test.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import json\n",
    "import utils.dataReader as dataReader\n",
    "import utils.geocoder as geocoder\n",
    "import utils.aggregater as aggregater\n",
    "import utils.insertCsvToDB as insertCsvToDB\n",
    "import checkCurrentDatabaseByMonthly as checkDatabase\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import pandas as pd\n",
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test():\n",
    "    with open('./config.json') as configFile:\n",
    "        config = json.load(configFile)\n",
    "    #define global variables\n",
    "    filePathForRawCaseData = config['filePathForRawCaseData']\n",
    "    filePathForPreRawCaseData = config['filePathForPreRawCaseData']\n",
    "    filePathForBackUpFolderOneLevelUp = config['filePathForBackUpFolderOneLevelUp']\n",
    "    counties = config['counties']\n",
    "    filePathForWorkFolder = config['filePathForWorkFolder']\n",
    "    filePathForWorkFolderRawData = config['filePathForWorkFolderRawData']\n",
    "    filePathForWorkFolderPreRawData = config['filePathForWorkFolderPreRawData']\n",
    "\n",
    "\n",
    "    fileNamePool,countyCodePool = dataReader.findRawData(filePathForWorkFolderRawData,counties)\n",
    "    #fileNamePool = ['2020ClaytonCountyEvictionCaseEvents-SCRAPE-09-25-2020','2020CobbCountyEvictionCaseEvents-SCRAPE-09-25-2020','2020DeKalbCountyEvictionCaseEvents-SCRAPE-09-25-2020','2020FultonCountyEvictionCaseEvents-SCRAPE-09-25-2020','2020GwinnettCountyEvictionCaseEvents-SCRAPE-09-25-2020'] \n",
    "    #countyCodePool = ['063','067','089','121','135']\n",
    "\n",
    "    print(fileNamePool)\n",
    "\n",
    "    for key, ele in enumerate(fileNamePool):\n",
    "\n",
    "        countyName = ''\n",
    "        for key2 in counties:\n",
    "            if fileNamePool[key].find(counties[key2]) != -1:\n",
    "                countyName = counties[key2] + ' County'\n",
    "\n",
    "        rawDataIDAddressOnlyUnique = dataReader.ReadCSvAnddropDuplication(filePathForWorkFolderRawData, fileNamePool[key],counties)\n",
    "\n",
    "#         display(rawDataIDAddressOnlyUnique)\n",
    "        rawDataIDAddressOnlyUnique.to_csv('./test/'+countyName+'-cases.csv')\n",
    "        \n",
    "\n",
    "#         print(countyName,':',len(rawDataIDAddressOnlyUnique[rawDataIDAddressOnlyUnique['ifAnswered'] == 1]),'/',len(rawDataIDAddressOnlyUnique),'--',len(rawDataIDAddressOnlyUnique[rawDataIDAddressOnlyUnique['ifAnswered'] == 1])/len(rawDataIDAddressOnlyUnique))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['2020CobbCountyEvictionCaseEvents-SCRAPE-06-19-2021']\n"
     ]
    }
   ],
   "source": [
    "test()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['2020ClaytonCountyEvictionCaseEvents-SCRAPE-06-19-2021', '2020CobbCountyEvictionCaseEvents-SCRAPE-06-19-2021', '2020DeKalbCountyEvictionCaseEvents-SCRAPE-06-19-2021', '2020FultonCountyEvictionCaseEvents-SCRAPE-06-19-2021', '2020GwinnettCountyEvictionCaseEvents-SCRAPE-06-19-2021']\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fileDate</th>\n",
       "      <th>caseID</th>\n",
       "      <th>plaintiff</th>\n",
       "      <th>plaintiffAddress</th>\n",
       "      <th>plaintiffCity</th>\n",
       "      <th>plaintiffPhone</th>\n",
       "      <th>plaintiffAttorney</th>\n",
       "      <th>defendantName1</th>\n",
       "      <th>defendantAddress1</th>\n",
       "      <th>defendantCity1</th>\n",
       "      <th>...</th>\n",
       "      <th>defendantPhone2</th>\n",
       "      <th>defendantAttorney2</th>\n",
       "      <th>caseStatus</th>\n",
       "      <th>judgmentType</th>\n",
       "      <th>judgmentFor</th>\n",
       "      <th>judgmentComp</th>\n",
       "      <th>address</th>\n",
       "      <th>answerDate</th>\n",
       "      <th>ifAnswered</th>\n",
       "      <th>answerEventName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01/02/2020</td>\n",
       "      <td>2020CM00009</td>\n",
       "      <td>5 AIF Nutmeg REO LLC</td>\n",
       "      <td>co McMichael Taylor Gray LLC, 3550 Engineering...</td>\n",
       "      <td>Peachtree Corne, GA 30092</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WILLIAMS J MIKE</td>\n",
       "      <td>Unknown Occupants Unknown Occupants</td>\n",
       "      <td>8604 Canal Street</td>\n",
       "      <td>Jonesboro, GA 30236</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Disposed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8604 Canal Street, Jonesboro, GA 30236</td>\n",
       "      <td>01/12/2020</td>\n",
       "      <td>1</td>\n",
       "      <td>Answer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01/02/2020</td>\n",
       "      <td>2020CM00010</td>\n",
       "      <td>Bonneville Office Center dba Anthos at Chase R...</td>\n",
       "      <td>PDQ Services Inc, P.O. BOX 2109</td>\n",
       "      <td>WOODSTOCK, GA 30188</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BARKSDALE GRACY M</td>\n",
       "      <td>Brown Liayra</td>\n",
       "      <td>100 Chase Ridge Drive, Apt. 1502</td>\n",
       "      <td>Riverdale, GA 30296</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Disposed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100 Chase Ridge Drive, Apt. 1502, Riverdale, G...</td>\n",
       "      <td>01/13/2020</td>\n",
       "      <td>1</td>\n",
       "      <td>Answer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01/02/2020</td>\n",
       "      <td>2020CM00003</td>\n",
       "      <td>HAWKINS JEROME</td>\n",
       "      <td>235 HORSESHOE BEND</td>\n",
       "      <td>RIVERDALE, GA 30274</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HIGHTOWER SHARNIQUA</td>\n",
       "      <td>235 HORSESHOE BEND</td>\n",
       "      <td>RIVERDALE, GA 30274</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Disposed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>235 HORSESHOE BEND, RIVERDALE, GA 30274</td>\n",
       "      <td>N/A</td>\n",
       "      <td>0</td>\n",
       "      <td>N/A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01/02/2020</td>\n",
       "      <td>2020CM00011</td>\n",
       "      <td>Bonneville Office Center dba Anthos at Chase R...</td>\n",
       "      <td>PDQ Services Inc, P.O. BOX 2109</td>\n",
       "      <td>WOODSTOCK, GA 30188</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Norwood Cierra</td>\n",
       "      <td>100 Chase Ridge Drive, Apt. 1203</td>\n",
       "      <td>Riverdale, GA 30296</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Disposed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100 Chase Ridge Drive, Apt. 1203, Riverdale, G...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>0</td>\n",
       "      <td>N/A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01/02/2020</td>\n",
       "      <td>2020CM00012</td>\n",
       "      <td>Bonneville Office Center dba Anthos at Chase R...</td>\n",
       "      <td>PDQ Services Inc, P.O. BOX 2109</td>\n",
       "      <td>WOODSTOCK, GA 30188</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BARKSDALE GRACY M</td>\n",
       "      <td>Richardson Klarke</td>\n",
       "      <td>100 Chase Ridge Drive, Apt. 802</td>\n",
       "      <td>Riverdale, GA 30296</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Disposed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100 Chase Ridge Drive, Apt. 802, Riverdale, GA...</td>\n",
       "      <td>01/10/2020</td>\n",
       "      <td>1</td>\n",
       "      <td>Answer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16364</th>\n",
       "      <td>06/18/2021</td>\n",
       "      <td>2021CM10559</td>\n",
       "      <td>PM RESIDENTIAL MANAGEMENT LLC</td>\n",
       "      <td>PO BOX 451027</td>\n",
       "      <td>ATLANTA, GA 31145</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TAYLOR RICHARD C</td>\n",
       "      <td>Wheeler Vanquez B</td>\n",
       "      <td>240 Flint River Road, Unit B14</td>\n",
       "      <td>Jonesboro, GA 30238</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pending</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>240 Flint River Road, Unit B14, Jonesboro, GA ...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>0</td>\n",
       "      <td>N/A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16365</th>\n",
       "      <td>06/18/2021</td>\n",
       "      <td>2021CM10560</td>\n",
       "      <td>Midwood Management Services LLC dba Midwood Fo...</td>\n",
       "      <td>PDQ Services Inc, P.O. BOX 2109</td>\n",
       "      <td>WOODSTOCK, GA 30188</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DUKES ROBERT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pending</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>null, null</td>\n",
       "      <td>N/A</td>\n",
       "      <td>0</td>\n",
       "      <td>N/A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16366</th>\n",
       "      <td>06/18/2021</td>\n",
       "      <td>2021CM10561</td>\n",
       "      <td>MARTIN MIRTA</td>\n",
       "      <td>2053 EMERALD DR</td>\n",
       "      <td>JONESBORO, GA 30236</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HENDERSON FINA ETAL</td>\n",
       "      <td>6853 CEDAR DR</td>\n",
       "      <td>RIVERDALE, GA 30296</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pending</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6853 CEDAR DR, RIVERDALE, GA 30296</td>\n",
       "      <td>N/A</td>\n",
       "      <td>0</td>\n",
       "      <td>N/A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16367</th>\n",
       "      <td>06/18/2021</td>\n",
       "      <td>2021CM10562</td>\n",
       "      <td>BROOKSTONE APARTMENTS LLC DBA</td>\n",
       "      <td>RENTERS REFERENCE SRVCS INC, 4140 CLAIRMONT RD</td>\n",
       "      <td>ATLANTA, GA 30341</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ROBINSON TRACIE ETAL</td>\n",
       "      <td>1504 BROOKSTONE RIDGE</td>\n",
       "      <td>COLLEGE PARK, GA 30349</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pending</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1504 BROOKSTONE RIDGE, COLLEGE PARK, GA 30349</td>\n",
       "      <td>N/A</td>\n",
       "      <td>0</td>\n",
       "      <td>N/A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16368</th>\n",
       "      <td>06/18/2021</td>\n",
       "      <td>2021CM10563</td>\n",
       "      <td>TROCADERO PROPERTIES INC</td>\n",
       "      <td>839 BEECHER ST SW</td>\n",
       "      <td>ATLANTA, GA 30310</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CRAIG JERIKA N ETAL</td>\n",
       "      <td>4680 RYAN RD</td>\n",
       "      <td>CONLEY, GA 30288</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pending</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4680 RYAN RD, CONLEY, GA 30288</td>\n",
       "      <td>N/A</td>\n",
       "      <td>0</td>\n",
       "      <td>N/A</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16369 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         fileDate       caseID  \\\n",
       "0      01/02/2020  2020CM00009   \n",
       "1      01/02/2020  2020CM00010   \n",
       "2      01/02/2020  2020CM00003   \n",
       "3      01/02/2020  2020CM00011   \n",
       "4      01/02/2020  2020CM00012   \n",
       "...           ...          ...   \n",
       "16364  06/18/2021  2021CM10559   \n",
       "16365  06/18/2021  2021CM10560   \n",
       "16366  06/18/2021  2021CM10561   \n",
       "16367  06/18/2021  2021CM10562   \n",
       "16368  06/18/2021  2021CM10563   \n",
       "\n",
       "                                               plaintiff  \\\n",
       "0                                   5 AIF Nutmeg REO LLC   \n",
       "1      Bonneville Office Center dba Anthos at Chase R...   \n",
       "2                                         HAWKINS JEROME   \n",
       "3      Bonneville Office Center dba Anthos at Chase R...   \n",
       "4      Bonneville Office Center dba Anthos at Chase R...   \n",
       "...                                                  ...   \n",
       "16364                      PM RESIDENTIAL MANAGEMENT LLC   \n",
       "16365  Midwood Management Services LLC dba Midwood Fo...   \n",
       "16366                                       MARTIN MIRTA   \n",
       "16367                      BROOKSTONE APARTMENTS LLC DBA   \n",
       "16368                           TROCADERO PROPERTIES INC   \n",
       "\n",
       "                                        plaintiffAddress  \\\n",
       "0      co McMichael Taylor Gray LLC, 3550 Engineering...   \n",
       "1                        PDQ Services Inc, P.O. BOX 2109   \n",
       "2                                     235 HORSESHOE BEND   \n",
       "3                        PDQ Services Inc, P.O. BOX 2109   \n",
       "4                        PDQ Services Inc, P.O. BOX 2109   \n",
       "...                                                  ...   \n",
       "16364                                      PO BOX 451027   \n",
       "16365                    PDQ Services Inc, P.O. BOX 2109   \n",
       "16366                                    2053 EMERALD DR   \n",
       "16367     RENTERS REFERENCE SRVCS INC, 4140 CLAIRMONT RD   \n",
       "16368                                  839 BEECHER ST SW   \n",
       "\n",
       "                   plaintiffCity  plaintiffPhone  plaintiffAttorney  \\\n",
       "0      Peachtree Corne, GA 30092             NaN    WILLIAMS J MIKE   \n",
       "1            WOODSTOCK, GA 30188             NaN  BARKSDALE GRACY M   \n",
       "2            RIVERDALE, GA 30274             NaN                NaN   \n",
       "3            WOODSTOCK, GA 30188             NaN                NaN   \n",
       "4            WOODSTOCK, GA 30188             NaN  BARKSDALE GRACY M   \n",
       "...                          ...             ...                ...   \n",
       "16364          ATLANTA, GA 31145             NaN   TAYLOR RICHARD C   \n",
       "16365        WOODSTOCK, GA 30188             NaN       DUKES ROBERT   \n",
       "16366        JONESBORO, GA 30236             NaN                NaN   \n",
       "16367          ATLANTA, GA 30341             NaN                NaN   \n",
       "16368          ATLANTA, GA 30310             NaN                NaN   \n",
       "\n",
       "                            defendantName1                 defendantAddress1  \\\n",
       "0      Unknown Occupants Unknown Occupants                 8604 Canal Street   \n",
       "1                             Brown Liayra  100 Chase Ridge Drive, Apt. 1502   \n",
       "2                      HIGHTOWER SHARNIQUA                235 HORSESHOE BEND   \n",
       "3                           Norwood Cierra  100 Chase Ridge Drive, Apt. 1203   \n",
       "4                        Richardson Klarke   100 Chase Ridge Drive, Apt. 802   \n",
       "...                                    ...                               ...   \n",
       "16364                    Wheeler Vanquez B    240 Flint River Road, Unit B14   \n",
       "16365                                  NaN                               NaN   \n",
       "16366                  HENDERSON FINA ETAL                     6853 CEDAR DR   \n",
       "16367                 ROBINSON TRACIE ETAL             1504 BROOKSTONE RIDGE   \n",
       "16368                  CRAIG JERIKA N ETAL                      4680 RYAN RD   \n",
       "\n",
       "               defendantCity1  ...  defendantPhone2 defendantAttorney2  \\\n",
       "0         Jonesboro, GA 30236  ...              NaN                NaN   \n",
       "1         Riverdale, GA 30296  ...              NaN                NaN   \n",
       "2         RIVERDALE, GA 30274  ...              NaN                NaN   \n",
       "3         Riverdale, GA 30296  ...              NaN                NaN   \n",
       "4         Riverdale, GA 30296  ...              NaN                NaN   \n",
       "...                       ...  ...              ...                ...   \n",
       "16364     Jonesboro, GA 30238  ...              NaN                NaN   \n",
       "16365                     NaN  ...              NaN                NaN   \n",
       "16366     RIVERDALE, GA 30296  ...              NaN                NaN   \n",
       "16367  COLLEGE PARK, GA 30349  ...              NaN                NaN   \n",
       "16368        CONLEY, GA 30288  ...              NaN                NaN   \n",
       "\n",
       "      caseStatus judgmentType judgmentFor  judgmentComp  \\\n",
       "0       Disposed          NaN         NaN           NaN   \n",
       "1       Disposed          NaN         NaN           NaN   \n",
       "2       Disposed          NaN         NaN           NaN   \n",
       "3       Disposed          NaN         NaN           NaN   \n",
       "4       Disposed          NaN         NaN           NaN   \n",
       "...          ...          ...         ...           ...   \n",
       "16364    Pending          NaN         NaN           NaN   \n",
       "16365    Pending          NaN         NaN           NaN   \n",
       "16366    Pending          NaN         NaN           NaN   \n",
       "16367    Pending          NaN         NaN           NaN   \n",
       "16368    Pending          NaN         NaN           NaN   \n",
       "\n",
       "                                                 address  answerDate  \\\n",
       "0                 8604 Canal Street, Jonesboro, GA 30236  01/12/2020   \n",
       "1      100 Chase Ridge Drive, Apt. 1502, Riverdale, G...  01/13/2020   \n",
       "2                235 HORSESHOE BEND, RIVERDALE, GA 30274         N/A   \n",
       "3      100 Chase Ridge Drive, Apt. 1203, Riverdale, G...         N/A   \n",
       "4      100 Chase Ridge Drive, Apt. 802, Riverdale, GA...  01/10/2020   \n",
       "...                                                  ...         ...   \n",
       "16364  240 Flint River Road, Unit B14, Jonesboro, GA ...         N/A   \n",
       "16365                                         null, null         N/A   \n",
       "16366                 6853 CEDAR DR, RIVERDALE, GA 30296         N/A   \n",
       "16367      1504 BROOKSTONE RIDGE, COLLEGE PARK, GA 30349         N/A   \n",
       "16368                     4680 RYAN RD, CONLEY, GA 30288         N/A   \n",
       "\n",
       "       ifAnswered  answerEventName  \n",
       "0               1           Answer  \n",
       "1               1           Answer  \n",
       "2               0              N/A  \n",
       "3               0              N/A  \n",
       "4               1           Answer  \n",
       "...           ...              ...  \n",
       "16364           0              N/A  \n",
       "16365           0              N/A  \n",
       "16366           0              N/A  \n",
       "16367           0              N/A  \n",
       "16368           0              N/A  \n",
       "\n",
       "[16369 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def checkMonthlyCaseCount():\n",
    "    with open('./config.json') as configFile:\n",
    "        config = json.load(configFile)\n",
    "    counties = config['counties']\n",
    "    filePathForWorkFolderRawData = config['filePathForWorkFolderRawData']\n",
    "    filePathForWorkFolderPreRawData = config['filePathForWorkFolderPreRawData']\n",
    "\n",
    "\n",
    "    fileNamePool2,countyCodePool2 = dataReader.findRawData(filePathForWorkFolderPreRawData,counties)\n",
    "\n",
    "    fileNamePool,countyCodePool = dataReader.findRawData(filePathForWorkFolderRawData,counties)\n",
    "\n",
    "    my_headers = {'Authorization' : 'Bearer eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJyb2xlIiA6ICJ3ZWJ1c2VyIiwgInVzZXJfaWQiIDogMiwgImV4cCIgOiAxOTY2MjM3NTYzfQ.D5PuaEKMw2iFJgv9C634s1HOWHtAd-JHbttSPraJU8Y'}\n",
    "    response = requests.get('http://evictions.design.gatech.edu/rest/atlanta_metro_area_cases', headers=my_headers)\n",
    "    #     print(response.json()[0])\n",
    "    #     df = pd.json_normalize(response.json())\n",
    "    #     print(df.head(10))\n",
    "\n",
    "    allData = {}\n",
    "    # print('<br>')\n",
    "    # print('<br>')\n",
    "    print('Scraping Snapshot',': <br> ')\n",
    "\n",
    "    for key, ele in enumerate(fileNamePool):\n",
    "        # print('Pre Scraping: ')\n",
    "        rawDataIDAddressOnlyUniquePre = pd.json_normalize(response.json())\n",
    "        rawDataIDAddressOnlyUniquePre['fileDate'] = rawDataIDAddressOnlyUniquePre['filingdate']\n",
    "        \n",
    "        # print('Current Scraping: ')\n",
    "        rawDataIDAddressOnlyUnique = dataReader.ReadCSvAnddropDuplication(filePathForWorkFolderRawData, fileNamePool[key],counties)\n",
    "\n",
    "        for key2 in counties:\n",
    "            if fileNamePool[key].find(counties[key2]) != -1:\n",
    "                countyName = counties[key2] + ' County'\n",
    "                rawDataIDAddressOnlyUniquePre = rawDataIDAddressOnlyUniquePre.loc[rawDataIDAddressOnlyUniquePre['county'] == key2]\n",
    "      \n",
    "        if countyName != \"Cobb County\":\n",
    "            preSum = summarizedByMonthAPI(rawDataIDAddressOnlyUniquePre)\n",
    "            currentSum = summarizedByMonth(rawDataIDAddressOnlyUnique)\n",
    "\n",
    "            merged_df = preSum.merge(currentSum, how = 'right', on = ['month'])\n",
    "        else:\n",
    "            preSum = summarizedByMonthAPI(rawDataIDAddressOnlyUniquePre)\n",
    "            currentSum = summarizedByMonthCobb(rawDataIDAddressOnlyUnique)\n",
    "\n",
    "            merged_df = preSum.merge(currentSum, how = 'right', on = ['month'])\n",
    "        merged_df = merged_df.fillna(0)\n",
    "\n",
    "        # print(merged_df)\n",
    "        allData[countyName]={}\n",
    "        allData[countyName]['preTotal'] = rawDataIDAddressOnlyUniquePre.shape[0]\n",
    "        allData[countyName]['currentTotal'] = rawDataIDAddressOnlyUnique.shape[0]\n",
    "        allData[countyName]['df'] = merged_df\n",
    "\n",
    "\n",
    "    # print(\"Monthly Count for scraping \",countyName, \" (month --- pre_x --- current_y):\")\n",
    "    titleLine = '<tr><td>Filing Month/Year</td>'\n",
    "    totalCountLine = '<tr><td></td>'\n",
    "    countDict = {}\n",
    "    for countyName in allData:\n",
    "        titleLine = titleLine + '<td colspan=\"2\">'+ countyName + '</td>'\n",
    "        totalCountLine = totalCountLine + '<td>Database ('+ str(allData[countyName]['preTotal'])  +')</td><td>Raw Data ('+ str(allData[countyName]['currentTotal'])  +')</td>'\n",
    "\n",
    "    # print('<br>')\n",
    "    # print('<tr><td>Filing Month/Year</td><td colspan=\"2\">',countyName,'</td></tr>')\n",
    "    # print('<tr><td></td><td>PreScraping</td><td>CurrentScraping</td></tr>')\n",
    "        for row in allData[countyName]['df'].values.tolist():\n",
    "            if row[0] in countDict:\n",
    "                countDict[row[0]] = countDict[row[0]] + row[1:]\n",
    "            else:\n",
    "                countDict[row[0]] = row[1:]\n",
    "\n",
    "    titleLine = titleLine + '</tr>'\n",
    "    totalCountLine = totalCountLine + '</tr>'\n",
    "    print('<table>')\n",
    "    print(titleLine)\n",
    "    print(totalCountLine)\n",
    "    for month in countDict:\n",
    "        # newArray = [month] + countDict[month]\n",
    "        print('<tr><td>',month,'</td>')\n",
    "        for countIndex in range(len(countDict[month])):\n",
    "            if countIndex % 2 == 1:\n",
    "                if countDict[month][countIndex-1] > countDict[month][countIndex]:\n",
    "                    print('<td bgcolor=\"pink\">',countDict[month][countIndex],'</td>')\n",
    "                else:\n",
    "                    print('<td>',countDict[month][countIndex],'</td>')\n",
    "            else:\n",
    "                print('<td>',countDict[month][countIndex],'</td>')\n",
    "\n",
    "\n",
    "        # print(*newArray, sep=' </td><td> ')\n",
    "        print('</tr>')\n",
    "\n",
    "                # print('<tr><td>')\n",
    "                # print(*row, sep=' </td><td> ')\n",
    "                # print('</td></tr>')\n",
    "                # print('<br>')\n",
    "        # print (merged_df)\n",
    "\n",
    "    print('</table>')\n",
    "\n",
    "    print('<br>')\n",
    "    print('<br>')\n",
    "\n",
    "\n",
    "\n",
    "        \n",
    "def summarizedByMonthAPI (dfCounty):\n",
    "\n",
    "    dfCounty[\"year\"] = dfCounty['fileDate'].str.split(\"-\").str[0]\n",
    "\n",
    "    dfCounty = dfCounty[pd.to_numeric(dfCounty.year, errors='coerce').notnull()]\n",
    "\n",
    "    dfCounty[\"year\"] = pd.to_numeric(dfCounty[\"year\"])\n",
    "\n",
    "    dfCounty = dfCounty[dfCounty[\"year\"] >= 2019]\n",
    "\n",
    "    # build the column for month \n",
    "    dfCounty['month'] = dfCounty['fileDate'].str.split(\"-\").str[1] + '-' +dfCounty['fileDate'].str.split(\"-\").str[0]\n",
    "    # count the cases for each month\n",
    "    dfCounty = dfCounty.groupby(['month']).size().reset_index(name = \"count\")\n",
    "\n",
    "    # # only take rows for year 2020 \n",
    "    # df = df[df['fileDate'].str.strip().str[6:10] == '2020']\n",
    "\n",
    "    # # build the column for month \n",
    "    # df['month'] = df['fileDate'].str.strip().str[0:2]\n",
    "\n",
    "    # # count the cases for each month\n",
    "    # df = df.groupby(['month']).size().reset_index(name = \"count\")\n",
    "\n",
    "    return dfCounty\n",
    "\n",
    "def summarizedByMonth (dfCounty):\n",
    "\n",
    "    dfCounty[\"year\"] = dfCounty['fileDate'].str.strip().str[6:10]\n",
    "\n",
    "    dfCounty = dfCounty[pd.to_numeric(dfCounty.year, errors='coerce').notnull()]\n",
    "\n",
    "    dfCounty[\"year\"] = pd.to_numeric(dfCounty[\"year\"])\n",
    "\n",
    "    dfCounty = dfCounty[dfCounty[\"year\"] >= 2019]\n",
    "\n",
    "    # build the column for month \n",
    "    dfCounty['month'] = dfCounty['fileDate'].str.strip().str[0:2] + '-' +dfCounty['fileDate'].str.strip().str[6:10]\n",
    "    # count the cases for each month\n",
    "    dfCounty = dfCounty.groupby(['month']).size().reset_index(name = \"count\")\n",
    "\n",
    "    # # only take rows for year 2020 \n",
    "    # df = df[df['fileDate'].str.strip().str[6:10] == '2020']\n",
    "\n",
    "    # # build the column for month \n",
    "    # df['month'] = df['fileDate'].str.strip().str[0:2]\n",
    "\n",
    "    # # count the cases for each month\n",
    "    # df = df.groupby(['month']).size().reset_index(name = \"count\")\n",
    "\n",
    "    return dfCounty\n",
    "\n",
    "def summarizedByMonthCobb (dfCounty):\n",
    "\n",
    "    dfCounty[\"year\"] = dfCounty['fileDate'].str.split(\"/\").str[2]\n",
    "\n",
    "    dfCounty = dfCounty[pd.to_numeric(dfCounty.year, errors='coerce').notnull()]\n",
    "\n",
    "    dfCounty[\"year\"] = pd.to_numeric(dfCounty[\"year\"])\n",
    "\n",
    "    dfCounty = dfCounty[dfCounty[\"year\"] >= 19]\n",
    "\n",
    "    # build the column for month \n",
    "    dfCounty['month'] = dfCounty['fileDate'].str.strip().str[0:2] + '-' +dfCounty['fileDate'].str.strip().str[6:10]\n",
    "    dfCounty['month'][dfCounty['fileDate'].str.split(\"/\").str[0].str.len()>1] = dfCounty['fileDate'].str.split(\"/\").str[0] + '-' + \"20\" + dfCounty['fileDate'].str.split(\"/\").str[2]\n",
    "    dfCounty['month'][dfCounty['fileDate'].str.split(\"/\").str[0].str.len()<=1] = \"0\"+ dfCounty['fileDate'].str.split(\"/\").str[0] + '-' + \"20\" + dfCounty['fileDate'].str.split(\"/\").str[2]\n",
    "    # count the cases for each month\n",
    "\n",
    "    # # only take rows for year 2020 \n",
    "    # df = df[df['fileDate'].str.strip().str[-2:] == '20']\n",
    "\n",
    "    # # build the column for month \n",
    "\n",
    "\n",
    "    # df['month'] = df['fileDate'].str.split(\"/\").str[0]\n",
    "\n",
    "\n",
    "    # count the cases for each month\n",
    "    dfCounty = dfCounty.groupby(['month']).size().reset_index(name = \"count\")\n",
    "\n",
    "    return dfCounty"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Scraping Snapshot : <br> \n"
     ]
    },
    {
     "ename": "IndexError",
     "evalue": "list index out of range",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-9-c2d5b57976e6>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mcheckMonthlyCaseCount\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m<ipython-input-8-bcbe8cd69ca9>\u001b[0m in \u001b[0;36mcheckMonthlyCaseCount\u001b[1;34m()\u001b[0m\n\u001b[0;32m     28\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     29\u001b[0m         \u001b[1;31m# print('Current Scraping: ')\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 30\u001b[1;33m         \u001b[0mrawDataIDAddressOnlyUnique\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdataReader\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mReadCSvAnddropDuplication\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilePathForWorkFolderRawData\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfileNamePool\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mcounties\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     31\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     32\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mkey2\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcounties\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\evictionProject\\API\\utils\\dataReader.py\u001b[0m in \u001b[0;36mReadCSvAnddropDuplication\u001b[1;34m(filePath, fileName, counties)\u001b[0m\n\u001b[0;32m    173\u001b[0m         \u001b[0mrawDataIDAddressOnlyUnique\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msortCasesByDateThenMostRecentCase\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrawDataIDAddressOnlyUnique\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mvalidAnswerDict\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'answerDate'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'ifAnswered'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'answerEventName'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    174\u001b[0m         \u001b[0mrawDataIDAddressOnlyUnique\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msortCasesByDateThenMostRecentCase\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrawDataIDAddressOnlyUnique\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mvalidServiceDict\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'serviceDate'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'ifServiced'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'serviceEventName'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 175\u001b[1;33m         \u001b[0mrawDataIDAddressOnlyUnique\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msortCasesByDateThenMostRecentCase\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrawDataIDAddressOnlyUnique\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mvaliddismissedDict\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'dismissDate'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'ifDismissed'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'dismissEventName'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    176\u001b[0m         \u001b[0mrawDataIDAddressOnlyUnique\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msortCasesByDateThenMostRecentCase\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrawDataIDAddressOnlyUnique\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mvaliddefaultJudgmentDict\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'defaultJudgmentDate'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'ifdefaultJudgment'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'defaultJudgmentEventName'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    177\u001b[0m         \u001b[0mrawDataIDAddressOnlyUnique\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msortCasesByDateThenMostRecentCase\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrawDataIDAddressOnlyUnique\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mvalidjudgmentDict\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'judgmentDate'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'ifjudgmented'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'judgmentEventName'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\evictionProject\\API\\utils\\dataReader.py\u001b[0m in \u001b[0;36msortCasesByDateThenMostRecentCase\u001b[1;34m(rawDataIDAddressOnlyUnique, validAnswerDict, answerDate, ifAnswered, answerEventName)\u001b[0m\n\u001b[0;32m    195\u001b[0m \t\tvalidAnswerDict[key].sort(key=lambda x: datetime.datetime.strptime(x['date'].split(' ')[0],'%m/%d/%Y')\n\u001b[0;32m    196\u001b[0m                  \u001b[1;32mif\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'date'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m' '\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'/'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 197\u001b[1;33m \t\t else datetime.datetime.strptime(x['date'].split(' ')[0],'%m/%d/%y'),reverse = False)\n\u001b[0m\u001b[0;32m    198\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    199\u001b[0m         \u001b[1;31m#add answer info to the raw data\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\evictionProject\\API\\utils\\dataReader.py\u001b[0m in \u001b[0;36m<lambda>\u001b[1;34m(x)\u001b[0m\n\u001b[0;32m    194\u001b[0m                 \u001b[1;31m#               print(datetime.datetime.strptime(ele['date'].split(' ')[0],'%m/%d/%y'))\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    195\u001b[0m \t\tvalidAnswerDict[key].sort(key=lambda x: datetime.datetime.strptime(x['date'].split(' ')[0],'%m/%d/%Y')\n\u001b[1;32m--> 196\u001b[1;33m                  \u001b[1;32mif\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'date'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m' '\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'/'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    197\u001b[0m \t\t else datetime.datetime.strptime(x['date'].split(' ')[0],'%m/%d/%y'),reverse = False)\n\u001b[0;32m    198\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mIndexError\u001b[0m: list index out of range"
     ]
    }
   ],
   "source": [
    "checkMonthlyCaseCount()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Scraping Snapshot : <br> \n",
    "<table>\n",
    "<tr><td>Filing Month/Year</td><td colspan=\"2\">Clayton County</td><td colspan=\"2\">Cobb County</td><td colspan=\"2\">DeKalb County</td><td colspan=\"2\">Fulton County</td><td colspan=\"2\">Gwinnett County</td></tr>\n",
    "<tr><td></td><td>Database (41726)</td><td>Raw Data (18742)</td><td>Database (41681)</td><td>Raw Data (19430)</td><td>Database (66611)</td><td>Raw Data (30385)</td><td>Database (87100)</td><td>Raw Data (41752)</td><td>Database (48182)</td><td>Raw Data (22347)</td></tr>\n",
    "<tr><td> 01-2020 </td>\n",
    "<td> 1996 </td>\n",
    "<td> 1996 </td>\n",
    "<td> 2265 </td>\n",
    "<td> 2265 </td>\n",
    "<td> 3204 </td>\n",
    "<td> 3204 </td>\n",
    "<td> 4326 </td>\n",
    "<td bgcolor=\"pink\"> 4275 </td>\n",
    "<td> 2473 </td>\n",
    "<td> 2473 </td>\n",
    "</tr>\n",
    "<tr><td> 01-2021 </td>\n",
    "<td> 1037 </td>\n",
    "<td> 1037 </td>\n",
    "<td> 1126 </td>\n",
    "<td> 1126 </td>\n",
    "<td> 1764 </td>\n",
    "<td bgcolor=\"pink\"> 1763 </td>\n",
    "<td> 2507 </td>\n",
    "<td> 2507 </td>\n",
    "<td> 1343 </td>\n",
    "<td> 1343 </td>\n",
    "</tr>\n",
    "<tr><td> 02-2020 </td>\n",
    "<td> 1977 </td>\n",
    "<td> 1977 </td>\n",
    "<td> 2073 </td>\n",
    "<td> 2073 </td>\n",
    "<td> 3008 </td>\n",
    "<td> 3008 </td>\n",
    "<td> 4005 </td>\n",
    "<td> 4005 </td>\n",
    "<td> 2291 </td>\n",
    "<td> 2291 </td>\n",
    "</tr>\n",
    "<tr><td> 02-2021 </td>\n",
    "<td> 1079 </td>\n",
    "<td> 1079 </td>\n",
    "<td> 974 </td>\n",
    "<td> 974 </td>\n",
    "<td> 1446 </td>\n",
    "<td> 1446 </td>\n",
    "<td> 2152 </td>\n",
    "<td> 2152 </td>\n",
    "<td> 1179 </td>\n",
    "<td> 1179 </td>\n",
    "</tr>\n",
    "<tr><td> 03-2020 </td>\n",
    "<td> 1086 </td>\n",
    "<td> 1086 </td>\n",
    "<td> 1239 </td>\n",
    "<td> 1239 </td>\n",
    "<td> 1916 </td>\n",
    "<td> 1916 </td>\n",
    "<td> 2622 </td>\n",
    "<td> 2622 </td>\n",
    "<td> 1517 </td>\n",
    "<td> 1517 </td>\n",
    "</tr>\n",
    "<tr><td> 03-2021 </td>\n",
    "<td> 755 </td>\n",
    "<td> 755 </td>\n",
    "<td> 1022 </td>\n",
    "<td> 1022 </td>\n",
    "<td> 1728 </td>\n",
    "<td> 1728 </td>\n",
    "<td> 2384 </td>\n",
    "<td> 2384 </td>\n",
    "<td> 1099 </td>\n",
    "<td> 1099 </td>\n",
    "</tr>\n",
    "<tr><td> 04-2020 </td>\n",
    "<td> 229 </td>\n",
    "<td> 229 </td>\n",
    "<td> 110 </td>\n",
    "<td> 110 </td>\n",
    "<td> 321 </td>\n",
    "<td> 321 </td>\n",
    "<td> 339 </td>\n",
    "<td> 339 </td>\n",
    "<td> 146 </td>\n",
    "<td> 146 </td>\n",
    "</tr>\n",
    "<tr><td> 04-2021 </td>\n",
    "<td> 722 </td>\n",
    "<td> 722 </td>\n",
    "<td> 905 </td>\n",
    "<td> 905 </td>\n",
    "<td> 1336 </td>\n",
    "<td> 1336 </td>\n",
    "<td> 2059 </td>\n",
    "<td> 2059 </td>\n",
    "<td> 920 </td>\n",
    "<td> 920 </td>\n",
    "</tr>\n",
    "<tr><td> 05-2020 </td>\n",
    "<td> 195 </td>\n",
    "<td> 195 </td>\n",
    "<td> 113 </td>\n",
    "<td> 113 </td>\n",
    "<td> 312 </td>\n",
    "<td> 312 </td>\n",
    "<td> 326 </td>\n",
    "<td> 326 </td>\n",
    "<td> 147 </td>\n",
    "<td> 147 </td>\n",
    "</tr>\n",
    "<tr><td> 05-2021 </td>\n",
    "<td> 729 </td>\n",
    "<td> 729 </td>\n",
    "<td> 817 </td>\n",
    "<td bgcolor=\"pink\"> 816 </td>\n",
    "<td> 1199 </td>\n",
    "<td> 1199 </td>\n",
    "<td> 1937 </td>\n",
    "<td> 1937 </td>\n",
    "<td> 1029 </td>\n",
    "<td bgcolor=\"pink\"> 1028 </td>\n",
    "</tr>\n",
    "<tr><td> 06-2020 </td>\n",
    "<td> 404 </td>\n",
    "<td> 404 </td>\n",
    "<td> 197 </td>\n",
    "<td> 197 </td>\n",
    "<td> 452 </td>\n",
    "<td> 452 </td>\n",
    "<td> 792 </td>\n",
    "<td> 792 </td>\n",
    "<td> 194 </td>\n",
    "<td> 194 </td>\n",
    "</tr>\n",
    "<tr><td> 06-2021 </td>\n",
    "<td> 941 </td>\n",
    "<td> 941 </td>\n",
    "<td> 994 </td>\n",
    "<td> 994 </td>\n",
    "<td> 1632 </td>\n",
    "<td> 1632 </td>\n",
    "<td> 2239 </td>\n",
    "<td> 2239 </td>\n",
    "<td> 1180 </td>\n",
    "<td bgcolor=\"pink\"> 1179 </td>\n",
    "</tr>\n",
    "<tr><td> 07-2020 </td>\n",
    "<td> 472 </td>\n",
    "<td> 472 </td>\n",
    "<td> 258 </td>\n",
    "<td> 258 </td>\n",
    "<td> 524 </td>\n",
    "<td> 524 </td>\n",
    "<td> 613 </td>\n",
    "<td> 613 </td>\n",
    "<td> 300 </td>\n",
    "<td> 300 </td>\n",
    "</tr>\n",
    "<tr><td> 07-2021 </td>\n",
    "<td> 868 </td>\n",
    "<td> 868 </td>\n",
    "<td> 1218 </td>\n",
    "<td> 1218 </td>\n",
    "<td> 1766 </td>\n",
    "<td> 1766 </td>\n",
    "<td> 2426 </td>\n",
    "<td> 2426 </td>\n",
    "<td> 1379 </td>\n",
    "<td> 1379 </td>\n",
    "</tr>\n",
    "<tr><td> 08-2020 </td>\n",
    "<td> 512 </td>\n",
    "<td> 512 </td>\n",
    "<td> 426 </td>\n",
    "<td> 426 </td>\n",
    "<td> 1076 </td>\n",
    "<td> 1076 </td>\n",
    "<td> 1341 </td>\n",
    "<td> 1341 </td>\n",
    "<td> 676 </td>\n",
    "<td> 676 </td>\n",
    "</tr>\n",
    "<tr><td> 08-2021 </td>\n",
    "<td> 1055 </td>\n",
    "<td> 1055 </td>\n",
    "<td> 1396 </td>\n",
    "<td> 1396 </td>\n",
    "<td> 1700 </td>\n",
    "<td> 1700 </td>\n",
    "<td> 2969 </td>\n",
    "<td> 2969 </td>\n",
    "<td> 1370 </td>\n",
    "<td> 1370 </td>\n",
    "</tr>\n",
    "<tr><td> 09-2020 </td>\n",
    "<td> 1069 </td>\n",
    "<td> 1069 </td>\n",
    "<td> 904 </td>\n",
    "<td> 904 </td>\n",
    "<td> 1565 </td>\n",
    "<td> 1565 </td>\n",
    "<td> 2078 </td>\n",
    "<td> 2078 </td>\n",
    "<td> 1141 </td>\n",
    "<td> 1141 </td>\n",
    "</tr>\n",
    "<tr><td> 09-2021 </td>\n",
    "<td> 558 </td>\n",
    "<td bgcolor=\"pink\"> 173 </td>\n",
    "<td> 646 </td>\n",
    "<td bgcolor=\"pink\"> 171 </td>\n",
    "<td> 1309 </td>\n",
    "<td bgcolor=\"pink\"> 360 </td>\n",
    "<td> 187 </td>\n",
    "<td> 187 </td>\n",
    "<td> 1015 </td>\n",
    "<td bgcolor=\"pink\"> 211 </td>\n",
    "</tr>\n",
    "<tr><td> 10-2020 </td>\n",
    "<td> 1020 </td>\n",
    "<td> 1020 </td>\n",
    "<td> 956 </td>\n",
    "<td> 956 </td>\n",
    "<td> 1723 </td>\n",
    "<td> 1723 </td>\n",
    "<td> 1841 </td>\n",
    "<td> 1841 </td>\n",
    "<td> 1160 </td>\n",
    "<td bgcolor=\"pink\"> 1159 </td>\n",
    "</tr>\n",
    "<tr><td> 11-2020 </td>\n",
    "<td> 1220 </td>\n",
    "<td> 1220 </td>\n",
    "<td> 1093 </td>\n",
    "<td> 1093 </td>\n",
    "<td> 1582 </td>\n",
    "<td> 1582 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 1290 </td>\n",
    "<td> 1290 </td>\n",
    "</tr>\n",
    "<tr><td> 12-2020 </td>\n",
    "<td> 1203 </td>\n",
    "<td> 1203 </td>\n",
    "<td> 1170 </td>\n",
    "<td> 1170 </td>\n",
    "<td> 1771 </td>\n",
    "<td> 1771 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 1305 </td>\n",
    "<td> 1305 </td>\n",
    "</tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Scraping Snapshot : <br> \n",
    "<table>\n",
    "<tr><td>Filing Month/Year</td><td colspan=\"2\">Clayton County</td><td colspan=\"2\">Cobb County</td><td colspan=\"2\">DeKalb County</td><td colspan=\"2\">Fulton County</td><td colspan=\"2\">Gwinnett County</td></tr>\n",
    "<tr><td></td><td>Database (16684)</td><td>Raw Data (16684)</td><td>Database (16689)</td><td>Raw Data (16688)</td><td>Database (26589)</td><td>Raw Data (26589)</td><td>Database (36243)</td><td>Raw Data (36243)</td><td>Database (19439)</td><td>Raw Data (19439)</td></tr>\n",
    "<tr><td> 01-2020 </td>\n",
    "<td> 1996 </td>\n",
    "<td> 1996 </td>\n",
    "<td> 2265 </td>\n",
    "<td> 2265 </td>\n",
    "<td> 3204 </td>\n",
    "<td> 3204 </td>\n",
    "<td> 4275 </td>\n",
    "<td> 4275 </td>\n",
    "<td> 2473 </td>\n",
    "<td> 2473 </td>\n",
    "</tr>\n",
    "<tr><td> 01-2021 </td>\n",
    "<td> 1037 </td>\n",
    "<td> 1037 </td>\n",
    "<td> 1126 </td>\n",
    "<td> 1126 </td>\n",
    "<td> 1764 </td>\n",
    "<td> 1764 </td>\n",
    "<td> 2507 </td>\n",
    "<td> 2507 </td>\n",
    "<td> 1343 </td>\n",
    "<td> 1343 </td>\n",
    "</tr>\n",
    "<tr><td> 02-2020 </td>\n",
    "<td> 1977 </td>\n",
    "<td> 1977 </td>\n",
    "<td> 2073 </td>\n",
    "<td> 2073 </td>\n",
    "<td> 3008 </td>\n",
    "<td> 3008 </td>\n",
    "<td> 4005 </td>\n",
    "<td> 4005 </td>\n",
    "<td> 2291 </td>\n",
    "<td> 2291 </td>\n",
    "</tr>\n",
    "<tr><td> 02-2021 </td>\n",
    "<td> 1079 </td>\n",
    "<td> 1079 </td>\n",
    "<td> 974 </td>\n",
    "<td> 974 </td>\n",
    "<td> 1446 </td>\n",
    "<td> 1446 </td>\n",
    "<td> 2152 </td>\n",
    "<td> 2152 </td>\n",
    "<td> 1179 </td>\n",
    "<td> 1179 </td>\n",
    "</tr>\n",
    "<tr><td> 03-2020 </td>\n",
    "<td> 1086 </td>\n",
    "<td> 1086 </td>\n",
    "<td> 1239 </td>\n",
    "<td> 1239 </td>\n",
    "<td> 1916 </td>\n",
    "<td> 1916 </td>\n",
    "<td> 2622 </td>\n",
    "<td> 2622 </td>\n",
    "<td> 1517 </td>\n",
    "<td> 1517 </td>\n",
    "</tr>\n",
    "<tr><td> 03-2021 </td>\n",
    "<td> 755 </td>\n",
    "<td> 755 </td>\n",
    "<td> 1022 </td>\n",
    "<td> 1022 </td>\n",
    "<td> 1728 </td>\n",
    "<td> 1728 </td>\n",
    "<td> 2384 </td>\n",
    "<td> 2384 </td>\n",
    "<td> 1099 </td>\n",
    "<td> 1099 </td>\n",
    "</tr>\n",
    "<tr><td> 04-2020 </td>\n",
    "<td> 229 </td>\n",
    "<td> 229 </td>\n",
    "<td> 110 </td>\n",
    "<td> 110 </td>\n",
    "<td> 321 </td>\n",
    "<td> 321 </td>\n",
    "<td> 339 </td>\n",
    "<td> 339 </td>\n",
    "<td> 146 </td>\n",
    "<td> 146 </td>\n",
    "</tr>\n",
    "<tr><td> 04-2021 </td>\n",
    "<td> 722 </td>\n",
    "<td> 722 </td>\n",
    "<td> 905 </td>\n",
    "<td bgcolor=\"pink\"> 904 </td>\n",
    "<td> 1336 </td>\n",
    "<td> 1336 </td>\n",
    "<td> 2059 </td>\n",
    "<td> 2059 </td>\n",
    "<td> 920 </td>\n",
    "<td> 920 </td>\n",
    "</tr>\n",
    "<tr><td> 05-2020 </td>\n",
    "<td> 195 </td>\n",
    "<td> 195 </td>\n",
    "<td> 113 </td>\n",
    "<td> 113 </td>\n",
    "<td> 312 </td>\n",
    "<td> 312 </td>\n",
    "<td> 326 </td>\n",
    "<td> 326 </td>\n",
    "<td> 147 </td>\n",
    "<td> 147 </td>\n",
    "</tr>\n",
    "<tr><td> 05-2021 </td>\n",
    "<td> 729 </td>\n",
    "<td> 729 </td>\n",
    "<td> 816 </td>\n",
    "<td> 816 </td>\n",
    "<td> 1199 </td>\n",
    "<td> 1199 </td>\n",
    "<td> 1937 </td>\n",
    "<td> 1937 </td>\n",
    "<td> 1029 </td>\n",
    "<td> 1029 </td>\n",
    "</tr>\n",
    "<tr><td> 06-2020 </td>\n",
    "<td> 404 </td>\n",
    "<td> 404 </td>\n",
    "<td> 197 </td>\n",
    "<td> 197 </td>\n",
    "<td> 452 </td>\n",
    "<td> 452 </td>\n",
    "<td> 792 </td>\n",
    "<td> 792 </td>\n",
    "<td> 194 </td>\n",
    "<td> 194 </td>\n",
    "</tr>\n",
    "<tr><td> 06-2021 </td>\n",
    "<td> 941 </td>\n",
    "<td> 941 </td>\n",
    "<td> 994 </td>\n",
    "<td> 994 </td>\n",
    "<td> 1632 </td>\n",
    "<td> 1632 </td>\n",
    "<td> 2239 </td>\n",
    "<td> 2239 </td>\n",
    "<td> 1180 </td>\n",
    "<td> 1180 </td>\n",
    "</tr>\n",
    "<tr><td> 07-2020 </td>\n",
    "<td> 472 </td>\n",
    "<td> 472 </td>\n",
    "<td> 258 </td>\n",
    "<td> 258 </td>\n",
    "<td> 524 </td>\n",
    "<td> 524 </td>\n",
    "<td> 613 </td>\n",
    "<td> 613 </td>\n",
    "<td> 300 </td>\n",
    "<td> 300 </td>\n",
    "</tr>\n",
    "<tr><td> 07-2021 </td>\n",
    "<td> 38 </td>\n",
    "<td> 38 </td>\n",
    "<td> 44 </td>\n",
    "<td> 44 </td>\n",
    "<td> 29 </td>\n",
    "<td> 29 </td>\n",
    "<td> 73 </td>\n",
    "<td> 73 </td>\n",
    "<td> 49 </td>\n",
    "<td> 49 </td>\n",
    "</tr>\n",
    "<tr><td> 08-2020 </td>\n",
    "<td> 512 </td>\n",
    "<td> 512 </td>\n",
    "<td> 426 </td>\n",
    "<td> 426 </td>\n",
    "<td> 1076 </td>\n",
    "<td> 1076 </td>\n",
    "<td> 1341 </td>\n",
    "<td> 1341 </td>\n",
    "<td> 676 </td>\n",
    "<td> 676 </td>\n",
    "</tr>\n",
    "<tr><td> 09-2020 </td>\n",
    "<td> 1069 </td>\n",
    "<td> 1069 </td>\n",
    "<td> 904 </td>\n",
    "<td> 904 </td>\n",
    "<td> 1565 </td>\n",
    "<td> 1565 </td>\n",
    "<td> 2078 </td>\n",
    "<td> 2078 </td>\n",
    "<td> 1141 </td>\n",
    "<td> 1141 </td>\n",
    "</tr>\n",
    "<tr><td> 10-2020 </td>\n",
    "<td> 1020 </td>\n",
    "<td> 1020 </td>\n",
    "<td> 956 </td>\n",
    "<td> 956 </td>\n",
    "<td> 1723 </td>\n",
    "<td> 1723 </td>\n",
    "<td> 1841 </td>\n",
    "<td> 1841 </td>\n",
    "<td> 1160 </td>\n",
    "<td> 1160 </td>\n",
    "</tr>\n",
    "<tr><td> 11-2020 </td>\n",
    "<td> 1220 </td>\n",
    "<td> 1220 </td>\n",
    "<td> 1093 </td>\n",
    "<td> 1093 </td>\n",
    "<td> 1582 </td>\n",
    "<td> 1582 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 1290 </td>\n",
    "<td> 1290 </td>\n",
    "</tr>\n",
    "<tr><td> 12-2020 </td>\n",
    "<td> 1203 </td>\n",
    "<td> 1203 </td>\n",
    "<td> 1170 </td>\n",
    "<td> 1170 </td>\n",
    "<td> 1771 </td>\n",
    "<td> 1771 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 1305 </td>\n",
    "<td> 1305 </td>\n",
    "</tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Scraping Snapshot : <br> \n",
    "<table>\n",
    "<tr><td>Filing Month/Year</td><td colspan=\"2\">Clayton County</td><td colspan=\"2\">Cobb County</td><td colspan=\"2\">DeKalb County</td><td colspan=\"2\">Fulton County</td><td colspan=\"2\">Gwinnett County</td></tr>\n",
    "<tr><td></td><td>Database (16684)</td><td>Raw Data (16684)</td><td>Database (16261)</td><td>Raw Data (16688)</td><td>Database (26589)</td><td>Raw Data (26589)</td><td>Database (36243)</td><td>Raw Data (36243)</td><td>Database (19439)</td><td>Raw Data (19439)</td></tr>\n",
    "<tr><td> 01-2020 </td>\n",
    "<td> 1996 </td>\n",
    "<td> 1996 </td>\n",
    "<td> 2265.0 </td>\n",
    "<td> 2265 </td>\n",
    "<td> 3204 </td>\n",
    "<td> 3204 </td>\n",
    "<td> 4275 </td>\n",
    "<td> 4275 </td>\n",
    "<td> 2473 </td>\n",
    "<td> 2473 </td>\n",
    "</tr>\n",
    "<tr><td> 01-2021 </td>\n",
    "<td> 1037 </td>\n",
    "<td> 1037 </td>\n",
    "<td> 1126.0 </td>\n",
    "<td> 1126 </td>\n",
    "<td> 1764 </td>\n",
    "<td> 1764 </td>\n",
    "<td> 2507 </td>\n",
    "<td> 2507 </td>\n",
    "<td> 1343 </td>\n",
    "<td> 1343 </td>\n",
    "</tr>\n",
    "<tr><td> 02-2020 </td>\n",
    "<td> 1977 </td>\n",
    "<td> 1977 </td>\n",
    "<td> 2073.0 </td>\n",
    "<td> 2073 </td>\n",
    "<td> 3008 </td>\n",
    "<td> 3008 </td>\n",
    "<td> 4005 </td>\n",
    "<td> 4005 </td>\n",
    "<td> 2291 </td>\n",
    "<td> 2291 </td>\n",
    "</tr>\n",
    "<tr><td> 02-2021 </td>\n",
    "<td> 1079 </td>\n",
    "<td> 1079 </td>\n",
    "<td> 974.0 </td>\n",
    "<td> 974 </td>\n",
    "<td> 1446 </td>\n",
    "<td> 1446 </td>\n",
    "<td> 2152 </td>\n",
    "<td> 2152 </td>\n",
    "<td> 1179 </td>\n",
    "<td> 1179 </td>\n",
    "</tr>\n",
    "<tr><td> 03-2020 </td>\n",
    "<td> 1086 </td>\n",
    "<td> 1086 </td>\n",
    "<td> 1239.0 </td>\n",
    "<td> 1239 </td>\n",
    "<td> 1916 </td>\n",
    "<td> 1916 </td>\n",
    "<td> 2622 </td>\n",
    "<td> 2622 </td>\n",
    "<td> 1517 </td>\n",
    "<td> 1517 </td>\n",
    "</tr>\n",
    "<tr><td> 03-2021 </td>\n",
    "<td> 755 </td>\n",
    "<td> 755 </td>\n",
    "<td> 1022.0 </td>\n",
    "<td> 1022 </td>\n",
    "<td> 1728 </td>\n",
    "<td> 1728 </td>\n",
    "<td> 2384 </td>\n",
    "<td> 2384 </td>\n",
    "<td> 1099 </td>\n",
    "<td> 1099 </td>\n",
    "</tr>\n",
    "<tr><td> 04-2020 </td>\n",
    "<td> 229 </td>\n",
    "<td> 229 </td>\n",
    "<td> 110.0 </td>\n",
    "<td> 110 </td>\n",
    "<td> 321 </td>\n",
    "<td> 321 </td>\n",
    "<td> 339 </td>\n",
    "<td> 339 </td>\n",
    "<td> 146 </td>\n",
    "<td> 146 </td>\n",
    "</tr>\n",
    "<tr><td> 04-2021 </td>\n",
    "<td> 722 </td>\n",
    "<td> 722 </td>\n",
    "<td> 905.0 </td>\n",
    "<td bgcolor=\"pink\"> 904 </td>\n",
    "<td> 1336 </td>\n",
    "<td> 1336 </td>\n",
    "<td> 2059 </td>\n",
    "<td> 2059 </td>\n",
    "<td> 920 </td>\n",
    "<td> 920 </td>\n",
    "</tr>\n",
    "<tr><td> 05-2020 </td>\n",
    "<td> 195 </td>\n",
    "<td> 195 </td>\n",
    "<td> 113.0 </td>\n",
    "<td> 113 </td>\n",
    "<td> 312 </td>\n",
    "<td> 312 </td>\n",
    "<td> 326 </td>\n",
    "<td> 326 </td>\n",
    "<td> 147 </td>\n",
    "<td> 147 </td>\n",
    "</tr>\n",
    "<tr><td> 05-2021 </td>\n",
    "<td> 729 </td>\n",
    "<td> 729 </td>\n",
    "<td> 816.0 </td>\n",
    "<td> 816 </td>\n",
    "<td> 1199 </td>\n",
    "<td> 1199 </td>\n",
    "<td> 1937 </td>\n",
    "<td> 1937 </td>\n",
    "<td> 1029 </td>\n",
    "<td> 1029 </td>\n",
    "</tr>\n",
    "<tr><td> 06-2020 </td>\n",
    "<td> 404 </td>\n",
    "<td> 404 </td>\n",
    "<td> 197.0 </td>\n",
    "<td> 197 </td>\n",
    "<td> 452 </td>\n",
    "<td> 452 </td>\n",
    "<td> 792 </td>\n",
    "<td> 792 </td>\n",
    "<td> 194 </td>\n",
    "<td> 194 </td>\n",
    "</tr>\n",
    "<tr><td> 06-2021 </td>\n",
    "<td> 941 </td>\n",
    "<td> 941 </td>\n",
    "<td> 610.0 </td>\n",
    "<td> 994 </td>\n",
    "<td> 1632 </td>\n",
    "<td> 1632 </td>\n",
    "<td> 2239 </td>\n",
    "<td> 2239 </td>\n",
    "<td> 1180 </td>\n",
    "<td> 1180 </td>\n",
    "</tr>\n",
    "<tr><td> 07-2020 </td>\n",
    "<td> 472 </td>\n",
    "<td> 472 </td>\n",
    "<td> 258.0 </td>\n",
    "<td> 258 </td>\n",
    "<td> 524 </td>\n",
    "<td> 524 </td>\n",
    "<td> 613 </td>\n",
    "<td> 613 </td>\n",
    "<td> 300 </td>\n",
    "<td> 300 </td>\n",
    "</tr>\n",
    "<tr><td> 07-2021 </td>\n",
    "<td> 38 </td>\n",
    "<td> 38 </td>\n",
    "<td> 0.0 </td>\n",
    "<td> 44 </td>\n",
    "<td> 29 </td>\n",
    "<td> 29 </td>\n",
    "<td> 73 </td>\n",
    "<td> 73 </td>\n",
    "<td> 49 </td>\n",
    "<td> 49 </td>\n",
    "</tr>\n",
    "<tr><td> 08-2020 </td>\n",
    "<td> 512 </td>\n",
    "<td> 512 </td>\n",
    "<td> 426.0 </td>\n",
    "<td> 426 </td>\n",
    "<td> 1076 </td>\n",
    "<td> 1076 </td>\n",
    "<td> 1341 </td>\n",
    "<td> 1341 </td>\n",
    "<td> 676 </td>\n",
    "<td> 676 </td>\n",
    "</tr>\n",
    "<tr><td> 09-2020 </td>\n",
    "<td> 1069 </td>\n",
    "<td> 1069 </td>\n",
    "<td> 904.0 </td>\n",
    "<td> 904 </td>\n",
    "<td> 1565 </td>\n",
    "<td> 1565 </td>\n",
    "<td> 2078 </td>\n",
    "<td> 2078 </td>\n",
    "<td> 1141 </td>\n",
    "<td> 1141 </td>\n",
    "</tr>\n",
    "<tr><td> 10-2020 </td>\n",
    "<td> 1020 </td>\n",
    "<td> 1020 </td>\n",
    "<td> 956.0 </td>\n",
    "<td> 956 </td>\n",
    "<td> 1723 </td>\n",
    "<td> 1723 </td>\n",
    "<td> 1841 </td>\n",
    "<td> 1841 </td>\n",
    "<td> 1160 </td>\n",
    "<td> 1160 </td>\n",
    "</tr>\n",
    "<tr><td> 11-2020 </td>\n",
    "<td> 1220 </td>\n",
    "<td> 1220 </td>\n",
    "<td> 1093.0 </td>\n",
    "<td> 1093 </td>\n",
    "<td> 1582 </td>\n",
    "<td> 1582 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 1290 </td>\n",
    "<td> 1290 </td>\n",
    "</tr>\n",
    "<tr><td> 12-2020 </td>\n",
    "<td> 1203 </td>\n",
    "<td> 1203 </td>\n",
    "<td> 1170.0 </td>\n",
    "<td> 1170 </td>\n",
    "<td> 1771 </td>\n",
    "<td> 1771 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 1305 </td>\n",
    "<td> 1305 </td>\n",
    "</tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def checkMonthlyCaseCount():\n",
    "\twith open('./config.json') as configFile:\n",
    "\t\tconfig = json.load(configFile)\n",
    "\tcounties = config['counties']\n",
    "\tfilePathForWorkFolderRawData = config['filePathForWorkFolderRawData']\n",
    "\tfilePathForWorkFolderPreRawData = config['filePathForWorkFolderPreRawData']\n",
    "\n",
    "\t\n",
    "\tfileNamePool2,countyCodePool2 = dataReader.findRawData(filePathForWorkFolderPreRawData,counties)\n",
    "\t\n",
    "\tfileNamePool,countyCodePool = dataReader.findRawData(filePathForWorkFolderRawData,counties)\n",
    "\n",
    "\tallData = {}\n",
    "\t# print('<br>')\n",
    "\t# print('<br>')\n",
    "\tprint('Scraping Snapshot',': <br> ')\n",
    "\n",
    "\tfor key, ele in enumerate(fileNamePool):\n",
    "\t\t# print('Pre Scraping: ')\n",
    "\t\trawDataIDAddressOnlyUniquePre = dataReader.ReadCSvAnddropDuplication(filePathForWorkFolderPreRawData, fileNamePool2[key],counties)\n",
    "\n",
    "\t\t# print('Current Scraping: ')\n",
    "\t\trawDataIDAddressOnlyUnique = dataReader.ReadCSvAnddropDuplication(filePathForWorkFolderRawData, fileNamePool[key],counties)\n",
    "\n",
    "\t\tfor key2 in counties:\n",
    "\t\t\tif fileNamePool[key].find(counties[key2]) != -1:\n",
    "\t\t\t\tcountyName = counties[key2] + ' County'\n",
    "\t\tif countyName != \"Cobb County\":\n",
    "\t\t\tpreSum = summarizedByMonth(rawDataIDAddressOnlyUniquePre)\n",
    "\t\t\tcurrentSum = summarizedByMonth(rawDataIDAddressOnlyUnique)\n",
    "\n",
    "\t\t\tmerged_df = preSum.merge(currentSum, how = 'right', on = ['month'])\n",
    "\t\telse:\n",
    "\t\t\tpreSum = summarizedByMonthCobb(rawDataIDAddressOnlyUniquePre)\n",
    "\t\t\tcurrentSum = summarizedByMonthCobb(rawDataIDAddressOnlyUnique)\n",
    "\n",
    "\t\t\tmerged_df = preSum.merge(currentSum, how = 'right', on = ['month'])\n",
    "\t\tmerged_df = merged_df.fillna(0)\n",
    "\t\n",
    "\t\t# print(merged_df)\n",
    "\t\tallData[countyName]={}\n",
    "\t\tallData[countyName]['preTotal'] = rawDataIDAddressOnlyUniquePre.shape[0]\n",
    "\t\tallData[countyName]['currentTotal'] = rawDataIDAddressOnlyUnique.shape[0]\n",
    "\t\tallData[countyName]['df'] = merged_df\n",
    "\n",
    "\n",
    "\t# print(\"Monthly Count for scraping \",countyName, \" (month --- pre_x --- current_y):\")\n",
    "\ttitleLine = '<tr><td>Filing Month/Year</td>'\n",
    "\ttotalCountLine = '<tr><td></td>'\n",
    "\tcountDict = {}\n",
    "\tfor countyName in allData:\n",
    "\t\ttitleLine = titleLine + '<td colspan=\"2\">'+ countyName + '</td>'\n",
    "\t\ttotalCountLine = totalCountLine + '<td>PreScraping ('+ str(allData[countyName]['preTotal'])  +')</td><td>CurrentScraping ('+ str(allData[countyName]['currentTotal'])  +')</td>'\n",
    "\n",
    "\t# print('<br>')\n",
    "\t# print('<tr><td>Filing Month/Year</td><td colspan=\"2\">',countyName,'</td></tr>')\n",
    "\t# print('<tr><td></td><td>PreScraping</td><td>CurrentScraping</td></tr>')\n",
    "\t\tfor row in allData[countyName]['df'].values.tolist():\n",
    "\t\t\tif row[0] in countDict:\n",
    "\t\t\t\tcountDict[row[0]] = countDict[row[0]] + row[1:]\n",
    "\t\t\telse:\n",
    "\t\t\t\tcountDict[row[0]] = row[1:]\n",
    "\n",
    "\ttitleLine = titleLine + '</tr>'\n",
    "\ttotalCountLine = totalCountLine + '</tr>'\n",
    "\tprint('<table>')\n",
    "\tprint(titleLine)\n",
    "\tprint(totalCountLine)\n",
    "\tfor month in countDict:\n",
    "\t\t# newArray = [month] + countDict[month]\n",
    "\t\tprint('<tr><td>',month,'</td>')\n",
    "\t\tfor countIndex in range(len(countDict[month])):\n",
    "\t\t\tif countIndex % 2 == 1:\n",
    "\t\t\t\tif countDict[month][countIndex-1] > countDict[month][countIndex]:\n",
    "\t\t\t\t\tprint('<td bgcolor=\"pink\">',countDict[month][countIndex],'</td>')\n",
    "\t\t\t\telse:\n",
    "\t\t\t\t\tprint('<td>',countDict[month][countIndex],'</td>')\n",
    "\t\t\telse:\n",
    "\t\t\t\tprint('<td>',countDict[month][countIndex],'</td>')\n",
    "\n",
    "\n",
    "\t\t# print(*newArray, sep=' </td><td> ')\n",
    "\t\tprint('</tr>')\n",
    "\n",
    "\t\t\t\t# print('<tr><td>')\n",
    "\t\t\t\t# print(*row, sep=' </td><td> ')\n",
    "\t\t\t\t# print('</td></tr>')\n",
    "\t\t\t\t# print('<br>')\n",
    "\t\t# print (merged_df)\n",
    "\t\t\n",
    "\tprint('</table>')\n",
    "\n",
    "\tprint('<br>')\n",
    "\tprint('<br>')\n",
    "\t\t\n",
    "\t\n",
    "\t\t\n",
    "def summarizedByMonth (dfCounty):\n",
    "\n",
    "\tdfCounty[\"year\"] = dfCounty['fileDate'].str.strip().str[6:10]\n",
    "\n",
    "\tdfCounty = dfCounty[pd.to_numeric(dfCounty.year, errors='coerce').notnull()]\n",
    "\n",
    "\tdfCounty[\"year\"] = pd.to_numeric(dfCounty[\"year\"])\n",
    "\n",
    "\tdfCounty = dfCounty[dfCounty[\"year\"] >= 2020]\n",
    "\n",
    "\t# build the column for month \n",
    "\tdfCounty['month'] = dfCounty['fileDate'].str.strip().str[0:2] + '-' +dfCounty['fileDate'].str.strip().str[6:10]\n",
    "\t# count the cases for each month\n",
    "\tdfCounty = dfCounty.groupby(['month']).size().reset_index(name = \"count\")\n",
    "\n",
    "\t# # only take rows for year 2020 \n",
    "\t# df = df[df['fileDate'].str.strip().str[6:10] == '2020']\n",
    "\n",
    "\t# # build the column for month \n",
    "\t# df['month'] = df['fileDate'].str.strip().str[0:2]\n",
    "\n",
    "\t# # count the cases for each month\n",
    "\t# df = df.groupby(['month']).size().reset_index(name = \"count\")\n",
    "\n",
    "\treturn dfCounty\n",
    "\n",
    "def summarizedByMonthCobb (dfCounty):\n",
    "\n",
    "\tdfCounty[\"year\"] = dfCounty['fileDate'].str.split(\"/\").str[2]\n",
    "\n",
    "\tdfCounty = dfCounty[pd.to_numeric(dfCounty.year, errors='coerce').notnull()]\n",
    "\n",
    "\tdfCounty[\"year\"] = pd.to_numeric(dfCounty[\"year\"])\n",
    "\n",
    "\tdfCounty = dfCounty[dfCounty[\"year\"] >= 20]\n",
    "\n",
    "\t# build the column for month \n",
    "\tdfCounty['month'] = dfCounty['fileDate'].str.strip().str[0:2] + '-' +dfCounty['fileDate'].str.strip().str[6:10]\n",
    "\tdfCounty['month'][dfCounty['fileDate'].str.split(\"/\").str[0].str.len()>1] = dfCounty['fileDate'].str.split(\"/\").str[0] + '-' + \"20\" + dfCounty['fileDate'].str.split(\"/\").str[2]\n",
    "\tdfCounty['month'][dfCounty['fileDate'].str.split(\"/\").str[0].str.len()<=1] = \"0\"+ dfCounty['fileDate'].str.split(\"/\").str[0] + '-' + \"20\" + dfCounty['fileDate'].str.split(\"/\").str[2]\n",
    "\t# count the cases for each month\n",
    "\n",
    "\t# # only take rows for year 2020 \n",
    "\t# df = df[df['fileDate'].str.strip().str[-2:] == '20']\n",
    "\n",
    "\t# # build the column for month \n",
    "\n",
    "\t\n",
    "\t# df['month'] = df['fileDate'].str.split(\"/\").str[0]\n",
    "\t\n",
    "\n",
    "\t# count the cases for each month\n",
    "\tdfCounty = dfCounty.groupby(['month']).size().reset_index(name = \"count\")\n",
    "\n",
    "\treturn dfCounty"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Scraping Snapshot : <br> \n",
      "<table>\n",
      "<tr><td>Filing Month/Year</td><td colspan=\"2\">Cobb County</td></tr>\n",
      "<tr><td></td><td>PreScraping (16261)</td><td>CurrentScraping (16791)</td></tr>\n",
      "<tr><td> 01-2020 </td>\n",
      "<td> 2265.0 </td>\n",
      "<td> 2265 </td>\n",
      "</tr>\n",
      "<tr><td> 01-2021 </td>\n",
      "<td> 1126.0 </td>\n",
      "<td> 1126 </td>\n",
      "</tr>\n",
      "<tr><td> 02-2020 </td>\n",
      "<td> 2073.0 </td>\n",
      "<td> 2073 </td>\n",
      "</tr>\n",
      "<tr><td> 02-2021 </td>\n",
      "<td> 974.0 </td>\n",
      "<td> 974 </td>\n",
      "</tr>\n",
      "<tr><td> 03-2020 </td>\n",
      "<td> 1239.0 </td>\n",
      "<td> 1239 </td>\n",
      "</tr>\n",
      "<tr><td> 03-2021 </td>\n",
      "<td> 1022.0 </td>\n",
      "<td> 1022 </td>\n",
      "</tr>\n",
      "<tr><td> 04-2020 </td>\n",
      "<td> 110.0 </td>\n",
      "<td> 110 </td>\n",
      "</tr>\n",
      "<tr><td> 04-2021 </td>\n",
      "<td> 905.0 </td>\n",
      "<td> 905 </td>\n",
      "</tr>\n",
      "<tr><td> 05-2020 </td>\n",
      "<td> 113.0 </td>\n",
      "<td> 113 </td>\n",
      "</tr>\n",
      "<tr><td> 05-2021 </td>\n",
      "<td> 816.0 </td>\n",
      "<td> 816 </td>\n",
      "</tr>\n",
      "<tr><td> 06-2020 </td>\n",
      "<td> 197.0 </td>\n",
      "<td> 197 </td>\n",
      "</tr>\n",
      "<tr><td> 06-2021 </td>\n",
      "<td> 610.0 </td>\n",
      "<td> 994 </td>\n",
      "</tr>\n",
      "<tr><td> 07-2020 </td>\n",
      "<td> 258.0 </td>\n",
      "<td> 258 </td>\n",
      "</tr>\n",
      "<tr><td> 08-2020 </td>\n",
      "<td> 426.0 </td>\n",
      "<td> 426 </td>\n",
      "</tr>\n",
      "<tr><td> 09-2020 </td>\n",
      "<td> 904.0 </td>\n",
      "<td> 904 </td>\n",
      "</tr>\n",
      "<tr><td> 10-2020 </td>\n",
      "<td> 956.0 </td>\n",
      "<td> 956 </td>\n",
      "</tr>\n",
      "<tr><td> 11-2020 </td>\n",
      "<td> 1093.0 </td>\n",
      "<td> 1093 </td>\n",
      "</tr>\n",
      "<tr><td> 12-2020 </td>\n",
      "<td> 1170.0 </td>\n",
      "<td> 1170 </td>\n",
      "</tr>\n",
      "<tr><td> 07-2021 </td>\n",
      "<td> 0.0 </td>\n",
      "<td> 146 </td>\n",
      "</tr>\n",
      "</table>\n",
      "<br>\n",
      "<br>\n"
     ]
    }
   ],
   "source": [
    "checkMonthlyCaseCount()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Scraping Snapshot : <br> \n",
    "<table>\n",
    "<tr><td>Filing Month/Year</td><td colspan=\"2\">Cobb County</td></tr>\n",
    "<tr><td></td><td>PreScraping (16261)</td><td>CurrentScraping (16688)</td></tr>\n",
    "<tr><td> 01-2020 </td>\n",
    "<td> 2265.0 </td>\n",
    "<td> 2265 </td>\n",
    "</tr>\n",
    "<tr><td> 01-2021 </td>\n",
    "<td> 1126.0 </td>\n",
    "<td> 1126 </td>\n",
    "</tr>\n",
    "<tr><td> 02-2020 </td>\n",
    "<td> 2073.0 </td>\n",
    "<td> 2073 </td>\n",
    "</tr>\n",
    "<tr><td> 02-2021 </td>\n",
    "<td> 974.0 </td>\n",
    "<td> 974 </td>\n",
    "</tr>\n",
    "<tr><td> 03-2020 </td>\n",
    "<td> 1239.0 </td>\n",
    "<td> 1239 </td>\n",
    "</tr>\n",
    "<tr><td> 03-2021 </td>\n",
    "<td> 1022.0 </td>\n",
    "<td> 1022 </td>\n",
    "</tr>\n",
    "<tr><td> 04-2020 </td>\n",
    "<td> 110.0 </td>\n",
    "<td> 110 </td>\n",
    "</tr>\n",
    "<tr><td> 04-2021 </td>\n",
    "<td> 905.0 </td>\n",
    "<td bgcolor=\"pink\"> 904 </td>\n",
    "</tr>\n",
    "<tr><td> 05-2020 </td>\n",
    "<td> 113.0 </td>\n",
    "<td> 113 </td>\n",
    "</tr>\n",
    "<tr><td> 05-2021 </td>\n",
    "<td> 816.0 </td>\n",
    "<td> 816 </td>\n",
    "</tr>\n",
    "<tr><td> 06-2020 </td>\n",
    "<td> 197.0 </td>\n",
    "<td> 197 </td>\n",
    "</tr>\n",
    "<tr><td> 06-2021 </td>\n",
    "<td> 610.0 </td>\n",
    "<td> 994 </td>\n",
    "</tr>\n",
    "<tr><td> 07-2020 </td>\n",
    "<td> 258.0 </td>\n",
    "<td> 258 </td>\n",
    "</tr>\n",
    "<tr><td> 08-2020 </td>\n",
    "<td> 426.0 </td>\n",
    "<td> 426 </td>\n",
    "</tr>\n",
    "<tr><td> 09-2020 </td>\n",
    "<td> 904.0 </td>\n",
    "<td> 904 </td>\n",
    "</tr>\n",
    "<tr><td> 10-2020 </td>\n",
    "<td> 956.0 </td>\n",
    "<td> 956 </td>\n",
    "</tr>\n",
    "<tr><td> 11-2020 </td>\n",
    "<td> 1093.0 </td>\n",
    "<td> 1093 </td>\n",
    "</tr>\n",
    "<tr><td> 12-2020 </td>\n",
    "<td> 1170.0 </td>\n",
    "<td> 1170 </td>\n",
    "</tr>\n",
    "<tr><td> 07-2021 </td>\n",
    "<td> 0.0 </td>\n",
    "<td> 44 </td>\n",
    "</tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>\n",
    " </td>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Scraping Snapshot : <br> \n",
    "<table>\n",
    "<tr><td>Filing Month/Year</td><td colspan=\"2\">Cobb County</td></tr>\n",
    "<tr><td></td><td>PreScraping (16261)</td><td>CurrentScraping (16791)</td></tr>\n",
    "<tr><td> 01-2020 </td>\n",
    "<td> 2265.0 </td>\n",
    "<td> 2265 </td>\n",
    "</tr>\n",
    "<tr><td> 01-2021 </td>\n",
    "<td> 1126.0 </td>\n",
    "<td> 1126 </td>\n",
    "</tr>\n",
    "<tr><td> 02-2020 </td>\n",
    "<td> 2073.0 </td>\n",
    "<td> 2073 </td>\n",
    "</tr>\n",
    "<tr><td> 02-2021 </td>\n",
    "<td> 974.0 </td>\n",
    "<td> 974 </td>\n",
    "</tr>\n",
    "<tr><td> 03-2020 </td>\n",
    "<td> 1239.0 </td>\n",
    "<td> 1239 </td>\n",
    "</tr>\n",
    "<tr><td> 03-2021 </td>\n",
    "<td> 1022.0 </td>\n",
    "<td> 1022 </td>\n",
    "</tr>\n",
    "<tr><td> 04-2020 </td>\n",
    "<td> 110.0 </td>\n",
    "<td> 110 </td>\n",
    "</tr>\n",
    "<tr><td> 04-2021 </td>\n",
    "<td> 905.0 </td>\n",
    "<td> 905 </td>\n",
    "</tr>\n",
    "<tr><td> 05-2020 </td>\n",
    "<td> 113.0 </td>\n",
    "<td> 113 </td>\n",
    "</tr>\n",
    "<tr><td> 05-2021 </td>\n",
    "<td> 816.0 </td>\n",
    "<td> 816 </td>\n",
    "</tr>\n",
    "<tr><td> 06-2020 </td>\n",
    "<td> 197.0 </td>\n",
    "<td> 197 </td>\n",
    "</tr>\n",
    "<tr><td> 06-2021 </td>\n",
    "<td> 610.0 </td>\n",
    "<td> 994 </td>\n",
    "</tr>\n",
    "<tr><td> 07-2020 </td>\n",
    "<td> 258.0 </td>\n",
    "<td> 258 </td>\n",
    "</tr>\n",
    "<tr><td> 08-2020 </td>\n",
    "<td> 426.0 </td>\n",
    "<td> 426 </td>\n",
    "</tr>\n",
    "<tr><td> 09-2020 </td>\n",
    "<td> 904.0 </td>\n",
    "<td> 904 </td>\n",
    "</tr>\n",
    "<tr><td> 10-2020 </td>\n",
    "<td> 956.0 </td>\n",
    "<td> 956 </td>\n",
    "</tr>\n",
    "<tr><td> 11-2020 </td>\n",
    "<td> 1093.0 </td>\n",
    "<td> 1093 </td>\n",
    "</tr>\n",
    "<tr><td> 12-2020 </td>\n",
    "<td> 1170.0 </td>\n",
    "<td> 1170 </td>\n",
    "</tr>\n",
    "<tr><td> 07-2021 </td>\n",
    "<td> 0.0 </td>\n",
    "<td> 146 </td>\n",
    "</tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def checkMonthlyCaseCount():\n",
    "\twith open('./config.json') as configFile:\n",
    "\t\tconfig = json.load(configFile)\n",
    "\tcounties = config['counties']\n",
    "\tfilePathForWorkFolderRawData = config['filePathForWorkFolderRawData']\n",
    "\tfilePathForWorkFolderPreRawData = config['filePathForWorkFolderPreRawData']\n",
    "\n",
    "\t\n",
    "\tfileNamePool2,countyCodePool2 = dataReader.findRawData(filePathForWorkFolderPreRawData,counties)\n",
    "\t\n",
    "\tfileNamePool,countyCodePool = dataReader.findRawData(filePathForWorkFolderRawData,counties)\n",
    "\n",
    "\tallData = {}\n",
    "\t# print('<br>')\n",
    "\t# print('<br>')\n",
    "\tprint('Answered Cases Analysis from Raw Data',': <br> ')\n",
    "\n",
    "\tfor key, ele in enumerate(fileNamePool):\n",
    "\t\t# print('Pre Scraping: ')\n",
    "\t\t\n",
    "\n",
    "\t\t# print('Current Scraping: ')\n",
    "\t\trawDataIDAddressOnlyUnique = dataReader.ReadCSvAnddropDuplication(filePathForWorkFolderRawData, fileNamePool[key],counties)\n",
    "        \n",
    "\t\trawDataIDAddressOnlyUniquePre = rawDataIDAddressOnlyUnique[rawDataIDAddressOnlyUnique['ifAnswered'] == 1]\n",
    "\n",
    "\t\tfor key2 in counties:\n",
    "\t\t\tif fileNamePool[key].find(counties[key2]) != -1:\n",
    "\t\t\t\tcountyName = counties[key2] + ' County'\n",
    "\t\tif countyName != \"Cobb County\":\n",
    "\t\t\tpreSum = summarizedByMonth(rawDataIDAddressOnlyUniquePre)\n",
    "\t\t\tcurrentSum = summarizedByMonth(rawDataIDAddressOnlyUnique)\n",
    "\n",
    "\t\t\tmerged_df = preSum.merge(currentSum, how = 'right', on = ['month'])\n",
    "\t\telse:\n",
    "\t\t\tpreSum = summarizedByMonthCobb(rawDataIDAddressOnlyUniquePre)\n",
    "\t\t\tcurrentSum = summarizedByMonthCobb(rawDataIDAddressOnlyUnique)\n",
    "\n",
    "\t\t\tmerged_df = preSum.merge(currentSum, how = 'right', on = ['month'])\n",
    "\t\tmerged_df = merged_df.fillna(0)\n",
    "\t\n",
    "# \t\tprint(merged_df)\n",
    "\t\tmerged_df['rate'] = merged_df['count_x']/merged_df['count_y']*100\n",
    "\t\tmerged_df['rate'] = merged_df['rate'].astype(int)\n",
    "\t\tmerged_df['rate'] = merged_df['rate'].astype(str) + '%'\n",
    "\t\tallData[countyName]={}\n",
    "\t\tallData[countyName]['preTotal'] = rawDataIDAddressOnlyUniquePre.shape[0]\n",
    "\t\tallData[countyName]['currentTotal'] = rawDataIDAddressOnlyUnique.shape[0]\n",
    "\t\tallData[countyName]['df'] = merged_df\n",
    "\n",
    "\n",
    "\t# print(\"Monthly Count for scraping \",countyName, \" (month --- pre_x --- current_y):\")\n",
    "\ttitleLine = '<tr><td>Filing Month/Year</td>'\n",
    "\ttotalCountLine = '<tr><td></td>'\n",
    "\tcountDict = {}\n",
    "\tfor countyName in allData:\n",
    "\t\ttitleLine = titleLine + '<td colspan=\"3\">'+ countyName + '</td>'\n",
    "\t\ttotalCountLine = totalCountLine + '<td>Answered ('+ str(allData[countyName]['preTotal'])  +')</td><td>All ('+ str(allData[countyName]['currentTotal'])  +')</td><td>Rate ('+ str(int(allData[countyName]['preTotal']/allData[countyName]['currentTotal']*100))  +'%)</td>'\n",
    "\n",
    "\t# print('<br>')\n",
    "\t# print('<tr><td>Filing Month/Year</td><td colspan=\"2\">',countyName,'</td></tr>')\n",
    "\t# print('<tr><td></td><td>PreScraping</td><td>CurrentScraping</td></tr>')\n",
    "\t\tfor row in allData[countyName]['df'].values.tolist():\n",
    "\t\t\tif row[0] in countDict:\n",
    "\t\t\t\tcountDict[row[0]] = countDict[row[0]] + row[1:]\n",
    "\t\t\telse:\n",
    "\t\t\t\tcountDict[row[0]] = row[1:]\n",
    "\n",
    "\ttitleLine = titleLine + '</tr>'\n",
    "\ttotalCountLine = totalCountLine + '</tr>'\n",
    "\tprint('<table>')\n",
    "\tprint(titleLine)\n",
    "\tprint(totalCountLine)\n",
    "\tfor month in countDict:\n",
    "\t\t# newArray = [month] + countDict[month]\n",
    "\t\tprint('<tr><td>',month,'</td>')\n",
    "\t\tfor countIndex in range(len(countDict[month])):\n",
    "# \t\t\tif countIndex % 2 == 1:\n",
    "# \t\t\t\tif countDict[month][countIndex-1] > countDict[month][countIndex]:\n",
    "# \t\t\t\t\tprint('<td bgcolor=\"pink\">',countDict[month][countIndex],'</td>')\n",
    "# \t\t\t\telse:\n",
    "# \t\t\t\t\tprint('<td>',countDict[month][countIndex],'</td>')\n",
    "# \t\t\telse:\n",
    "\t\t\tprint('<td>',countDict[month][countIndex],'</td>')\n",
    "\n",
    "\n",
    "\t\t# print(*newArray, sep=' </td><td> ')\n",
    "\t\tprint('</tr>')\n",
    "\n",
    "\t\t\t\t# print('<tr><td>')\n",
    "\t\t\t\t# print(*row, sep=' </td><td> ')\n",
    "\t\t\t\t# print('</td></tr>')\n",
    "\t\t\t\t# print('<br>')\n",
    "\t\t# print (merged_df)\n",
    "\t\t\n",
    "\tprint('</table>')\n",
    "\n",
    "\tprint('<br>')\n",
    "\tprint('<br>')\n",
    "\t\t\n",
    "\t\n",
    "\t\t\n",
    "def summarizedByMonth (dfCounty):\n",
    "\n",
    "\tdfCounty[\"year\"] = dfCounty['fileDate'].str.strip().str[6:10]\n",
    "\n",
    "\tdfCounty = dfCounty[pd.to_numeric(dfCounty.year, errors='coerce').notnull()]\n",
    "\n",
    "\tdfCounty[\"year\"] = pd.to_numeric(dfCounty[\"year\"])\n",
    "\n",
    "\tdfCounty = dfCounty[dfCounty[\"year\"] >= 2020]\n",
    "\n",
    "\t# build the column for month \n",
    "\tdfCounty['month'] = dfCounty['fileDate'].str.strip().str[0:2] + '-' +dfCounty['fileDate'].str.strip().str[6:10]\n",
    "\t# count the cases for each month\n",
    "\tdfCounty = dfCounty.groupby(['month']).size().reset_index(name = \"count\")\n",
    "\n",
    "\t# # only take rows for year 2020 \n",
    "\t# df = df[df['fileDate'].str.strip().str[6:10] == '2020']\n",
    "\n",
    "\t# # build the column for month \n",
    "\t# df['month'] = df['fileDate'].str.strip().str[0:2]\n",
    "\n",
    "\t# # count the cases for each month\n",
    "\t# df = df.groupby(['month']).size().reset_index(name = \"count\")\n",
    "\n",
    "\treturn dfCounty\n",
    "\n",
    "def summarizedByMonthCobb (dfCounty):\n",
    "\n",
    "\tdfCounty[\"year\"] = dfCounty['fileDate'].str.split(\"/\").str[2]\n",
    "\n",
    "\tdfCounty = dfCounty[pd.to_numeric(dfCounty.year, errors='coerce').notnull()]\n",
    "\n",
    "\tdfCounty[\"year\"] = pd.to_numeric(dfCounty[\"year\"])\n",
    "\n",
    "\tdfCounty = dfCounty[dfCounty[\"year\"] >= 20]\n",
    "\n",
    "\t# build the column for month \n",
    "\tdfCounty['month'] = dfCounty['fileDate'].str.strip().str[0:2] + '-' +dfCounty['fileDate'].str.strip().str[6:10]\n",
    "\tdfCounty['month'][dfCounty['fileDate'].str.split(\"/\").str[0].str.len()>1] = dfCounty['fileDate'].str.split(\"/\").str[0] + '-' + \"20\" + dfCounty['fileDate'].str.split(\"/\").str[2]\n",
    "\tdfCounty['month'][dfCounty['fileDate'].str.split(\"/\").str[0].str.len()<=1] = \"0\"+ dfCounty['fileDate'].str.split(\"/\").str[0] + '-' + \"20\" + dfCounty['fileDate'].str.split(\"/\").str[2]\n",
    "\t# count the cases for each month\n",
    "\n",
    "\t# # only take rows for year 2020 \n",
    "\t# df = df[df['fileDate'].str.strip().str[-2:] == '20']\n",
    "\n",
    "\t# # build the column for month \n",
    "\n",
    "\t\n",
    "\t# df['month'] = df['fileDate'].str.split(\"/\").str[0]\n",
    "\t\n",
    "\n",
    "\t# count the cases for each month\n",
    "\tdfCounty = dfCounty.groupby(['month']).size().reset_index(name = \"count\")\n",
    "\n",
    "\treturn dfCounty"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Answered Cases Analysis from Raw Data : <br> \n",
      "<table>\n",
      "<tr><td>Filing Month/Year</td><td colspan=\"3\">Cobb County</td></tr>\n",
      "<tr><td></td><td>Answered (4948)</td><td>All (16261)</td><td>Rate (30%)</td></tr>\n",
      "<tr><td> 01-2020 </td>\n",
      "<td> 653 </td>\n",
      "<td> 2265 </td>\n",
      "<td> 28% </td>\n",
      "</tr>\n",
      "<tr><td> 01-2021 </td>\n",
      "<td> 401 </td>\n",
      "<td> 1126 </td>\n",
      "<td> 35% </td>\n",
      "</tr>\n",
      "<tr><td> 02-2020 </td>\n",
      "<td> 517 </td>\n",
      "<td> 2073 </td>\n",
      "<td> 24% </td>\n",
      "</tr>\n",
      "<tr><td> 02-2021 </td>\n",
      "<td> 308 </td>\n",
      "<td> 974 </td>\n",
      "<td> 31% </td>\n",
      "</tr>\n",
      "<tr><td> 03-2020 </td>\n",
      "<td> 245 </td>\n",
      "<td> 1239 </td>\n",
      "<td> 19% </td>\n",
      "</tr>\n",
      "<tr><td> 03-2021 </td>\n",
      "<td> 310 </td>\n",
      "<td> 1022 </td>\n",
      "<td> 30% </td>\n",
      "</tr>\n",
      "<tr><td> 04-2020 </td>\n",
      "<td> 29 </td>\n",
      "<td> 110 </td>\n",
      "<td> 26% </td>\n",
      "</tr>\n",
      "<tr><td> 04-2021 </td>\n",
      "<td> 313 </td>\n",
      "<td> 905 </td>\n",
      "<td> 34% </td>\n",
      "</tr>\n",
      "<tr><td> 05-2020 </td>\n",
      "<td> 31 </td>\n",
      "<td> 113 </td>\n",
      "<td> 27% </td>\n",
      "</tr>\n",
      "<tr><td> 05-2021 </td>\n",
      "<td> 227 </td>\n",
      "<td> 816 </td>\n",
      "<td> 27% </td>\n",
      "</tr>\n",
      "<tr><td> 06-2020 </td>\n",
      "<td> 82 </td>\n",
      "<td> 197 </td>\n",
      "<td> 41% </td>\n",
      "</tr>\n",
      "<tr><td> 06-2021 </td>\n",
      "<td> 41 </td>\n",
      "<td> 610 </td>\n",
      "<td> 6% </td>\n",
      "</tr>\n",
      "<tr><td> 07-2020 </td>\n",
      "<td> 101 </td>\n",
      "<td> 258 </td>\n",
      "<td> 39% </td>\n",
      "</tr>\n",
      "<tr><td> 08-2020 </td>\n",
      "<td> 197 </td>\n",
      "<td> 426 </td>\n",
      "<td> 46% </td>\n",
      "</tr>\n",
      "<tr><td> 09-2020 </td>\n",
      "<td> 335 </td>\n",
      "<td> 904 </td>\n",
      "<td> 37% </td>\n",
      "</tr>\n",
      "<tr><td> 10-2020 </td>\n",
      "<td> 350 </td>\n",
      "<td> 956 </td>\n",
      "<td> 36% </td>\n",
      "</tr>\n",
      "<tr><td> 11-2020 </td>\n",
      "<td> 425 </td>\n",
      "<td> 1093 </td>\n",
      "<td> 38% </td>\n",
      "</tr>\n",
      "<tr><td> 12-2020 </td>\n",
      "<td> 381 </td>\n",
      "<td> 1170 </td>\n",
      "<td> 32% </td>\n",
      "</tr>\n",
      "</table>\n",
      "<br>\n",
      "<br>\n"
     ]
    }
   ],
   "source": [
    "checkMonthlyCaseCount()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Answered Cases Analysis from Raw Data : <br> \n",
    "<table>\n",
    "<tr><td>Filing Month/Year</td><td colspan=\"3\">Clayton County</td><td colspan=\"3\">Cobb County</td><td colspan=\"3\">DeKalb County</td><td colspan=\"3\">Fulton County</td><td colspan=\"3\">Gwinnett County</td></tr>\n",
    "<tr><td></td><td>Answered (4479)</td><td>All (15929)</td><td>Rate (28%)</td><td>Answered (4919)</td><td>All (15868)</td><td>Rate (30%)</td><td>Answered (7766)</td><td>All (25291)</td><td>Rate (30%)</td><td>Answered (10988)</td><td>All (34725)</td><td>Rate (31%)</td><td>Answered (4154)</td><td>All (18559)</td><td>Rate (22%)</td></tr>\n",
    "<tr><td> 01-2020 </td>\n",
    "<td> 667 </td>\n",
    "<td> 1994 </td>\n",
    "<td> 33% </td>\n",
    "<td> 653 </td>\n",
    "<td> 2265 </td>\n",
    "<td> 28% </td>\n",
    "<td> 1072 </td>\n",
    "<td> 3204 </td>\n",
    "<td> 33% </td>\n",
    "<td> 1420 </td>\n",
    "<td> 4275 </td>\n",
    "<td> 33% </td>\n",
    "<td> 564 </td>\n",
    "<td> 2473 </td>\n",
    "<td> 22% </td>\n",
    "</tr>\n",
    "<tr><td> 01-2021 </td>\n",
    "<td> 336 </td>\n",
    "<td> 1037 </td>\n",
    "<td> 32% </td>\n",
    "<td> 401 </td>\n",
    "<td> 1126 </td>\n",
    "<td> 35% </td>\n",
    "<td> 584 </td>\n",
    "<td> 1764 </td>\n",
    "<td> 33% </td>\n",
    "<td> 828 </td>\n",
    "<td> 2507 </td>\n",
    "<td> 33% </td>\n",
    "<td> 347 </td>\n",
    "<td> 1343 </td>\n",
    "<td> 25% </td>\n",
    "</tr>\n",
    "<tr><td> 02-2020 </td>\n",
    "<td> 579 </td>\n",
    "<td> 1977 </td>\n",
    "<td> 29% </td>\n",
    "<td> 517 </td>\n",
    "<td> 2073 </td>\n",
    "<td> 24% </td>\n",
    "<td> 889 </td>\n",
    "<td> 3008 </td>\n",
    "<td> 29% </td>\n",
    "<td> 1192 </td>\n",
    "<td> 4005 </td>\n",
    "<td> 29% </td>\n",
    "<td> 452 </td>\n",
    "<td> 2291 </td>\n",
    "<td> 19% </td>\n",
    "</tr>\n",
    "<tr><td> 02-2021 </td>\n",
    "<td> 342 </td>\n",
    "<td> 1079 </td>\n",
    "<td> 31% </td>\n",
    "<td> 308 </td>\n",
    "<td> 974 </td>\n",
    "<td> 31% </td>\n",
    "<td> 495 </td>\n",
    "<td> 1446 </td>\n",
    "<td> 34% </td>\n",
    "<td> 718 </td>\n",
    "<td> 2152 </td>\n",
    "<td> 33% </td>\n",
    "<td> 288 </td>\n",
    "<td> 1179 </td>\n",
    "<td> 24% </td>\n",
    "</tr>\n",
    "<tr><td> 03-2020 </td>\n",
    "<td> 132 </td>\n",
    "<td> 1086 </td>\n",
    "<td> 12% </td>\n",
    "<td> 245 </td>\n",
    "<td> 1239 </td>\n",
    "<td> 19% </td>\n",
    "<td> 379 </td>\n",
    "<td> 1916 </td>\n",
    "<td> 19% </td>\n",
    "<td> 638 </td>\n",
    "<td> 2622 </td>\n",
    "<td> 24% </td>\n",
    "<td> 150 </td>\n",
    "<td> 1517 </td>\n",
    "<td> 9% </td>\n",
    "</tr>\n",
    "<tr><td> 03-2021 </td>\n",
    "<td> 210 </td>\n",
    "<td> 755 </td>\n",
    "<td> 27% </td>\n",
    "<td> 310 </td>\n",
    "<td> 1022 </td>\n",
    "<td> 30% </td>\n",
    "<td> 559 </td>\n",
    "<td> 1728 </td>\n",
    "<td> 32% </td>\n",
    "<td> 726 </td>\n",
    "<td> 2384 </td>\n",
    "<td> 30% </td>\n",
    "<td> 251 </td>\n",
    "<td> 1099 </td>\n",
    "<td> 22% </td>\n",
    "</tr>\n",
    "<tr><td> 04-2020 </td>\n",
    "<td> 14 </td>\n",
    "<td> 229 </td>\n",
    "<td> 6% </td>\n",
    "<td> 29 </td>\n",
    "<td> 110 </td>\n",
    "<td> 26% </td>\n",
    "<td> 56 </td>\n",
    "<td> 321 </td>\n",
    "<td> 17% </td>\n",
    "<td> 100 </td>\n",
    "<td> 339 </td>\n",
    "<td> 29% </td>\n",
    "<td> 29 </td>\n",
    "<td> 146 </td>\n",
    "<td> 19% </td>\n",
    "</tr>\n",
    "<tr><td> 04-2021 </td>\n",
    "<td> 195 </td>\n",
    "<td> 722 </td>\n",
    "<td> 27% </td>\n",
    "<td> 313 </td>\n",
    "<td> 905 </td>\n",
    "<td> 34% </td>\n",
    "<td> 423 </td>\n",
    "<td> 1336 </td>\n",
    "<td> 31% </td>\n",
    "<td> 614 </td>\n",
    "<td> 2059 </td>\n",
    "<td> 29% </td>\n",
    "<td> 225 </td>\n",
    "<td> 920 </td>\n",
    "<td> 24% </td>\n",
    "</tr>\n",
    "<tr><td> 05-2020 </td>\n",
    "<td> 24 </td>\n",
    "<td> 195 </td>\n",
    "<td> 12% </td>\n",
    "<td> 31 </td>\n",
    "<td> 113 </td>\n",
    "<td> 27% </td>\n",
    "<td> 61 </td>\n",
    "<td> 312 </td>\n",
    "<td> 19% </td>\n",
    "<td> 123 </td>\n",
    "<td> 326 </td>\n",
    "<td> 37% </td>\n",
    "<td> 28 </td>\n",
    "<td> 147 </td>\n",
    "<td> 19% </td>\n",
    "</tr>\n",
    "<tr><td> 05-2021 </td>\n",
    "<td> 191 </td>\n",
    "<td> 728 </td>\n",
    "<td> 26% </td>\n",
    "<td> 226 </td>\n",
    "<td> 816 </td>\n",
    "<td> 27% </td>\n",
    "<td> 312 </td>\n",
    "<td> 1199 </td>\n",
    "<td> 26% </td>\n",
    "<td> 587 </td>\n",
    "<td> 1937 </td>\n",
    "<td> 30% </td>\n",
    "<td> 223 </td>\n",
    "<td> 1029 </td>\n",
    "<td> 21% </td>\n",
    "</tr>\n",
    "<tr><td> 06-2020 </td>\n",
    "<td> 60 </td>\n",
    "<td> 404 </td>\n",
    "<td> 14% </td>\n",
    "<td> 82 </td>\n",
    "<td> 197 </td>\n",
    "<td> 41% </td>\n",
    "<td> 115 </td>\n",
    "<td> 452 </td>\n",
    "<td> 25% </td>\n",
    "<td> 323 </td>\n",
    "<td> 792 </td>\n",
    "<td> 40% </td>\n",
    "<td> 49 </td>\n",
    "<td> 194 </td>\n",
    "<td> 25% </td>\n",
    "</tr>\n",
    "<tr><td> 06-2021 </td>\n",
    "<td> 9 </td>\n",
    "<td> 227 </td>\n",
    "<td> 3% </td>\n",
    "<td> 13 </td>\n",
    "<td> 217 </td>\n",
    "<td> 5% </td>\n",
    "<td> 27 </td>\n",
    "<td> 363 </td>\n",
    "<td> 7% </td>\n",
    "<td> 21 </td>\n",
    "<td> 794 </td>\n",
    "<td> 2% </td>\n",
    "<td> 25 </td>\n",
    "<td> 349 </td>\n",
    "<td> 7% </td>\n",
    "</tr>\n",
    "<tr><td> 07-2020 </td>\n",
    "<td> 97 </td>\n",
    "<td> 472 </td>\n",
    "<td> 20% </td>\n",
    "<td> 101 </td>\n",
    "<td> 258 </td>\n",
    "<td> 39% </td>\n",
    "<td> 167 </td>\n",
    "<td> 524 </td>\n",
    "<td> 31% </td>\n",
    "<td> 222 </td>\n",
    "<td> 613 </td>\n",
    "<td> 36% </td>\n",
    "<td> 75 </td>\n",
    "<td> 300 </td>\n",
    "<td> 25% </td>\n",
    "</tr>\n",
    "<tr><td> 08-2020 </td>\n",
    "<td> 142 </td>\n",
    "<td> 512 </td>\n",
    "<td> 27% </td>\n",
    "<td> 197 </td>\n",
    "<td> 426 </td>\n",
    "<td> 46% </td>\n",
    "<td> 402 </td>\n",
    "<td> 1076 </td>\n",
    "<td> 37% </td>\n",
    "<td> 505 </td>\n",
    "<td> 1341 </td>\n",
    "<td> 37% </td>\n",
    "<td> 221 </td>\n",
    "<td> 676 </td>\n",
    "<td> 32% </td>\n",
    "</tr>\n",
    "<tr><td> 09-2020 </td>\n",
    "<td> 313 </td>\n",
    "<td> 1069 </td>\n",
    "<td> 29% </td>\n",
    "<td> 335 </td>\n",
    "<td> 904 </td>\n",
    "<td> 37% </td>\n",
    "<td> 522 </td>\n",
    "<td> 1565 </td>\n",
    "<td> 33% </td>\n",
    "<td> 736 </td>\n",
    "<td> 2078 </td>\n",
    "<td> 35% </td>\n",
    "<td> 311 </td>\n",
    "<td> 1141 </td>\n",
    "<td> 27% </td>\n",
    "</tr>\n",
    "<tr><td> 10-2020 </td>\n",
    "<td> 354 </td>\n",
    "<td> 1020 </td>\n",
    "<td> 34% </td>\n",
    "<td> 350 </td>\n",
    "<td> 956 </td>\n",
    "<td> 36% </td>\n",
    "<td> 588 </td>\n",
    "<td> 1723 </td>\n",
    "<td> 34% </td>\n",
    "<td> 638 </td>\n",
    "<td> 1841 </td>\n",
    "<td> 34% </td>\n",
    "<td> 286 </td>\n",
    "<td> 1160 </td>\n",
    "<td> 24% </td>\n",
    "</tr>\n",
    "<tr><td> 11-2020 </td>\n",
    "<td> 427 </td>\n",
    "<td> 1220 </td>\n",
    "<td> 35% </td>\n",
    "<td> 425 </td>\n",
    "<td> 1093 </td>\n",
    "<td> 38% </td>\n",
    "<td> 536 </td>\n",
    "<td> 1582 </td>\n",
    "<td> 33% </td>\n",
    "<td> 814 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 34% </td>\n",
    "<td> 306 </td>\n",
    "<td> 1290 </td>\n",
    "<td> 23% </td>\n",
    "</tr>\n",
    "<tr><td> 12-2020 </td>\n",
    "<td> 387 </td>\n",
    "<td> 1203 </td>\n",
    "<td> 32% </td>\n",
    "<td> 381 </td>\n",
    "<td> 1170 </td>\n",
    "<td> 32% </td>\n",
    "<td> 578 </td>\n",
    "<td> 1771 </td>\n",
    "<td> 32% </td>\n",
    "<td> 783 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 33% </td>\n",
    "<td> 324 </td>\n",
    "<td> 1305 </td>\n",
    "<td> 24% </td>\n",
    "</tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'id': '2020CM0000313063040516063', 'street': '235 horseshoe bnd', 'city': '  riverdale', 'zip': '  30274', 'filingdate': '2020-01-02', 'answer': '0', 'county': '063', 'latitude': '33.54092685', 'longitude': '-84.39800183', 'services': '1', 'dismiss': '0', 'defaultjudgment': '0', 'judgment': '0', 'answerdate': '9999-12-12', 'servicesdate': '2020-01-07', 'dismissdate': '9999-12-12', 'defaultjudgmentdate': '9999-12-12', 'judgmentdate': '9999-12-12', 'tractid': '13063040516', 'blockgroupid': '130630405161'}\n",
      "                          id                street           city      zip  \\\n",
      "0  2020CM0000313063040516063     235 horseshoe bnd      riverdale    30274   \n",
      "1  2020CM0001013063040514063    100 chase ridge dr      riverdale    30296   \n",
      "2  2020CM0001113063040514063    100 chase ridge dr      riverdale    30296   \n",
      "3  2020CM0001213063040514063    100 chase ridge dr      riverdale    30296   \n",
      "4  2020CM0001313063040609063   817 fieldstone pkwy      jonesboro    30236   \n",
      "5  2020CM0001413063040609063   804 fieldstone pkwy      jonesboro    30236   \n",
      "6  2020CM0001513063040616063    3384 mount zion rd    stockbridge    30281   \n",
      "7  2020CM0002113063040302063         417 barton dr    forest park    30297   \n",
      "8  2020CM0002513063040616063  6876 silver maple dr            rex    30273   \n",
      "9  2020CM0002613063040202063   1125 flat shoals rd        atlanta    30349   \n",
      "\n",
      "   filingdate answer county     latitude     longitude services dismiss  \\\n",
      "0  2020-01-02      0    063  33.54092685  -84.39800183        1       0   \n",
      "1  2020-01-02      1    063  33.52918997  -84.42129509        1       0   \n",
      "2  2020-01-02      0    063  33.52918997  -84.42129509        1       0   \n",
      "3  2020-01-02      1    063  33.52918997  -84.42129509        1       0   \n",
      "4  2020-01-02      1    063  33.55185443  -84.30198782        1       0   \n",
      "5  2020-01-02      1    063  33.55188957  -84.30210676        1       0   \n",
      "6  2020-01-02      1    063  33.55583901     -84.28245        1       0   \n",
      "7  2020-01-02      0    063  33.62816805  -84.37643695        1       0   \n",
      "8  2020-01-02      1    063  33.56799994  -84.29999114        1       0   \n",
      "9  2020-01-02      1    063  33.60210431  -84.42660557        1       0   \n",
      "\n",
      "  defaultjudgment judgment  answerdate servicesdate dismissdate  \\\n",
      "0               0        0  9999-12-12   2020-01-07  9999-12-12   \n",
      "1               0        1  2020-01-13   2020-01-04  9999-12-12   \n",
      "2               0        0  9999-12-12   2020-01-04  9999-12-12   \n",
      "3               0        1  2020-01-10   2020-01-04  9999-12-12   \n",
      "4               0        1  2020-01-13   2020-01-04  9999-12-12   \n",
      "5               0        1  2020-01-10   2020-01-04  9999-12-12   \n",
      "6               0        1  2020-01-10   2020-01-04  9999-12-12   \n",
      "7               0        0  9999-12-12   2020-01-07  9999-12-12   \n",
      "8               0        0  2020-01-13   2020-01-05  9999-12-12   \n",
      "9               0        1  2020-01-13   2020-01-04  9999-12-12   \n",
      "\n",
      "  defaultjudgmentdate judgmentdate      tractid  blockgroupid  \n",
      "0          9999-12-12   9999-12-12  13063040516  130630405161  \n",
      "1          9999-12-12   2020-01-17  13063040514  130630405141  \n",
      "2          9999-12-12   9999-12-12  13063040514  130630405141  \n",
      "3          9999-12-12   2020-01-17  13063040514  130630405141  \n",
      "4          9999-12-12   2020-01-17  13063040609  130630406093  \n",
      "5          9999-12-12   2020-01-17  13063040609  130630406093  \n",
      "6          9999-12-12   2020-01-17  13063040616  130630406161  \n",
      "7          9999-12-12   9999-12-12  13063040302  130630403023  \n",
      "8          9999-12-12   9999-12-12  13063040616  130630406163  \n",
      "9          9999-12-12   2020-01-17  13063040202  130630402021  \n"
     ]
    }
   ],
   "source": [
    "# call api \n",
    "import requests\n",
    "my_headers = {'Authorization' : 'Bearer eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJyb2xlIiA6ICJ3ZWJ1c2VyIiwgInVzZXJfaWQiIDogMiwgImV4cCIgOiAxOTY2MjM3NTYzfQ.D5PuaEKMw2iFJgv9C634s1HOWHtAd-JHbttSPraJU8Y'}\n",
    "response = requests.get('http://evictions.design.gatech.edu/rest/atlanta_metro_area_cases', headers=my_headers)\n",
    "print(response.json()[0])\n",
    "df = pd.json_normalize(response.json())\n",
    "print(df.head(10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'id': '20-M-0144199999999999', 'street': '917 boulevard', 'city': '  athens', 'zip': '  30601', 'filingdate': '2020-01-13', 'answer': '0', 'county': '', 'latitude': '33.966280600000005', 'longitude': '-83.39717982', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20-M-0144299999999999', 'street': '408 boulevard', 'city': '  lagrange', 'zip': '  30240', 'filingdate': '2020-01-13', 'answer': '0', 'county': '', 'latitude': '33.03372888', 'longitude': '-85.0398443', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20-M-0144999999999999', 'street': '2705 mill ct', 'city': '  atlanta', 'zip': '  30360', 'filingdate': '2020-01-13', 'answer': '0', 'county': '', 'latitude': '33.91517552', 'longitude': '-84.27695113', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20-M-0145199999999999', 'street': '2705 mill ct', 'city': '  atlanta', 'zip': '  30360', 'filingdate': '2020-01-13', 'answer': '0', 'county': '', 'latitude': '33.91517552', 'longitude': '-84.27695113', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20-E-0057799999999999', 'street': '', 'city': '', 'zip': '', 'filingdate': '2020-01-08', 'answer': '0', 'county': '', 'latitude': '6.9500000000000455', 'longitude': '1.783330000000035', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20-M-0187699999999999', 'street': '31145', 'city': ' 31145', 'zip': '  georgia', 'filingdate': '2020-01-14', 'answer': '0', 'county': '', 'latitude': '33.852335', 'longitude': '-84.25701', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
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      "{'id': '20D0385699999999999', 'street': '3515 pleasantdale rd', 'city': '  atlanta', 'zip': '  30340', 'filingdate': '2020-02-10', 'answer': '0', 'county': '', 'latitude': '33.89231099', 'longitude': '-84.22376704', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D0636599999999999', 'street': '30087', 'city': ' 30087', 'zip': '  georgia', 'filingdate': '2020-03-06', 'answer': '0', 'county': '', 'latitude': '33.82181', 'longitude': '-84.113935', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D0807299999999999', 'street': '', 'city': '', 'zip': '', 'filingdate': '2020-03-23', 'answer': '0', 'county': '', 'latitude': '0.0', 'longitude': '0.0', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D0808299999999999', 'street': '', 'city': '', 'zip': '', 'filingdate': '2020-03-26', 'answer': '0', 'county': '', 'latitude': '0.0', 'longitude': '0.0', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '2020CM0440699999999999', 'street': '', 'city': '', 'zip': '', 'filingdate': '2020-02-13', 'answer': '1', 'county': '', 'latitude': '0.0', 'longitude': '0.0', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '2020CM0506899999999999', 'street': '', 'city': '', 'zip': '', 'filingdate': '2020-02-19', 'answer': '0', 'county': '', 'latitude': '34.30016', 'longitude': '-91.40239', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D0859399999999999', 'street': '3515 pleasantdale rd', 'city': '  atlanta', 'zip': '  30340', 'filingdate': '2020-05-18', 'answer': '0', 'county': '', 'latitude': '33.89231099', 'longitude': '-84.22376704', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '2020CM0617699999999999', 'street': '', 'city': '', 'zip': '', 'filingdate': '2020-03-02', 'answer': '0', 'county': '', 'latitude': '32.00559004', 'longitude': '-81.11888994', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D0923699999999999', 'street': '1206 woodland ave ne', 'city': '  atlanta', 'zip': '  30324', 'filingdate': '2020-07-01', 'answer': '0', 'county': '', 'latitude': '33.81474544', 'longitude': '-84.34834969', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D0928699999999999', 'street': '3300 highlands pkwy se', 'city': '  smyrna', 'zip': '  30082', 'filingdate': '2020-07-07', 'answer': '1', 'county': '', 'latitude': '33.82647801', 'longitude': '-84.49848199', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D0942799999999999', 'street': '3515 pleasantdale rd', 'city': '  atlanta', 'zip': '  30340', 'filingdate': '2020-07-13', 'answer': '0', 'county': '', 'latitude': '33.89231099', 'longitude': '-84.22376704', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D0985199999999999', 'street': '3215 mineral ridge ct', 'city': '  stone mountain', 'zip': '  30087', 'filingdate': '2020-08-10', 'answer': '0', 'county': '', 'latitude': '33.7937349', 'longitude': '-84.08645864', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D0990499999999999', 'street': '', 'city': '', 'zip': '', 'filingdate': '2020-08-13', 'answer': '1', 'county': '', 'latitude': '0.0', 'longitude': '0.0', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D1069299999999999', 'street': '3400 club lakes pkwy', 'city': '  lawrenceville', 'zip': '  30044', 'filingdate': '2020-08-28', 'answer': '0', 'county': '', 'latitude': '33.94083998', 'longitude': '-84.11480313', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D1102599999999999', 'street': '1505a bb king rd', 'city': '  indianola', 'zip': '  38751', 'filingdate': '2020-09-02', 'answer': '1', 'county': '', 'latitude': '33.42988914', 'longitude': '-90.64088843', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '2020CM1262499999999999', 'street': '', 'city': '', 'zip': '', 'filingdate': '2020-08-25', 'answer': '0', 'county': '', 'latitude': '0.0', 'longitude': '0.0', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D1198899999999999', 'street': '30092', 'city': ' 30092', 'zip': '  georgia', 'filingdate': '2020-09-21', 'answer': '0', 'county': '', 'latitude': '33.95801000000006', 'longitude': '-84.24191999999994', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D1199099999999999', 'street': 'overlook rd', 'city': '  peachtree corners', 'zip': '  30092', 'filingdate': '2020-09-21', 'answer': '0', 'county': '', 'latitude': '33.95813423401771', 'longitude': '-84.24403059956427', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D1403199999999999', 'street': '3494 madison st', 'city': '  atlanta', 'zip': '  30337', 'filingdate': '2020-10-28', 'answer': '0', 'county': '', 'latitude': '33.65992670117873', 'longitude': '-84.43913408761794', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D1496399999999999', 'street': '1371 branch dr', 'city': '  tucker', 'zip': '  30084', 'filingdate': '2020-11-16', 'answer': '0', 'county': '', 'latitude': '33.891979481043336', 'longitude': '-84.2152421382326', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D1507099999999999', 'street': '3515 pleasantdale rd', 'city': '  atlanta', 'zip': '  30340', 'filingdate': '2020-11-16', 'answer': '0', 'county': '', 'latitude': '33.89231098531387', 'longitude': '-84.22376703667629', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D1546399999999999', 'street': '5010 conestoga ct', 'city': '  stone mountain', 'zip': '  30087', 'filingdate': '2020-11-20', 'answer': '0', 'county': '', 'latitude': '33.799830891098786', 'longitude': '-84.08631212268315', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '2021CM0063499999999999', 'street': '23 daniel dr', 'city': '  stockbridge', 'zip': '  30281', 'filingdate': '2021-01-12', 'answer': '0', 'county': '', 'latitude': '33.55700060036671', 'longitude': '-84.26040712288436', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D1621399999999999', 'street': '2806 amerson trl', 'city': '  ellenwood', 'zip': '  30294', 'filingdate': '2020-12-11', 'answer': '0', 'county': '', 'latitude': '33.59703606627741', 'longitude': '-84.29873855053386', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D1625799999999999', 'street': '2479 abner ter nw', 'city': '  atlanta', 'zip': '  30318', 'filingdate': '2020-12-11', 'answer': '0', 'county': '', 'latitude': '33.80183005882503', 'longitude': '-84.46720566808607', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D0621699999999999', 'street': '2090 dunwoody club dr', 'city': '  atlanta', 'zip': '  30350', 'filingdate': '2020-03-02', 'answer': '0', 'county': '', 'latitude': '33.95968669', 'longitude': '-84.30056363', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20-E-0748899999999999', 'street': '', 'city': '', 'zip': '', 'filingdate': '2020-09-28', 'answer': '0', 'county': '', 'latitude': '6.9500000000000455', 'longitude': '1.783330000000035', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D1068599999999999', 'street': '5210 lakebrooke run', 'city': '  stone mountain', 'zip': '  30087', 'filingdate': '2020-08-31', 'answer': '1', 'county': '', 'latitude': '33.82828138', 'longitude': '-84.11641791', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D0009299999999999', 'street': '30364', 'city': ' 30364', 'zip': '  georgia', 'filingdate': '2020-01-06', 'answer': '1', 'county': '', 'latitude': '33.67599000000001', 'longitude': '-84.44279', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '21D0032799999999999', 'street': '30056', 'city': ' 30056', 'zip': '  georgia', 'filingdate': '2021-01-11', 'answer': '1', 'county': '', 'latitude': '33.51667000000003', 'longitude': '-83.69398999999999', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '21D0037599999999999', 'street': '3494 madison st', 'city': '  atlanta', 'zip': '  30337', 'filingdate': '2021-01-11', 'answer': '0', 'county': '', 'latitude': '33.65992368369359', 'longitude': '-84.43913417143695', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '21D0037899999999999', 'street': '1695 hawthorne ave', 'city': '  atlanta', 'zip': '  30337', 'filingdate': '2021-01-11', 'answer': '0', 'county': '', 'latitude': '33.65699279113191', 'longitude': '-84.44442925439627', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '21D0052199999999999', 'street': '3515 pleasantdale rd', 'city': '  atlanta', 'zip': '  30340', 'filingdate': '2021-01-12', 'answer': '1', 'county': '', 'latitude': '33.89231098531387', 'longitude': '-84.22376703667629', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '21D0116699999999999', 'street': '4974 manor dr', 'city': '  stone mountain', 'zip': '  30087', 'filingdate': '2021-01-18', 'answer': '0', 'county': '', 'latitude': '33.80436172886018', 'longitude': '-84.08633358035532', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '21D0135499999999999', 'street': '2317 willow ave ne', 'city': '  atlanta', 'zip': '  30305', 'filingdate': '2021-01-20', 'answer': '0', 'county': '', 'latitude': '33.81655253711893', 'longitude': '-84.3868143063194', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '21D0152899999999999', 'street': '4307 n shallowford rd', 'city': '  atlanta', 'zip': '  30341', 'filingdate': '2021-01-22', 'answer': '1', 'county': '', 'latitude': '14.66037202900003', 'longitude': '-90.51103461799994', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '21D0184399999999999', 'street': '1525 e park place blvd', 'city': '  stone mountain', 'zip': '  30087', 'filingdate': '2021-02-02', 'answer': '0', 'county': '', 'latitude': '33.82480422678631', 'longitude': '-84.11266658646625', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '21D0221899999999999', 'street': '4147 water mill dr', 'city': '  buford', 'zip': '  30519', 'filingdate': '2021-02-11', 'answer': '1', 'county': '', 'latitude': '34.08097855453287', 'longitude': '-83.88736796852142', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '21D0249999999999999', 'street': '3515 pleasantdale rd', 'city': '  atlanta', 'zip': '  30340', 'filingdate': '2021-02-15', 'answer': '0', 'county': '', 'latitude': '33.89231098531387', 'longitude': '-84.22376703667629', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '21D0285299999999999', 'street': '1770 twin brooks dr se', 'city': '  marietta', 'zip': '  30067', 'filingdate': '2021-02-18', 'answer': '0', 'county': '', 'latitude': '33.935921440802446', 'longitude': '-84.50150341005136', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '21D0298299999999999', 'street': '2404 monterey pkwy', 'city': '  atlanta', 'zip': '  30350', 'filingdate': '2021-02-22', 'answer': '0', 'county': '', 'latitude': '33.962469034413665', 'longitude': '-84.37485495811762', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '21D0302999999999999', 'street': '5017 dekalb way', 'city': '  stone mountain', 'zip': '  30087', 'filingdate': '2021-02-22', 'answer': '0', 'county': '', 'latitude': '33.79145954912138', 'longitude': '-84.08012275774041', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '21D0310499999999999', 'street': '1385 english st nw', 'city': '  atlanta', 'zip': '  30318', 'filingdate': '2021-02-23', 'answer': '0', 'county': '', 'latitude': '33.792581466861286', 'longitude': '-84.4204069880863', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '21D0326199999999999', 'street': '1401 n hairston rd', 'city': '  stone mountain', 'zip': '  30083', 'filingdate': '2021-03-02', 'answer': '0', 'county': '', 'latitude': '0.0', 'longitude': '0.0', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '21D0327299999999999', 'street': '3708 charlotte dr', 'city': '  rex', 'zip': '  30273', 'filingdate': '2021-03-03', 'answer': '0', 'county': '', 'latitude': '33.5900111094071', 'longitude': '-84.26917859551924', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '21D0327999999999999', 'street': '206 summerview dr', 'city': '  stone mountain', 'zip': '  30083', 'filingdate': '2021-03-03', 'answer': '0', 'county': '', 'latitude': '0.0', 'longitude': '0.0', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '21D0328299999999999', 'street': '2807 summerview dr', 'city': '  stone mountain', 'zip': '  30083', 'filingdate': '2021-03-03', 'answer': '0', 'county': '', 'latitude': '0.0', 'longitude': '0.0', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20D0807099999999999', 'street': '', 'city': '', 'zip': '', 'filingdate': '2020-03-23', 'answer': '0', 'county': '', 'latitude': '0.0', 'longitude': '0.0', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20-M-0237499999999999', 'street': '31145', 'city': ' 31145', 'zip': '  georgia', 'filingdate': '2020-01-15', 'answer': '0', 'county': '', 'latitude': '33.852335', 'longitude': '-84.25701', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20-M-1807799999999999', 'street': '', 'city': '', 'zip': '', 'filingdate': '2020-08-24', 'answer': '0', 'county': '', 'latitude': '0.0', 'longitude': '0.0', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20-M-0237699999999999', 'street': '31145', 'city': ' 31145', 'zip': '  georgia', 'filingdate': '2020-01-15', 'answer': '0', 'county': '', 'latitude': '33.852335', 'longitude': '-84.25701', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20-M-1660399999999999', 'street': '', 'city': '', 'zip': '', 'filingdate': '2020-08-05', 'answer': '0', 'county': '', 'latitude': '0.0', 'longitude': '0.0', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n",
      "{'id': '20-M-1976799999999999', 'street': '7058 biltmore trce', 'city': '  lithonia', 'zip': '  30058', 'filingdate': '2020-09-09', 'answer': '0', 'county': '', 'latitude': '33.78083029', 'longitude': '-84.10148446', 'services': None, 'dismiss': None, 'defaultjudgment': None, 'judgment': None, 'answerdate': None, 'servicesdate': None, 'dismissdate': None, 'defaultjudgmentdate': None, 'judgmentdate': None, 'tractid': None, 'blockgroupid': None}\n"
     ]
    }
   ],
   "source": [
    "for case in response.json():\n",
    "    if case['county'] == '':\n",
    "        print (case)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "globalStatsDict = {}\n",
    "for case in response.json():\n",
    "    if case['county'] != '':\n",
    "        if case['county'] in globalStatsDict:\n",
    "            \n",
    "            globalStatsDict[case['county']]['all'] += 1\n",
    "            if case['services'] == '1':\n",
    "                globalStatsDict[case['county']]['services'] += 1\n",
    "\n",
    "            if case['dismiss'] == '1':\n",
    "                globalStatsDict[case['county']]['dismiss'] += 1\n",
    "\n",
    "            if case['answer'] == '1':\n",
    "                globalStatsDict[case['county']]['answer'] += 1\n",
    "\n",
    "            if case['defaultjudgment'] == '1':\n",
    "                globalStatsDict[case['county']]['defaultjudgment'] += 1\n",
    "\n",
    "            if case['judgment'] == '1':\n",
    "                globalStatsDict[case['county']]['judgment'] += 1\n",
    "        else:\n",
    "            globalStatsDict[case['county']]={}\n",
    "            \n",
    "            globalStatsDict[case['county']]['all'] = 1\n",
    "            \n",
    "            if case['services'] == '1':\n",
    "                globalStatsDict[case['county']]['services'] = 1\n",
    "            else:\n",
    "                globalStatsDict[case['county']]['services'] = 0\n",
    "\n",
    "            if case['dismiss'] == '1':\n",
    "                globalStatsDict[case['county']]['dismiss'] = 1\n",
    "            else:\n",
    "                globalStatsDict[case['county']]['dismiss'] = 0\n",
    "\n",
    "            if case['answer'] == '1':\n",
    "                globalStatsDict[case['county']]['answer'] = 1\n",
    "            else:\n",
    "                globalStatsDict[case['county']]['answer'] = 0\n",
    "\n",
    "            if case['defaultjudgment'] == '1':\n",
    "                globalStatsDict[case['county']]['defaultjudgment'] = 1\n",
    "            else:\n",
    "                globalStatsDict[case['county']]['defaultjudgment'] = 0\n",
    "\n",
    "            if case['judgment'] == '1':\n",
    "                globalStatsDict[case['county']]['judgment'] = 1\n",
    "            else:\n",
    "                globalStatsDict[case['county']]['judgment'] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "statsDict = {}\n",
    "for case in response.json():\n",
    "#     print(case['filingdate'].split('-'))\n",
    "    if case['county'] != '':\n",
    "        if case['county'] in statsDict:\n",
    "            if case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1] in statsDict[case['county']]:\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['all'] += 1\n",
    "                if case['services'] == '1':\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['services'] += 1\n",
    "\n",
    "                if case['dismiss'] == '1':\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['dismiss'] += 1\n",
    "\n",
    "                if case['answer'] == '1':\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['answer'] += 1\n",
    "\n",
    "                if case['defaultjudgment'] == '1':\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['defaultjudgment'] += 1\n",
    "\n",
    "                if case['judgment'] == '1':\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['judgment'] += 1\n",
    "            else:\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]] = {}\n",
    "                \n",
    "                if case['answer'] == '1':\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['answer'] = 1\n",
    "                else:\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['answer'] = 0\n",
    "\n",
    "                if case['services'] == '1':\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['services'] = 1\n",
    "                else:\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['services'] = 0\n",
    "\n",
    "                if case['dismiss'] == '1':\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['dismiss'] = 1\n",
    "                else:\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['dismiss'] = 0\n",
    "\n",
    "                \n",
    "\n",
    "                if case['defaultjudgment'] == '1':\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['defaultjudgment'] = 1\n",
    "                else:\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['defaultjudgment'] = 0\n",
    "\n",
    "                if case['judgment'] == '1':\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['judgment'] = 1\n",
    "                else:\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['judgment'] = 0\n",
    "                    \n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['all'] = 1\n",
    "        else:\n",
    "            statsDict[case['county']]={}\n",
    "            \n",
    "            statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]] = {}\n",
    "            \n",
    "            if case['answer'] == '1':\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['answer'] = 1\n",
    "            else:\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['answer'] = 0\n",
    "                \n",
    "            if case['services'] == '1':\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['services'] = 1\n",
    "            else:\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['services'] = 0\n",
    "\n",
    "            if case['dismiss'] == '1':\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['dismiss'] = 1\n",
    "            else:\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['dismiss'] = 0\n",
    "\n",
    "            if case['defaultjudgment'] == '1':\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['defaultjudgment'] = 1\n",
    "            else:\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['defaultjudgment'] = 0\n",
    "\n",
    "            if case['judgment'] == '1':\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['judgment'] = 1\n",
    "            else:\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['judgment'] = 0\n",
    "                \n",
    "            statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['all'] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'121': {'all': 35472, 'services': 32435, 'dismiss': 17207, 'answer': 11069, 'defaultjudgment': 1616, 'judgment': 8816}, '089': {'all': 25996, 'services': 24022, 'dismiss': 9933, 'answer': 7845, 'defaultjudgment': 87, 'judgment': 5898}, '063': {'all': 16369, 'services': 15228, 'dismiss': 8, 'answer': 4526, 'defaultjudgment': 0, 'judgment': 1071}, '135': {'all': 19168, 'services': 16178, 'dismiss': 10287, 'answer': 4229, 'defaultjudgment': 633, 'judgment': 5887}, '067': {'all': 16269, 'services': 15757, 'dismiss': 7579, 'answer': 4956, 'defaultjudgment': 325, 'judgment': 3125}}\n",
      "{'121': {'2020-01': {'answer': 1419, 'services': 4061, 'dismiss': 2303, 'defaultjudgment': 348, 'judgment': 1590, 'all': 4275}, '2020-11': {'answer': 814, 'services': 2260, 'dismiss': 1332, 'defaultjudgment': 107, 'judgment': 592, 'all': 2330}, '2020-02': {'answer': 1192, 'services': 3749, 'dismiss': 2350, 'defaultjudgment': 289, 'judgment': 1110, 'all': 4005}, '2020-03': {'answer': 638, 'services': 2394, 'dismiss': 1721, 'defaultjudgment': 98, 'judgment': 327, 'all': 2622}, '2020-05': {'answer': 123, 'services': 297, 'dismiss': 113, 'defaultjudgment': 24, 'judgment': 85, 'all': 326}, '2020-06': {'answer': 322, 'services': 760, 'dismiss': 326, 'defaultjudgment': 56, 'judgment': 225, 'all': 792}, '2020-07': {'answer': 223, 'services': 582, 'dismiss': 247, 'defaultjudgment': 49, 'judgment': 209, 'all': 613}, '2020-08': {'answer': 505, 'services': 1284, 'dismiss': 641, 'defaultjudgment': 112, 'judgment': 465, 'all': 1341}, '2020-09': {'answer': 735, 'services': 2009, 'dismiss': 955, 'defaultjudgment': 147, 'judgment': 651, 'all': 2078}, '2020-04': {'answer': 100, 'services': 278, 'dismiss': 194, 'defaultjudgment': 25, 'judgment': 68, 'all': 339}, '2020-12': {'answer': 779, 'services': 2214, 'dismiss': 1196, 'defaultjudgment': 79, 'judgment': 622, 'all': 2330}, '2020-10': {'answer': 638, 'services': 1757, 'dismiss': 925, 'defaultjudgment': 109, 'judgment': 552, 'all': 1841}, '2021-01': {'answer': 819, 'services': 2243, 'dismiss': 1196, 'defaultjudgment': 88, 'judgment': 645, 'all': 2507}, '2021-02': {'answer': 709, 'services': 2029, 'dismiss': 996, 'defaultjudgment': 19, 'judgment': 533, 'all': 2152}, '2021-03': {'answer': 725, 'services': 2246, 'dismiss': 1125, 'defaultjudgment': 38, 'judgment': 488, 'all': 2384}, '2021-04': {'answer': 621, 'services': 1973, 'dismiss': 888, 'defaultjudgment': 14, 'judgment': 446, 'all': 2059}, '2021-05': {'answer': 616, 'services': 1793, 'dismiss': 658, 'defaultjudgment': 13, 'judgment': 205, 'all': 1937}, '2021-06': {'answer': 91, 'services': 506, 'dismiss': 41, 'defaultjudgment': 1, 'judgment': 3, 'all': 1541}}, '089': {'2020-01': {'answer': 1072, 'services': 3073, 'dismiss': 1259, 'defaultjudgment': 13, 'judgment': 1090, 'all': 3206}, '2020-02': {'answer': 890, 'services': 2947, 'dismiss': 1372, 'defaultjudgment': 8, 'judgment': 830, 'all': 3010}, '2020-03': {'answer': 379, 'services': 1733, 'dismiss': 963, 'defaultjudgment': 6, 'judgment': 210, 'all': 1916}, '2020-04': {'answer': 56, 'services': 298, 'dismiss': 141, 'defaultjudgment': 3, 'judgment': 32, 'all': 321}, '2020-12': {'answer': 580, 'services': 1716, 'dismiss': 709, 'defaultjudgment': 5, 'judgment': 460, 'all': 1794}, '2020-07': {'answer': 167, 'services': 489, 'dismiss': 167, 'defaultjudgment': 4, 'judgment': 134, 'all': 525}, '2020-05': {'answer': 62, 'services': 293, 'dismiss': 63, 'defaultjudgment': 0, 'judgment': 45, 'all': 313}, '2020-06': {'answer': 115, 'services': 427, 'dismiss': 95, 'defaultjudgment': 6, 'judgment': 93, 'all': 453}, '2020-09': {'answer': 524, 'services': 1521, 'dismiss': 619, 'defaultjudgment': 11, 'judgment': 398, 'all': 1573}, '2020-10': {'answer': 588, 'services': 1660, 'dismiss': 618, 'defaultjudgment': 3, 'judgment': 441, 'all': 1724}, '2020-11': {'answer': 536, 'services': 1544, 'dismiss': 677, 'defaultjudgment': 5, 'judgment': 387, 'all': 1588}, '2020-08': {'answer': 402, 'services': 1007, 'dismiss': 358, 'defaultjudgment': 13, 'judgment': 260, 'all': 1077}, '2019-12': {'answer': 1, 'services': 1, 'dismiss': 1, 'defaultjudgment': 0, 'judgment': 0, 'all': 1}, '2021-05': {'answer': 334, 'services': 1101, 'dismiss': 344, 'defaultjudgment': 0, 'judgment': 149, 'all': 1199}, '2021-01': {'answer': 584, 'services': 1616, 'dismiss': 770, 'defaultjudgment': 5, 'judgment': 335, 'all': 1764}, '2021-02': {'answer': 495, 'services': 1393, 'dismiss': 617, 'defaultjudgment': 1, 'judgment': 325, 'all': 1446}, '2021-03': {'answer': 559, 'services': 1654, 'dismiss': 661, 'defaultjudgment': 1, 'judgment': 385, 'all': 1728}, '2021-04': {'answer': 423, 'services': 1286, 'dismiss': 485, 'defaultjudgment': 3, 'judgment': 319, 'all': 1336}, '2021-06': {'answer': 78, 'services': 263, 'dismiss': 14, 'defaultjudgment': 0, 'judgment': 5, 'all': 1022}}, '063': {'2020-01': {'answer': 667, 'services': 1995, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 488, 'all': 1996}, '2020-02': {'answer': 579, 'services': 1966, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 370, 'all': 1977}, '2020-03': {'answer': 132, 'services': 667, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 18, 'all': 1086}, '2020-04': {'answer': 14, 'services': 35, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 3, 'all': 229}, '2020-05': {'answer': 24, 'services': 73, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 5, 'all': 195}, '2020-06': {'answer': 60, 'services': 256, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 15, 'all': 404}, '2020-07': {'answer': 97, 'services': 417, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 30, 'all': 472}, '2020-08': {'answer': 142, 'services': 501, 'dismiss': 1, 'defaultjudgment': 0, 'judgment': 34, 'all': 512}, '2020-09': {'answer': 313, 'services': 1067, 'dismiss': 4, 'defaultjudgment': 0, 'judgment': 34, 'all': 1069}, '2020-10': {'answer': 354, 'services': 1019, 'dismiss': 3, 'defaultjudgment': 0, 'judgment': 24, 'all': 1020}, '2020-11': {'answer': 427, 'services': 1218, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 24, 'all': 1220}, '2020-12': {'answer': 387, 'services': 1199, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 6, 'all': 1203}, '2021-01': {'answer': 336, 'services': 1025, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 5, 'all': 1037}, '2021-02': {'answer': 343, 'services': 1074, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 8, 'all': 1079}, '2021-03': {'answer': 210, 'services': 754, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 6, 'all': 755}, '2021-04': {'answer': 195, 'services': 721, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 1, 'all': 722}, '2021-05': {'answer': 193, 'services': 723, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 0, 'all': 728}, '2021-06': {'answer': 53, 'services': 518, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 0, 'all': 665}}, '135': {'2020-01': {'answer': 566, 'services': 2189, 'dismiss': 1455, 'defaultjudgment': 113, 'judgment': 1298, 'all': 2477}, '2020-03': {'answer': 150, 'services': 1264, 'dismiss': 1047, 'defaultjudgment': 16, 'judgment': 108, 'all': 1524}, '2020-09': {'answer': 312, 'services': 1092, 'dismiss': 540, 'defaultjudgment': 46, 'judgment': 389, 'all': 1145}, '2020-02': {'answer': 452, 'services': 2088, 'dismiss': 1495, 'defaultjudgment': 97, 'judgment': 962, 'all': 2293}, '2020-11': {'answer': 308, 'services': 1070, 'dismiss': 743, 'defaultjudgment': 40, 'judgment': 386, 'all': 1304}, '2020-04': {'answer': 29, 'services': 126, 'dismiss': 70, 'defaultjudgment': 6, 'judgment': 20, 'all': 146}, '2020-05': {'answer': 28, 'services': 128, 'dismiss': 53, 'defaultjudgment': 10, 'judgment': 37, 'all': 147}, '2020-06': {'answer': 49, 'services': 167, 'dismiss': 81, 'defaultjudgment': 11, 'judgment': 67, 'all': 194}, '2020-07': {'answer': 75, 'services': 256, 'dismiss': 144, 'defaultjudgment': 17, 'judgment': 98, 'all': 300}, '2020-08': {'answer': 221, 'services': 636, 'dismiss': 303, 'defaultjudgment': 39, 'judgment': 271, 'all': 679}, '2020-10': {'answer': 287, 'services': 1089, 'dismiss': 639, 'defaultjudgment': 43, 'judgment': 409, 'all': 1166}, '2020-12': {'answer': 327, 'services': 1113, 'dismiss': 768, 'defaultjudgment': 56, 'judgment': 409, 'all': 1315}, '2010-09': {'answer': 0, 'services': 0, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 0, 'all': 1}, '2019-01': {'answer': 0, 'services': 0, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 0, 'all': 1}, '2021-02': {'answer': 288, 'services': 940, 'dismiss': 697, 'defaultjudgment': 51, 'judgment': 357, 'all': 1181}, '2021-03': {'answer': 251, 'services': 949, 'dismiss': 644, 'defaultjudgment': 41, 'judgment': 270, 'all': 1101}, '2019-08': {'answer': 0, 'services': 0, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 0, 'all': 1}, '2015-04': {'answer': 0, 'services': 0, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 0, 'all': 1}, '2012-02': {'answer': 0, 'services': 0, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 0, 'all': 1}, '2016-03': {'answer': 0, 'services': 0, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 0, 'all': 1}, '2016-02': {'answer': 0, 'services': 0, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 0, 'all': 1}, '2017-12': {'answer': 0, 'services': 0, 'dismiss': 0, 'defaultjudgment': 0, 'judgment': 0, 'all': 1}, '2021-01': {'answer': 347, 'services': 1112, 'dismiss': 750, 'defaultjudgment': 44, 'judgment': 431, 'all': 1344}, '2021-06': {'answer': 77, 'services': 211, 'dismiss': 18, 'defaultjudgment': 0, 'judgment': 7, 'all': 895}, '2021-04': {'answer': 225, 'services': 859, 'dismiss': 418, 'defaultjudgment': 3, 'judgment': 232, 'all': 920}, '2021-05': {'answer': 237, 'services': 889, 'dismiss': 422, 'defaultjudgment': 0, 'judgment': 136, 'all': 1029}}, '067': {'2020-07': {'answer': 103, 'services': 244, 'dismiss': 78, 'defaultjudgment': 4, 'judgment': 88, 'all': 260}, '2020-09': {'answer': 336, 'services': 896, 'dismiss': 372, 'defaultjudgment': 25, 'judgment': 214, 'all': 905}, '2020-10': {'answer': 352, 'services': 949, 'dismiss': 510, 'defaultjudgment': 3, 'judgment': 153, 'all': 958}, '2020-11': {'answer': 427, 'services': 1089, 'dismiss': 564, 'defaultjudgment': 4, 'judgment': 162, 'all': 1095}, '2020-01': {'answer': 653, 'services': 2249, 'dismiss': 1138, 'defaultjudgment': 139, 'judgment': 739, 'all': 2265}, '2020-02': {'answer': 517, 'services': 2058, 'dismiss': 1015, 'defaultjudgment': 79, 'judgment': 473, 'all': 2073}, '2020-03': {'answer': 245, 'services': 1156, 'dismiss': 752, 'defaultjudgment': 30, 'judgment': 153, 'all': 1239}, '2019-12': {'answer': 2, 'services': 4, 'dismiss': 2, 'defaultjudgment': 0, 'judgment': 2, 'all': 4}, '2020-08': {'answer': 197, 'services': 421, 'dismiss': 188, 'defaultjudgment': 10, 'judgment': 106, 'all': 426}, '2020-05': {'answer': 31, 'services': 104, 'dismiss': 31, 'defaultjudgment': 5, 'judgment': 27, 'all': 113}, '2020-06': {'answer': 82, 'services': 190, 'dismiss': 88, 'defaultjudgment': 5, 'judgment': 55, 'all': 197}, '2020-12': {'answer': 382, 'services': 1164, 'dismiss': 591, 'defaultjudgment': 5, 'judgment': 192, 'all': 1171}, '2021-01': {'answer': 401, 'services': 1112, 'dismiss': 596, 'defaultjudgment': 3, 'judgment': 166, 'all': 1126}, '2021-02': {'answer': 308, 'services': 963, 'dismiss': 494, 'defaultjudgment': 4, 'judgment': 175, 'all': 974}, '2021-03': {'answer': 310, 'services': 1006, 'dismiss': 516, 'defaultjudgment': 0, 'judgment': 151, 'all': 1022}, '2021-04': {'answer': 313, 'services': 893, 'dismiss': 334, 'defaultjudgment': 7, 'judgment': 163, 'all': 905}, '2021-05': {'answer': 227, 'services': 788, 'dismiss': 249, 'defaultjudgment': 1, 'judgment': 88, 'all': 816}, '2020-04': {'answer': 29, 'services': 108, 'dismiss': 52, 'defaultjudgment': 1, 'judgment': 17, 'all': 110}, '2021-06': {'answer': 41, 'services': 363, 'dismiss': 9, 'defaultjudgment': 0, 'judgment': 1, 'all': 610}}}\n"
     ]
    }
   ],
   "source": [
    "print(globalStatsDict)\n",
    "print(statsDict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<table>\n",
      "<tr><td>Filing Month/Year</td><td colspan=\"6\">Clayton</td></tr>\n",
      "<tr><td></td><td>Answered (4526)</td><td>Serviced (15228)</td><td>Dismissed (8)</td><td>defaultjudgment (0)</td><td>Judged (1071)</td><td>All (16369)</td></tr>\n",
      "<tr><td> 2020-01 </td>\n",
      "<td> 667 </td>\n",
      "<td> 1995 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 488 </td>\n",
      "<td> 1996 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-02 </td>\n",
      "<td> 579 </td>\n",
      "<td> 1966 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 370 </td>\n",
      "<td> 1977 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-03 </td>\n",
      "<td> 132 </td>\n",
      "<td> 667 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 18 </td>\n",
      "<td> 1086 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-04 </td>\n",
      "<td> 14 </td>\n",
      "<td> 35 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 3 </td>\n",
      "<td> 229 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-05 </td>\n",
      "<td> 24 </td>\n",
      "<td> 73 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 5 </td>\n",
      "<td> 195 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-06 </td>\n",
      "<td> 60 </td>\n",
      "<td> 256 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 15 </td>\n",
      "<td> 404 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-07 </td>\n",
      "<td> 97 </td>\n",
      "<td> 417 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 30 </td>\n",
      "<td> 472 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-08 </td>\n",
      "<td> 142 </td>\n",
      "<td> 501 </td>\n",
      "<td> 1 </td>\n",
      "<td> 0 </td>\n",
      "<td> 34 </td>\n",
      "<td> 512 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-09 </td>\n",
      "<td> 313 </td>\n",
      "<td> 1067 </td>\n",
      "<td> 4 </td>\n",
      "<td> 0 </td>\n",
      "<td> 34 </td>\n",
      "<td> 1069 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-10 </td>\n",
      "<td> 354 </td>\n",
      "<td> 1019 </td>\n",
      "<td> 3 </td>\n",
      "<td> 0 </td>\n",
      "<td> 24 </td>\n",
      "<td> 1020 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-11 </td>\n",
      "<td> 427 </td>\n",
      "<td> 1218 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 24 </td>\n",
      "<td> 1220 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-12 </td>\n",
      "<td> 387 </td>\n",
      "<td> 1199 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 6 </td>\n",
      "<td> 1203 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-01 </td>\n",
      "<td> 336 </td>\n",
      "<td> 1025 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 5 </td>\n",
      "<td> 1037 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-02 </td>\n",
      "<td> 343 </td>\n",
      "<td> 1074 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 8 </td>\n",
      "<td> 1079 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-03 </td>\n",
      "<td> 210 </td>\n",
      "<td> 754 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 6 </td>\n",
      "<td> 755 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-04 </td>\n",
      "<td> 195 </td>\n",
      "<td> 721 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 1 </td>\n",
      "<td> 722 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-05 </td>\n",
      "<td> 193 </td>\n",
      "<td> 723 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 728 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-06 </td>\n",
      "<td> 53 </td>\n",
      "<td> 518 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 665 </td>\n",
      "</tr>\n",
      "</table>\n",
      "<br>\n",
      "<br>\n",
      "<table>\n",
      "<tr><td>Filing Month/Year</td><td colspan=\"6\">Cobb</td></tr>\n",
      "<tr><td></td><td>Answered (4956)</td><td>Serviced (15757)</td><td>Dismissed (7579)</td><td>defaultjudgment (325)</td><td>Judged (3125)</td><td>All (16269)</td></tr>\n",
      "<tr><td> 2020-07 </td>\n",
      "<td> 103 </td>\n",
      "<td> 244 </td>\n",
      "<td> 78 </td>\n",
      "<td> 4 </td>\n",
      "<td> 88 </td>\n",
      "<td> 260 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-09 </td>\n",
      "<td> 336 </td>\n",
      "<td> 896 </td>\n",
      "<td> 372 </td>\n",
      "<td> 25 </td>\n",
      "<td> 214 </td>\n",
      "<td> 905 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-10 </td>\n",
      "<td> 352 </td>\n",
      "<td> 949 </td>\n",
      "<td> 510 </td>\n",
      "<td> 3 </td>\n",
      "<td> 153 </td>\n",
      "<td> 958 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-11 </td>\n",
      "<td> 427 </td>\n",
      "<td> 1089 </td>\n",
      "<td> 564 </td>\n",
      "<td> 4 </td>\n",
      "<td> 162 </td>\n",
      "<td> 1095 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-01 </td>\n",
      "<td> 653 </td>\n",
      "<td> 2249 </td>\n",
      "<td> 1138 </td>\n",
      "<td> 139 </td>\n",
      "<td> 739 </td>\n",
      "<td> 2265 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-02 </td>\n",
      "<td> 517 </td>\n",
      "<td> 2058 </td>\n",
      "<td> 1015 </td>\n",
      "<td> 79 </td>\n",
      "<td> 473 </td>\n",
      "<td> 2073 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-03 </td>\n",
      "<td> 245 </td>\n",
      "<td> 1156 </td>\n",
      "<td> 752 </td>\n",
      "<td> 30 </td>\n",
      "<td> 153 </td>\n",
      "<td> 1239 </td>\n",
      "</tr>\n",
      "<tr><td> 2019-12 </td>\n",
      "<td> 2 </td>\n",
      "<td> 4 </td>\n",
      "<td> 2 </td>\n",
      "<td> 0 </td>\n",
      "<td> 2 </td>\n",
      "<td> 4 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-08 </td>\n",
      "<td> 197 </td>\n",
      "<td> 421 </td>\n",
      "<td> 188 </td>\n",
      "<td> 10 </td>\n",
      "<td> 106 </td>\n",
      "<td> 426 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-05 </td>\n",
      "<td> 31 </td>\n",
      "<td> 104 </td>\n",
      "<td> 31 </td>\n",
      "<td> 5 </td>\n",
      "<td> 27 </td>\n",
      "<td> 113 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-06 </td>\n",
      "<td> 82 </td>\n",
      "<td> 190 </td>\n",
      "<td> 88 </td>\n",
      "<td> 5 </td>\n",
      "<td> 55 </td>\n",
      "<td> 197 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-12 </td>\n",
      "<td> 382 </td>\n",
      "<td> 1164 </td>\n",
      "<td> 591 </td>\n",
      "<td> 5 </td>\n",
      "<td> 192 </td>\n",
      "<td> 1171 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-01 </td>\n",
      "<td> 401 </td>\n",
      "<td> 1112 </td>\n",
      "<td> 596 </td>\n",
      "<td> 3 </td>\n",
      "<td> 166 </td>\n",
      "<td> 1126 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-02 </td>\n",
      "<td> 308 </td>\n",
      "<td> 963 </td>\n",
      "<td> 494 </td>\n",
      "<td> 4 </td>\n",
      "<td> 175 </td>\n",
      "<td> 974 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-03 </td>\n",
      "<td> 310 </td>\n",
      "<td> 1006 </td>\n",
      "<td> 516 </td>\n",
      "<td> 0 </td>\n",
      "<td> 151 </td>\n",
      "<td> 1022 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-04 </td>\n",
      "<td> 313 </td>\n",
      "<td> 893 </td>\n",
      "<td> 334 </td>\n",
      "<td> 7 </td>\n",
      "<td> 163 </td>\n",
      "<td> 905 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-05 </td>\n",
      "<td> 227 </td>\n",
      "<td> 788 </td>\n",
      "<td> 249 </td>\n",
      "<td> 1 </td>\n",
      "<td> 88 </td>\n",
      "<td> 816 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-04 </td>\n",
      "<td> 29 </td>\n",
      "<td> 108 </td>\n",
      "<td> 52 </td>\n",
      "<td> 1 </td>\n",
      "<td> 17 </td>\n",
      "<td> 110 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-06 </td>\n",
      "<td> 41 </td>\n",
      "<td> 363 </td>\n",
      "<td> 9 </td>\n",
      "<td> 0 </td>\n",
      "<td> 1 </td>\n",
      "<td> 610 </td>\n",
      "</tr>\n",
      "</table>\n",
      "<br>\n",
      "<br>\n",
      "<table>\n",
      "<tr><td>Filing Month/Year</td><td colspan=\"6\">DeKalb</td></tr>\n",
      "<tr><td></td><td>Answered (7845)</td><td>Serviced (24022)</td><td>Dismissed (9933)</td><td>defaultjudgment (87)</td><td>Judged (5898)</td><td>All (25996)</td></tr>\n",
      "<tr><td> 2020-01 </td>\n",
      "<td> 1072 </td>\n",
      "<td> 3073 </td>\n",
      "<td> 1259 </td>\n",
      "<td> 13 </td>\n",
      "<td> 1090 </td>\n",
      "<td> 3206 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-02 </td>\n",
      "<td> 890 </td>\n",
      "<td> 2947 </td>\n",
      "<td> 1372 </td>\n",
      "<td> 8 </td>\n",
      "<td> 830 </td>\n",
      "<td> 3010 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-03 </td>\n",
      "<td> 379 </td>\n",
      "<td> 1733 </td>\n",
      "<td> 963 </td>\n",
      "<td> 6 </td>\n",
      "<td> 210 </td>\n",
      "<td> 1916 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-04 </td>\n",
      "<td> 56 </td>\n",
      "<td> 298 </td>\n",
      "<td> 141 </td>\n",
      "<td> 3 </td>\n",
      "<td> 32 </td>\n",
      "<td> 321 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-12 </td>\n",
      "<td> 580 </td>\n",
      "<td> 1716 </td>\n",
      "<td> 709 </td>\n",
      "<td> 5 </td>\n",
      "<td> 460 </td>\n",
      "<td> 1794 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-07 </td>\n",
      "<td> 167 </td>\n",
      "<td> 489 </td>\n",
      "<td> 167 </td>\n",
      "<td> 4 </td>\n",
      "<td> 134 </td>\n",
      "<td> 525 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-05 </td>\n",
      "<td> 62 </td>\n",
      "<td> 293 </td>\n",
      "<td> 63 </td>\n",
      "<td> 0 </td>\n",
      "<td> 45 </td>\n",
      "<td> 313 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-06 </td>\n",
      "<td> 115 </td>\n",
      "<td> 427 </td>\n",
      "<td> 95 </td>\n",
      "<td> 6 </td>\n",
      "<td> 93 </td>\n",
      "<td> 453 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-09 </td>\n",
      "<td> 524 </td>\n",
      "<td> 1521 </td>\n",
      "<td> 619 </td>\n",
      "<td> 11 </td>\n",
      "<td> 398 </td>\n",
      "<td> 1573 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-10 </td>\n",
      "<td> 588 </td>\n",
      "<td> 1660 </td>\n",
      "<td> 618 </td>\n",
      "<td> 3 </td>\n",
      "<td> 441 </td>\n",
      "<td> 1724 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-11 </td>\n",
      "<td> 536 </td>\n",
      "<td> 1544 </td>\n",
      "<td> 677 </td>\n",
      "<td> 5 </td>\n",
      "<td> 387 </td>\n",
      "<td> 1588 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-08 </td>\n",
      "<td> 402 </td>\n",
      "<td> 1007 </td>\n",
      "<td> 358 </td>\n",
      "<td> 13 </td>\n",
      "<td> 260 </td>\n",
      "<td> 1077 </td>\n",
      "</tr>\n",
      "<tr><td> 2019-12 </td>\n",
      "<td> 1 </td>\n",
      "<td> 1 </td>\n",
      "<td> 1 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 1 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-05 </td>\n",
      "<td> 334 </td>\n",
      "<td> 1101 </td>\n",
      "<td> 344 </td>\n",
      "<td> 0 </td>\n",
      "<td> 149 </td>\n",
      "<td> 1199 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-01 </td>\n",
      "<td> 584 </td>\n",
      "<td> 1616 </td>\n",
      "<td> 770 </td>\n",
      "<td> 5 </td>\n",
      "<td> 335 </td>\n",
      "<td> 1764 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-02 </td>\n",
      "<td> 495 </td>\n",
      "<td> 1393 </td>\n",
      "<td> 617 </td>\n",
      "<td> 1 </td>\n",
      "<td> 325 </td>\n",
      "<td> 1446 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-03 </td>\n",
      "<td> 559 </td>\n",
      "<td> 1654 </td>\n",
      "<td> 661 </td>\n",
      "<td> 1 </td>\n",
      "<td> 385 </td>\n",
      "<td> 1728 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-04 </td>\n",
      "<td> 423 </td>\n",
      "<td> 1286 </td>\n",
      "<td> 485 </td>\n",
      "<td> 3 </td>\n",
      "<td> 319 </td>\n",
      "<td> 1336 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-06 </td>\n",
      "<td> 78 </td>\n",
      "<td> 263 </td>\n",
      "<td> 14 </td>\n",
      "<td> 0 </td>\n",
      "<td> 5 </td>\n",
      "<td> 1022 </td>\n",
      "</tr>\n",
      "</table>\n",
      "<br>\n",
      "<br>\n",
      "<table>\n",
      "<tr><td>Filing Month/Year</td><td colspan=\"6\">Fulton</td></tr>\n",
      "<tr><td></td><td>Answered (11069)</td><td>Serviced (32435)</td><td>Dismissed (17207)</td><td>defaultjudgment (1616)</td><td>Judged (8816)</td><td>All (35472)</td></tr>\n",
      "<tr><td> 2020-01 </td>\n",
      "<td> 1419 </td>\n",
      "<td> 4061 </td>\n",
      "<td> 2303 </td>\n",
      "<td> 348 </td>\n",
      "<td> 1590 </td>\n",
      "<td> 4275 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-11 </td>\n",
      "<td> 814 </td>\n",
      "<td> 2260 </td>\n",
      "<td> 1332 </td>\n",
      "<td> 107 </td>\n",
      "<td> 592 </td>\n",
      "<td> 2330 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-02 </td>\n",
      "<td> 1192 </td>\n",
      "<td> 3749 </td>\n",
      "<td> 2350 </td>\n",
      "<td> 289 </td>\n",
      "<td> 1110 </td>\n",
      "<td> 4005 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-03 </td>\n",
      "<td> 638 </td>\n",
      "<td> 2394 </td>\n",
      "<td> 1721 </td>\n",
      "<td> 98 </td>\n",
      "<td> 327 </td>\n",
      "<td> 2622 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-05 </td>\n",
      "<td> 123 </td>\n",
      "<td> 297 </td>\n",
      "<td> 113 </td>\n",
      "<td> 24 </td>\n",
      "<td> 85 </td>\n",
      "<td> 326 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-06 </td>\n",
      "<td> 322 </td>\n",
      "<td> 760 </td>\n",
      "<td> 326 </td>\n",
      "<td> 56 </td>\n",
      "<td> 225 </td>\n",
      "<td> 792 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-07 </td>\n",
      "<td> 223 </td>\n",
      "<td> 582 </td>\n",
      "<td> 247 </td>\n",
      "<td> 49 </td>\n",
      "<td> 209 </td>\n",
      "<td> 613 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-08 </td>\n",
      "<td> 505 </td>\n",
      "<td> 1284 </td>\n",
      "<td> 641 </td>\n",
      "<td> 112 </td>\n",
      "<td> 465 </td>\n",
      "<td> 1341 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-09 </td>\n",
      "<td> 735 </td>\n",
      "<td> 2009 </td>\n",
      "<td> 955 </td>\n",
      "<td> 147 </td>\n",
      "<td> 651 </td>\n",
      "<td> 2078 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-04 </td>\n",
      "<td> 100 </td>\n",
      "<td> 278 </td>\n",
      "<td> 194 </td>\n",
      "<td> 25 </td>\n",
      "<td> 68 </td>\n",
      "<td> 339 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-12 </td>\n",
      "<td> 779 </td>\n",
      "<td> 2214 </td>\n",
      "<td> 1196 </td>\n",
      "<td> 79 </td>\n",
      "<td> 622 </td>\n",
      "<td> 2330 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-10 </td>\n",
      "<td> 638 </td>\n",
      "<td> 1757 </td>\n",
      "<td> 925 </td>\n",
      "<td> 109 </td>\n",
      "<td> 552 </td>\n",
      "<td> 1841 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-01 </td>\n",
      "<td> 819 </td>\n",
      "<td> 2243 </td>\n",
      "<td> 1196 </td>\n",
      "<td> 88 </td>\n",
      "<td> 645 </td>\n",
      "<td> 2507 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-02 </td>\n",
      "<td> 709 </td>\n",
      "<td> 2029 </td>\n",
      "<td> 996 </td>\n",
      "<td> 19 </td>\n",
      "<td> 533 </td>\n",
      "<td> 2152 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-03 </td>\n",
      "<td> 725 </td>\n",
      "<td> 2246 </td>\n",
      "<td> 1125 </td>\n",
      "<td> 38 </td>\n",
      "<td> 488 </td>\n",
      "<td> 2384 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-04 </td>\n",
      "<td> 621 </td>\n",
      "<td> 1973 </td>\n",
      "<td> 888 </td>\n",
      "<td> 14 </td>\n",
      "<td> 446 </td>\n",
      "<td> 2059 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-05 </td>\n",
      "<td> 616 </td>\n",
      "<td> 1793 </td>\n",
      "<td> 658 </td>\n",
      "<td> 13 </td>\n",
      "<td> 205 </td>\n",
      "<td> 1937 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-06 </td>\n",
      "<td> 91 </td>\n",
      "<td> 506 </td>\n",
      "<td> 41 </td>\n",
      "<td> 1 </td>\n",
      "<td> 3 </td>\n",
      "<td> 1541 </td>\n",
      "</tr>\n",
      "</table>\n",
      "<br>\n",
      "<br>\n",
      "<table>\n",
      "<tr><td>Filing Month/Year</td><td colspan=\"6\">Gwinnett</td></tr>\n",
      "<tr><td></td><td>Answered (4229)</td><td>Serviced (16178)</td><td>Dismissed (10287)</td><td>defaultjudgment (633)</td><td>Judged (5887)</td><td>All (19168)</td></tr>\n",
      "<tr><td> 2020-01 </td>\n",
      "<td> 566 </td>\n",
      "<td> 2189 </td>\n",
      "<td> 1455 </td>\n",
      "<td> 113 </td>\n",
      "<td> 1298 </td>\n",
      "<td> 2477 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-03 </td>\n",
      "<td> 150 </td>\n",
      "<td> 1264 </td>\n",
      "<td> 1047 </td>\n",
      "<td> 16 </td>\n",
      "<td> 108 </td>\n",
      "<td> 1524 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-09 </td>\n",
      "<td> 312 </td>\n",
      "<td> 1092 </td>\n",
      "<td> 540 </td>\n",
      "<td> 46 </td>\n",
      "<td> 389 </td>\n",
      "<td> 1145 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-02 </td>\n",
      "<td> 452 </td>\n",
      "<td> 2088 </td>\n",
      "<td> 1495 </td>\n",
      "<td> 97 </td>\n",
      "<td> 962 </td>\n",
      "<td> 2293 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-11 </td>\n",
      "<td> 308 </td>\n",
      "<td> 1070 </td>\n",
      "<td> 743 </td>\n",
      "<td> 40 </td>\n",
      "<td> 386 </td>\n",
      "<td> 1304 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-04 </td>\n",
      "<td> 29 </td>\n",
      "<td> 126 </td>\n",
      "<td> 70 </td>\n",
      "<td> 6 </td>\n",
      "<td> 20 </td>\n",
      "<td> 146 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-05 </td>\n",
      "<td> 28 </td>\n",
      "<td> 128 </td>\n",
      "<td> 53 </td>\n",
      "<td> 10 </td>\n",
      "<td> 37 </td>\n",
      "<td> 147 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-06 </td>\n",
      "<td> 49 </td>\n",
      "<td> 167 </td>\n",
      "<td> 81 </td>\n",
      "<td> 11 </td>\n",
      "<td> 67 </td>\n",
      "<td> 194 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-07 </td>\n",
      "<td> 75 </td>\n",
      "<td> 256 </td>\n",
      "<td> 144 </td>\n",
      "<td> 17 </td>\n",
      "<td> 98 </td>\n",
      "<td> 300 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-08 </td>\n",
      "<td> 221 </td>\n",
      "<td> 636 </td>\n",
      "<td> 303 </td>\n",
      "<td> 39 </td>\n",
      "<td> 271 </td>\n",
      "<td> 679 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-10 </td>\n",
      "<td> 287 </td>\n",
      "<td> 1089 </td>\n",
      "<td> 639 </td>\n",
      "<td> 43 </td>\n",
      "<td> 409 </td>\n",
      "<td> 1166 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-12 </td>\n",
      "<td> 327 </td>\n",
      "<td> 1113 </td>\n",
      "<td> 768 </td>\n",
      "<td> 56 </td>\n",
      "<td> 409 </td>\n",
      "<td> 1315 </td>\n",
      "</tr>\n",
      "<tr><td> 2010-09 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 1 </td>\n",
      "</tr>\n",
      "<tr><td> 2019-01 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 1 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-02 </td>\n",
      "<td> 288 </td>\n",
      "<td> 940 </td>\n",
      "<td> 697 </td>\n",
      "<td> 51 </td>\n",
      "<td> 357 </td>\n",
      "<td> 1181 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-03 </td>\n",
      "<td> 251 </td>\n",
      "<td> 949 </td>\n",
      "<td> 644 </td>\n",
      "<td> 41 </td>\n",
      "<td> 270 </td>\n",
      "<td> 1101 </td>\n",
      "</tr>\n",
      "<tr><td> 2019-08 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 1 </td>\n",
      "</tr>\n",
      "<tr><td> 2015-04 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 1 </td>\n",
      "</tr>\n",
      "<tr><td> 2012-02 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 1 </td>\n",
      "</tr>\n",
      "<tr><td> 2016-03 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 1 </td>\n",
      "</tr>\n",
      "<tr><td> 2016-02 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 1 </td>\n",
      "</tr>\n",
      "<tr><td> 2017-12 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 1 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-01 </td>\n",
      "<td> 347 </td>\n",
      "<td> 1112 </td>\n",
      "<td> 750 </td>\n",
      "<td> 44 </td>\n",
      "<td> 431 </td>\n",
      "<td> 1344 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-06 </td>\n",
      "<td> 77 </td>\n",
      "<td> 211 </td>\n",
      "<td> 18 </td>\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<td> 0 </td>\n",
      "<td> 7 </td>\n",
      "<td> 895 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-04 </td>\n",
      "<td> 225 </td>\n",
      "<td> 859 </td>\n",
      "<td> 418 </td>\n",
      "<td> 3 </td>\n",
      "<td> 232 </td>\n",
      "<td> 920 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-05 </td>\n",
      "<td> 237 </td>\n",
      "<td> 889 </td>\n",
      "<td> 422 </td>\n",
      "<td> 0 </td>\n",
      "<td> 136 </td>\n",
      "<td> 1029 </td>\n",
      "</tr>\n",
      "</table>\n",
      "<br>\n",
      "<br>\n"
     ]
    }
   ],
   "source": [
    "\n",
    "counties= {\n",
    "    \"063\":\"Clayton\",\n",
    "    \"067\":\"Cobb\",\n",
    "    \"089\":\"DeKalb\",\n",
    "    \"121\":\"Fulton\",\n",
    "    \"135\":\"Gwinnett\"\n",
    "}\n",
    "for key in counties:\n",
    "\n",
    "    titleLine = '<tr><td>Filing Month/Year</td>'\n",
    "    totalCountLine = '<tr><td></td>'\n",
    "    titleLine = titleLine + '<td colspan=\"6\">'+ counties[key] + '</td>'\n",
    "    totalCountLine = totalCountLine + '<td>Answered ('+ str(globalStatsDict[key]['answer'])  +')</td>'+ '<td>Serviced ('+ str(globalStatsDict[key]['services'])  +')</td>'+'<td>Dismissed ('+ str(globalStatsDict[key]['dismiss'])  +')</td>'+'<td>defaultjudgment ('+ str(globalStatsDict[key]['defaultjudgment'])  +')</td>'+'<td>Judged ('+ str(globalStatsDict[key]['judgment'])  +')</td>' +'<td>All ('+ str(globalStatsDict[key]['all'])+')</td>'\n",
    "\n",
    "    # print('<br>')\n",
    "    # print('<tr><td>Filing Month/Year</td><td colspan=\"2\">',countyName,'</td></tr>')\n",
    "    # print('<tr><td></td><td>PreScraping</td><td>CurrentScraping</td></tr>')\n",
    "\n",
    "    titleLine = titleLine + '</tr>'\n",
    "    totalCountLine = totalCountLine + '</tr>'\n",
    "    print('<table>')\n",
    "    print(titleLine)\n",
    "    print(totalCountLine)\n",
    "    for month in statsDict[key]:\n",
    "        # newArray = [month] + countDict[month]\n",
    "        print('<tr><td>',month,'</td>')\n",
    "        for countIndex in statsDict[key][month]:\n",
    "            print('<td>',statsDict[key][month][countIndex],'</td>')\n",
    "\n",
    "        print('</tr>')\n",
    "\n",
    "    print('</table>')\n",
    "\n",
    "    print('<br>')\n",
    "    print('<br>')\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<table>\n",
    "<tr><td>Filing Month/Year</td><td colspan=\"6\">Clayton</td></tr>\n",
    "<tr><td></td><td>Answered (4526)</td><td>Serviced (15228)</td><td>Dismissed (8)</td><td>defaultjudgment (0)</td><td>Judged (1071)</td><td>All (16369)</td></tr>\n",
    "<tr><td> 2020-01 </td>\n",
    "<td> 667 </td>\n",
    "<td> 1995 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 488 </td>\n",
    "<td> 1996 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-02 </td>\n",
    "<td> 579 </td>\n",
    "<td> 1966 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 370 </td>\n",
    "<td> 1977 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-03 </td>\n",
    "<td> 132 </td>\n",
    "<td> 667 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 18 </td>\n",
    "<td> 1086 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-04 </td>\n",
    "<td> 14 </td>\n",
    "<td> 35 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 3 </td>\n",
    "<td> 229 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-05 </td>\n",
    "<td> 24 </td>\n",
    "<td> 73 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 5 </td>\n",
    "<td> 195 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-06 </td>\n",
    "<td> 60 </td>\n",
    "<td> 256 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 15 </td>\n",
    "<td> 404 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-07 </td>\n",
    "<td> 97 </td>\n",
    "<td> 417 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 30 </td>\n",
    "<td> 472 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-08 </td>\n",
    "<td> 142 </td>\n",
    "<td> 501 </td>\n",
    "<td> 1 </td>\n",
    "<td> 0 </td>\n",
    "<td> 34 </td>\n",
    "<td> 512 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-09 </td>\n",
    "<td> 313 </td>\n",
    "<td> 1067 </td>\n",
    "<td> 4 </td>\n",
    "<td> 0 </td>\n",
    "<td> 34 </td>\n",
    "<td> 1069 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-10 </td>\n",
    "<td> 354 </td>\n",
    "<td> 1019 </td>\n",
    "<td> 3 </td>\n",
    "<td> 0 </td>\n",
    "<td> 24 </td>\n",
    "<td> 1020 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-11 </td>\n",
    "<td> 427 </td>\n",
    "<td> 1218 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 24 </td>\n",
    "<td> 1220 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-12 </td>\n",
    "<td> 387 </td>\n",
    "<td> 1199 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 6 </td>\n",
    "<td> 1203 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-01 </td>\n",
    "<td> 336 </td>\n",
    "<td> 1025 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 5 </td>\n",
    "<td> 1037 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-02 </td>\n",
    "<td> 343 </td>\n",
    "<td> 1074 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 8 </td>\n",
    "<td> 1079 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-03 </td>\n",
    "<td> 210 </td>\n",
    "<td> 754 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 6 </td>\n",
    "<td> 755 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-04 </td>\n",
    "<td> 195 </td>\n",
    "<td> 721 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 1 </td>\n",
    "<td> 722 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-05 </td>\n",
    "<td> 193 </td>\n",
    "<td> 723 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 728 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-06 </td>\n",
    "<td> 53 </td>\n",
    "<td> 518 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 665 </td>\n",
    "</tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>\n",
    "<table>\n",
    "<tr><td>Filing Month/Year</td><td colspan=\"6\">Cobb</td></tr>\n",
    "<tr><td></td><td>Answered (4956)</td><td>Serviced (15757)</td><td>Dismissed (7579)</td><td>defaultjudgment (325)</td><td>Judged (3125)</td><td>All (16269)</td></tr>\n",
    "<tr><td> 2020-07 </td>\n",
    "<td> 103 </td>\n",
    "<td> 244 </td>\n",
    "<td> 78 </td>\n",
    "<td> 4 </td>\n",
    "<td> 88 </td>\n",
    "<td> 260 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-09 </td>\n",
    "<td> 336 </td>\n",
    "<td> 896 </td>\n",
    "<td> 372 </td>\n",
    "<td> 25 </td>\n",
    "<td> 214 </td>\n",
    "<td> 905 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-10 </td>\n",
    "<td> 352 </td>\n",
    "<td> 949 </td>\n",
    "<td> 510 </td>\n",
    "<td> 3 </td>\n",
    "<td> 153 </td>\n",
    "<td> 958 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-11 </td>\n",
    "<td> 427 </td>\n",
    "<td> 1089 </td>\n",
    "<td> 564 </td>\n",
    "<td> 4 </td>\n",
    "<td> 162 </td>\n",
    "<td> 1095 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-01 </td>\n",
    "<td> 653 </td>\n",
    "<td> 2249 </td>\n",
    "<td> 1138 </td>\n",
    "<td> 139 </td>\n",
    "<td> 739 </td>\n",
    "<td> 2265 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-02 </td>\n",
    "<td> 517 </td>\n",
    "<td> 2058 </td>\n",
    "<td> 1015 </td>\n",
    "<td> 79 </td>\n",
    "<td> 473 </td>\n",
    "<td> 2073 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-03 </td>\n",
    "<td> 245 </td>\n",
    "<td> 1156 </td>\n",
    "<td> 752 </td>\n",
    "<td> 30 </td>\n",
    "<td> 153 </td>\n",
    "<td> 1239 </td>\n",
    "</tr>\n",
    "<tr><td> 2019-12 </td>\n",
    "<td> 2 </td>\n",
    "<td> 4 </td>\n",
    "<td> 2 </td>\n",
    "<td> 0 </td>\n",
    "<td> 2 </td>\n",
    "<td> 4 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-08 </td>\n",
    "<td> 197 </td>\n",
    "<td> 421 </td>\n",
    "<td> 188 </td>\n",
    "<td> 10 </td>\n",
    "<td> 106 </td>\n",
    "<td> 426 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-05 </td>\n",
    "<td> 31 </td>\n",
    "<td> 104 </td>\n",
    "<td> 31 </td>\n",
    "<td> 5 </td>\n",
    "<td> 27 </td>\n",
    "<td> 113 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-06 </td>\n",
    "<td> 82 </td>\n",
    "<td> 190 </td>\n",
    "<td> 88 </td>\n",
    "<td> 5 </td>\n",
    "<td> 55 </td>\n",
    "<td> 197 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-12 </td>\n",
    "<td> 382 </td>\n",
    "<td> 1164 </td>\n",
    "<td> 591 </td>\n",
    "<td> 5 </td>\n",
    "<td> 192 </td>\n",
    "<td> 1171 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-01 </td>\n",
    "<td> 401 </td>\n",
    "<td> 1112 </td>\n",
    "<td> 596 </td>\n",
    "<td> 3 </td>\n",
    "<td> 166 </td>\n",
    "<td> 1126 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-02 </td>\n",
    "<td> 308 </td>\n",
    "<td> 963 </td>\n",
    "<td> 494 </td>\n",
    "<td> 4 </td>\n",
    "<td> 175 </td>\n",
    "<td> 974 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-03 </td>\n",
    "<td> 310 </td>\n",
    "<td> 1006 </td>\n",
    "<td> 516 </td>\n",
    "<td> 0 </td>\n",
    "<td> 151 </td>\n",
    "<td> 1022 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-04 </td>\n",
    "<td> 313 </td>\n",
    "<td> 893 </td>\n",
    "<td> 334 </td>\n",
    "<td> 7 </td>\n",
    "<td> 163 </td>\n",
    "<td> 905 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-05 </td>\n",
    "<td> 227 </td>\n",
    "<td> 788 </td>\n",
    "<td> 249 </td>\n",
    "<td> 1 </td>\n",
    "<td> 88 </td>\n",
    "<td> 816 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-04 </td>\n",
    "<td> 29 </td>\n",
    "<td> 108 </td>\n",
    "<td> 52 </td>\n",
    "<td> 1 </td>\n",
    "<td> 17 </td>\n",
    "<td> 110 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-06 </td>\n",
    "<td> 41 </td>\n",
    "<td> 363 </td>\n",
    "<td> 9 </td>\n",
    "<td> 0 </td>\n",
    "<td> 1 </td>\n",
    "<td> 610 </td>\n",
    "</tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>\n",
    "<table>\n",
    "<tr><td>Filing Month/Year</td><td colspan=\"6\">DeKalb</td></tr>\n",
    "<tr><td></td><td>Answered (7845)</td><td>Serviced (24022)</td><td>Dismissed (9933)</td><td>defaultjudgment (87)</td><td>Judged (5898)</td><td>All (25996)</td></tr>\n",
    "<tr><td> 2020-01 </td>\n",
    "<td> 1072 </td>\n",
    "<td> 3073 </td>\n",
    "<td> 1259 </td>\n",
    "<td> 13 </td>\n",
    "<td> 1090 </td>\n",
    "<td> 3206 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-02 </td>\n",
    "<td> 890 </td>\n",
    "<td> 2947 </td>\n",
    "<td> 1372 </td>\n",
    "<td> 8 </td>\n",
    "<td> 830 </td>\n",
    "<td> 3010 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-03 </td>\n",
    "<td> 379 </td>\n",
    "<td> 1733 </td>\n",
    "<td> 963 </td>\n",
    "<td> 6 </td>\n",
    "<td> 210 </td>\n",
    "<td> 1916 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-04 </td>\n",
    "<td> 56 </td>\n",
    "<td> 298 </td>\n",
    "<td> 141 </td>\n",
    "<td> 3 </td>\n",
    "<td> 32 </td>\n",
    "<td> 321 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-12 </td>\n",
    "<td> 580 </td>\n",
    "<td> 1716 </td>\n",
    "<td> 709 </td>\n",
    "<td> 5 </td>\n",
    "<td> 460 </td>\n",
    "<td> 1794 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-07 </td>\n",
    "<td> 167 </td>\n",
    "<td> 489 </td>\n",
    "<td> 167 </td>\n",
    "<td> 4 </td>\n",
    "<td> 134 </td>\n",
    "<td> 525 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-05 </td>\n",
    "<td> 62 </td>\n",
    "<td> 293 </td>\n",
    "<td> 63 </td>\n",
    "<td> 0 </td>\n",
    "<td> 45 </td>\n",
    "<td> 313 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-06 </td>\n",
    "<td> 115 </td>\n",
    "<td> 427 </td>\n",
    "<td> 95 </td>\n",
    "<td> 6 </td>\n",
    "<td> 93 </td>\n",
    "<td> 453 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-09 </td>\n",
    "<td> 524 </td>\n",
    "<td> 1521 </td>\n",
    "<td> 619 </td>\n",
    "<td> 11 </td>\n",
    "<td> 398 </td>\n",
    "<td> 1573 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-10 </td>\n",
    "<td> 588 </td>\n",
    "<td> 1660 </td>\n",
    "<td> 618 </td>\n",
    "<td> 3 </td>\n",
    "<td> 441 </td>\n",
    "<td> 1724 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-11 </td>\n",
    "<td> 536 </td>\n",
    "<td> 1544 </td>\n",
    "<td> 677 </td>\n",
    "<td> 5 </td>\n",
    "<td> 387 </td>\n",
    "<td> 1588 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-08 </td>\n",
    "<td> 402 </td>\n",
    "<td> 1007 </td>\n",
    "<td> 358 </td>\n",
    "<td> 13 </td>\n",
    "<td> 260 </td>\n",
    "<td> 1077 </td>\n",
    "</tr>\n",
    "<tr><td> 2019-12 </td>\n",
    "<td> 1 </td>\n",
    "<td> 1 </td>\n",
    "<td> 1 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 1 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-05 </td>\n",
    "<td> 334 </td>\n",
    "<td> 1101 </td>\n",
    "<td> 344 </td>\n",
    "<td> 0 </td>\n",
    "<td> 149 </td>\n",
    "<td> 1199 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-01 </td>\n",
    "<td> 584 </td>\n",
    "<td> 1616 </td>\n",
    "<td> 770 </td>\n",
    "<td> 5 </td>\n",
    "<td> 335 </td>\n",
    "<td> 1764 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-02 </td>\n",
    "<td> 495 </td>\n",
    "<td> 1393 </td>\n",
    "<td> 617 </td>\n",
    "<td> 1 </td>\n",
    "<td> 325 </td>\n",
    "<td> 1446 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-03 </td>\n",
    "<td> 559 </td>\n",
    "<td> 1654 </td>\n",
    "<td> 661 </td>\n",
    "<td> 1 </td>\n",
    "<td> 385 </td>\n",
    "<td> 1728 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-04 </td>\n",
    "<td> 423 </td>\n",
    "<td> 1286 </td>\n",
    "<td> 485 </td>\n",
    "<td> 3 </td>\n",
    "<td> 319 </td>\n",
    "<td> 1336 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-06 </td>\n",
    "<td> 78 </td>\n",
    "<td> 263 </td>\n",
    "<td> 14 </td>\n",
    "<td> 0 </td>\n",
    "<td> 5 </td>\n",
    "<td> 1022 </td>\n",
    "</tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>\n",
    "<table>\n",
    "<tr><td>Filing Month/Year</td><td colspan=\"6\">Fulton</td></tr>\n",
    "<tr><td></td><td>Answered (11069)</td><td>Serviced (32435)</td><td>Dismissed (17207)</td><td>defaultjudgment (1616)</td><td>Judged (8816)</td><td>All (35472)</td></tr>\n",
    "<tr><td> 2020-01 </td>\n",
    "<td> 1419 </td>\n",
    "<td> 4061 </td>\n",
    "<td> 2303 </td>\n",
    "<td> 348 </td>\n",
    "<td> 1590 </td>\n",
    "<td> 4275 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-11 </td>\n",
    "<td> 814 </td>\n",
    "<td> 2260 </td>\n",
    "<td> 1332 </td>\n",
    "<td> 107 </td>\n",
    "<td> 592 </td>\n",
    "<td> 2330 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-02 </td>\n",
    "<td> 1192 </td>\n",
    "<td> 3749 </td>\n",
    "<td> 2350 </td>\n",
    "<td> 289 </td>\n",
    "<td> 1110 </td>\n",
    "<td> 4005 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-03 </td>\n",
    "<td> 638 </td>\n",
    "<td> 2394 </td>\n",
    "<td> 1721 </td>\n",
    "<td> 98 </td>\n",
    "<td> 327 </td>\n",
    "<td> 2622 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-05 </td>\n",
    "<td> 123 </td>\n",
    "<td> 297 </td>\n",
    "<td> 113 </td>\n",
    "<td> 24 </td>\n",
    "<td> 85 </td>\n",
    "<td> 326 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-06 </td>\n",
    "<td> 322 </td>\n",
    "<td> 760 </td>\n",
    "<td> 326 </td>\n",
    "<td> 56 </td>\n",
    "<td> 225 </td>\n",
    "<td> 792 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-07 </td>\n",
    "<td> 223 </td>\n",
    "<td> 582 </td>\n",
    "<td> 247 </td>\n",
    "<td> 49 </td>\n",
    "<td> 209 </td>\n",
    "<td> 613 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-08 </td>\n",
    "<td> 505 </td>\n",
    "<td> 1284 </td>\n",
    "<td> 641 </td>\n",
    "<td> 112 </td>\n",
    "<td> 465 </td>\n",
    "<td> 1341 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-09 </td>\n",
    "<td> 735 </td>\n",
    "<td> 2009 </td>\n",
    "<td> 955 </td>\n",
    "<td> 147 </td>\n",
    "<td> 651 </td>\n",
    "<td> 2078 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-04 </td>\n",
    "<td> 100 </td>\n",
    "<td> 278 </td>\n",
    "<td> 194 </td>\n",
    "<td> 25 </td>\n",
    "<td> 68 </td>\n",
    "<td> 339 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-12 </td>\n",
    "<td> 779 </td>\n",
    "<td> 2214 </td>\n",
    "<td> 1196 </td>\n",
    "<td> 79 </td>\n",
    "<td> 622 </td>\n",
    "<td> 2330 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-10 </td>\n",
    "<td> 638 </td>\n",
    "<td> 1757 </td>\n",
    "<td> 925 </td>\n",
    "<td> 109 </td>\n",
    "<td> 552 </td>\n",
    "<td> 1841 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-01 </td>\n",
    "<td> 819 </td>\n",
    "<td> 2243 </td>\n",
    "<td> 1196 </td>\n",
    "<td> 88 </td>\n",
    "<td> 645 </td>\n",
    "<td> 2507 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-02 </td>\n",
    "<td> 709 </td>\n",
    "<td> 2029 </td>\n",
    "<td> 996 </td>\n",
    "<td> 19 </td>\n",
    "<td> 533 </td>\n",
    "<td> 2152 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-03 </td>\n",
    "<td> 725 </td>\n",
    "<td> 2246 </td>\n",
    "<td> 1125 </td>\n",
    "<td> 38 </td>\n",
    "<td> 488 </td>\n",
    "<td> 2384 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-04 </td>\n",
    "<td> 621 </td>\n",
    "<td> 1973 </td>\n",
    "<td> 888 </td>\n",
    "<td> 14 </td>\n",
    "<td> 446 </td>\n",
    "<td> 2059 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-05 </td>\n",
    "<td> 616 </td>\n",
    "<td> 1793 </td>\n",
    "<td> 658 </td>\n",
    "<td> 13 </td>\n",
    "<td> 205 </td>\n",
    "<td> 1937 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-06 </td>\n",
    "<td> 91 </td>\n",
    "<td> 506 </td>\n",
    "<td> 41 </td>\n",
    "<td> 1 </td>\n",
    "<td> 3 </td>\n",
    "<td> 1541 </td>\n",
    "</tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>\n",
    "<table>\n",
    "<tr><td>Filing Month/Year</td><td colspan=\"6\">Gwinnett</td></tr>\n",
    "<tr><td></td><td>Answered (4229)</td><td>Serviced (16178)</td><td>Dismissed (10287)</td><td>defaultjudgment (633)</td><td>Judged (5887)</td><td>All (19168)</td></tr>\n",
    "<tr><td> 2020-01 </td>\n",
    "<td> 566 </td>\n",
    "<td> 2189 </td>\n",
    "<td> 1455 </td>\n",
    "<td> 113 </td>\n",
    "<td> 1298 </td>\n",
    "<td> 2477 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-03 </td>\n",
    "<td> 150 </td>\n",
    "<td> 1264 </td>\n",
    "<td> 1047 </td>\n",
    "<td> 16 </td>\n",
    "<td> 108 </td>\n",
    "<td> 1524 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-09 </td>\n",
    "<td> 312 </td>\n",
    "<td> 1092 </td>\n",
    "<td> 540 </td>\n",
    "<td> 46 </td>\n",
    "<td> 389 </td>\n",
    "<td> 1145 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-02 </td>\n",
    "<td> 452 </td>\n",
    "<td> 2088 </td>\n",
    "<td> 1495 </td>\n",
    "<td> 97 </td>\n",
    "<td> 962 </td>\n",
    "<td> 2293 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-11 </td>\n",
    "<td> 308 </td>\n",
    "<td> 1070 </td>\n",
    "<td> 743 </td>\n",
    "<td> 40 </td>\n",
    "<td> 386 </td>\n",
    "<td> 1304 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-04 </td>\n",
    "<td> 29 </td>\n",
    "<td> 126 </td>\n",
    "<td> 70 </td>\n",
    "<td> 6 </td>\n",
    "<td> 20 </td>\n",
    "<td> 146 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-05 </td>\n",
    "<td> 28 </td>\n",
    "<td> 128 </td>\n",
    "<td> 53 </td>\n",
    "<td> 10 </td>\n",
    "<td> 37 </td>\n",
    "<td> 147 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-06 </td>\n",
    "<td> 49 </td>\n",
    "<td> 167 </td>\n",
    "<td> 81 </td>\n",
    "<td> 11 </td>\n",
    "<td> 67 </td>\n",
    "<td> 194 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-07 </td>\n",
    "<td> 75 </td>\n",
    "<td> 256 </td>\n",
    "<td> 144 </td>\n",
    "<td> 17 </td>\n",
    "<td> 98 </td>\n",
    "<td> 300 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-08 </td>\n",
    "<td> 221 </td>\n",
    "<td> 636 </td>\n",
    "<td> 303 </td>\n",
    "<td> 39 </td>\n",
    "<td> 271 </td>\n",
    "<td> 679 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-10 </td>\n",
    "<td> 287 </td>\n",
    "<td> 1089 </td>\n",
    "<td> 639 </td>\n",
    "<td> 43 </td>\n",
    "<td> 409 </td>\n",
    "<td> 1166 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-12 </td>\n",
    "<td> 327 </td>\n",
    "<td> 1113 </td>\n",
    "<td> 768 </td>\n",
    "<td> 56 </td>\n",
    "<td> 409 </td>\n",
    "<td> 1315 </td>\n",
    "</tr>\n",
    "<tr><td> 2010-09 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 1 </td>\n",
    "</tr>\n",
    "<tr><td> 2019-01 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 1 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-02 </td>\n",
    "<td> 288 </td>\n",
    "<td> 940 </td>\n",
    "<td> 697 </td>\n",
    "<td> 51 </td>\n",
    "<td> 357 </td>\n",
    "<td> 1181 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-03 </td>\n",
    "<td> 251 </td>\n",
    "<td> 949 </td>\n",
    "<td> 644 </td>\n",
    "<td> 41 </td>\n",
    "<td> 270 </td>\n",
    "<td> 1101 </td>\n",
    "</tr>\n",
    "<tr><td> 2019-08 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 1 </td>\n",
    "</tr>\n",
    "<tr><td> 2015-04 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 1 </td>\n",
    "</tr>\n",
    "<tr><td> 2012-02 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 1 </td>\n",
    "</tr>\n",
    "<tr><td> 2016-03 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 1 </td>\n",
    "</tr>\n",
    "<tr><td> 2016-02 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 1 </td>\n",
    "</tr>\n",
    "<tr><td> 2017-12 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 1 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-01 </td>\n",
    "<td> 347 </td>\n",
    "<td> 1112 </td>\n",
    "<td> 750 </td>\n",
    "<td> 44 </td>\n",
    "<td> 431 </td>\n",
    "<td> 1344 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-06 </td>\n",
    "<td> 77 </td>\n",
    "<td> 211 </td>\n",
    "<td> 18 </td>\n",
    "<td> 0 </td>\n",
    "<td> 7 </td>\n",
    "<td> 895 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-04 </td>\n",
    "<td> 225 </td>\n",
    "<td> 859 </td>\n",
    "<td> 418 </td>\n",
    "<td> 3 </td>\n",
    "<td> 232 </td>\n",
    "<td> 920 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-05 </td>\n",
    "<td> 237 </td>\n",
    "<td> 889 </td>\n",
    "<td> 422 </td>\n",
    "<td> 0 </td>\n",
    "<td> 136 </td>\n",
    "<td> 1029 </td>\n",
    "</tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import utils.dataReader as dataReader\n",
    "import json\n",
    "import pandas as pd\n",
    "import datetime\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ReadCSvAnddropDuplication (filePath, fileName,counties):\n",
    "\n",
    "    countyName = ''\n",
    "    countyCode = ''\n",
    "    for key in counties:\n",
    "        if fileName.find(counties[key]) != -1:\n",
    "            countyName = counties[key] + ' County'\n",
    "            countyCode = key\n",
    "\n",
    "    rawDataBeforeFilingDateCheck = pd.read_csv(r'%s' %(filePath + fileName + '.csv'))\n",
    "    rawData = checkFilingDate(rawDataBeforeFilingDateCheck)\n",
    "    #create dict  {caseid:[{date: , name: }]}\n",
    "    answerDict = {}\n",
    "    answerTerm= {'answer'}\n",
    "    serviceDict = {}\n",
    "    serviceTerm= {'service'}\n",
    "    dismissedDict = {}\n",
    "    dismissedTerm= {'dismiss'}\n",
    "    defaultJudgmentDict = {}\n",
    "    defaultJudgmentTerm= {'default','dispossessory 4'}\n",
    "    judgmentDict = {}\n",
    "    judgmentTerm= {'writ','judgment'}\n",
    "\n",
    "    for index, row in rawData.iterrows():\n",
    "\n",
    "        if row['caseID'] not in answerDict:\n",
    "            answerDict[row['caseID']] = []\n",
    "            serviceDict[row['caseID']] = []\n",
    "            dismissedDict[row['caseID']] = []\n",
    "            defaultJudgmentDict[row['caseID']] = []\n",
    "            judgmentDict[row['caseID']] = []\n",
    "\n",
    "        if not pd.isna(row['eventName']):\n",
    "            for term in answerTerm:\n",
    "                if row['eventName'].lower().find(term) != -1:\n",
    "                    answerDict[row['caseID']].append({'date': row['eventDate'],'name':row['eventName']})\n",
    "                    break\n",
    "\n",
    "            for term in serviceTerm:\n",
    "                if row['eventName'].lower().find(term) != -1:\n",
    "                    serviceDict[row['caseID']].append({'date': row['eventDate'],'name':row['eventName']})\n",
    "                    break\n",
    "\n",
    "            for term in dismissedTerm:\n",
    "                if row['eventName'].lower().find(term) != -1:\n",
    "                    dismissedDict[row['caseID']].append({'date': row['eventDate'],'name':row['eventName']})\n",
    "                    break\n",
    "\n",
    "            for term in defaultJudgmentTerm:\n",
    "                if row['eventName'].lower().find(term) != -1:\n",
    "                    defaultJudgmentDict[row['caseID']].append({'date': row['eventDate'],'name':row['eventName']})\n",
    "                    break\n",
    "\n",
    "            for term in judgmentTerm:\n",
    "                if row['eventName'].lower().find(term) != -1:\n",
    "                    judgmentDict[row['caseID']].append({'date': row['eventDate'],'name':row['eventName']})\n",
    "                    break\n",
    "\n",
    "    # catch the cases with answer \n",
    "    validAnswerDict = {key:answerDict[key] for key in answerDict if len(answerDict[key]) > 0}\n",
    "    validServiceDict = {key:serviceDict[key] for key in serviceDict if len(serviceDict[key]) > 0}\n",
    "    validdismissedDict = {key:dismissedDict[key] for key in dismissedDict if len(dismissedDict[key]) > 0}\n",
    "    validdefaultJudgmentDict = {key:defaultJudgmentDict[key] for key in defaultJudgmentDict if len(defaultJudgmentDict[key]) > 0}\n",
    "    validjudgmentDict = {key:judgmentDict[key] for key in judgmentDict if len(judgmentDict[key]) > 0}\n",
    "\n",
    "    # print(validAnswerDict)\n",
    "    rawDataIDAddressOnly = rawData.drop(['eventNumber','eventDate','eventName','eventDescription'], axis=1)\n",
    "    # rawDataIDAddressOnly = rawData.drop(['caseStatus','eventNumber','eventDate','eventName'], axis=1)\n",
    "    # rawDataIDAddressOnly.head()\n",
    "    # drop the events to get unique record for each case \n",
    "    rawDataIDAddressOnlyUnique = rawDataIDAddressOnly.drop_duplicates(subset='caseID', keep=\"first\").reset_index(drop=True)\n",
    "\n",
    "    # print(rawDataIDAddressOnlyUnique.head(30))\n",
    "\n",
    "    rawDataIDAddressOnlyUnique = sortCasesByDateThenMostRecentCase(rawDataIDAddressOnlyUnique,validAnswerDict,'answerDate','answer','answerEventName')\n",
    "    rawDataIDAddressOnlyUnique = sortCasesByDateThenMostRecentCase(rawDataIDAddressOnlyUnique,validServiceDict,'serviceDate','services','serviceEventName')\n",
    "    rawDataIDAddressOnlyUnique = sortCasesByDateThenMostRecentCase(rawDataIDAddressOnlyUnique,validdismissedDict,'dismissDate','dismiss','dismissEventName')\n",
    "    rawDataIDAddressOnlyUnique = sortCasesByDateThenMostRecentCase(rawDataIDAddressOnlyUnique,validdefaultJudgmentDict,'defaultJudgmentDate','defaultjudgment','defaultJudgmentEventName')\n",
    "    rawDataIDAddressOnlyUnique = sortCasesByDateThenMostRecentCase(rawDataIDAddressOnlyUnique,validjudgmentDict,'judgmentDate','judgment','judgmentEventName')\n",
    "\n",
    "    # print('Number of cases in ' + countyName +' of 2020: ', rawDataIDAddressOnlyUnique.shape[0],' <br> ')\n",
    "\n",
    "    rawDataIDAddressOnlyUnique['county'] = countyCode\n",
    "    \n",
    "    return rawDataIDAddressOnlyUnique\n",
    "    #rawDataIDAddressOnlyUnique.head()\n",
    "\n",
    "def sortCasesByDateThenMostRecentCase(rawDataIDAddressOnlyUnique,validAnswerDict,answerDate,ifAnswered,answerEventName):\n",
    "    # sort each valid answer case by date\n",
    "    for key in validAnswerDict:\n",
    "        # for ele in validAnswerDict[key]:\n",
    "        # \t#08/24/2020\n",
    "        # \tif(len(ele['date'].split(' ')[0].split('/')[2]) > 2):\n",
    "        # \t\tprint(datetime.datetime.strptime(ele['date'].split(' ')[0],'%m/%d/%Y'))\n",
    "        # \telse:\n",
    "        # \t\t#8/24/20\n",
    "        # \t\tprint(datetime.datetime.strptime(ele['date'].split(' ')[0],'%m/%d/%y'))\n",
    "        validAnswerDict[key].sort(key=lambda x: datetime.datetime.strptime(x['date'].split(' ')[0],'%m/%d/%Y')\n",
    "         if (len(x['date'].split(' ')[0].split('/')[2]) > 2) \n",
    "         else datetime.datetime.strptime(x['date'].split(' ')[0],'%m/%d/%y'),reverse = False)\n",
    "\n",
    "    #add answer info to the raw data\n",
    "    rawDataIDAddressOnlyUnique[answerDate] = 'N/A'\n",
    "    rawDataIDAddressOnlyUnique[ifAnswered] = '0'\n",
    "    rawDataIDAddressOnlyUnique[answerEventName] = 'N/A'\n",
    "\n",
    "    for index, row in rawDataIDAddressOnlyUnique.iterrows():\n",
    "\n",
    "        if row['caseID'] in validAnswerDict:\n",
    "            rawDataIDAddressOnlyUnique.at[index,answerDate] = validAnswerDict[row['caseID']][0]['date']\n",
    "            rawDataIDAddressOnlyUnique.at[index,ifAnswered] = '1'\n",
    "            rawDataIDAddressOnlyUnique.at[index,answerEventName] = validAnswerDict[row['caseID']][0]['name']\n",
    "\n",
    "    return rawDataIDAddressOnlyUnique\n",
    "\n",
    "\n",
    "def checkFilingDate(rawData):\n",
    "    rawData['filingdate'] = rawData['fileDate'].map(lambda x: datetime.datetime.strptime(x, '%m/%d/%Y').date()\n",
    "                                            if (len(x.split('/')[2]) > 2) \n",
    "                                             else datetime.datetime.strptime(x, '%m/%d/%y').date()\n",
    "\n",
    "                                            )\n",
    "\n",
    "    todayPlus7 = datetime.date.today() + datetime.timedelta(days=7)\n",
    "\n",
    "    # replace the filedate by the eventDate of the first event or null if eventDate is unavailable if the filing Date is later than one week after today \n",
    "    timeRange = (rawData['filingdate'] > todayPlus7) & ((rawData['eventNumber'] == 1) | (pd.isna(rawData['eventNumber'])))\n",
    "    rawDataAfterCheck = rawData.copy()\n",
    "    rawDataAfterCheck['fileDate'] = np.where(timeRange,rawDataAfterCheck['eventDate'],rawDataAfterCheck['fileDate'])\n",
    "#     rawDataAfterCheck = rawDataAfterCheck.drop(['fileDateFormatted'], axis=1)\n",
    "    # return rawDataAfterCheck[rawDataAfterCheck['caseID'] == '21-M-05366']\n",
    "    return rawDataAfterCheck"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('./config.json') as configFile:\n",
    "    config = json.load(configFile)\n",
    "#define global variables\n",
    "filePathForRawCaseData = config['filePathForRawCaseData']\n",
    "filePathForPreRawCaseData = config['filePathForPreRawCaseData']\n",
    "filePathForBackUpFolderOneLevelUp = config['filePathForBackUpFolderOneLevelUp']\n",
    "counties = config['counties']\n",
    "filePathForWorkFolder = config['filePathForWorkFolder']\n",
    "filePathForWorkFolderRawData = config['filePathForWorkFolderRawData']\n",
    "filePathForWorkFolderPreRawData = config['filePathForWorkFolderPreRawData']\n",
    "\n",
    "\n",
    "fileNamePool,countyCodePool = dataReader.findRawData(\"./07262021/\",counties)\n",
    "#fileNamePool = ['2020ClaytonCountyEvictionCaseEvents-SCRAPE-09-25-2020','2020CobbCountyEvictionCaseEvents-SCRAPE-09-25-2020','2020DeKalbCountyEvictionCaseEvents-SCRAPE-09-25-2020','2020FultonCountyEvictionCaseEvents-SCRAPE-09-25-2020','2020GwinnettCountyEvictionCaseEvents-SCRAPE-09-25-2020'] \n",
    "#countyCodePool = ['063','067','089','121','135']\n",
    "\n",
    "frames = []\n",
    "\n",
    "for key, ele in enumerate(fileNamePool):\n",
    "\n",
    "    countyName = ''\n",
    "    for key2 in counties:\n",
    "        if fileNamePool[key].find(counties[key2]) != -1:\n",
    "            countyName = counties[key2] + ' County'\n",
    "\n",
    "    rawDataIDAddressOnlyUnique = ReadCSvAnddropDuplication(\"./07262021/\", fileNamePool[key],counties)\n",
    "    \n",
    "    \n",
    "    \n",
    "    frames.append(rawDataIDAddressOnlyUnique)\n",
    "\n",
    "result = pd.concat(frames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "result[\"filingdate\"] = result['filingdate'].apply(lambda x: x.strftime('%Y-%m-%d'))\n",
    "# print(rawDataIDAddressOnlyUnique[\"filingdate\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "statsDict = {}\n",
    "for index, case in result.iterrows():\n",
    "#     print(case['filingdate'].split('-'))\n",
    "    if case['county'] != '':\n",
    "        if case['county'] in statsDict:\n",
    "            if case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1] in statsDict[case['county']]:\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['all'] += 1\n",
    "                if case['services'] == '1':\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['services'] += 1\n",
    "\n",
    "                if case['dismiss'] == '1':\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['dismiss'] += 1\n",
    "\n",
    "                if case['answer'] == '1':\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['answer'] += 1\n",
    "\n",
    "                if case['defaultjudgment'] == '1':\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['defaultjudgment'] += 1\n",
    "\n",
    "                if case['judgment'] == '1':\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['judgment'] += 1\n",
    "            else:\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]] = {}\n",
    "                \n",
    "                if case['answer'] == '1':\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['answer'] = 1\n",
    "                else:\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['answer'] = 0\n",
    "\n",
    "                if case['services'] == '1':\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['services'] = 1\n",
    "                else:\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['services'] = 0\n",
    "\n",
    "                if case['dismiss'] == '1':\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['dismiss'] = 1\n",
    "                else:\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['dismiss'] = 0\n",
    "\n",
    "                \n",
    "\n",
    "                if case['defaultjudgment'] == '1':\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['defaultjudgment'] = 1\n",
    "                else:\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['defaultjudgment'] = 0\n",
    "\n",
    "                if case['judgment'] == '1':\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['judgment'] = 1\n",
    "                else:\n",
    "                    statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['judgment'] = 0\n",
    "                    \n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['all'] = 1\n",
    "        else:\n",
    "            statsDict[case['county']]={}\n",
    "            \n",
    "            statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]] = {}\n",
    "            \n",
    "            if case['answer'] == '1':\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['answer'] = 1\n",
    "            else:\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['answer'] = 0\n",
    "                \n",
    "            if case['services'] == '1':\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['services'] = 1\n",
    "            else:\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['services'] = 0\n",
    "\n",
    "            if case['dismiss'] == '1':\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['dismiss'] = 1\n",
    "            else:\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['dismiss'] = 0\n",
    "\n",
    "            if case['defaultjudgment'] == '1':\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['defaultjudgment'] = 1\n",
    "            else:\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['defaultjudgment'] = 0\n",
    "\n",
    "            if case['judgment'] == '1':\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['judgment'] = 1\n",
    "            else:\n",
    "                statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['judgment'] = 0\n",
    "                \n",
    "            statsDict[case['county']][case['filingdate'].split('-')[0]+'-'+case['filingdate'].split('-')[1]]['all'] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'135': {'2020-01': {'answer': 564, 'services': 2189, 'dismiss': 1455, 'defaultjudgment': 113, 'judgment': 1299, 'all': 2473}, '2020-09': {'answer': 311, 'services': 1092, 'dismiss': 540, 'defaultjudgment': 46, 'judgment': 389, 'all': 1141}, '2020-02': {'answer': 452, 'services': 2088, 'dismiss': 1495, 'defaultjudgment': 97, 'judgment': 962, 'all': 2291}, '2020-11': {'answer': 306, 'services': 1070, 'dismiss': 745, 'defaultjudgment': 40, 'judgment': 386, 'all': 1290}, '2020-03': {'answer': 150, 'services': 1264, 'dismiss': 1047, 'defaultjudgment': 16, 'judgment': 108, 'all': 1517}, '2020-04': {'answer': 29, 'services': 126, 'dismiss': 70, 'defaultjudgment': 6, 'judgment': 20, 'all': 146}, '2020-05': {'answer': 28, 'services': 128, 'dismiss': 53, 'defaultjudgment': 10, 'judgment': 37, 'all': 147}, '2020-06': {'answer': 49, 'services': 167, 'dismiss': 82, 'defaultjudgment': 11, 'judgment': 67, 'all': 194}, '2020-07': {'answer': 75, 'services': 256, 'dismiss': 144, 'defaultjudgment': 17, 'judgment': 98, 'all': 300}, '2020-08': {'answer': 221, 'services': 636, 'dismiss': 303, 'defaultjudgment': 39, 'judgment': 271, 'all': 676}, '2020-10': {'answer': 286, 'services': 1089, 'dismiss': 641, 'defaultjudgment': 44, 'judgment': 412, 'all': 1160}, '2020-12': {'answer': 324, 'services': 1113, 'dismiss': 768, 'defaultjudgment': 56, 'judgment': 409, 'all': 1305}, '2021-01': {'answer': 347, 'services': 1112, 'dismiss': 759, 'defaultjudgment': 45, 'judgment': 435, 'all': 1343}, '2021-02': {'answer': 288, 'services': 940, 'dismiss': 700, 'defaultjudgment': 53, 'judgment': 361, 'all': 1179}, '2021-03': {'answer': 251, 'services': 949, 'dismiss': 663, 'defaultjudgment': 46, 'judgment': 291, 'all': 1099}, '2021-04': {'answer': 226, 'services': 859, 'dismiss': 491, 'defaultjudgment': 38, 'judgment': 316, 'all': 920}, '2021-05': {'answer': 239, 'services': 889, 'dismiss': 524, 'defaultjudgment': 26, 'judgment': 291, 'all': 1028}, '2021-06': {'answer': 304, 'services': 1038, 'dismiss': 488, 'defaultjudgment': 9, 'judgment': 330, 'all': 1180}, '2021-07': {'answer': 125, 'services': 350, 'dismiss': 92, 'defaultjudgment': 1, 'judgment': 24, 'all': 1211}}}\n"
     ]
    }
   ],
   "source": [
    "print(statsDict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<table>\n",
      "<tr><td>Filing Month/Year</td><td colspan=\"6\">Clayton</td></tr>\n",
      "<tr><td></td><td>Answered</td><td>Serviced </td><td>Dismissed </td><td>defaultjudgment</td><td>Judged </td><td>All </td></tr>\n",
      "<tr><td> 2020-01 </td>\n",
      "<td> 667 </td>\n",
      "<td> 1995 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 488 </td>\n",
      "<td> 1996 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-02 </td>\n",
      "<td> 579 </td>\n",
      "<td> 1966 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 371 </td>\n",
      "<td> 1977 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-03 </td>\n",
      "<td> 133 </td>\n",
      "<td> 667 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 20 </td>\n",
      "<td> 1086 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-04 </td>\n",
      "<td> 14 </td>\n",
      "<td> 35 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 4 </td>\n",
      "<td> 229 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-05 </td>\n",
      "<td> 24 </td>\n",
      "<td> 73 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 7 </td>\n",
      "<td> 195 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-06 </td>\n",
      "<td> 60 </td>\n",
      "<td> 256 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 15 </td>\n",
      "<td> 404 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-07 </td>\n",
      "<td> 97 </td>\n",
      "<td> 417 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 31 </td>\n",
      "<td> 472 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-08 </td>\n",
      "<td> 142 </td>\n",
      "<td> 501 </td>\n",
      "<td> 1 </td>\n",
      "<td> 0 </td>\n",
      "<td> 36 </td>\n",
      "<td> 512 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-09 </td>\n",
      "<td> 313 </td>\n",
      "<td> 1067 </td>\n",
      "<td> 4 </td>\n",
      "<td> 0 </td>\n",
      "<td> 34 </td>\n",
      "<td> 1069 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-10 </td>\n",
      "<td> 354 </td>\n",
      "<td> 1019 </td>\n",
      "<td> 3 </td>\n",
      "<td> 0 </td>\n",
      "<td> 25 </td>\n",
      "<td> 1020 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-11 </td>\n",
      "<td> 427 </td>\n",
      "<td> 1218 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 27 </td>\n",
      "<td> 1220 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-12 </td>\n",
      "<td> 387 </td>\n",
      "<td> 1199 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 8 </td>\n",
      "<td> 1203 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-01 </td>\n",
      "<td> 336 </td>\n",
      "<td> 1025 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 6 </td>\n",
      "<td> 1037 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-02 </td>\n",
      "<td> 343 </td>\n",
      "<td> 1074 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 11 </td>\n",
      "<td> 1079 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-03 </td>\n",
      "<td> 210 </td>\n",
      "<td> 754 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 12 </td>\n",
      "<td> 755 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-04 </td>\n",
      "<td> 195 </td>\n",
      "<td> 721 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 7 </td>\n",
      "<td> 722 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-05 </td>\n",
      "<td> 195 </td>\n",
      "<td> 726 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 17 </td>\n",
      "<td> 729 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-06 </td>\n",
      "<td> 275 </td>\n",
      "<td> 939 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 941 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-07 </td>\n",
      "<td> 110 </td>\n",
      "<td> 567 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 680 </td>\n",
      "</tr>\n",
      "</table>\n",
      "<br>\n",
      "<br>\n",
      "<table>\n",
      "<tr><td>Filing Month/Year</td><td colspan=\"6\">Cobb</td></tr>\n",
      "<tr><td></td><td>Answered</td><td>Serviced </td><td>Dismissed </td><td>defaultjudgment</td><td>Judged </td><td>All </td></tr>\n",
      "<tr><td> 2020-01 </td>\n",
      "<td> 653 </td>\n",
      "<td> 2249 </td>\n",
      "<td> 1138 </td>\n",
      "<td> 139 </td>\n",
      "<td> 739 </td>\n",
      "<td> 2265 </td>\n",
      "</tr>\n",
      "<tr><td> 2019-12 </td>\n",
      "<td> 2 </td>\n",
      "<td> 4 </td>\n",
      "<td> 2 </td>\n",
      "<td> 0 </td>\n",
      "<td> 2 </td>\n",
      "<td> 4 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-02 </td>\n",
      "<td> 517 </td>\n",
      "<td> 2058 </td>\n",
      "<td> 1015 </td>\n",
      "<td> 79 </td>\n",
      "<td> 473 </td>\n",
      "<td> 2073 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-03 </td>\n",
      "<td> 245 </td>\n",
      "<td> 1156 </td>\n",
      "<td> 752 </td>\n",
      "<td> 30 </td>\n",
      "<td> 153 </td>\n",
      "<td> 1239 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-04 </td>\n",
      "<td> 29 </td>\n",
      "<td> 108 </td>\n",
      "<td> 52 </td>\n",
      "<td> 1 </td>\n",
      "<td> 17 </td>\n",
      "<td> 110 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-05 </td>\n",
      "<td> 31 </td>\n",
      "<td> 104 </td>\n",
      "<td> 31 </td>\n",
      "<td> 5 </td>\n",
      "<td> 27 </td>\n",
      "<td> 113 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-06 </td>\n",
      "<td> 82 </td>\n",
      "<td> 190 </td>\n",
      "<td> 88 </td>\n",
      "<td> 5 </td>\n",
      "<td> 55 </td>\n",
      "<td> 197 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-07 </td>\n",
      "<td> 101 </td>\n",
      "<td> 244 </td>\n",
      "<td> 78 </td>\n",
      "<td> 4 </td>\n",
      "<td> 88 </td>\n",
      "<td> 258 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-08 </td>\n",
      "<td> 197 </td>\n",
      "<td> 421 </td>\n",
      "<td> 188 </td>\n",
      "<td> 10 </td>\n",
      "<td> 106 </td>\n",
      "<td> 426 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-09 </td>\n",
      "<td> 335 </td>\n",
      "<td> 896 </td>\n",
      "<td> 372 </td>\n",
      "<td> 25 </td>\n",
      "<td> 214 </td>\n",
      "<td> 904 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-10 </td>\n",
      "<td> 350 </td>\n",
      "<td> 949 </td>\n",
      "<td> 510 </td>\n",
      "<td> 3 </td>\n",
      "<td> 153 </td>\n",
      "<td> 956 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-11 </td>\n",
      "<td> 425 </td>\n",
      "<td> 1089 </td>\n",
      "<td> 564 </td>\n",
      "<td> 4 </td>\n",
      "<td> 162 </td>\n",
      "<td> 1093 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-12 </td>\n",
      "<td> 381 </td>\n",
      "<td> 1164 </td>\n",
      "<td> 591 </td>\n",
      "<td> 5 </td>\n",
      "<td> 192 </td>\n",
      "<td> 1170 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-01 </td>\n",
      "<td> 401 </td>\n",
      "<td> 1112 </td>\n",
      "<td> 623 </td>\n",
      "<td> 6 </td>\n",
      "<td> 171 </td>\n",
      "<td> 1126 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-02 </td>\n",
      "<td> 308 </td>\n",
      "<td> 963 </td>\n",
      "<td> 533 </td>\n",
      "<td> 4 </td>\n",
      "<td> 178 </td>\n",
      "<td> 974 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-03 </td>\n",
      "<td> 310 </td>\n",
      "<td> 1006 </td>\n",
      "<td> 550 </td>\n",
      "<td> 2 </td>\n",
      "<td> 156 </td>\n",
      "<td> 1022 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-04 </td>\n",
      "<td> 316 </td>\n",
      "<td> 893 </td>\n",
      "<td> 378 </td>\n",
      "<td> 8 </td>\n",
      "<td> 178 </td>\n",
      "<td> 905 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-05 </td>\n",
      "<td> 235 </td>\n",
      "<td> 789 </td>\n",
      "<td> 369 </td>\n",
      "<td> 1 </td>\n",
      "<td> 149 </td>\n",
      "<td> 816 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-06 </td>\n",
      "<td> 353 </td>\n",
      "<td> 962 </td>\n",
      "<td> 331 </td>\n",
      "<td> 0 </td>\n",
      "<td> 90 </td>\n",
      "<td> 994 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-07 </td>\n",
      "<td> 117 </td>\n",
      "<td> 595 </td>\n",
      "<td> 51 </td>\n",
      "<td> 0 </td>\n",
      "<td> 4 </td>\n",
      "<td> 984 </td>\n",
      "</tr>\n",
      "</table>\n",
      "<br>\n",
      "<br>\n",
      "<table>\n",
      "<tr><td>Filing Month/Year</td><td colspan=\"6\">DeKalb</td></tr>\n",
      "<tr><td></td><td>Answered</td><td>Serviced </td><td>Dismissed </td><td>defaultjudgment</td><td>Judged </td><td>All </td></tr>\n",
      "<tr><td> 2020-01 </td>\n",
      "<td> 1072 </td>\n",
      "<td> 3073 </td>\n",
      "<td> 1261 </td>\n",
      "<td> 13 </td>\n",
      "<td> 1090 </td>\n",
      "<td> 3204 </td>\n",
      "</tr>\n",
      "<tr><td> 2019-12 </td>\n",
      "<td> 1 </td>\n",
      "<td> 1 </td>\n",
      "<td> 1 </td>\n",
      "<td> 0 </td>\n",
      "<td> 0 </td>\n",
      "<td> 1 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-02 </td>\n",
      "<td> 889 </td>\n",
      "<td> 2947 </td>\n",
      "<td> 1372 </td>\n",
      "<td> 8 </td>\n",
      "<td> 828 </td>\n",
      "<td> 3008 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-03 </td>\n",
      "<td> 379 </td>\n",
      "<td> 1733 </td>\n",
      "<td> 963 </td>\n",
      "<td> 6 </td>\n",
      "<td> 208 </td>\n",
      "<td> 1916 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-04 </td>\n",
      "<td> 56 </td>\n",
      "<td> 298 </td>\n",
      "<td> 141 </td>\n",
      "<td> 3 </td>\n",
      "<td> 32 </td>\n",
      "<td> 321 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-05 </td>\n",
      "<td> 61 </td>\n",
      "<td> 293 </td>\n",
      "<td> 63 </td>\n",
      "<td> 0 </td>\n",
      "<td> 43 </td>\n",
      "<td> 312 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-06 </td>\n",
      "<td> 115 </td>\n",
      "<td> 427 </td>\n",
      "<td> 95 </td>\n",
      "<td> 6 </td>\n",
      "<td> 93 </td>\n",
      "<td> 452 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-07 </td>\n",
      "<td> 167 </td>\n",
      "<td> 489 </td>\n",
      "<td> 167 </td>\n",
      "<td> 4 </td>\n",
      "<td> 132 </td>\n",
      "<td> 524 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-08 </td>\n",
      "<td> 402 </td>\n",
      "<td> 1007 </td>\n",
      "<td> 359 </td>\n",
      "<td> 13 </td>\n",
      "<td> 258 </td>\n",
      "<td> 1076 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-09 </td>\n",
      "<td> 522 </td>\n",
      "<td> 1521 </td>\n",
      "<td> 620 </td>\n",
      "<td> 11 </td>\n",
      "<td> 391 </td>\n",
      "<td> 1565 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-10 </td>\n",
      "<td> 588 </td>\n",
      "<td> 1660 </td>\n",
      "<td> 622 </td>\n",
      "<td> 3 </td>\n",
      "<td> 427 </td>\n",
      "<td> 1723 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-11 </td>\n",
      "<td> 536 </td>\n",
      "<td> 1544 </td>\n",
      "<td> 679 </td>\n",
      "<td> 5 </td>\n",
      "<td> 370 </td>\n",
      "<td> 1582 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-12 </td>\n",
      "<td> 578 </td>\n",
      "<td> 1716 </td>\n",
      "<td> 720 </td>\n",
      "<td> 5 </td>\n",
      "<td> 437 </td>\n",
      "<td> 1771 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-01 </td>\n",
      "<td> 584 </td>\n",
      "<td> 1616 </td>\n",
      "<td> 783 </td>\n",
      "<td> 7 </td>\n",
      "<td> 335 </td>\n",
      "<td> 1764 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-02 </td>\n",
      "<td> 495 </td>\n",
      "<td> 1393 </td>\n",
      "<td> 639 </td>\n",
      "<td> 1 </td>\n",
      "<td> 310 </td>\n",
      "<td> 1446 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-03 </td>\n",
      "<td> 559 </td>\n",
      "<td> 1655 </td>\n",
      "<td> 678 </td>\n",
      "<td> 1 </td>\n",
      "<td> 372 </td>\n",
      "<td> 1728 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-04 </td>\n",
      "<td> 425 </td>\n",
      "<td> 1285 </td>\n",
      "<td> 510 </td>\n",
      "<td> 3 </td>\n",
      "<td> 314 </td>\n",
      "<td> 1336 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-05 </td>\n",
      "<td> 354 </td>\n",
      "<td> 1106 </td>\n",
      "<td> 441 </td>\n",
      "<td> 0 </td>\n",
      "<td> 231 </td>\n",
      "<td> 1199 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-06 </td>\n",
      "<td> 569 </td>\n",
      "<td> 1582 </td>\n",
      "<td> 420 </td>\n",
      "<td> 1 </td>\n",
      "<td> 255 </td>\n",
      "<td> 1632 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-07 </td>\n",
      "<td> 162 </td>\n",
      "<td> 656 </td>\n",
      "<td> 116 </td>\n",
      "<td> 0 </td>\n",
      "<td> 10 </td>\n",
      "<td> 1435 </td>\n",
      "</tr>\n",
      "</table>\n",
      "<br>\n",
      "<br>\n",
      "<table>\n",
      "<tr><td>Filing Month/Year</td><td colspan=\"6\">Fulton</td></tr>\n",
      "<tr><td></td><td>Answered</td><td>Serviced </td><td>Dismissed </td><td>defaultjudgment</td><td>Judged </td><td>All </td></tr>\n",
      "<tr><td> 2020-01 </td>\n",
      "<td> 1420 </td>\n",
      "<td> 4062 </td>\n",
      "<td> 2304 </td>\n",
      "<td> 348 </td>\n",
      "<td> 1590 </td>\n",
      "<td> 4275 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-02 </td>\n",
      "<td> 1192 </td>\n",
      "<td> 3749 </td>\n",
      "<td> 2350 </td>\n",
      "<td> 289 </td>\n",
      "<td> 1108 </td>\n",
      "<td> 4005 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-03 </td>\n",
      "<td> 638 </td>\n",
      "<td> 2394 </td>\n",
      "<td> 1722 </td>\n",
      "<td> 98 </td>\n",
      "<td> 327 </td>\n",
      "<td> 2622 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-04 </td>\n",
      "<td> 100 </td>\n",
      "<td> 279 </td>\n",
      "<td> 194 </td>\n",
      "<td> 26 </td>\n",
      "<td> 69 </td>\n",
      "<td> 339 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-05 </td>\n",
      "<td> 123 </td>\n",
      "<td> 298 </td>\n",
      "<td> 127 </td>\n",
      "<td> 28 </td>\n",
      "<td> 89 </td>\n",
      "<td> 326 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-06 </td>\n",
      "<td> 322 </td>\n",
      "<td> 763 </td>\n",
      "<td> 346 </td>\n",
      "<td> 59 </td>\n",
      "<td> 230 </td>\n",
      "<td> 792 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-07 </td>\n",
      "<td> 223 </td>\n",
      "<td> 583 </td>\n",
      "<td> 256 </td>\n",
      "<td> 51 </td>\n",
      "<td> 211 </td>\n",
      "<td> 613 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-08 </td>\n",
      "<td> 505 </td>\n",
      "<td> 1285 </td>\n",
      "<td> 650 </td>\n",
      "<td> 119 </td>\n",
      "<td> 472 </td>\n",
      "<td> 1341 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-09 </td>\n",
      "<td> 737 </td>\n",
      "<td> 2011 </td>\n",
      "<td> 967 </td>\n",
      "<td> 149 </td>\n",
      "<td> 657 </td>\n",
      "<td> 2078 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-10 </td>\n",
      "<td> 638 </td>\n",
      "<td> 1758 </td>\n",
      "<td> 945 </td>\n",
      "<td> 120 </td>\n",
      "<td> 565 </td>\n",
      "<td> 1841 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-11 </td>\n",
      "<td> 816 </td>\n",
      "<td> 2263 </td>\n",
      "<td> 1347 </td>\n",
      "<td> 116 </td>\n",
      "<td> 604 </td>\n",
      "<td> 2330 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-12 </td>\n",
      "<td> 786 </td>\n",
      "<td> 2224 </td>\n",
      "<td> 1254 </td>\n",
      "<td> 114 </td>\n",
      "<td> 676 </td>\n",
      "<td> 2330 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-01 </td>\n",
      "<td> 829 </td>\n",
      "<td> 2255 </td>\n",
      "<td> 1269 </td>\n",
      "<td> 119 </td>\n",
      "<td> 683 </td>\n",
      "<td> 2507 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-02 </td>\n",
      "<td> 717 </td>\n",
      "<td> 2050 </td>\n",
      "<td> 1052 </td>\n",
      "<td> 30 </td>\n",
      "<td> 550 </td>\n",
      "<td> 2152 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-03 </td>\n",
      "<td> 727 </td>\n",
      "<td> 2252 </td>\n",
      "<td> 1196 </td>\n",
      "<td> 38 </td>\n",
      "<td> 502 </td>\n",
      "<td> 2384 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-04 </td>\n",
      "<td> 625 </td>\n",
      "<td> 1976 </td>\n",
      "<td> 976 </td>\n",
      "<td> 15 </td>\n",
      "<td> 465 </td>\n",
      "<td> 2059 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-05 </td>\n",
      "<td> 644 </td>\n",
      "<td> 1808 </td>\n",
      "<td> 886 </td>\n",
      "<td> 34 </td>\n",
      "<td> 390 </td>\n",
      "<td> 1937 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-06 </td>\n",
      "<td> 727 </td>\n",
      "<td> 2105 </td>\n",
      "<td> 784 </td>\n",
      "<td> 14 </td>\n",
      "<td> 262 </td>\n",
      "<td> 2239 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-07 </td>\n",
      "<td> 271 </td>\n",
      "<td> 1226 </td>\n",
      "<td> 218 </td>\n",
      "<td> 1 </td>\n",
      "<td> 1 </td>\n",
      "<td> 2047 </td>\n",
      "</tr>\n",
      "</table>\n",
      "<br>\n",
      "<br>\n",
      "<table>\n",
      "<tr><td>Filing Month/Year</td><td colspan=\"6\">Gwinnett</td></tr>\n",
      "<tr><td></td><td>Answered</td><td>Serviced </td><td>Dismissed </td><td>defaultjudgment</td><td>Judged </td><td>All </td></tr>\n",
      "<tr><td> 2020-01 </td>\n",
      "<td> 564 </td>\n",
      "<td> 2189 </td>\n",
      "<td> 1455 </td>\n",
      "<td> 113 </td>\n",
      "<td> 1299 </td>\n",
      "<td> 2473 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-09 </td>\n",
      "<td> 311 </td>\n",
      "<td> 1092 </td>\n",
      "<td> 540 </td>\n",
      "<td> 46 </td>\n",
      "<td> 389 </td>\n",
      "<td> 1141 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-02 </td>\n",
      "<td> 452 </td>\n",
      "<td> 2088 </td>\n",
      "<td> 1495 </td>\n",
      "<td> 97 </td>\n",
      "<td> 962 </td>\n",
      "<td> 2291 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-11 </td>\n",
      "<td> 306 </td>\n",
      "<td> 1070 </td>\n",
      "<td> 745 </td>\n",
      "<td> 40 </td>\n",
      "<td> 386 </td>\n",
      "<td> 1290 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-03 </td>\n",
      "<td> 150 </td>\n",
      "<td> 1264 </td>\n",
      "<td> 1047 </td>\n",
      "<td> 16 </td>\n",
      "<td> 108 </td>\n",
      "<td> 1517 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-04 </td>\n",
      "<td> 29 </td>\n",
      "<td> 126 </td>\n",
      "<td> 70 </td>\n",
      "<td> 6 </td>\n",
      "<td> 20 </td>\n",
      "<td> 146 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-05 </td>\n",
      "<td> 28 </td>\n",
      "<td> 128 </td>\n",
      "<td> 53 </td>\n",
      "<td> 10 </td>\n",
      "<td> 37 </td>\n",
      "<td> 147 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-06 </td>\n",
      "<td> 49 </td>\n",
      "<td> 167 </td>\n",
      "<td> 82 </td>\n",
      "<td> 11 </td>\n",
      "<td> 67 </td>\n",
      "<td> 194 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-07 </td>\n",
      "<td> 75 </td>\n",
      "<td> 256 </td>\n",
      "<td> 144 </td>\n",
      "<td> 17 </td>\n",
      "<td> 98 </td>\n",
      "<td> 300 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-08 </td>\n",
      "<td> 221 </td>\n",
      "<td> 636 </td>\n",
      "<td> 303 </td>\n",
      "<td> 39 </td>\n",
      "<td> 271 </td>\n",
      "<td> 676 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-10 </td>\n",
      "<td> 286 </td>\n",
      "<td> 1089 </td>\n",
      "<td> 641 </td>\n",
      "<td> 44 </td>\n",
      "<td> 412 </td>\n",
      "<td> 1160 </td>\n",
      "</tr>\n",
      "<tr><td> 2020-12 </td>\n",
      "<td> 324 </td>\n",
      "<td> 1113 </td>\n",
      "<td> 768 </td>\n",
      "<td> 56 </td>\n",
      "<td> 409 </td>\n",
      "<td> 1305 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-01 </td>\n",
      "<td> 347 </td>\n",
      "<td> 1112 </td>\n",
      "<td> 759 </td>\n",
      "<td> 45 </td>\n",
      "<td> 435 </td>\n",
      "<td> 1343 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-02 </td>\n",
      "<td> 288 </td>\n",
      "<td> 940 </td>\n",
      "<td> 700 </td>\n",
      "<td> 53 </td>\n",
      "<td> 361 </td>\n",
      "<td> 1179 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-03 </td>\n",
      "<td> 251 </td>\n",
      "<td> 949 </td>\n",
      "<td> 663 </td>\n",
      "<td> 46 </td>\n",
      "<td> 291 </td>\n",
      "<td> 1099 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-04 </td>\n",
      "<td> 226 </td>\n",
      "<td> 859 </td>\n",
      "<td> 491 </td>\n",
      "<td> 38 </td>\n",
      "<td> 316 </td>\n",
      "<td> 920 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-05 </td>\n",
      "<td> 239 </td>\n",
      "<td> 889 </td>\n",
      "<td> 524 </td>\n",
      "<td> 26 </td>\n",
      "<td> 291 </td>\n",
      "<td> 1028 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-06 </td>\n",
      "<td> 304 </td>\n",
      "<td> 1038 </td>\n",
      "<td> 488 </td>\n",
      "<td> 9 </td>\n",
      "<td> 330 </td>\n",
      "<td> 1180 </td>\n",
      "</tr>\n",
      "<tr><td> 2021-07 </td>\n",
      "<td> 125 </td>\n",
      "<td> 350 </td>\n",
      "<td> 92 </td>\n",
      "<td> 1 </td>\n",
      "<td> 24 </td>\n",
      "<td> 1211 </td>\n",
      "</tr>\n",
      "</table>\n",
      "<br>\n",
      "<br>\n"
     ]
    }
   ],
   "source": [
    "counties= {\n",
    "    \"063\":\"Clayton\",\n",
    "    \"067\":\"Cobb\",\n",
    "    \"089\":\"DeKalb\",\n",
    "    \"121\":\"Fulton\",\n",
    "    \"135\":\"Gwinnett\"\n",
    "}\n",
    "for key in counties:\n",
    "\n",
    "    titleLine = '<tr><td>Filing Month/Year</td>'\n",
    "    totalCountLine = '<tr><td></td>'\n",
    "    titleLine = titleLine + '<td colspan=\"6\">'+ counties[key] + '</td>'\n",
    "    totalCountLine = totalCountLine + '<td>Answered</td>'+ '<td>Serviced </td>'+'<td>Dismissed </td>'+'<td>defaultjudgment</td>'+'<td>Judged </td>' +'<td>All </td>'\n",
    "\n",
    "\n",
    "    # print('<br>')\n",
    "    # print('<tr><td>Filing Month/Year</td><td colspan=\"2\">',countyName,'</td></tr>')\n",
    "    # print('<tr><td></td><td>PreScraping</td><td>CurrentScraping</td></tr>')\n",
    "\n",
    "    titleLine = titleLine + '</tr>'\n",
    "    totalCountLine = totalCountLine + '</tr>'\n",
    "    print('<table>')\n",
    "    print(titleLine)\n",
    "    print(totalCountLine)\n",
    "    for month in statsDict[key]:\n",
    "        # newArray = [month] + countDict[month]\n",
    "        print('<tr><td>',month,'</td>')\n",
    "        for countIndex in statsDict[key][month]:\n",
    "            print('<td>',statsDict[key][month][countIndex],'</td>')\n",
    "\n",
    "        print('</tr>')\n",
    "\n",
    "    print('</table>')\n",
    "\n",
    "    print('<br>')\n",
    "    print('<br>')\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<table>\n",
    "<tr><td>Filing Month/Year</td><td colspan=\"6\">Clayton</td></tr>\n",
    "<tr><td></td><td>Answered</td><td>Serviced </td><td>Dismissed </td><td>defaultjudgment</td><td>Judged </td><td>All </td></tr>\n",
    "<tr><td> 2020-01 </td>\n",
    "<td> 667 </td>\n",
    "<td> 1995 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 488 </td>\n",
    "<td> 1996 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-02 </td>\n",
    "<td> 579 </td>\n",
    "<td> 1966 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 371 </td>\n",
    "<td> 1977 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-03 </td>\n",
    "<td> 133 </td>\n",
    "<td> 667 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 20 </td>\n",
    "<td> 1086 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-04 </td>\n",
    "<td> 14 </td>\n",
    "<td> 35 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 4 </td>\n",
    "<td> 229 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-05 </td>\n",
    "<td> 24 </td>\n",
    "<td> 73 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 7 </td>\n",
    "<td> 195 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-06 </td>\n",
    "<td> 60 </td>\n",
    "<td> 256 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 15 </td>\n",
    "<td> 404 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-07 </td>\n",
    "<td> 97 </td>\n",
    "<td> 417 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 31 </td>\n",
    "<td> 472 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-08 </td>\n",
    "<td> 142 </td>\n",
    "<td> 501 </td>\n",
    "<td> 1 </td>\n",
    "<td> 0 </td>\n",
    "<td> 36 </td>\n",
    "<td> 512 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-09 </td>\n",
    "<td> 313 </td>\n",
    "<td> 1067 </td>\n",
    "<td> 4 </td>\n",
    "<td> 0 </td>\n",
    "<td> 34 </td>\n",
    "<td> 1069 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-10 </td>\n",
    "<td> 354 </td>\n",
    "<td> 1019 </td>\n",
    "<td> 3 </td>\n",
    "<td> 0 </td>\n",
    "<td> 25 </td>\n",
    "<td> 1020 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-11 </td>\n",
    "<td> 427 </td>\n",
    "<td> 1218 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 27 </td>\n",
    "<td> 1220 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-12 </td>\n",
    "<td> 387 </td>\n",
    "<td> 1199 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 8 </td>\n",
    "<td> 1203 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-01 </td>\n",
    "<td> 336 </td>\n",
    "<td> 1025 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 6 </td>\n",
    "<td> 1037 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-02 </td>\n",
    "<td> 343 </td>\n",
    "<td> 1074 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 11 </td>\n",
    "<td> 1079 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-03 </td>\n",
    "<td> 210 </td>\n",
    "<td> 754 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 12 </td>\n",
    "<td> 755 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-04 </td>\n",
    "<td> 195 </td>\n",
    "<td> 721 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 7 </td>\n",
    "<td> 722 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-05 </td>\n",
    "<td> 195 </td>\n",
    "<td> 726 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 17 </td>\n",
    "<td> 729 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-06 </td>\n",
    "<td> 275 </td>\n",
    "<td> 939 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 941 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-07 </td>\n",
    "<td> 110 </td>\n",
    "<td> 567 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 680 </td>\n",
    "</tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>\n",
    "<table>\n",
    "<tr><td>Filing Month/Year</td><td colspan=\"6\">Cobb</td></tr>\n",
    "<tr><td></td><td>Answered</td><td>Serviced </td><td>Dismissed </td><td>defaultjudgment</td><td>Judged </td><td>All </td></tr>\n",
    "<tr><td> 2020-01 </td>\n",
    "<td> 653 </td>\n",
    "<td> 2249 </td>\n",
    "<td> 1138 </td>\n",
    "<td> 139 </td>\n",
    "<td> 739 </td>\n",
    "<td> 2265 </td>\n",
    "</tr>\n",
    "<tr><td> 2019-12 </td>\n",
    "<td> 2 </td>\n",
    "<td> 4 </td>\n",
    "<td> 2 </td>\n",
    "<td> 0 </td>\n",
    "<td> 2 </td>\n",
    "<td> 4 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-02 </td>\n",
    "<td> 517 </td>\n",
    "<td> 2058 </td>\n",
    "<td> 1015 </td>\n",
    "<td> 79 </td>\n",
    "<td> 473 </td>\n",
    "<td> 2073 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-03 </td>\n",
    "<td> 245 </td>\n",
    "<td> 1156 </td>\n",
    "<td> 752 </td>\n",
    "<td> 30 </td>\n",
    "<td> 153 </td>\n",
    "<td> 1239 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-04 </td>\n",
    "<td> 29 </td>\n",
    "<td> 108 </td>\n",
    "<td> 52 </td>\n",
    "<td> 1 </td>\n",
    "<td> 17 </td>\n",
    "<td> 110 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-05 </td>\n",
    "<td> 31 </td>\n",
    "<td> 104 </td>\n",
    "<td> 31 </td>\n",
    "<td> 5 </td>\n",
    "<td> 27 </td>\n",
    "<td> 113 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-06 </td>\n",
    "<td> 82 </td>\n",
    "<td> 190 </td>\n",
    "<td> 88 </td>\n",
    "<td> 5 </td>\n",
    "<td> 55 </td>\n",
    "<td> 197 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-07 </td>\n",
    "<td> 101 </td>\n",
    "<td> 244 </td>\n",
    "<td> 78 </td>\n",
    "<td> 4 </td>\n",
    "<td> 88 </td>\n",
    "<td> 258 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-08 </td>\n",
    "<td> 197 </td>\n",
    "<td> 421 </td>\n",
    "<td> 188 </td>\n",
    "<td> 10 </td>\n",
    "<td> 106 </td>\n",
    "<td> 426 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-09 </td>\n",
    "<td> 335 </td>\n",
    "<td> 896 </td>\n",
    "<td> 372 </td>\n",
    "<td> 25 </td>\n",
    "<td> 214 </td>\n",
    "<td> 904 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-10 </td>\n",
    "<td> 350 </td>\n",
    "<td> 949 </td>\n",
    "<td> 510 </td>\n",
    "<td> 3 </td>\n",
    "<td> 153 </td>\n",
    "<td> 956 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-11 </td>\n",
    "<td> 425 </td>\n",
    "<td> 1089 </td>\n",
    "<td> 564 </td>\n",
    "<td> 4 </td>\n",
    "<td> 162 </td>\n",
    "<td> 1093 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-12 </td>\n",
    "<td> 381 </td>\n",
    "<td> 1164 </td>\n",
    "<td> 591 </td>\n",
    "<td> 5 </td>\n",
    "<td> 192 </td>\n",
    "<td> 1170 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-01 </td>\n",
    "<td> 401 </td>\n",
    "<td> 1112 </td>\n",
    "<td> 623 </td>\n",
    "<td> 6 </td>\n",
    "<td> 171 </td>\n",
    "<td> 1126 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-02 </td>\n",
    "<td> 308 </td>\n",
    "<td> 963 </td>\n",
    "<td> 533 </td>\n",
    "<td> 4 </td>\n",
    "<td> 178 </td>\n",
    "<td> 974 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-03 </td>\n",
    "<td> 310 </td>\n",
    "<td> 1006 </td>\n",
    "<td> 550 </td>\n",
    "<td> 2 </td>\n",
    "<td> 156 </td>\n",
    "<td> 1022 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-04 </td>\n",
    "<td> 316 </td>\n",
    "<td> 893 </td>\n",
    "<td> 378 </td>\n",
    "<td> 8 </td>\n",
    "<td> 178 </td>\n",
    "<td> 905 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-05 </td>\n",
    "<td> 235 </td>\n",
    "<td> 789 </td>\n",
    "<td> 369 </td>\n",
    "<td> 1 </td>\n",
    "<td> 149 </td>\n",
    "<td> 816 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-06 </td>\n",
    "<td> 353 </td>\n",
    "<td> 962 </td>\n",
    "<td> 331 </td>\n",
    "<td> 0 </td>\n",
    "<td> 90 </td>\n",
    "<td> 994 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-07 </td>\n",
    "<td> 117 </td>\n",
    "<td> 595 </td>\n",
    "<td> 51 </td>\n",
    "<td> 0 </td>\n",
    "<td> 4 </td>\n",
    "<td> 984 </td>\n",
    "</tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>\n",
    "<table>\n",
    "<tr><td>Filing Month/Year</td><td colspan=\"6\">DeKalb</td></tr>\n",
    "<tr><td></td><td>Answered</td><td>Serviced </td><td>Dismissed </td><td>defaultjudgment</td><td>Judged </td><td>All </td></tr>\n",
    "<tr><td> 2020-01 </td>\n",
    "<td> 1072 </td>\n",
    "<td> 3073 </td>\n",
    "<td> 1261 </td>\n",
    "<td> 13 </td>\n",
    "<td> 1090 </td>\n",
    "<td> 3204 </td>\n",
    "</tr>\n",
    "<tr><td> 2019-12 </td>\n",
    "<td> 1 </td>\n",
    "<td> 1 </td>\n",
    "<td> 1 </td>\n",
    "<td> 0 </td>\n",
    "<td> 0 </td>\n",
    "<td> 1 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-02 </td>\n",
    "<td> 889 </td>\n",
    "<td> 2947 </td>\n",
    "<td> 1372 </td>\n",
    "<td> 8 </td>\n",
    "<td> 828 </td>\n",
    "<td> 3008 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-03 </td>\n",
    "<td> 379 </td>\n",
    "<td> 1733 </td>\n",
    "<td> 963 </td>\n",
    "<td> 6 </td>\n",
    "<td> 208 </td>\n",
    "<td> 1916 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-04 </td>\n",
    "<td> 56 </td>\n",
    "<td> 298 </td>\n",
    "<td> 141 </td>\n",
    "<td> 3 </td>\n",
    "<td> 32 </td>\n",
    "<td> 321 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-05 </td>\n",
    "<td> 61 </td>\n",
    "<td> 293 </td>\n",
    "<td> 63 </td>\n",
    "<td> 0 </td>\n",
    "<td> 43 </td>\n",
    "<td> 312 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-06 </td>\n",
    "<td> 115 </td>\n",
    "<td> 427 </td>\n",
    "<td> 95 </td>\n",
    "<td> 6 </td>\n",
    "<td> 93 </td>\n",
    "<td> 452 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-07 </td>\n",
    "<td> 167 </td>\n",
    "<td> 489 </td>\n",
    "<td> 167 </td>\n",
    "<td> 4 </td>\n",
    "<td> 132 </td>\n",
    "<td> 524 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-08 </td>\n",
    "<td> 402 </td>\n",
    "<td> 1007 </td>\n",
    "<td> 359 </td>\n",
    "<td> 13 </td>\n",
    "<td> 258 </td>\n",
    "<td> 1076 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-09 </td>\n",
    "<td> 522 </td>\n",
    "<td> 1521 </td>\n",
    "<td> 620 </td>\n",
    "<td> 11 </td>\n",
    "<td> 391 </td>\n",
    "<td> 1565 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-10 </td>\n",
    "<td> 588 </td>\n",
    "<td> 1660 </td>\n",
    "<td> 622 </td>\n",
    "<td> 3 </td>\n",
    "<td> 427 </td>\n",
    "<td> 1723 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-11 </td>\n",
    "<td> 536 </td>\n",
    "<td> 1544 </td>\n",
    "<td> 679 </td>\n",
    "<td> 5 </td>\n",
    "<td> 370 </td>\n",
    "<td> 1582 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-12 </td>\n",
    "<td> 578 </td>\n",
    "<td> 1716 </td>\n",
    "<td> 720 </td>\n",
    "<td> 5 </td>\n",
    "<td> 437 </td>\n",
    "<td> 1771 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-01 </td>\n",
    "<td> 584 </td>\n",
    "<td> 1616 </td>\n",
    "<td> 783 </td>\n",
    "<td> 7 </td>\n",
    "<td> 335 </td>\n",
    "<td> 1764 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-02 </td>\n",
    "<td> 495 </td>\n",
    "<td> 1393 </td>\n",
    "<td> 639 </td>\n",
    "<td> 1 </td>\n",
    "<td> 310 </td>\n",
    "<td> 1446 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-03 </td>\n",
    "<td> 559 </td>\n",
    "<td> 1655 </td>\n",
    "<td> 678 </td>\n",
    "<td> 1 </td>\n",
    "<td> 372 </td>\n",
    "<td> 1728 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-04 </td>\n",
    "<td> 425 </td>\n",
    "<td> 1285 </td>\n",
    "<td> 510 </td>\n",
    "<td> 3 </td>\n",
    "<td> 314 </td>\n",
    "<td> 1336 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-05 </td>\n",
    "<td> 354 </td>\n",
    "<td> 1106 </td>\n",
    "<td> 441 </td>\n",
    "<td> 0 </td>\n",
    "<td> 231 </td>\n",
    "<td> 1199 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-06 </td>\n",
    "<td> 569 </td>\n",
    "<td> 1582 </td>\n",
    "<td> 420 </td>\n",
    "<td> 1 </td>\n",
    "<td> 255 </td>\n",
    "<td> 1632 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-07 </td>\n",
    "<td> 162 </td>\n",
    "<td> 656 </td>\n",
    "<td> 116 </td>\n",
    "<td> 0 </td>\n",
    "<td> 10 </td>\n",
    "<td> 1435 </td>\n",
    "</tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>\n",
    "<table>\n",
    "<tr><td>Filing Month/Year</td><td colspan=\"6\">Fulton</td></tr>\n",
    "<tr><td></td><td>Answered</td><td>Serviced </td><td>Dismissed </td><td>defaultjudgment</td><td>Judged </td><td>All </td></tr>\n",
    "<tr><td> 2020-01 </td>\n",
    "<td> 1420 </td>\n",
    "<td> 4062 </td>\n",
    "<td> 2304 </td>\n",
    "<td> 348 </td>\n",
    "<td> 1590 </td>\n",
    "<td> 4275 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-02 </td>\n",
    "<td> 1192 </td>\n",
    "<td> 3749 </td>\n",
    "<td> 2350 </td>\n",
    "<td> 289 </td>\n",
    "<td> 1108 </td>\n",
    "<td> 4005 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-03 </td>\n",
    "<td> 638 </td>\n",
    "<td> 2394 </td>\n",
    "<td> 1722 </td>\n",
    "<td> 98 </td>\n",
    "<td> 327 </td>\n",
    "<td> 2622 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-04 </td>\n",
    "<td> 100 </td>\n",
    "<td> 279 </td>\n",
    "<td> 194 </td>\n",
    "<td> 26 </td>\n",
    "<td> 69 </td>\n",
    "<td> 339 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-05 </td>\n",
    "<td> 123 </td>\n",
    "<td> 298 </td>\n",
    "<td> 127 </td>\n",
    "<td> 28 </td>\n",
    "<td> 89 </td>\n",
    "<td> 326 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-06 </td>\n",
    "<td> 322 </td>\n",
    "<td> 763 </td>\n",
    "<td> 346 </td>\n",
    "<td> 59 </td>\n",
    "<td> 230 </td>\n",
    "<td> 792 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-07 </td>\n",
    "<td> 223 </td>\n",
    "<td> 583 </td>\n",
    "<td> 256 </td>\n",
    "<td> 51 </td>\n",
    "<td> 211 </td>\n",
    "<td> 613 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-08 </td>\n",
    "<td> 505 </td>\n",
    "<td> 1285 </td>\n",
    "<td> 650 </td>\n",
    "<td> 119 </td>\n",
    "<td> 472 </td>\n",
    "<td> 1341 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-09 </td>\n",
    "<td> 737 </td>\n",
    "<td> 2011 </td>\n",
    "<td> 967 </td>\n",
    "<td> 149 </td>\n",
    "<td> 657 </td>\n",
    "<td> 2078 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-10 </td>\n",
    "<td> 638 </td>\n",
    "<td> 1758 </td>\n",
    "<td> 945 </td>\n",
    "<td> 120 </td>\n",
    "<td> 565 </td>\n",
    "<td> 1841 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-11 </td>\n",
    "<td> 816 </td>\n",
    "<td> 2263 </td>\n",
    "<td> 1347 </td>\n",
    "<td> 116 </td>\n",
    "<td> 604 </td>\n",
    "<td> 2330 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-12 </td>\n",
    "<td> 786 </td>\n",
    "<td> 2224 </td>\n",
    "<td> 1254 </td>\n",
    "<td> 114 </td>\n",
    "<td> 676 </td>\n",
    "<td> 2330 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-01 </td>\n",
    "<td> 829 </td>\n",
    "<td> 2255 </td>\n",
    "<td> 1269 </td>\n",
    "<td> 119 </td>\n",
    "<td> 683 </td>\n",
    "<td> 2507 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-02 </td>\n",
    "<td> 717 </td>\n",
    "<td> 2050 </td>\n",
    "<td> 1052 </td>\n",
    "<td> 30 </td>\n",
    "<td> 550 </td>\n",
    "<td> 2152 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-03 </td>\n",
    "<td> 727 </td>\n",
    "<td> 2252 </td>\n",
    "<td> 1196 </td>\n",
    "<td> 38 </td>\n",
    "<td> 502 </td>\n",
    "<td> 2384 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-04 </td>\n",
    "<td> 625 </td>\n",
    "<td> 1976 </td>\n",
    "<td> 976 </td>\n",
    "<td> 15 </td>\n",
    "<td> 465 </td>\n",
    "<td> 2059 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-05 </td>\n",
    "<td> 644 </td>\n",
    "<td> 1808 </td>\n",
    "<td> 886 </td>\n",
    "<td> 34 </td>\n",
    "<td> 390 </td>\n",
    "<td> 1937 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-06 </td>\n",
    "<td> 727 </td>\n",
    "<td> 2105 </td>\n",
    "<td> 784 </td>\n",
    "<td> 14 </td>\n",
    "<td> 262 </td>\n",
    "<td> 2239 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-07 </td>\n",
    "<td> 271 </td>\n",
    "<td> 1226 </td>\n",
    "<td> 218 </td>\n",
    "<td> 1 </td>\n",
    "<td> 1 </td>\n",
    "<td> 2047 </td>\n",
    "</tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>\n",
    "<table>\n",
    "<tr><td>Filing Month/Year</td><td colspan=\"6\">Gwinnett</td></tr>\n",
    "<tr><td></td><td>Answered</td><td>Serviced </td><td>Dismissed </td><td>defaultjudgment</td><td>Judged </td><td>All </td></tr>\n",
    "<tr><td> 2020-01 </td>\n",
    "<td> 564 </td>\n",
    "<td> 2189 </td>\n",
    "<td> 1455 </td>\n",
    "<td> 113 </td>\n",
    "<td> 1299 </td>\n",
    "<td> 2473 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-09 </td>\n",
    "<td> 311 </td>\n",
    "<td> 1092 </td>\n",
    "<td> 540 </td>\n",
    "<td> 46 </td>\n",
    "<td> 389 </td>\n",
    "<td> 1141 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-02 </td>\n",
    "<td> 452 </td>\n",
    "<td> 2088 </td>\n",
    "<td> 1495 </td>\n",
    "<td> 97 </td>\n",
    "<td> 962 </td>\n",
    "<td> 2291 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-11 </td>\n",
    "<td> 306 </td>\n",
    "<td> 1070 </td>\n",
    "<td> 745 </td>\n",
    "<td> 40 </td>\n",
    "<td> 386 </td>\n",
    "<td> 1290 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-03 </td>\n",
    "<td> 150 </td>\n",
    "<td> 1264 </td>\n",
    "<td> 1047 </td>\n",
    "<td> 16 </td>\n",
    "<td> 108 </td>\n",
    "<td> 1517 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-04 </td>\n",
    "<td> 29 </td>\n",
    "<td> 126 </td>\n",
    "<td> 70 </td>\n",
    "<td> 6 </td>\n",
    "<td> 20 </td>\n",
    "<td> 146 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-05 </td>\n",
    "<td> 28 </td>\n",
    "<td> 128 </td>\n",
    "<td> 53 </td>\n",
    "<td> 10 </td>\n",
    "<td> 37 </td>\n",
    "<td> 147 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-06 </td>\n",
    "<td> 49 </td>\n",
    "<td> 167 </td>\n",
    "<td> 82 </td>\n",
    "<td> 11 </td>\n",
    "<td> 67 </td>\n",
    "<td> 194 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-07 </td>\n",
    "<td> 75 </td>\n",
    "<td> 256 </td>\n",
    "<td> 144 </td>\n",
    "<td> 17 </td>\n",
    "<td> 98 </td>\n",
    "<td> 300 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-08 </td>\n",
    "<td> 221 </td>\n",
    "<td> 636 </td>\n",
    "<td> 303 </td>\n",
    "<td> 39 </td>\n",
    "<td> 271 </td>\n",
    "<td> 676 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-10 </td>\n",
    "<td> 286 </td>\n",
    "<td> 1089 </td>\n",
    "<td> 641 </td>\n",
    "<td> 44 </td>\n",
    "<td> 412 </td>\n",
    "<td> 1160 </td>\n",
    "</tr>\n",
    "<tr><td> 2020-12 </td>\n",
    "<td> 324 </td>\n",
    "<td> 1113 </td>\n",
    "<td> 768 </td>\n",
    "<td> 56 </td>\n",
    "<td> 409 </td>\n",
    "<td> 1305 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-01 </td>\n",
    "<td> 347 </td>\n",
    "<td> 1112 </td>\n",
    "<td> 759 </td>\n",
    "<td> 45 </td>\n",
    "<td> 435 </td>\n",
    "<td> 1343 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-02 </td>\n",
    "<td> 288 </td>\n",
    "<td> 940 </td>\n",
    "<td> 700 </td>\n",
    "<td> 53 </td>\n",
    "<td> 361 </td>\n",
    "<td> 1179 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-03 </td>\n",
    "<td> 251 </td>\n",
    "<td> 949 </td>\n",
    "<td> 663 </td>\n",
    "<td> 46 </td>\n",
    "<td> 291 </td>\n",
    "<td> 1099 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-04 </td>\n",
    "<td> 226 </td>\n",
    "<td> 859 </td>\n",
    "<td> 491 </td>\n",
    "<td> 38 </td>\n",
    "<td> 316 </td>\n",
    "<td> 920 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-05 </td>\n",
    "<td> 239 </td>\n",
    "<td> 889 </td>\n",
    "<td> 524 </td>\n",
    "<td> 26 </td>\n",
    "<td> 291 </td>\n",
    "<td> 1028 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-06 </td>\n",
    "<td> 304 </td>\n",
    "<td> 1038 </td>\n",
    "<td> 488 </td>\n",
    "<td> 9 </td>\n",
    "<td> 330 </td>\n",
    "<td> 1180 </td>\n",
    "</tr>\n",
    "<tr><td> 2021-07 </td>\n",
    "<td> 125 </td>\n",
    "<td> 350 </td>\n",
    "<td> 92 </td>\n",
    "<td> 1 </td>\n",
    "<td> 24 </td>\n",
    "<td> 1211 </td>\n",
    "</tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>\n",
    "Database Snapshot : <br>\n",
    "<table>\n",
    "<tr><td>Filing Month/Year</td><td>Clayton County</td><td>Cobb County</td><td>DeKalb County</td><td>Fulton County</td><td>Gwinnett County</td><td>Chatham County</td><td>Henry County</td><td>Maconbibb County</td></tr>\n",
    "<tr><td> 01-2019 </td>\n",
    "<td> 2132 </td>\n",
    "<td> 2005 </td>\n",
    "<td> 3200 </td>\n",
    "<td> 4076 </td>\n",
    "<td> 2379 </td>\n",
    "<td> 966 </td>\n",
    "<td> 639 </td>\n",
    "<td> 672 </td>\n",
    "</tr>\n",
    "<tr><td> 01-2020 </td>\n",
    "<td> 1996 </td>\n",
    "<td> 2265 </td>\n",
    "<td> 3204 </td>\n",
    "<td> 4326 </td>\n",
    "<td> 2474 </td>\n",
    "<td> 1042 </td>\n",
    "<td> 699 </td>\n",
    "<td> 608 </td>\n",
    "</tr>\n",
    "<tr><td> 01-2021 </td>\n",
    "<td> 1039 </td>\n",
    "<td> 1126 </td>\n",
    "<td> 1764 </td>\n",
    "<td> 2507 </td>\n",
    "<td> 1344 </td>\n",
    "<td> 542 </td>\n",
    "<td> 451 </td>\n",
    "<td> 391 </td>\n",
    "</tr>\n",
    "<tr><td> 02-2019 </td>\n",
    "<td> 1891 </td>\n",
    "<td> 1876 </td>\n",
    "<td> 2693 </td>\n",
    "<td> 3656 </td>\n",
    "<td> 2001 </td>\n",
    "<td> 874 </td>\n",
    "<td> 502 </td>\n",
    "<td> 482 </td>\n",
    "</tr>\n",
    "<tr><td> 02-2020 </td>\n",
    "<td> 1977 </td>\n",
    "<td> 2073 </td>\n",
    "<td> 3008 </td>\n",
    "<td> 4005 </td>\n",
    "<td> 2291 </td>\n",
    "<td> 945 </td>\n",
    "<td> 587 </td>\n",
    "<td> 564 </td>\n",
    "</tr>\n",
    "<tr><td> 02-2021 </td>\n",
    "<td> 1081 </td>\n",
    "<td> 974 </td>\n",
    "<td> 1446 </td>\n",
    "<td> 2152 </td>\n",
    "<td> 1179 </td>\n",
    "<td> 557 </td>\n",
    "<td> 333 </td>\n",
    "<td> 301 </td>\n",
    "</tr>\n",
    "<tr><td> 03-2019 </td>\n",
    "<td> 1375 </td>\n",
    "<td> 1386 </td>\n",
    "<td> 2128 </td>\n",
    "<td> 2974 </td>\n",
    "<td> 1585 </td>\n",
    "<td> 629 </td>\n",
    "<td> 459 </td>\n",
    "<td> 390 </td>\n",
    "</tr>\n",
    "<tr><td> 03-2020 </td>\n",
    "<td> 1086 </td>\n",
    "<td> 1239 </td>\n",
    "<td> 1916 </td>\n",
    "<td> 2622 </td>\n",
    "<td> 1518 </td>\n",
    "<td> 498 </td>\n",
    "<td> 346 </td>\n",
    "<td> 275 </td>\n",
    "</tr>\n",
    "<tr><td> 03-2021 </td>\n",
    "<td> 756 </td>\n",
    "<td> 1022 </td>\n",
    "<td> 1728 </td>\n",
    "<td> 2384 </td>\n",
    "<td> 1100 </td>\n",
    "<td> 484 </td>\n",
    "<td> 253 </td>\n",
    "<td> 281 </td>\n",
    "</tr>\n",
    "<tr><td> 04-2019 </td>\n",
    "<td> 1820 </td>\n",
    "<td> 1507 </td>\n",
    "<td> 2639 </td>\n",
    "<td> 3361 </td>\n",
    "<td> 1853 </td>\n",
    "<td> 742 </td>\n",
    "<td> 527 </td>\n",
    "<td> 368 </td>\n",
    "</tr>\n",
    "<tr><td> 04-2020 </td>\n",
    "<td> 229 </td>\n",
    "<td> 110 </td>\n",
    "<td> 321 </td>\n",
    "<td> 339 </td>\n",
    "<td> 146 </td>\n",
    "<td> 69 </td>\n",
    "<td> 127 </td>\n",
    "<td> 42 </td>\n",
    "</tr>\n",
    "<tr><td> 04-2021 </td>\n",
    "<td> 725 </td>\n",
    "<td> 905 </td>\n",
    "<td> 1336 </td>\n",
    "<td> 2059 </td>\n",
    "<td> 920 </td>\n",
    "<td> 416 </td>\n",
    "<td> 354 </td>\n",
    "<td> 213 </td>\n",
    "</tr>\n",
    "<tr><td> 05-2019 </td>\n",
    "<td> 1888 </td>\n",
    "<td> 1832 </td>\n",
    "<td> 2836 </td>\n",
    "<td> 3668 </td>\n",
    "<td> 1925 </td>\n",
    "<td> 891 </td>\n",
    "<td> 617 </td>\n",
    "<td> 468 </td>\n",
    "</tr>\n",
    "<tr><td> 05-2020 </td>\n",
    "<td> 195 </td>\n",
    "<td> 113 </td>\n",
    "<td> 313 </td>\n",
    "<td> 326 </td>\n",
    "<td> 147 </td>\n",
    "<td> 122 </td>\n",
    "<td> 63 </td>\n",
    "<td> 52 </td>\n",
    "</tr>\n",
    "<tr><td> 05-2021 </td>\n",
    "<td> 731 </td>\n",
    "<td> 817 </td>\n",
    "<td> 1199 </td>\n",
    "<td> 1937 </td>\n",
    "<td> 1029 </td>\n",
    "<td> 452 </td>\n",
    "<td> 282 </td>\n",
    "<td> 266 </td>\n",
    "</tr>\n",
    "<tr><td> 06-2019 </td>\n",
    "<td> 2004 </td>\n",
    "<td> 1801 </td>\n",
    "<td> 3270 </td>\n",
    "<td> 3959 </td>\n",
    "<td> 2218 </td>\n",
    "<td> 892 </td>\n",
    "<td> 669 </td>\n",
    "<td> 479 </td>\n",
    "</tr>\n",
    "<tr><td> 06-2020 </td>\n",
    "<td> 404 </td>\n",
    "<td> 197 </td>\n",
    "<td> 453 </td>\n",
    "<td> 792 </td>\n",
    "<td> 194 </td>\n",
    "<td> 238 </td>\n",
    "<td> 99 </td>\n",
    "<td> 103 </td>\n",
    "</tr>\n",
    "<tr><td> 06-2021 </td>\n",
    "<td> 943 </td>\n",
    "<td> 992 </td>\n",
    "<td> 1632 </td>\n",
    "<td> 2239 </td>\n",
    "<td> 1180 </td>\n",
    "<td> 565 </td>\n",
    "<td> 305 </td>\n",
    "<td> 318 </td>\n",
    "</tr>\n",
    "<tr><td> 07-2019 </td>\n",
    "<td> 2024 </td>\n",
    "<td> 2062 </td>\n",
    "<td> 3172 </td>\n",
    "<td> 4090 </td>\n",
    "<td> 2251 </td>\n",
    "<td> 981 </td>\n",
    "<td> 308 </td>\n",
    "<td> 530 </td>\n",
    "</tr>\n",
    "<tr><td> 07-2020 </td>\n",
    "<td> 472 </td>\n",
    "<td> 259 </td>\n",
    "<td> 525 </td>\n",
    "<td> 613 </td>\n",
    "<td> 300 </td>\n",
    "<td> 278 </td>\n",
    "<td> 96 </td>\n",
    "<td> 154 </td>\n",
    "</tr>\n",
    "<tr><td> 07-2021 </td>\n",
    "<td> 853 </td>\n",
    "<td> 1181 </td>\n",
    "<td> 1766 </td>\n",
    "<td> 2422 </td>\n",
    "<td> 1349 </td>\n",
    "<td> 594 </td>\n",
    "<td> 350 </td>\n",
    "<td> 409 </td>\n",
    "</tr>\n",
    "<tr><td> 08-2019 </td>\n",
    "<td> 1991 </td>\n",
    "<td> 1762 </td>\n",
    "<td> 3220 </td>\n",
    "<td> 3813 </td>\n",
    "<td> 2082 </td>\n",
    "<td> 933 </td>\n",
    "<td> 982 </td>\n",
    "<td> 621 </td>\n",
    "</tr>\n",
    "<tr><td> 08-2020 </td>\n",
    "<td> 512 </td>\n",
    "<td> 426 </td>\n",
    "<td> 1076 </td>\n",
    "<td> 1341 </td>\n",
    "<td> 679 </td>\n",
    "<td> 345 </td>\n",
    "<td> 129 </td>\n",
    "<td> 185 </td>\n",
    "</tr>\n",
    "<tr><td> 08-2021 </td>\n",
    "<td> 1027 </td>\n",
    "<td> 1360 </td>\n",
    "<td> 1696 </td>\n",
    "<td> 2951 </td>\n",
    "<td> 1370 </td>\n",
    "<td> 618 </td>\n",
    "<td> 365 </td>\n",
    "<td> 385 </td>\n",
    "</tr>\n",
    "<tr><td> 09-2019 </td>\n",
    "<td> 1921 </td>\n",
    "<td> 2047 </td>\n",
    "<td> 3196 </td>\n",
    "<td> 4094 </td>\n",
    "<td> 2218 </td>\n",
    "<td> 996 </td>\n",
    "<td> 751 </td>\n",
    "<td> 491 </td>\n",
    "</tr>\n",
    "<tr><td> 09-2020 </td>\n",
    "<td> 1069 </td>\n",
    "<td> 905 </td>\n",
    "<td> 1566 </td>\n",
    "<td> 2078 </td>\n",
    "<td> 1142 </td>\n",
    "<td> 521 </td>\n",
    "<td> 171 </td>\n",
    "<td> 455 </td>\n",
    "</tr>\n",
    "<tr><td> 09-2021 </td>\n",
    "<td> 553 </td>\n",
    "<td> 645 </td>\n",
    "<td> 1308 </td>\n",
    "<td> 187 </td>\n",
    "<td> 1011 </td>\n",
    "<td> 42 </td>\n",
    "<td> 110 </td>\n",
    "</tr>\n",
    "<tr><td> 10-2019 </td>\n",
    "<td> 1952 </td>\n",
    "<td> 2086 </td>\n",
    "<td> 3021 </td>\n",
    "<td> 4153 </td>\n",
    "<td> 2113 </td>\n",
    "<td> 1013 </td>\n",
    "<td> 643 </td>\n",
    "<td> 480 </td>\n",
    "</tr>\n",
    "<tr><td> 10-2020 </td>\n",
    "<td> 1020 </td>\n",
    "<td> 958 </td>\n",
    "<td> 1723 </td>\n",
    "<td> 1841 </td>\n",
    "<td> 1163 </td>\n",
    "<td> 559 </td>\n",
    "<td> 359 </td>\n",
    "<td> 384 </td>\n",
    "</tr>\n",
    "<tr><td> 11-2019 </td>\n",
    "<td> 1725 </td>\n",
    "<td> 1795 </td>\n",
    "<td> 2903 </td>\n",
    "<td> 3602 </td>\n",
    "<td> 2134 </td>\n",
    "<td> 814 </td>\n",
    "<td> 595 </td>\n",
    "<td> 416 </td>\n",
    "</tr>\n",
    "<tr><td> 11-2020 </td>\n",
    "<td> 1220 </td>\n",
    "<td> 1094 </td>\n",
    "<td> 1583 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 1290 </td>\n",
    "<td> 617 </td>\n",
    "<td> 352 </td>\n",
    "<td> 337 </td>\n",
    "</tr>\n",
    "<tr><td> 12-2019 </td>\n",
    "<td> 1876 </td>\n",
    "<td> 1619 </td>\n",
    "<td> 2998 </td>\n",
    "<td> 3847 </td>\n",
    "<td> 2270 </td>\n",
    "<td> 886 </td>\n",
    "<td> 641 </td>\n",
    "<td> 461 </td>\n",
    "</tr>\n",
    "<tr><td> 12-2020 </td>\n",
    "<td> 1204 </td>\n",
    "<td> 1171 </td>\n",
    "<td> 1772 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 1309 </td>\n",
    "<td> 634 </td>\n",
    "<td> 253 </td>\n",
    "<td> 308 </td>\n",
    "</tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>\n",
    "Database Snapshot : <br>\n",
    "<table>\n",
    "<tr><td>Filing Month/Year</td><td>Clayton County</td><td>Cobb County</td><td>DeKalb County</td><td>Fulton County</td><td>Gwinnett County</td><td>Chatham County</td><td>Henry County</td><td>Maconbibb County</td></tr>\n",
    "<tr><td> 01-2019 </td>\n",
    "<td> 2132 </td>\n",
    "<td> 2005 </td>\n",
    "<td> 3200 </td>\n",
    "<td> 4076 </td>\n",
    "<td> 2379 </td>\n",
    "<td> 966 </td>\n",
    "<td> 639 </td>\n",
    "<td> 672 </td>\n",
    "</tr>\n",
    "<tr><td> 01-2020 </td>\n",
    "<td> 1996 </td>\n",
    "<td> 2265 </td>\n",
    "<td> 3204 </td>\n",
    "<td> 4326 </td>\n",
    "<td> 2474 </td>\n",
    "<td> 1042 </td>\n",
    "<td> 699 </td>\n",
    "<td> 608 </td>\n",
    "</tr>\n",
    "<tr><td> 01-2021 </td>\n",
    "<td> 1039 </td>\n",
    "<td> 1126 </td>\n",
    "<td> 1764 </td>\n",
    "<td> 2507 </td>\n",
    "<td> 1344 </td>\n",
    "<td> 542 </td>\n",
    "<td> 451 </td>\n",
    "<td> 391 </td>\n",
    "</tr>\n",
    "<tr><td> 02-2019 </td>\n",
    "<td> 1891 </td>\n",
    "<td> 1876 </td>\n",
    "<td> 2693 </td>\n",
    "<td> 3656 </td>\n",
    "<td> 2001 </td>\n",
    "<td> 874 </td>\n",
    "<td> 502 </td>\n",
    "<td> 482 </td>\n",
    "</tr>\n",
    "<tr><td> 02-2020 </td>\n",
    "<td> 1977 </td>\n",
    "<td> 2073 </td>\n",
    "<td> 3008 </td>\n",
    "<td> 4005 </td>\n",
    "<td> 2291 </td>\n",
    "<td> 945 </td>\n",
    "<td> 587 </td>\n",
    "<td> 564 </td>\n",
    "</tr>\n",
    "<tr><td> 02-2021 </td>\n",
    "<td> 1081 </td>\n",
    "<td> 974 </td>\n",
    "<td> 1446 </td>\n",
    "<td> 2152 </td>\n",
    "<td> 1179 </td>\n",
    "<td> 557 </td>\n",
    "<td> 333 </td>\n",
    "<td> 301 </td>\n",
    "</tr>\n",
    "<tr><td> 03-2019 </td>\n",
    "<td> 1375 </td>\n",
    "<td> 1386 </td>\n",
    "<td> 2128 </td>\n",
    "<td> 2974 </td>\n",
    "<td> 1585 </td>\n",
    "<td> 629 </td>\n",
    "<td> 459 </td>\n",
    "<td> 390 </td>\n",
    "</tr>\n",
    "<tr><td> 03-2020 </td>\n",
    "<td> 1086 </td>\n",
    "<td> 1239 </td>\n",
    "<td> 1916 </td>\n",
    "<td> 2622 </td>\n",
    "<td> 1518 </td>\n",
    "<td> 498 </td>\n",
    "<td> 346 </td>\n",
    "<td> 275 </td>\n",
    "</tr>\n",
    "<tr><td> 03-2021 </td>\n",
    "<td> 756 </td>\n",
    "<td> 1022 </td>\n",
    "<td> 1728 </td>\n",
    "<td> 2384 </td>\n",
    "<td> 1100 </td>\n",
    "<td> 484 </td>\n",
    "<td> 253 </td>\n",
    "<td> 281 </td>\n",
    "</tr>\n",
    "<tr><td> 04-2019 </td>\n",
    "<td> 1820 </td>\n",
    "<td> 1507 </td>\n",
    "<td> 2639 </td>\n",
    "<td> 3361 </td>\n",
    "<td> 1853 </td>\n",
    "<td> 742 </td>\n",
    "<td> 527 </td>\n",
    "<td> 368 </td>\n",
    "</tr>\n",
    "<tr><td> 04-2020 </td>\n",
    "<td> 229 </td>\n",
    "<td> 110 </td>\n",
    "<td> 321 </td>\n",
    "<td> 339 </td>\n",
    "<td> 146 </td>\n",
    "<td> 69 </td>\n",
    "<td> 127 </td>\n",
    "<td> 42 </td>\n",
    "</tr>\n",
    "<tr><td> 04-2021 </td>\n",
    "<td> 725 </td>\n",
    "<td> 905 </td>\n",
    "<td> 1336 </td>\n",
    "<td> 2059 </td>\n",
    "<td> 920 </td>\n",
    "<td> 416 </td>\n",
    "<td> 354 </td>\n",
    "<td> 213 </td>\n",
    "</tr>\n",
    "<tr><td> 05-2019 </td>\n",
    "<td> 1888 </td>\n",
    "<td> 1832 </td>\n",
    "<td> 2836 </td>\n",
    "<td> 3668 </td>\n",
    "<td> 1925 </td>\n",
    "<td> 891 </td>\n",
    "<td> 617 </td>\n",
    "<td> 468 </td>\n",
    "</tr>\n",
    "<tr><td> 05-2020 </td>\n",
    "<td> 195 </td>\n",
    "<td> 113 </td>\n",
    "<td> 313 </td>\n",
    "<td> 326 </td>\n",
    "<td> 147 </td>\n",
    "<td> 122 </td>\n",
    "<td> 63 </td>\n",
    "<td> 52 </td>\n",
    "</tr>\n",
    "<tr><td> 05-2021 </td>\n",
    "<td> 731 </td>\n",
    "<td> 817 </td>\n",
    "<td> 1199 </td>\n",
    "<td> 1937 </td>\n",
    "<td> 1029 </td>\n",
    "<td> 452 </td>\n",
    "<td> 282 </td>\n",
    "<td> 266 </td>\n",
    "</tr>\n",
    "<tr><td> 06-2019 </td>\n",
    "<td> 2004 </td>\n",
    "<td> 1801 </td>\n",
    "<td> 3270 </td>\n",
    "<td> 3959 </td>\n",
    "<td> 2218 </td>\n",
    "<td> 892 </td>\n",
    "<td> 669 </td>\n",
    "<td> 479 </td>\n",
    "</tr>\n",
    "<tr><td> 06-2020 </td>\n",
    "<td> 404 </td>\n",
    "<td> 197 </td>\n",
    "<td> 453 </td>\n",
    "<td> 792 </td>\n",
    "<td> 194 </td>\n",
    "<td> 238 </td>\n",
    "<td> 99 </td>\n",
    "<td> 103 </td>\n",
    "</tr>\n",
    "<tr><td> 06-2021 </td>\n",
    "<td> 943 </td>\n",
    "<td> 992 </td>\n",
    "<td> 1632 </td>\n",
    "<td> 2239 </td>\n",
    "<td> 1180 </td>\n",
    "<td> 565 </td>\n",
    "<td> 305 </td>\n",
    "<td> 318 </td>\n",
    "</tr>\n",
    "<tr><td> 07-2019 </td>\n",
    "<td> 2024 </td>\n",
    "<td> 2062 </td>\n",
    "<td> 3172 </td>\n",
    "<td> 4090 </td>\n",
    "<td> 2251 </td>\n",
    "<td> 981 </td>\n",
    "<td> 308 </td>\n",
    "<td> 530 </td>\n",
    "</tr>\n",
    "<tr><td> 07-2020 </td>\n",
    "<td> 472 </td>\n",
    "<td> 259 </td>\n",
    "<td> 525 </td>\n",
    "<td> 613 </td>\n",
    "<td> 300 </td>\n",
    "<td> 278 </td>\n",
    "<td> 96 </td>\n",
    "<td> 154 </td>\n",
    "</tr>\n",
    "<tr><td> 07-2021 </td>\n",
    "<td> 853 </td>\n",
    "<td> 1181 </td>\n",
    "<td> 1766 </td>\n",
    "<td> 2422 </td>\n",
    "<td> 1349 </td>\n",
    "<td> 594 </td>\n",
    "<td> 350 </td>\n",
    "<td> 409 </td>\n",
    "</tr>\n",
    "<tr><td> 08-2019 </td>\n",
    "<td> 1991 </td>\n",
    "<td> 1762 </td>\n",
    "<td> 3220 </td>\n",
    "<td> 3813 </td>\n",
    "<td> 2082 </td>\n",
    "<td> 933 </td>\n",
    "<td> 982 </td>\n",
    "<td> 621 </td>\n",
    "</tr>\n",
    "<tr><td> 08-2020 </td>\n",
    "<td> 512 </td>\n",
    "<td> 426 </td>\n",
    "<td> 1076 </td>\n",
    "<td> 1341 </td>\n",
    "<td> 679 </td>\n",
    "<td> 345 </td>\n",
    "<td> 129 </td>\n",
    "<td> 185 </td>\n",
    "</tr>\n",
    "<tr><td> 08-2021 </td>\n",
    "<td> 1027 </td>\n",
    "<td> 1360 </td>\n",
    "<td> 1696 </td>\n",
    "<td> 2951 </td>\n",
    "<td> 1370 </td>\n",
    "<td> 618 </td>\n",
    "<td> 365 </td>\n",
    "<td> 385 </td>\n",
    "</tr>\n",
    "<tr><td> 09-2019 </td>\n",
    "<td> 1921 </td>\n",
    "<td> 2047 </td>\n",
    "<td> 3196 </td>\n",
    "<td> 4094 </td>\n",
    "<td> 2218 </td>\n",
    "<td> 996 </td>\n",
    "<td> 751 </td>\n",
    "<td> 491 </td>\n",
    "</tr>\n",
    "<tr><td> 09-2020 </td>\n",
    "<td> 1069 </td>\n",
    "<td> 905 </td>\n",
    "<td> 1566 </td>\n",
    "<td> 2078 </td>\n",
    "<td> 1142 </td>\n",
    "<td> 521 </td>\n",
    "<td> 171 </td>\n",
    "<td> 455 </td>\n",
    "</tr>\n",
    "<tr><td> 09-2021 </td>\n",
    "<td> 553 </td>\n",
    "<td> 645 </td>\n",
    "<td> 1308 </td>\n",
    "<td> 187 </td>\n",
    "<td> 1011 </td>\n",
    "<td> 42 </td>\n",
    "<td> 110 </td>\n",
    "</tr>\n",
    "<tr><td> 10-2019 </td>\n",
    "<td> 1952 </td>\n",
    "<td> 2086 </td>\n",
    "<td> 3021 </td>\n",
    "<td> 4153 </td>\n",
    "<td> 2113 </td>\n",
    "<td> 1013 </td>\n",
    "<td> 643 </td>\n",
    "<td> 480 </td>\n",
    "</tr>\n",
    "<tr><td> 10-2020 </td>\n",
    "<td> 1020 </td>\n",
    "<td> 958 </td>\n",
    "<td> 1723 </td>\n",
    "<td> 1841 </td>\n",
    "<td> 1163 </td>\n",
    "<td> 559 </td>\n",
    "<td> 359 </td>\n",
    "<td> 384 </td>\n",
    "</tr>\n",
    "<tr><td> 11-2019 </td>\n",
    "<td> 1725 </td>\n",
    "<td> 1795 </td>\n",
    "<td> 2903 </td>\n",
    "<td> 3602 </td>\n",
    "<td> 2134 </td>\n",
    "<td> 814 </td>\n",
    "<td> 595 </td>\n",
    "<td> 416 </td>\n",
    "</tr>\n",
    "<tr><td> 11-2020 </td>\n",
    "<td> 1220 </td>\n",
    "<td> 1094 </td>\n",
    "<td> 1583 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 1290 </td>\n",
    "<td> 617 </td>\n",
    "<td> 352 </td>\n",
    "<td> 337 </td>\n",
    "</tr>\n",
    "<tr><td> 12-2019 </td>\n",
    "<td> 1876 </td>\n",
    "<td> 1619 </td>\n",
    "<td> 2998 </td>\n",
    "<td> 3847 </td>\n",
    "<td> 2270 </td>\n",
    "<td> 886 </td>\n",
    "<td> 641 </td>\n",
    "<td> 461 </td>\n",
    "</tr>\n",
    "<tr><td> 12-2020 </td>\n",
    "<td> 1204 </td>\n",
    "<td> 1171 </td>\n",
    "<td> 1772 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 1309 </td>\n",
    "<td> 634 </td>\n",
    "<td> 253 </td>\n",
    "<td> 308 </td>\n",
    "</tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
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       "      <td>19036424S</td>\n",
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       "      <td>Closed</td>\n",
       "      <td>3</td>\n",
       "      <td>01/03/2019</td>\n",
       "      <td>Affidavit and Summons for Dispossessory</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105 BASS PLNATATION DRIVE APT1108, MACON,GA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>29610</th>\n",
       "      <td>09/10/2021</td>\n",
       "      <td>21065872S</td>\n",
       "      <td>REAL PROPERTY MANAGEMENT VESTA</td>\n",
       "      <td>PO BOX 1714</td>\n",
       "      <td>MACON,GA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>MACON,GA</td>\n",
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       "      <td>Open</td>\n",
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       "      <td>09/10/2021</td>\n",
       "      <td>Affidavit and Summons for Dispossessory</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>29611</th>\n",
       "      <td>09/10/2021</td>\n",
       "      <td>21065874S</td>\n",
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       "      <td>827 N CONFEDERATE DR</td>\n",
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       "      <td>09/10/2021</td>\n",
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       "      <th>29612</th>\n",
       "      <td>09/10/2021</td>\n",
       "      <td>21065875S</td>\n",
       "      <td>SAI REAL ESTATE HOLDINGS, LLC</td>\n",
       "      <td>641 N RIVOLI FARMS DR</td>\n",
       "      <td>MACON,GA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>851 GREEN OAK TERRACE</td>\n",
       "      <td>MACON,GA</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Open</td>\n",
       "      <td>1</td>\n",
       "      <td>09/10/2021</td>\n",
       "      <td>Affidavit and Summons for Dispossessory</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>851 GREEN OAK TERRACE, MACON,GA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29613</th>\n",
       "      <td>09/10/2021</td>\n",
       "      <td>21065878S</td>\n",
       "      <td>MADISON STAR, LLC</td>\n",
       "      <td>180 HOUSERS MILL RD FORT</td>\n",
       "      <td>VALLEY,GA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BERGEE, KIMBERLY</td>\n",
       "      <td>353 JEFFERSON PARK DR</td>\n",
       "      <td>MACON,GA</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Open</td>\n",
       "      <td>1</td>\n",
       "      <td>09/10/2021</td>\n",
       "      <td>Affidavit and Summons for Dispossessory</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>353 JEFFERSON PARK DR, MACON,GA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29614</th>\n",
       "      <td>09/10/2021</td>\n",
       "      <td>21065879S</td>\n",
       "      <td>SODOGAR, SONNY</td>\n",
       "      <td>778 MULBERRY STREET</td>\n",
       "      <td>MACON,GA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GUILFORD, SHARON</td>\n",
       "      <td>276 1/2 CLISBY PLACE</td>\n",
       "      <td>MACON,GA</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Open</td>\n",
       "      <td>1</td>\n",
       "      <td>09/10/2021</td>\n",
       "      <td>Affidavit and Summons for Dispossessory</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>276 1/2 CLISBY PLACE, MACON,GA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>29615 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         fileDate     caseID                       plaintiff  \\\n",
       "0      01/03/2019  19036422s                    Scott, Bryan   \n",
       "1      01/03/2019  19036424S   KING MANAGEMENT SOLUTIONS LLC   \n",
       "2      01/03/2019  19036423s         JOHNSON, LINDA CAMPBELL   \n",
       "3      01/03/2019  19036424S   KING MANAGEMENT SOLUTIONS LLC   \n",
       "4      01/03/2019  19036424S   KING MANAGEMENT SOLUTIONS LLC   \n",
       "...           ...        ...                             ...   \n",
       "29610  09/10/2021  21065872S  REAL PROPERTY MANAGEMENT VESTA   \n",
       "29611  09/10/2021  21065874S   SAI REAL ESTATE HOLDINGS, LLC   \n",
       "29612  09/10/2021  21065875S   SAI REAL ESTATE HOLDINGS, LLC   \n",
       "29613  09/10/2021  21065878S               MADISON STAR, LLC   \n",
       "29614  09/10/2021  21065879S                  SODOGAR, SONNY   \n",
       "\n",
       "                plaintiffAddress plaintiffCity  plaintiffPhone  \\\n",
       "0               635 Pio Nono Ave      MACON,GA             NaN   \n",
       "1      105 BASS PLANTATION DRIVE      MACON,GA             NaN   \n",
       "2              612 HERRING DRIVE      MACON,GA             NaN   \n",
       "3      105 BASS PLANTATION DRIVE      MACON,GA             NaN   \n",
       "4      105 BASS PLANTATION DRIVE      MACON,GA             NaN   \n",
       "...                          ...           ...             ...   \n",
       "29610                PO BOX 1714      MACON,GA             NaN   \n",
       "29611      641 N RIVOLI FARMS DR      MACON,GA             NaN   \n",
       "29612      641 N RIVOLI FARMS DR      MACON,GA             NaN   \n",
       "29613   180 HOUSERS MILL RD FORT     VALLEY,GA             NaN   \n",
       "29614        778 MULBERRY STREET      MACON,GA             NaN   \n",
       "\n",
       "       plaintiffAttorney       defendantName1  \\\n",
       "0                    NaN       Jones, Katrina   \n",
       "1                    NaN       STEPHENS, RECO   \n",
       "2                    NaN   AIELLO, JACQUELINE   \n",
       "3                    NaN       STEPHENS, RECO   \n",
       "4                    NaN       STEPHENS, RECO   \n",
       "...                  ...                  ...   \n",
       "29610                NaN        COHEN, TERESA   \n",
       "29611                NaN  WALKER, KEITA SMITH   \n",
       "29612                NaN         NJOKU, AMAKA   \n",
       "29613                NaN     BERGEE, KIMBERLY   \n",
       "29614                NaN     GUILFORD, SHARON   \n",
       "\n",
       "                       defendantAddress1 defendantCity1  ...  \\\n",
       "0                        2541 Medford Pl       MACON,GA  ...   \n",
       "1      105 BASS PLNATATION DRIVE APT1108       MACON,GA  ...   \n",
       "2                       3861 TERRY DRIVE       MACON,GA  ...   \n",
       "3      105 BASS PLNATATION DRIVE APT1108       MACON,GA  ...   \n",
       "4      105 BASS PLNATATION DRIVE APT1108       MACON,GA  ...   \n",
       "...                                  ...            ...  ...   \n",
       "29610                 1589 CANTERBURY RD       MACON,GA  ...   \n",
       "29611               827 N CONFEDERATE DR       MACON,GA  ...   \n",
       "29612              851 GREEN OAK TERRACE       MACON,GA  ...   \n",
       "29613              353 JEFFERSON PARK DR       MACON,GA  ...   \n",
       "29614               276 1/2 CLISBY PLACE       MACON,GA  ...   \n",
       "\n",
       "       defendantAttorney2  caseStatus eventNumber   eventDate  \\\n",
       "0                     NaN      Closed           1  01/03/2019   \n",
       "1                     NaN      Closed           1  01/14/2019   \n",
       "2                     NaN      Closed           1  01/03/2019   \n",
       "3                     NaN      Closed           2  01/14/2019   \n",
       "4                     NaN      Closed           3  01/03/2019   \n",
       "...                   ...         ...         ...         ...   \n",
       "29610                 NaN        Open           1  09/10/2021   \n",
       "29611                 NaN        Open           1  09/10/2021   \n",
       "29612                 NaN        Open           1  09/10/2021   \n",
       "29613                 NaN        Open           1  09/10/2021   \n",
       "29614                 NaN        Open           1  09/10/2021   \n",
       "\n",
       "                                     eventName  eventDescription  \\\n",
       "0      Affidavit and Summons for Dispossessory               NaN   \n",
       "1                  Dismissal Without Prejudice               NaN   \n",
       "2      Affidavit and Summons for Dispossessory               NaN   \n",
       "3                  Dismissal Without Prejudice               NaN   \n",
       "4      Affidavit and Summons for Dispossessory               NaN   \n",
       "...                                        ...               ...   \n",
       "29610  Affidavit and Summons for Dispossessory               NaN   \n",
       "29611  Affidavit and Summons for Dispossessory               NaN   \n",
       "29612  Affidavit and Summons for Dispossessory               NaN   \n",
       "29613  Affidavit and Summons for Dispossessory               NaN   \n",
       "29614  Affidavit and Summons for Dispossessory               NaN   \n",
       "\n",
       "       judgmentType judgmentFor  judgmentComp  \\\n",
       "0               NaN         NaN           NaN   \n",
       "1               NaN         NaN           NaN   \n",
       "2               NaN         NaN           NaN   \n",
       "3               NaN         NaN           NaN   \n",
       "4               NaN         NaN           NaN   \n",
       "...             ...         ...           ...   \n",
       "29610           NaN         NaN           NaN   \n",
       "29611           NaN         NaN           NaN   \n",
       "29612           NaN         NaN           NaN   \n",
       "29613           NaN         NaN           NaN   \n",
       "29614           NaN         NaN           NaN   \n",
       "\n",
       "                                           address  \n",
       "0                        2541 Medford Pl, MACON,GA  \n",
       "1      105 BASS PLNATATION DRIVE APT1108, MACON,GA  \n",
       "2                       3861 TERRY DRIVE, MACON,GA  \n",
       "3      105 BASS PLNATATION DRIVE APT1108, MACON,GA  \n",
       "4      105 BASS PLNATATION DRIVE APT1108, MACON,GA  \n",
       "...                                            ...  \n",
       "29610                 1589 CANTERBURY RD, MACON,GA  \n",
       "29611               827 N CONFEDERATE DR, MACON,GA  \n",
       "29612              851 GREEN OAK TERRACE, MACON,GA  \n",
       "29613              353 JEFFERSON PARK DR, MACON,GA  \n",
       "29614               276 1/2 CLISBY PLACE, MACON,GA  \n",
       "\n",
       "[29615 rows x 26 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv('./test/2019MaconbibbCountyEvictionCaseEvents-SCRAPE-09-10-2021.csv')\n",
    "df[\"defendantName2\"] = df[\"defendantName1\"]\n",
    "df[\"defendantAddress2\"] = df[\"defendantAddress1\"]\n",
    "df[\"defendantCity2\"] = df[\"defendantCity1\"]\n",
    "df[\"defendantPhone2\"] = df[\"defendantPhone1\"]\n",
    "df[\"defendantAttorney2\"] = df[\"defendantAttorney1\"]\n",
    "\n",
    "df[\"defendantName1\"] = df[\"defendantName0\"]\n",
    "df[\"defendantAddress1\"] = df[\"defendantAddress0\"]\n",
    "df[\"defendantCity1\"] = df[\"defendantCity0\"]\n",
    "df[\"defendantPhone1\"] = df[\"defendantPhone0\"]\n",
    "df[\"defendantAttorney1\"] = df[\"defendantAttorney0\"]\n",
    "\n",
    "df = df.drop(['defendantName0','defendantAddress0','defendantCity0','defendantPhone0','defendantAttorney0'], axis=1)\n",
    "display(df)\n",
    "df.to_csv('2019MaconbibbCountyEvictionCaseEvents-SCRAPE-09-10-2021.csv',index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Scraping Snapshot : <br>\n",
    "<table>\n",
    "<tr><td>Filing Month/Year</td><td colspan=\"2\">Chatham County</td><td colspan=\"2\">Clayton County</td><td colspan=\"2\">Cobb County</td><td colspan=\"2\">DeKalb County</td><td colspan=\"2\">Fulton County</td><td colspan=\"2\">Gwinnett County</td><td colspan=\"2\">Henry County</td><td colspan=\"2\">Maconbibb County</td></tr>\n",
    "<tr><td></td><td>PreScraping (20713)</td><td>CurrentScraping (20713)</td><td>PreScraping (41719)</td><td>CurrentScraping (41719)</td><td>PreScraping (41680)</td><td>CurrentScraping (41680)</td><td>PreScraping (66610)</td><td>CurrentScraping (66610)</td><td>PreScraping (87100)</td><td>CurrentScraping (87100)</td><td>PreScraping (48179)</td><td>CurrentScraping (48179)</td><td>PreScraping (13351)</td><td>CurrentScraping (13351)</td><td>PreScraping (11999)</td><td>CurrentScraping (11999)</td></tr>\n",
    "<tr><td> 01-2019 </td>\n",
    "<td> 966 </td>\n",
    "<td> 966 </td>\n",
    "<td> 2132 </td>\n",
    "<td> 2132 </td>\n",
    "<td> 2005 </td>\n",
    "<td> 2005 </td>\n",
    "<td> 3200 </td>\n",
    "<td> 3200 </td>\n",
    "<td> 4076 </td>\n",
    "<td> 4076 </td>\n",
    "<td> 2378 </td>\n",
    "<td> 2378 </td>\n",
    "<td> 639 </td>\n",
    "<td> 639 </td>\n",
    "<td> 672 </td>\n",
    "<td> 672 </td>\n",
    "</tr>\n",
    "<tr><td> 01-2020 </td>\n",
    "<td> 1042 </td>\n",
    "<td> 1042 </td>\n",
    "<td> 1996 </td>\n",
    "<td> 1996 </td>\n",
    "<td> 2265 </td>\n",
    "<td> 2265 </td>\n",
    "<td> 3204 </td>\n",
    "<td> 3204 </td>\n",
    "<td> 4326 </td>\n",
    "<td> 4326 </td>\n",
    "<td> 2473 </td>\n",
    "<td> 2473 </td>\n",
    "<td> 699 </td>\n",
    "<td> 699 </td>\n",
    "<td> 608 </td>\n",
    "<td> 608 </td>\n",
    "</tr>\n",
    "<tr><td> 01-2021 </td>\n",
    "<td> 542 </td>\n",
    "<td> 542 </td>\n",
    "<td> 1037 </td>\n",
    "<td> 1037 </td>\n",
    "<td> 1126 </td>\n",
    "<td> 1126 </td>\n",
    "<td> 1763 </td>\n",
    "<td> 1763 </td>\n",
    "<td> 2507 </td>\n",
    "<td> 2507 </td>\n",
    "<td> 1343 </td>\n",
    "<td> 1343 </td>\n",
    "<td> 451 </td>\n",
    "<td> 451 </td>\n",
    "<td> 391 </td>\n",
    "<td> 391 </td>\n",
    "</tr>\n",
    "<tr><td> 02-2019 </td>\n",
    "<td> 874 </td>\n",
    "<td> 874 </td>\n",
    "<td> 1891 </td>\n",
    "<td> 1891 </td>\n",
    "<td> 1876 </td>\n",
    "<td> 1876 </td>\n",
    "<td> 2693 </td>\n",
    "<td> 2693 </td>\n",
    "<td> 3656 </td>\n",
    "<td> 3656 </td>\n",
    "<td> 2001 </td>\n",
    "<td> 2001 </td>\n",
    "<td> 502 </td>\n",
    "<td> 502 </td>\n",
    "<td> 482 </td>\n",
    "<td> 482 </td>\n",
    "</tr>\n",
    "<tr><td> 02-2020 </td>\n",
    "<td> 945 </td>\n",
    "<td> 945 </td>\n",
    "<td> 1977 </td>\n",
    "<td> 1977 </td>\n",
    "<td> 2073 </td>\n",
    "<td> 2073 </td>\n",
    "<td> 3008 </td>\n",
    "<td> 3008 </td>\n",
    "<td> 4005 </td>\n",
    "<td> 4005 </td>\n",
    "<td> 2291 </td>\n",
    "<td> 2291 </td>\n",
    "<td> 587 </td>\n",
    "<td> 587 </td>\n",
    "<td> 564 </td>\n",
    "<td> 564 </td>\n",
    "</tr>\n",
    "<tr><td> 02-2021 </td>\n",
    "<td> 557 </td>\n",
    "<td> 557 </td>\n",
    "<td> 1079 </td>\n",
    "<td> 1079 </td>\n",
    "<td> 974 </td>\n",
    "<td> 974 </td>\n",
    "<td> 1446 </td>\n",
    "<td> 1446 </td>\n",
    "<td> 2152 </td>\n",
    "<td> 2152 </td>\n",
    "<td> 1179 </td>\n",
    "<td> 1179 </td>\n",
    "<td> 333 </td>\n",
    "<td> 333 </td>\n",
    "<td> 301 </td>\n",
    "<td> 301 </td>\n",
    "</tr>\n",
    "<tr><td> 03-2019 </td>\n",
    "<td> 629 </td>\n",
    "<td> 629 </td>\n",
    "<td> 1375 </td>\n",
    "<td> 1375 </td>\n",
    "<td> 1386 </td>\n",
    "<td> 1386 </td>\n",
    "<td> 2128 </td>\n",
    "<td> 2128 </td>\n",
    "<td> 2974 </td>\n",
    "<td> 2974 </td>\n",
    "<td> 1585 </td>\n",
    "<td> 1585 </td>\n",
    "<td> 459 </td>\n",
    "<td> 459 </td>\n",
    "<td> 390 </td>\n",
    "<td> 390 </td>\n",
    "</tr>\n",
    "<tr><td> 03-2020 </td>\n",
    "<td> 498 </td>\n",
    "<td> 498 </td>\n",
    "<td> 1086 </td>\n",
    "<td> 1086 </td>\n",
    "<td> 1239 </td>\n",
    "<td> 1239 </td>\n",
    "<td> 1916 </td>\n",
    "<td> 1916 </td>\n",
    "<td> 2622 </td>\n",
    "<td> 2622 </td>\n",
    "<td> 1517 </td>\n",
    "<td> 1517 </td>\n",
    "<td> 346 </td>\n",
    "<td> 346 </td>\n",
    "<td> 275 </td>\n",
    "<td> 275 </td>\n",
    "</tr>\n",
    "<tr><td> 03-2021 </td>\n",
    "<td> 484 </td>\n",
    "<td> 484 </td>\n",
    "<td> 755 </td>\n",
    "<td> 755 </td>\n",
    "<td> 1022 </td>\n",
    "<td> 1022 </td>\n",
    "<td> 1728 </td>\n",
    "<td> 1728 </td>\n",
    "<td> 2384 </td>\n",
    "<td> 2384 </td>\n",
    "<td> 1099 </td>\n",
    "<td> 1099 </td>\n",
    "<td> 253 </td>\n",
    "<td> 253 </td>\n",
    "<td> 281 </td>\n",
    "<td> 281 </td>\n",
    "</tr>\n",
    "<tr><td> 04-2019 </td>\n",
    "<td> 742 </td>\n",
    "<td> 742 </td>\n",
    "<td> 1820 </td>\n",
    "<td> 1820 </td>\n",
    "<td> 1507 </td>\n",
    "<td> 1507 </td>\n",
    "<td> 2639 </td>\n",
    "<td> 2639 </td>\n",
    "<td> 3361 </td>\n",
    "<td> 3361 </td>\n",
    "<td> 1853 </td>\n",
    "<td> 1853 </td>\n",
    "<td> 527 </td>\n",
    "<td> 527 </td>\n",
    "<td> 368 </td>\n",
    "<td> 368 </td>\n",
    "</tr>\n",
    "<tr><td> 04-2020 </td>\n",
    "<td> 69 </td>\n",
    "<td> 69 </td>\n",
    "<td> 229 </td>\n",
    "<td> 229 </td>\n",
    "<td> 110 </td>\n",
    "<td> 110 </td>\n",
    "<td> 321 </td>\n",
    "<td> 321 </td>\n",
    "<td> 339 </td>\n",
    "<td> 339 </td>\n",
    "<td> 146 </td>\n",
    "<td> 146 </td>\n",
    "<td> 127 </td>\n",
    "<td> 127 </td>\n",
    "<td> 42 </td>\n",
    "<td> 42 </td>\n",
    "</tr>\n",
    "<tr><td> 04-2021 </td>\n",
    "<td> 416 </td>\n",
    "<td> 416 </td>\n",
    "<td> 719 </td>\n",
    "<td> 719 </td>\n",
    "<td> 905 </td>\n",
    "<td> 905 </td>\n",
    "<td> 1336 </td>\n",
    "<td> 1336 </td>\n",
    "<td> 2059 </td>\n",
    "<td> 2059 </td>\n",
    "<td> 920 </td>\n",
    "<td> 920 </td>\n",
    "<td> 354 </td>\n",
    "<td> 354 </td>\n",
    "<td> 213 </td>\n",
    "<td> 213 </td>\n",
    "</tr>\n",
    "<tr><td> 05-2019 </td>\n",
    "<td> 891 </td>\n",
    "<td> 891 </td>\n",
    "<td> 1888 </td>\n",
    "<td> 1888 </td>\n",
    "<td> 1832 </td>\n",
    "<td> 1832 </td>\n",
    "<td> 2836 </td>\n",
    "<td> 2836 </td>\n",
    "<td> 3668 </td>\n",
    "<td> 3668 </td>\n",
    "<td> 1925 </td>\n",
    "<td> 1925 </td>\n",
    "<td> 617 </td>\n",
    "<td> 617 </td>\n",
    "<td> 468 </td>\n",
    "<td> 468 </td>\n",
    "</tr>\n",
    "<tr><td> 05-2020 </td>\n",
    "<td> 122 </td>\n",
    "<td> 122 </td>\n",
    "<td> 195 </td>\n",
    "<td> 195 </td>\n",
    "<td> 113 </td>\n",
    "<td> 113 </td>\n",
    "<td> 312 </td>\n",
    "<td> 312 </td>\n",
    "<td> 326 </td>\n",
    "<td> 326 </td>\n",
    "<td> 147 </td>\n",
    "<td> 147 </td>\n",
    "<td> 63 </td>\n",
    "<td> 63 </td>\n",
    "<td> 52 </td>\n",
    "<td> 52 </td>\n",
    "</tr>\n",
    "<tr><td> 05-2021 </td>\n",
    "<td> 452 </td>\n",
    "<td> 452 </td>\n",
    "<td> 729 </td>\n",
    "<td> 729 </td>\n",
    "<td> 816 </td>\n",
    "<td> 816 </td>\n",
    "<td> 1199 </td>\n",
    "<td> 1199 </td>\n",
    "<td> 1937 </td>\n",
    "<td> 1937 </td>\n",
    "<td> 1028 </td>\n",
    "<td> 1028 </td>\n",
    "<td> 282 </td>\n",
    "<td> 282 </td>\n",
    "<td> 266 </td>\n",
    "<td> 266 </td>\n",
    "</tr>\n",
    "<tr><td> 06-2019 </td>\n",
    "<td> 892 </td>\n",
    "<td> 892 </td>\n",
    "<td> 2004 </td>\n",
    "<td> 2004 </td>\n",
    "<td> 1801 </td>\n",
    "<td> 1801 </td>\n",
    "<td> 3270 </td>\n",
    "<td> 3270 </td>\n",
    "<td> 3959 </td>\n",
    "<td> 3959 </td>\n",
    "<td> 2218 </td>\n",
    "<td> 2218 </td>\n",
    "<td> 669 </td>\n",
    "<td> 669 </td>\n",
    "<td> 479 </td>\n",
    "<td> 479 </td>\n",
    "</tr>\n",
    "<tr><td> 06-2020 </td>\n",
    "<td> 238 </td>\n",
    "<td> 238 </td>\n",
    "<td> 404 </td>\n",
    "<td> 404 </td>\n",
    "<td> 197 </td>\n",
    "<td> 197 </td>\n",
    "<td> 452 </td>\n",
    "<td> 452 </td>\n",
    "<td> 792 </td>\n",
    "<td> 792 </td>\n",
    "<td> 194 </td>\n",
    "<td> 194 </td>\n",
    "<td> 99 </td>\n",
    "<td> 99 </td>\n",
    "<td> 103 </td>\n",
    "<td> 103 </td>\n",
    "</tr>\n",
    "<tr><td> 06-2021 </td>\n",
    "<td> 565 </td>\n",
    "<td> 565 </td>\n",
    "<td> 941 </td>\n",
    "<td> 941 </td>\n",
    "<td> 994 </td>\n",
    "<td> 994 </td>\n",
    "<td> 1632 </td>\n",
    "<td> 1632 </td>\n",
    "<td> 2239 </td>\n",
    "<td> 2239 </td>\n",
    "<td> 1179 </td>\n",
    "<td> 1179 </td>\n",
    "<td> 305 </td>\n",
    "<td> 305 </td>\n",
    "<td> 318 </td>\n",
    "<td> 318 </td>\n",
    "</tr>\n",
    "<tr><td> 07-2019 </td>\n",
    "<td> 981 </td>\n",
    "<td> 981 </td>\n",
    "<td> 2024 </td>\n",
    "<td> 2024 </td>\n",
    "<td> 2062 </td>\n",
    "<td> 2062 </td>\n",
    "<td> 3172 </td>\n",
    "<td> 3172 </td>\n",
    "<td> 4090 </td>\n",
    "<td> 4090 </td>\n",
    "<td> 2251 </td>\n",
    "<td> 2251 </td>\n",
    "<td> 308 </td>\n",
    "<td> 308 </td>\n",
    "<td> 530 </td>\n",
    "<td> 530 </td>\n",
    "</tr>\n",
    "<tr><td> 07-2020 </td>\n",
    "<td> 278 </td>\n",
    "<td> 278 </td>\n",
    "<td> 472 </td>\n",
    "<td> 472 </td>\n",
    "<td> 258 </td>\n",
    "<td> 258 </td>\n",
    "<td> 524 </td>\n",
    "<td> 524 </td>\n",
    "<td> 613 </td>\n",
    "<td> 613 </td>\n",
    "<td> 300 </td>\n",
    "<td> 300 </td>\n",
    "<td> 96 </td>\n",
    "<td> 96 </td>\n",
    "<td> 154 </td>\n",
    "<td> 154 </td>\n",
    "</tr>\n",
    "<tr><td> 07-2021 </td>\n",
    "<td> 594 </td>\n",
    "<td> 594 </td>\n",
    "<td> 868 </td>\n",
    "<td> 868 </td>\n",
    "<td> 1218 </td>\n",
    "<td> 1218 </td>\n",
    "<td> 1766 </td>\n",
    "<td> 1766 </td>\n",
    "<td> 2426 </td>\n",
    "<td> 2426 </td>\n",
    "<td> 1379 </td>\n",
    "<td> 1379 </td>\n",
    "<td> 350 </td>\n",
    "<td> 350 </td>\n",
    "<td> 409 </td>\n",
    "<td> 409 </td>\n",
    "</tr>\n",
    "<tr><td> 08-2019 </td>\n",
    "<td> 933 </td>\n",
    "<td> 933 </td>\n",
    "<td> 1991 </td>\n",
    "<td> 1991 </td>\n",
    "<td> 1762 </td>\n",
    "<td> 1762 </td>\n",
    "<td> 3220 </td>\n",
    "<td> 3220 </td>\n",
    "<td> 3813 </td>\n",
    "<td> 3813 </td>\n",
    "<td> 2082 </td>\n",
    "<td> 2082 </td>\n",
    "<td> 982 </td>\n",
    "<td> 982 </td>\n",
    "<td> 621 </td>\n",
    "<td> 621 </td>\n",
    "</tr>\n",
    "<tr><td> 08-2020 </td>\n",
    "<td> 345 </td>\n",
    "<td> 345 </td>\n",
    "<td> 508 </td>\n",
    "<td> 508 </td>\n",
    "<td> 426 </td>\n",
    "<td> 426 </td>\n",
    "<td> 1076 </td>\n",
    "<td> 1076 </td>\n",
    "<td> 1341 </td>\n",
    "<td> 1341 </td>\n",
    "<td> 676 </td>\n",
    "<td> 676 </td>\n",
    "<td> 129 </td>\n",
    "<td> 129 </td>\n",
    "<td> 185 </td>\n",
    "<td> 185 </td>\n",
    "</tr>\n",
    "<tr><td> 08-2021 </td>\n",
    "<td> 618 </td>\n",
    "<td> 618 </td>\n",
    "<td> 1055 </td>\n",
    "<td> 1055 </td>\n",
    "<td> 1396 </td>\n",
    "<td> 1396 </td>\n",
    "<td> 1700 </td>\n",
    "<td> 1700 </td>\n",
    "<td> 2969 </td>\n",
    "<td> 2969 </td>\n",
    "<td> 1370 </td>\n",
    "<td> 1370 </td>\n",
    "<td> 365 </td>\n",
    "<td> 365 </td>\n",
    "<td> 385 </td>\n",
    "<td> 385 </td>\n",
    "</tr>\n",
    "<tr><td> 09-2019 </td>\n",
    "<td> 996 </td>\n",
    "<td> 996 </td>\n",
    "<td> 1921 </td>\n",
    "<td> 1921 </td>\n",
    "<td> 2047 </td>\n",
    "<td> 2047 </td>\n",
    "<td> 3196 </td>\n",
    "<td> 3196 </td>\n",
    "<td> 4094 </td>\n",
    "<td> 4094 </td>\n",
    "<td> 2218 </td>\n",
    "<td> 2218 </td>\n",
    "<td> 751 </td>\n",
    "<td> 751 </td>\n",
    "<td> 491 </td>\n",
    "<td> 491 </td>\n",
    "</tr>\n",
    "<tr><td> 09-2020 </td>\n",
    "<td> 521 </td>\n",
    "<td> 521 </td>\n",
    "<td> 1069 </td>\n",
    "<td> 1069 </td>\n",
    "<td> 904 </td>\n",
    "<td> 904 </td>\n",
    "<td> 1565 </td>\n",
    "<td> 1565 </td>\n",
    "<td> 2078 </td>\n",
    "<td> 2078 </td>\n",
    "<td> 1141 </td>\n",
    "<td> 1141 </td>\n",
    "<td> 171 </td>\n",
    "<td> 171 </td>\n",
    "<td> 455 </td>\n",
    "<td> 455 </td>\n",
    "</tr>\n",
    "<tr><td> 10-2019 </td>\n",
    "<td> 1013 </td>\n",
    "<td> 1013 </td>\n",
    "<td> 1952 </td>\n",
    "<td> 1952 </td>\n",
    "<td> 2086 </td>\n",
    "<td> 2086 </td>\n",
    "<td> 3021 </td>\n",
    "<td> 3021 </td>\n",
    "<td> 4153 </td>\n",
    "<td> 4153 </td>\n",
    "<td> 2113 </td>\n",
    "<td> 2113 </td>\n",
    "<td> 643 </td>\n",
    "<td> 643 </td>\n",
    "<td> 480 </td>\n",
    "<td> 480 </td>\n",
    "</tr>\n",
    "<tr><td> 10-2020 </td>\n",
    "<td> 559 </td>\n",
    "<td> 559 </td>\n",
    "<td> 1020 </td>\n",
    "<td> 1020 </td>\n",
    "<td> 956 </td>\n",
    "<td> 956 </td>\n",
    "<td> 1723 </td>\n",
    "<td> 1723 </td>\n",
    "<td> 1841 </td>\n",
    "<td> 1841 </td>\n",
    "<td> 1159 </td>\n",
    "<td> 1159 </td>\n",
    "<td> 359 </td>\n",
    "<td> 359 </td>\n",
    "<td> 384 </td>\n",
    "<td> 384 </td>\n",
    "</tr>\n",
    "<tr><td> 11-2019 </td>\n",
    "<td> 814 </td>\n",
    "<td> 814 </td>\n",
    "<td> 1725 </td>\n",
    "<td> 1725 </td>\n",
    "<td> 1795 </td>\n",
    "<td> 1795 </td>\n",
    "<td> 2903 </td>\n",
    "<td> 2903 </td>\n",
    "<td> 3602 </td>\n",
    "<td> 3602 </td>\n",
    "<td> 2134 </td>\n",
    "<td> 2134 </td>\n",
    "<td> 595 </td>\n",
    "<td> 595 </td>\n",
    "<td> 416 </td>\n",
    "<td> 416 </td>\n",
    "</tr>\n",
    "<tr><td> 11-2020 </td>\n",
    "<td> 617 </td>\n",
    "<td> 617 </td>\n",
    "<td> 1220 </td>\n",
    "<td> 1220 </td>\n",
    "<td> 1093 </td>\n",
    "<td> 1093 </td>\n",
    "<td> 1582 </td>\n",
    "<td> 1582 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 1290 </td>\n",
    "<td> 1290 </td>\n",
    "<td> 352 </td>\n",
    "<td> 352 </td>\n",
    "<td> 337 </td>\n",
    "<td> 337 </td>\n",
    "</tr>\n",
    "<tr><td> 12-2019 </td>\n",
    "<td> 886 </td>\n",
    "<td> 886 </td>\n",
    "<td> 1876 </td>\n",
    "<td> 1876 </td>\n",
    "<td> 1619 </td>\n",
    "<td> 1619 </td>\n",
    "<td> 2998 </td>\n",
    "<td> 2998 </td>\n",
    "<td> 3847 </td>\n",
    "<td> 3847 </td>\n",
    "<td> 2270 </td>\n",
    "<td> 2270 </td>\n",
    "<td> 641 </td>\n",
    "<td> 641 </td>\n",
    "<td> 461 </td>\n",
    "<td> 461 </td>\n",
    "</tr>\n",
    "<tr><td> 12-2020 </td>\n",
    "<td> 634 </td>\n",
    "<td> 634 </td>\n",
    "<td> 1203 </td>\n",
    "<td> 1203 </td>\n",
    "<td> 1170 </td>\n",
    "<td> 1170 </td>\n",
    "<td> 1771 </td>\n",
    "<td> 1771 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 2330 </td>\n",
    "<td> 1305 </td>\n",
    "<td> 1305 </td>\n",
    "<td> 253 </td>\n",
    "<td> 253 </td>\n",
    "<td> 308 </td>\n",
    "<td> 308 </td>\n",
    "</tr>\n",
    "<tr><td> 09-2021 </td>\n",
    "<td> 558 </td>\n",
    "<td> 558 </td>\n",
    "<td> 646 </td>\n",
    "<td> 646 </td>\n",
    "<td> 1309 </td>\n",
    "<td> 1309 </td>\n",
    "<td> 187 </td>\n",
    "<td> 187 </td>\n",
    "<td> 1015 </td>\n",
    "<td> 1015 </td>\n",
    "<td> 42 </td>\n",
    "<td> 42 </td>\n",
    "<td> 110 </td>\n",
    "<td> 110 </td>\n",
    "</tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>\n",
    "Top 10 Addresses by Eviction Number Snapshot : <br>\n",
    "Clayton : <br>\n",
    "<table>\n",
    "<tr><td>Address</td><td>Number of Evictions</td></tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>\n",
    "Cobb : <br>\n",
    "<table>\n",
    "<tr><td>Address</td><td>Number of Evictions</td></tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>\n",
    "DeKalb : <br>\n",
    "<table>\n",
    "<tr><td>Address</td><td>Number of Evictions</td></tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>\n",
    "Gwinnett : <br>\n",
    "<table>\n",
    "<tr><td>Address</td><td>Number of Evictions</td></tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>\n",
    "Chatham : <br>\n",
    "<table>\n",
    "<tr><td>Address</td><td>Number of Evictions</td></tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>\n",
    "Henry : <br>\n",
    "<table>\n",
    "<tr><td>Address</td><td>Number of Evictions</td></tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>\n",
    "Maconbibb : <br>\n",
    "<table>\n",
    "<tr><td>Address</td><td>Number of Evictions</td></tr>\n",
    "</table>\n",
    "<br>\n",
    "<br>"
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