>\n",
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       "      <th>1</th>\n",
       "      <td>COR</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>21</td>\n",
       "      <td>5654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>30</td>\n",
       "      <td>4415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>KVSP</td>\n",
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       "      <td>Jan</td>\n",
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       "      <td>4789</td>\n",
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       "      <th>4</th>\n",
       "      <td>LAC</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
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       "      <td>4906</td>\n",
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      ],
      "text/plain": [
       "  Institution  Year Month Value_x Value_y\n",
       "0         CCI  2009   Jan      12    5703\n",
       "1         COR  2009   Jan      21    5654\n",
       "2        HDSP  2009   Jan      30    4415\n",
       "3        KVSP  2009   Jan      26    4789\n",
       "4         LAC  2009   Jan      36    4906"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop unnecessary columns\n",
    "df_merged_simplified = df_merged.drop(columns=['Subcategory_x', 'file_x', 'Metric Title_x', 'Subcategory_y', 'Metric Title_y', 'file_y'])\n",
    "df_merged_simplified.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8d6833b7-99c9-400d-9bc8-373314d2cab2",
   "metadata": {},
   "outputs": [
    {
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       "\n",
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       "    }\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>Institution</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>use_of_force</th>\n",
       "      <th>inmate_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CCI</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>12</td>\n",
       "      <td>5703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>COR</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>21</td>\n",
       "      <td>5654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>30</td>\n",
       "      <td>4415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>26</td>\n",
       "      <td>4789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>LAC</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>36</td>\n",
       "      <td>4906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1387</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>2023</td>\n",
       "      <td>Jun</td>\n",
       "      <td>35</td>\n",
       "      <td>2793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1388</th>\n",
       "      <td>LAC</td>\n",
       "      <td>2023</td>\n",
       "      <td>Jun</td>\n",
       "      <td>91</td>\n",
       "      <td>2660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1389</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>2023</td>\n",
       "      <td>Jun</td>\n",
       "      <td>9</td>\n",
       "      <td>1627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1390</th>\n",
       "      <td>SAC</td>\n",
       "      <td>2023</td>\n",
       "      <td>Jun</td>\n",
       "      <td>47</td>\n",
       "      <td>1759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1391</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>2023</td>\n",
       "      <td>Jun</td>\n",
       "      <td>64</td>\n",
       "      <td>2986</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1392 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Institution  Year Month use_of_force inmate_count\n",
       "0            CCI  2009   Jan           12         5703\n",
       "1            COR  2009   Jan           21         5654\n",
       "2           HDSP  2009   Jan           30         4415\n",
       "3           KVSP  2009   Jan           26         4789\n",
       "4            LAC  2009   Jan           36         4906\n",
       "...          ...   ...   ...          ...          ...\n",
       "1387        KVSP  2023   Jun           35         2793\n",
       "1388         LAC  2023   Jun           91         2660\n",
       "1389        PBSP  2023   Jun            9         1627\n",
       "1390         SAC  2023   Jun           47         1759\n",
       "1391        SVSP  2023   Jun           64         2986\n",
       "\n",
       "[1392 rows x 5 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename Value_x and Value_y to their respective sheets\n",
    "df_renamed = df_merged_simplified.rename({'Value_x':'use_of_force', \n",
    "                                          'Value_y':'inmate_count'}, axis=1)\n",
    "df_renamed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e19c941f-832b-4b1f-be06-57710558a55e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Institution       object\n",
       "Year               int64\n",
       "Month           category\n",
       "use_of_force       Int64\n",
       "inmate_count       Int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Recast data types as integers for data analysis\n",
    "df_UOF_rate = df_renamed.astype({'use_of_force':'Int64', 'inmate_count':'Int64'})\n",
    "df_UOF_rate.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b941c4da-ea9c-4c6d-9603-1493e6d3add7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Institution</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>use_of_force</th>\n",
       "      <th>inmate_count</th>\n",
       "      <th>uof_per_1000</th>\n",
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       "  </thead>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CCI</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>12</td>\n",
       "      <td>5703</td>\n",
       "      <td>2.104156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>COR</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>21</td>\n",
       "      <td>5654</td>\n",
       "      <td>3.714185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HDSP</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>30</td>\n",
       "      <td>4415</td>\n",
       "      <td>6.795017</td>\n",
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       "      <th>3</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>26</td>\n",
       "      <td>4789</td>\n",
       "      <td>5.429108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>LAC</td>\n",
       "      <td>2009</td>\n",
       "      <td>Jan</td>\n",
       "      <td>36</td>\n",
       "      <td>4906</td>\n",
       "      <td>7.337954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1387</th>\n",
       "      <td>KVSP</td>\n",
       "      <td>2023</td>\n",
       "      <td>Jun</td>\n",
       "      <td>35</td>\n",
       "      <td>2793</td>\n",
       "      <td>12.531328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1388</th>\n",
       "      <td>LAC</td>\n",
       "      <td>2023</td>\n",
       "      <td>Jun</td>\n",
       "      <td>91</td>\n",
       "      <td>2660</td>\n",
       "      <td>34.210526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1389</th>\n",
       "      <td>PBSP</td>\n",
       "      <td>2023</td>\n",
       "      <td>Jun</td>\n",
       "      <td>9</td>\n",
       "      <td>1627</td>\n",
       "      <td>5.531653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1390</th>\n",
       "      <td>SAC</td>\n",
       "      <td>2023</td>\n",
       "      <td>Jun</td>\n",
       "      <td>47</td>\n",
       "      <td>1759</td>\n",
       "      <td>26.719727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1391</th>\n",
       "      <td>SVSP</td>\n",
       "      <td>2023</td>\n",
       "      <td>Jun</td>\n",
       "      <td>64</td>\n",
       "      <td>2986</td>\n",
       "      <td>21.433356</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1392 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Institution  Year Month  use_of_force  inmate_count  uof_per_1000\n",
       "0            CCI  2009   Jan            12          5703      2.104156\n",
       "1            COR  2009   Jan            21          5654      3.714185\n",
       "2           HDSP  2009   Jan            30          4415      6.795017\n",
       "3           KVSP  2009   Jan            26          4789      5.429108\n",
       "4            LAC  2009   Jan            36          4906      7.337954\n",
       "...          ...   ...   ...           ...           ...           ...\n",
       "1387        KVSP  2023   Jun            35          2793     12.531328\n",
       "1388         LAC  2023   Jun            91          2660     34.210526\n",
       "1389        PBSP  2023   Jun             9          1627      5.531653\n",
       "1390         SAC  2023   Jun            47          1759     26.719727\n",
       "1391        SVSP  2023   Jun            64          2986     21.433356\n",
       "\n",
       "[1392 rows x 6 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Add rate per 1000 inmates column \n",
    "df_UOF_rate['uof_per_1000'] = df_UOF_rate['use_of_force'] / df_UOF_rate['inmate_count'] * 1000\n",
    "df_UOF_rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a5e81880-3a0a-4bcf-a4d0-f61db63a09b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Institution\n",
       "CCI      6.536173\n",
       "COR      8.198662\n",
       "HDSP     7.102604\n",
       "KVSP     9.555989\n",
       "LAC       11.7095\n",
       "PBSP     4.978565\n",
       "SAC     18.942906\n",
       "SVSP    13.145545\n",
       "Name: uof_per_1000, dtype: Float64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Mean rate of each institution \n",
    "df_UOF_rate.groupby(['Institution'])['uof_per_1000'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ddc9d040-01b2-41f8-a4d0-a107d824f651",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
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       "      <th>CCI</th>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COR</th>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
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       "      <th>HDSP</th>\n",
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       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KVSP</th>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LAC</th>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PBSP</th>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SAC</th>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SVSP</th>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Year  Month  use_of_force  inmate_count  uof_per_1000\n",
       "Institution                                                       \n",
       "CCI           174    174           174           174           174\n",
       "COR           174    174           174           174           174\n",
       "HDSP          174    174           174           174           174\n",
       "KVSP          174    174           174           174           174\n",
       "LAC           174    174           174           174           174\n",
       "PBSP          174    174           174           174           174\n",
       "SAC           174    174           174           174           174\n",
       "SVSP          174    174           174           174           174"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Count by institution\n",
    "df_UOF_rate.groupby(['Institution']).count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a373a4eb-77d3-47e1-ab5e-cbeff49e2319",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10.021242967270082"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_UOF_rate['uof_per_1000'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "84a5aa94-317c-4c28-8cee-a4fb284cdde6",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_UOF_rate.to_csv(\"analysis/use_of_force.csv\", encoding=\"utf-8\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e95daa83-7388-46f3-a9e8-a2a0d9c63bf2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Year</th>\n",
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       "      <th>0</th>\n",
       "      <td>2009</td>\n",
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       "      <td>3.78789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2009</td>\n",
       "      <td>COR</td>\n",
       "      <td>3.544667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2009</td>\n",
       "      <td>HDSP</td>\n",
       "      <td>7.011149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2009</td>\n",
       "      <td>KVSP</td>\n",
       "      <td>5.403689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2009</td>\n",
       "      <td>LAC</td>\n",
       "      <td>6.755302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2009</td>\n",
       "      <td>PBSP</td>\n",
       "      <td>4.561298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2009</td>\n",
       "      <td>SAC</td>\n",
       "      <td>11.998722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2009</td>\n",
       "      <td>SVSP</td>\n",
       "      <td>9.220388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2010</td>\n",
       "      <td>CCI</td>\n",
       "      <td>3.519126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2010</td>\n",
       "      <td>COR</td>\n",
       "      <td>3.618587</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Year Institution  uof_per_1000\n",
       "0  2009         CCI       3.78789\n",
       "1  2009         COR      3.544667\n",
       "2  2009        HDSP      7.011149\n",
       "3  2009        KVSP      5.403689\n",
       "4  2009         LAC      6.755302\n",
       "5  2009        PBSP      4.561298\n",
       "6  2009         SAC     11.998722\n",
       "7  2009        SVSP      9.220388\n",
       "8  2010         CCI      3.519126\n",
       "9  2010         COR      3.618587"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_UOF_by_year = df_UOF_rate.groupby(['Year','Institution'])['uof_per_1000'].mean().reset_index()\n",
    "df_UOF_by_year.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f5862078-8938-4601-80c8-a782f56d9520",
   "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>Institution</th>\n",
       "      <th>CCI</th>\n",
       "      <th>COR</th>\n",
       "      <th>HDSP</th>\n",
       "      <th>KVSP</th>\n",
       "      <th>LAC</th>\n",
       "      <th>PBSP</th>\n",
       "      <th>SAC</th>\n",
       "      <th>SVSP</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>3.78789</td>\n",
       "      <td>3.544667</td>\n",
       "      <td>7.011149</td>\n",
       "      <td>5.403689</td>\n",
       "      <td>6.755302</td>\n",
       "      <td>4.561298</td>\n",
       "      <td>11.998722</td>\n",
       "      <td>9.220388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>3.519126</td>\n",
       "      <td>3.618587</td>\n",
       "      <td>7.449524</td>\n",
       "      <td>7.89504</td>\n",
       "      <td>7.812434</td>\n",
       "      <td>4.995485</td>\n",
       "      <td>11.257568</td>\n",
       "      <td>10.319387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>5.076671</td>\n",
       "      <td>5.061804</td>\n",
       "      <td>6.573171</td>\n",
       "      <td>7.783116</td>\n",
       "      <td>8.796594</td>\n",
       "      <td>5.266022</td>\n",
       "      <td>12.546238</td>\n",
       "      <td>12.918531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>3.654187</td>\n",
       "      <td>5.648797</td>\n",
       "      <td>7.096301</td>\n",
       "      <td>8.740767</td>\n",
       "      <td>9.571889</td>\n",
       "      <td>6.247776</td>\n",
       "      <td>12.253709</td>\n",
       "      <td>11.556532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>3.350852</td>\n",
       "      <td>5.808224</td>\n",
       "      <td>5.769188</td>\n",
       "      <td>9.077043</td>\n",
       "      <td>9.790126</td>\n",
       "      <td>6.006076</td>\n",
       "      <td>14.22398</td>\n",
       "      <td>12.029029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>3.138168</td>\n",
       "      <td>6.03906</td>\n",
       "      <td>6.661476</td>\n",
       "      <td>6.951336</td>\n",
       "      <td>10.091247</td>\n",
       "      <td>2.818863</td>\n",
       "      <td>19.307105</td>\n",
       "      <td>11.262252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>2.971186</td>\n",
       "      <td>6.27283</td>\n",
       "      <td>6.241873</td>\n",
       "      <td>7.375688</td>\n",
       "      <td>10.841917</td>\n",
       "      <td>3.146455</td>\n",
       "      <td>20.724475</td>\n",
       "      <td>9.986828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>5.733652</td>\n",
       "      <td>8.416308</td>\n",
       "      <td>5.413288</td>\n",
       "      <td>9.431876</td>\n",
       "      <td>9.156539</td>\n",
       "      <td>4.851241</td>\n",
       "      <td>19.849676</td>\n",
       "      <td>11.425164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>7.970874</td>\n",
       "      <td>12.266563</td>\n",
       "      <td>5.928961</td>\n",
       "      <td>10.533691</td>\n",
       "      <td>12.358959</td>\n",
       "      <td>4.047213</td>\n",
       "      <td>18.824785</td>\n",
       "      <td>10.486783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>9.844474</td>\n",
       "      <td>15.197705</td>\n",
       "      <td>8.352957</td>\n",
       "      <td>16.102626</td>\n",
       "      <td>14.339136</td>\n",
       "      <td>5.219698</td>\n",
       "      <td>20.951235</td>\n",
       "      <td>14.373268</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Institution       CCI        COR      HDSP       KVSP        LAC      PBSP        SAC       SVSP\n",
       "Year                                                                                            \n",
       "2009          3.78789   3.544667  7.011149   5.403689   6.755302  4.561298  11.998722   9.220388\n",
       "2010         3.519126   3.618587  7.449524    7.89504   7.812434  4.995485  11.257568  10.319387\n",
       "2011         5.076671   5.061804  6.573171   7.783116   8.796594  5.266022  12.546238  12.918531\n",
       "2012         3.654187   5.648797  7.096301   8.740767   9.571889  6.247776  12.253709  11.556532\n",
       "2013         3.350852   5.808224  5.769188   9.077043   9.790126  6.006076   14.22398  12.029029\n",
       "2014         3.138168    6.03906  6.661476   6.951336  10.091247  2.818863  19.307105  11.262252\n",
       "2015         2.971186    6.27283  6.241873   7.375688  10.841917  3.146455  20.724475   9.986828\n",
       "2016         5.733652   8.416308  5.413288   9.431876   9.156539  4.851241  19.849676  11.425164\n",
       "2017         7.970874  12.266563  5.928961  10.533691  12.358959  4.047213  18.824785  10.486783\n",
       "2018         9.844474  15.197705  8.352957  16.102626  14.339136  5.219698  20.951235  14.373268"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_pivot = df_UOF_by_year.pivot(index='Year', columns='Institution', values='uof_per_1000')\n",
    "df_pivot.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a44d6746-237c-4388-b6a1-9d626b4b543e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Year'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_pivot.plot(figsize=(10,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2e7aabb1-65dc-4a36-9c50-4a9ed185a7d2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}