OPT I-765 Progress over 2 Days.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')\n",
    "%config InlineBackend.figure_format = 'svg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import csv\n",
    "import pandas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook, I investigate how far USCIS progresses with OPT applications over the course of two days."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Reading\n",
    "\n",
    "This is the same shebang as the other notebook [OPT I-765 Processing Time.ipynb](OPT I-765 Processing Time.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data_eac_24 = pandas.read_csv('raw_data_240516/raw_data_eac.csv')\n",
    "data_ysc_24 = pandas.read_csv('raw_data_240516/raw_data_ysc.csv')\n",
    "data_24 = data_eac_24.append(data_ysc_24)\n",
    "\n",
    "data_eac_26 = pandas.read_csv('raw_data_260516/raw_data_eac.csv')\n",
    "data_ysc_26 = pandas.read_csv('raw_data_260516/raw_data_ysc.csv')\n",
    "data_26 = data_eac_26.append(data_ysc_26)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
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       "      <td>EAC1690120021</td>\n",
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       "             receipt                                              title  \\\n",
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       "3      EAC1690120003  Case Was Transferred And A New Office Has Juri...   \n",
       "4      EAC1690120004  Case Was Transferred And A New Office Has Juri...   \n",
       "5      EAC1690120006  Case Was Transferred And A New Office Has Juri...   \n",
       "6      EAC1690120007  Case Was Transferred And A New Office Has Juri...   \n",
       "7      EAC1690120008  Case Was Transferred And A New Office Has Juri...   \n",
       "8      EAC1690120009  Case Was Transferred And A New Office Has Juri...   \n",
       "9      EAC1690120010  Case Was Transferred And A New Office Has Juri...   \n",
       "10     EAC1690120011  Case Was Transferred And A New Office Has Juri...   \n",
       "11     EAC1690120012        Card Was Delivered To Me By The Post Office   \n",
       "12     EAC1690120013  Case Was Transferred And A New Office Has Juri...   \n",
       "13     EAC1690120014  Case Was Transferred And A New Office Has Juri...   \n",
       "14     EAC1690120015  Case Was Transferred And A New Office Has Juri...   \n",
       "15     EAC1690120017                                  Case Was Received   \n",
       "16     EAC1690120018  Case Was Transferred And A New Office Has Juri...   \n",
       "17     EAC1690120019  Case Was Transferred And A New Office Has Juri...   \n",
       "18     EAC1690120020  Case Was Transferred And A New Office Has Juri...   \n",
       "19     EAC1690120021  Case Was Transferred And A New Office Has Juri...   \n",
       "20     EAC1690120022  Case Was Transferred And A New Office Has Juri...   \n",
       "21     EAC1690120023  Case Was Transferred And A New Office Has Juri...   \n",
       "22     EAC1690120024  Case Was Transferred And A New Office Has Juri...   \n",
       "23     EAC1690120026  Case Was Transferred And A New Office Has Juri...   \n",
       "24     EAC1690120027                                  Case Was Approved   \n",
       "25     EAC1690120028  Case Was Transferred And A New Office Has Juri...   \n",
       "26     EAC1690120029        Card Was Delivered To Me By The Post Office   \n",
       "27     EAC1690120030  Case Was Transferred And A New Office Has Juri...   \n",
       "28     EAC1690120031        Card Was Delivered To Me By The Post Office   \n",
       "29     EAC1690120032        Card Was Delivered To Me By The Post Office   \n",
       "...              ...                                                ...   \n",
       "72314  YSC1690079965                                  Case Was Received   \n",
       "72315  YSC1690079966                                  Case Was Received   \n",
       "72316  YSC1690079967                                  Case Was Received   \n",
       "72317  YSC1690079968                                  Case Was Received   \n",
       "72318  YSC1690079969                                  Case Was Received   \n",
       "72319  YSC1690079970                                  Case Was Received   \n",
       "72320  YSC1690079971                                  Case Was Received   \n",
       "72321  YSC1690079974                                  Case Was Received   \n",
       "72322  YSC1690079975                                  Case Was Received   \n",
       "72323  YSC1690079976                                  Case Was Received   \n",
       "72324  YSC1690079977                                  Case Was Received   \n",
       "72325  YSC1690079978                                  Case Was Received   \n",
       "72326  YSC1690079979                                  Case Was Received   \n",
       "72327  YSC1690079980                                  Case Was Received   \n",
       "72328  YSC1690079981                                  Case Was Received   \n",
       "72329  YSC1690079984                                  Case Was Received   \n",
       "72330  YSC1690079985                                  Case Was Received   \n",
       "72331  YSC1690079986                                  Case Was Received   \n",
       "72332  YSC1690079987                                  Case Was Received   \n",
       "72333  YSC1690079988                                  Case Was Received   \n",
       "72334  YSC1690079989                                  Case Was Received   \n",
       "72335  YSC1690079990                                  Case Was Received   \n",
       "72336  YSC1690079992                                  Case Was Received   \n",
       "72337  YSC1690079994                                  Case Was Received   \n",
       "72338  YSC1690079995                                  Case Was Received   \n",
       "72339  YSC1690079996                                  Case Was Received   \n",
       "72340  YSC1690079997                                  Case Was Received   \n",
       "72341  YSC1690079998                                  Case Was Received   \n",
       "72342  YSC1690079999                                  Case Was Received   \n",
       "72343            NaN           Case Was Sent To The Department of State   \n",
       "\n",
       "                                                    text  \n",
       "0      On March 9, 2016, we transferred your Form I-7...  \n",
       "1      On March 9, 2016, we transferred your Form I-7...  \n",
       "2      On March 9, 2016, we transferred your Form I-7...  \n",
       "3      On March 11, 2016, we transferred your Form I-...  \n",
       "4      On March 9, 2016, we transferred your Form I-7...  \n",
       "5      On March 9, 2016, we transferred your Form I-7...  \n",
       "6      On March 9, 2016, we transferred your Form I-7...  \n",
       "7      On March 9, 2016, we transferred your Form I-7...  \n",
       "8      On March 9, 2016, we transferred your Form I-7...  \n",
       "9      On March 9, 2016, we transferred your Form I-7...  \n",
       "10     On March 9, 2016, we transferred your Form I-7...  \n",
       "11     On May 13, 2016, the Post Office delivered you...  \n",
       "12     On March 9, 2016, we transferred your Form I-7...  \n",
       "13     On March 9, 2016, we transferred your Form I-7...  \n",
       "14     On March 9, 2016, we transferred your Form I-7...  \n",
       "15     On February 22, 2016, we received your Form I-...  \n",
       "16     On March 9, 2016, we transferred your Form I-7...  \n",
       "17     On March 9, 2016, we transferred your Form I-7...  \n",
       "18     On March 9, 2016, we transferred your Form I-7...  \n",
       "19     On March 9, 2016, we transferred your Form I-7...  \n",
       "20     On March 9, 2016, we transferred your Form I-7...  \n",
       "21     On March 9, 2016, we transferred your Form I-7...  \n",
       "22     On March 9, 2016, we transferred your Form I-7...  \n",
       "23     On March 9, 2016, we transferred your Form I-7...  \n",
       "24     On April 29, 2016, we approved your Form I-765...  \n",
       "25     On March 9, 2016, we transferred your Form I-7...  \n",
       "26     On May 2, 2016, the Post Office delivered your...  \n",
       "27     On March 9, 2016, we transferred your Form I-7...  \n",
       "28     On May 13, 2016, the Post Office delivered you...  \n",
       "29     On April 20, 2016, the Post Office delivered y...  \n",
       "...                                                  ...  \n",
       "72314  On May 9, 2016, we received your Form I-765, A...  \n",
       "72315  On May 9, 2016, we received your Form I-130, I...  \n",
       "72316  On May 9, 2016, we received your Form I-130, I...  \n",
       "72317  On May 9, 2016, we received your Form I-765, A...  \n",
       "72318  On May 9, 2016, we received your Form I-765, A...  \n",
       "72319  On May 9, 2016, we received your Form I-765, A...  \n",
       "72320  On May 9, 2016, we received your Form I-765, A...  \n",
       "72321  On May 9, 2016, we received your Form I-765, A...  \n",
       "72322  On May 9, 2016, we received your Form I-765, A...  \n",
       "72323  On May 9, 2016, we received your Form I-765, A...  \n",
       "72324  On May 9, 2016, we received your Form I-765, A...  \n",
       "72325  On May 9, 2016, we received your Form I-765, A...  \n",
       "72326  On May 9, 2016, we received your Form I-765, A...  \n",
       "72327  On May 9, 2016, we received your Form I-765, A...  \n",
       "72328  On May 9, 2016, we received your Form I-765, A...  \n",
       "72329  On May 9, 2016, we received your Form I-765, A...  \n",
       "72330  On May 9, 2016, we received your Form I-765, A...  \n",
       "72331  On May 9, 2016, we received your Form I-765, A...  \n",
       "72332  On May 9, 2016, we received your Form I-765, A...  \n",
       "72333  On May 9, 2016, we received your Form I-765, A...  \n",
       "72334  On May 9, 2016, we received your Form I-765, A...  \n",
       "72335  On May 9, 2016, we received your Form I-765, A...  \n",
       "72336  On May 9, 2016, we received your Form I-765, A...  \n",
       "72337  On May 9, 2016, we received your Form I-765, A...  \n",
       "72338  On May 9, 2016, we received your Form I-765, A...  \n",
       "72339  On May 9, 2016, we received your Form I-765, A...  \n",
       "72340  On May 9, 2016, we received your Form I-765, A...  \n",
       "72341  On May 9, 2016, we received your Form I-765, A...  \n",
       "72342  On May 9, 2016, we received your Form I-765, A...  \n",
       "72343  On March 31, 2016, we sent your case, Receipt ...  \n",
       "\n",
       "[128854 rows x 3 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_24"
   ]
  },
  {
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   "execution_count": 13,
   "metadata": {
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   },
   "outputs": [
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       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
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       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
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       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
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       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
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       "    <tr>\n",
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       "      <td>YSC1690079987</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
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       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
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       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
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       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
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       "      <th>69912</th>\n",
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       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
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       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
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       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
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       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
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       "      <td>YSC1690079995</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69917</th>\n",
       "      <td>YSC1690079996</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69918</th>\n",
       "      <td>YSC1690079997</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69919</th>\n",
       "      <td>YSC1690079998</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69920</th>\n",
       "      <td>YSC1690079999</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>118513 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             receipt                                              title  \\\n",
       "0      EAC1690120000  Case Was Transferred And A New Office Has Juri...   \n",
       "1      EAC1690120001  Case Was Transferred And A New Office Has Juri...   \n",
       "2      EAC1690120004                         New Card Is Being Produced   \n",
       "3      EAC1690120005        Card Was Delivered To Me By The Post Office   \n",
       "4      EAC1690120006                         New Card Is Being Produced   \n",
       "5      EAC1690120007  Case Was Transferred And A New Office Has Juri...   \n",
       "6      EAC1690120010                         New Card Is Being Produced   \n",
       "7      EAC1690120011  Case Was Transferred And A New Office Has Juri...   \n",
       "8      EAC1690120012        Card Was Delivered To Me By The Post Office   \n",
       "9      EAC1690120013  Case Was Transferred And A New Office Has Juri...   \n",
       "10     EAC1690120014  Case Was Transferred And A New Office Has Juri...   \n",
       "11     EAC1690120015  Case Was Transferred And A New Office Has Juri...   \n",
       "12     EAC1690120016  Case Was Transferred And A New Office Has Juri...   \n",
       "13     EAC1690120017                                  Case Was Received   \n",
       "14     EAC1690120018  Case Was Transferred And A New Office Has Juri...   \n",
       "15     EAC1690120019  Case Was Transferred And A New Office Has Juri...   \n",
       "16     EAC1690120020  Case Was Transferred And A New Office Has Juri...   \n",
       "17     EAC1690120022  Case Was Transferred And A New Office Has Juri...   \n",
       "18     EAC1690120023  Case Was Transferred And A New Office Has Juri...   \n",
       "19     EAC1690120024  Case Was Transferred And A New Office Has Juri...   \n",
       "20     EAC1690120025  Case Was Transferred And A New Office Has Juri...   \n",
       "21     EAC1690120028  Case Was Transferred And A New Office Has Juri...   \n",
       "22     EAC1690120029        Card Was Delivered To Me By The Post Office   \n",
       "23     EAC1690120030  Case Was Transferred And A New Office Has Juri...   \n",
       "24     EAC1690120031        Card Was Delivered To Me By The Post Office   \n",
       "25     EAC1690120032        Card Was Delivered To Me By The Post Office   \n",
       "26     EAC1690120034        Card Was Delivered To Me By The Post Office   \n",
       "27     EAC1690120035        Card Was Delivered To Me By The Post Office   \n",
       "28     EAC1690120036        Card Was Delivered To Me By The Post Office   \n",
       "29     EAC1690120037        Card Was Delivered To Me By The Post Office   \n",
       "...              ...                                                ...   \n",
       "69891  YSC1690079970                                  Case Was Received   \n",
       "69892  YSC1690079971                                  Case Was Received   \n",
       "69893  YSC1690079972                                  Case Was Received   \n",
       "69894  YSC1690079973                                  Case Was Received   \n",
       "69895  YSC1690079974                                  Case Was Received   \n",
       "69896  YSC1690079975                                  Case Was Received   \n",
       "69897  YSC1690079976                                  Case Was Received   \n",
       "69898  YSC1690079977                                  Case Was Received   \n",
       "69899  YSC1690079978                                  Case Was Received   \n",
       "69900  YSC1690079979                                  Case Was Received   \n",
       "69901  YSC1690079980                                  Case Was Received   \n",
       "69902  YSC1690079981                                  Case Was Received   \n",
       "69903  YSC1690079982                                  Case Was Received   \n",
       "69904  YSC1690079983                                  Case Was Received   \n",
       "69905  YSC1690079984                                  Case Was Received   \n",
       "69906  YSC1690079985                                  Case Was Received   \n",
       "69907  YSC1690079986                                  Case Was Received   \n",
       "69908  YSC1690079987                                  Case Was Received   \n",
       "69909  YSC1690079988                                  Case Was Received   \n",
       "69910  YSC1690079989                                  Case Was Received   \n",
       "69911  YSC1690079990                                  Case Was Received   \n",
       "69912  YSC1690079991                                  Case Was Received   \n",
       "69913  YSC1690079992                                  Case Was Received   \n",
       "69914  YSC1690079993                                  Case Was Received   \n",
       "69915  YSC1690079994                                  Case Was Received   \n",
       "69916  YSC1690079995                                  Case Was Received   \n",
       "69917  YSC1690079996                                  Case Was Received   \n",
       "69918  YSC1690079997                                  Case Was Received   \n",
       "69919  YSC1690079998                                  Case Was Received   \n",
       "69920  YSC1690079999                                  Case Was Received   \n",
       "\n",
       "                                                    text  \n",
       "0      On March 9, 2016, we transferred your Form I-7...  \n",
       "1      On March 9, 2016, we transferred your Form I-7...  \n",
       "2      On May 25, 2016, we ordered your new card for ...  \n",
       "3      On May 26, 2016, the Post Office delivered you...  \n",
       "4      On May 26, 2016, we ordered your new card for ...  \n",
       "5      On March 9, 2016, we transferred your Form I-7...  \n",
       "6      On May 24, 2016, we ordered your new card for ...  \n",
       "7      On March 9, 2016, we transferred your Form I-7...  \n",
       "8      On May 13, 2016, the Post Office delivered you...  \n",
       "9      On March 9, 2016, we transferred your Form I-7...  \n",
       "10     On March 9, 2016, we transferred your Form I-7...  \n",
       "11     On March 9, 2016, we transferred your Form I-7...  \n",
       "12     On March 9, 2016, we transferred your Form I-7...  \n",
       "13     On February 22, 2016, we received your Form I-...  \n",
       "14     On March 9, 2016, we transferred your Form I-7...  \n",
       "15     On March 9, 2016, we transferred your Form I-7...  \n",
       "16     On March 9, 2016, we transferred your Form I-7...  \n",
       "17     On March 9, 2016, we transferred your Form I-7...  \n",
       "18     On March 9, 2016, we transferred your Form I-7...  \n",
       "19     On March 9, 2016, we transferred your Form I-7...  \n",
       "20     On March 9, 2016, we transferred your Form I-7...  \n",
       "21     On March 9, 2016, we transferred your Form I-7...  \n",
       "22     On May 2, 2016, the Post Office delivered your...  \n",
       "23     On March 9, 2016, we transferred your Form I-7...  \n",
       "24     On May 13, 2016, the Post Office delivered you...  \n",
       "25     On April 20, 2016, the Post Office delivered y...  \n",
       "26     On May 20, 2016, the Post Office delivered you...  \n",
       "27     On May 26, 2016, the Post Office delivered you...  \n",
       "28     On March 31, 2016, the Post Office delivered y...  \n",
       "29     On April 1, 2016, the Post Office delivered yo...  \n",
       "...                                                  ...  \n",
       "69891  On May 9, 2016, we received your Form I-765, A...  \n",
       "69892  On May 9, 2016, we received your Form I-765, A...  \n",
       "69893  On May 9, 2016, we received your Form I-765, A...  \n",
       "69894  On May 9, 2016, we received your Form I-765, A...  \n",
       "69895  On May 9, 2016, we received your Form I-765, A...  \n",
       "69896  On May 9, 2016, we received your Form I-765, A...  \n",
       "69897  On May 9, 2016, we received your Form I-765, A...  \n",
       "69898  On May 9, 2016, we received your Form I-765, A...  \n",
       "69899  On May 9, 2016, we received your Form I-765, A...  \n",
       "69900  On May 9, 2016, we received your Form I-765, A...  \n",
       "69901  On May 9, 2016, we received your Form I-765, A...  \n",
       "69902  On May 9, 2016, we received your Form I-765, A...  \n",
       "69903  On May 9, 2016, we received your Form I-765, A...  \n",
       "69904  On May 9, 2016, we received your Form I-765, A...  \n",
       "69905  On May 9, 2016, we received your Form I-765, A...  \n",
       "69906  On May 9, 2016, we received your Form I-765, A...  \n",
       "69907  On May 9, 2016, we received your Form I-765, A...  \n",
       "69908  On May 9, 2016, we received your Form I-765, A...  \n",
       "69909  On May 9, 2016, we received your Form I-765, A...  \n",
       "69910  On May 9, 2016, we received your Form I-765, A...  \n",
       "69911  On May 9, 2016, we received your Form I-765, A...  \n",
       "69912  On May 9, 2016, we received your Form I-765, A...  \n",
       "69913  On May 9, 2016, we received your Form I-765, A...  \n",
       "69914  On May 9, 2016, we received your Form I-765, A...  \n",
       "69915  On May 9, 2016, we received your Form I-765, A...  \n",
       "69916  On May 9, 2016, we received your Form I-765, A...  \n",
       "69917  On May 9, 2016, we received your Form I-765, A...  \n",
       "69918  On May 9, 2016, we received your Form I-765, A...  \n",
       "69919  On May 9, 2016, we received your Form I-765, A...  \n",
       "69920  On May 9, 2016, we received your Form I-765, A...  \n",
       "\n",
       "[118513 rows x 3 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_26"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I can use this information to create a `status` for each receipt number. I'm using a lot of simplifying assupmtions here and disregarding a lot of corner cases (USCIS sometimes requests additional evidence, does weird thing with cases etc.) In fact, let's take a look at the vaious case `title`s:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "title\n",
       "Amended Notice Was Mailed                                                             5\n",
       "Appeal Was Approved                                                                   1\n",
       "Appeal Was Dismissed                                                                  8\n",
       "Card Is Being Returned to USCIS by Post Office                                       12\n",
       "Card Returned Undeliverable                                                           3\n",
       "Card Was Delivered To Me By The Post Office                                       10890\n",
       "Card Was Determined As Undeliverable By The Post Office                              23\n",
       "Card Was Mailed To Me                                                              2761\n",
       "Card Was Picked Up By The United States Postal Service                               81\n",
       "Card Was Received By USCIS Along With My Letter                                       3\n",
       "Card Was Returned And USCIS Is Holding It For One Year                               17\n",
       "Card Was Returned To USCIS By Post Office                                             2\n",
       "Case Approval Was Certified By USCIS                                                 39\n",
       "Case Is Pending at a Local Office                                                   377\n",
       "Case Rejected Because I Sent An Incorrect Fee                                      1679\n",
       "Case Rejected Because The Version Of The Form I Sent Is No Longer Accepted           57\n",
       "Case Rejected For Form Not Signed And Incorrect Form Version                         29\n",
       "Case Rejected For Incorrect Fee And Form Not Signed                                  81\n",
       "Case Rejected For Incorrect Fee, Payment Not Signed And Incorrect Form Version        8\n",
       "Case Terminated Benefit Received By Other Means                                      39\n",
       "Case Transferred And New Office Has Jurisdiction                                      1\n",
       "Case Transferred To Another Office                                                  862\n",
       "Case Was Approved                                                                  4389\n",
       "Case Was Not Revoked or Cancelled By USCIS                                            1\n",
       "Case Was Received                                                                 59052\n",
       "Case Was Received At My Local Office                                               5213\n",
       "Case Was Rejected                                                                    73\n",
       "Case Was Rejected Because I Did Not Sign My Form                                    728\n",
       "Case Was Rejected Because It Was Improperly Filed                                  1092\n",
       "Case Was Reopened                                                                     8\n",
       "Case Was Sent To The Department of State                                           9298\n",
       "Case Was Transferred And A New Office Has Jurisdiction                            11971\n",
       "Case Was Transferred To Schedule An Interview                                         1\n",
       "Correspondence Was Received And USCIS Is Reviewing It                               136\n",
       "Date of Birth Was Updated                                                           218\n",
       "Decision Notice Mailed                                                              173\n",
       "Document Was Mailed To Me                                                             1\n",
       "Duplicate Notice Was Mailed                                                          16\n",
       "Fee Refund Was Mailed                                                                 2\n",
       "Fee Was Not Corrected                                                                 1\n",
       "Fee Will Be Refunded                                                                  2\n",
       "Fees Were Waived                                                                    217\n",
       "Fingerprint Fee Has Issues That Need To Be Fixed                                      7\n",
       "Fingerprint Fee Was Received                                                        493\n",
       "Name Was Updated                                                                   1099\n",
       "New Card Is Being Produced                                                         2241\n",
       "Notice Explaining USCIS' Actions Was Mailed                                         157\n",
       "Notice Was Returned To USCIS Because The Post Office Could Not Deliver It           338\n",
       "Payment Fee Was Returned For Insufficient Funds                                      50\n",
       "Receipt Notice Was Changed                                                           52\n",
       "Request for Additional Evidence Was Mailed                                          819\n",
       "Request for Initial Evidence Was Mailed                                            2757\n",
       "Response To USCIS' Request For Evidence Was Received                                906\n",
       "Withdrawal Acknowledgement Notice Was Sent                                           24\n",
       "Name: receipt, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_26.groupby('title').count()['receipt']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sanity Check\n",
    "\n",
    "I can check the differences in the `title` of the cases over the two days. This will give me some approximation of their progress. As you can see below, over two days, the number of approved / card in progress cases increased significantly while the number of still processing cases decreased."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>24</th>\n",
       "      <th>26</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amended Notice Was Mailed</th>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Appeal Was Dismissed</th>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Card Is Being Returned to USCIS by Post Office</th>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Card Returned Undeliverable</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Card Was Delivered To Me By The Post Office</th>\n",
       "      <td>11142</td>\n",
       "      <td>10890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Card Was Determined As Undeliverable By The Post Office</th>\n",
       "      <td>26</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Card Was Mailed To Me</th>\n",
       "      <td>2022</td>\n",
       "      <td>2761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Card Was Picked Up By The United States Postal Service</th>\n",
       "      <td>161</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Card Was Received By USCIS Along With My Letter</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Card Was Returned And USCIS Is Holding It For One Year</th>\n",
       "      <td>19</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Card Was Returned To USCIS By Post Office</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Case Is Pending at a Local Office</th>\n",
       "      <td>446</td>\n",
       "      <td>377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Case Rejected Because I Sent An Incorrect Fee</th>\n",
       "      <td>1938</td>\n",
       "      <td>1679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Case Rejected Because The Version Of The Form I Sent Is No Longer Accepted</th>\n",
       "      <td>64</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Case Rejected For Form Not Signed And Incorrect Form Version</th>\n",
       "      <td>38</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Case Rejected For Incorrect Fee And Form Not Signed</th>\n",
       "      <td>94</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Case Rejected For Incorrect Fee, Payment Not Signed And Incorrect Form Version</th>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Case Terminated Benefit Received By Other Means</th>\n",
       "      <td>35</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Case Transferred And New Office Has Jurisdiction</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Case Transferred To Another Office</th>\n",
       "      <td>1065</td>\n",
       "      <td>862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Case Was Approved</th>\n",
       "      <td>4540</td>\n",
       "      <td>4389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Case Was Received</th>\n",
       "      <td>63368</td>\n",
       "      <td>59052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Case Was Received At My Local Office</th>\n",
       "      <td>6210</td>\n",
       "      <td>5213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Case Was Rejected</th>\n",
       "      <td>81</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Case Was Rejected Because I Did Not Sign My Form</th>\n",
       "      <td>834</td>\n",
       "      <td>728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Case Was Rejected Because It Was Improperly Filed</th>\n",
       "      <td>1283</td>\n",
       "      <td>1092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Case Was Reopened</th>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Case Was Sent To The Department of State</th>\n",
       "      <td>10569</td>\n",
       "      <td>9298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Case Was Transferred And A New Office Has Jurisdiction</th>\n",
       "      <td>14649</td>\n",
       "      <td>11971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Case Was Transferred To Schedule An Interview</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Correspondence Was Received And USCIS Is Reviewing It</th>\n",
       "      <td>132</td>\n",
       "      <td>136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date of Birth Was Updated</th>\n",
       "      <td>236</td>\n",
       "      <td>218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Decision Notice Mailed</th>\n",
       "      <td>168</td>\n",
       "      <td>173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Document Was Mailed To Me</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Duplicate Notice Was Mailed</th>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fee Refund Was Mailed</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fee Was Not Corrected</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fee Will Be Refunded</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fees Were Waived</th>\n",
       "      <td>248</td>\n",
       "      <td>217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fingerprint Fee Has Issues That Need To Be Fixed</th>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fingerprint Fee Was Received</th>\n",
       "      <td>573</td>\n",
       "      <td>493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name Was Updated</th>\n",
       "      <td>1241</td>\n",
       "      <td>1099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Card Is Being Produced</th>\n",
       "      <td>1859</td>\n",
       "      <td>2241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Notice Explaining USCIS' Actions Was Mailed</th>\n",
       "      <td>178</td>\n",
       "      <td>157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Notice Was Returned To USCIS Because The Post Office Could Not Deliver It</th>\n",
       "      <td>365</td>\n",
       "      <td>338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Payment Fee Was Returned For Insufficient Funds</th>\n",
       "      <td>41</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Receipt Notice Was Changed</th>\n",
       "      <td>57</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Request for Additional Evidence Was Mailed</th>\n",
       "      <td>856</td>\n",
       "      <td>819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Request for Initial Evidence Was Mailed</th>\n",
       "      <td>3259</td>\n",
       "      <td>2757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response To USCIS' Request For Evidence Was Received</th>\n",
       "      <td>937</td>\n",
       "      <td>906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Withdrawal Acknowledgement Notice Was Sent</th>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                       24     26\n",
       "title                                                           \n",
       "Amended Notice Was Mailed                               8      5\n",
       "Appeal Was Dismissed                                    9      8\n",
       "Card Is Being Returned to USCIS by Post Office         10     12\n",
       "Card Returned Undeliverable                             4      3\n",
       "Card Was Delivered To Me By The Post Office         11142  10890\n",
       "Card Was Determined As Undeliverable By The Pos...     26     23\n",
       "Card Was Mailed To Me                                2022   2761\n",
       "Card Was Picked Up By The United States Postal ...    161     81\n",
       "Card Was Received By USCIS Along With My Letter         4      3\n",
       "Card Was Returned And USCIS Is Holding It For O...     19     17\n",
       "Card Was Returned To USCIS By Post Office               5      2\n",
       "Case Is Pending at a Local Office                     446    377\n",
       "Case Rejected Because I Sent An Incorrect Fee        1938   1679\n",
       "Case Rejected Because The Version Of The Form I...     64     57\n",
       "Case Rejected For Form Not Signed And Incorrect...     38     29\n",
       "Case Rejected For Incorrect Fee And Form Not Si...     94     81\n",
       "Case Rejected For Incorrect Fee, Payment Not Si...     10      8\n",
       "Case Terminated Benefit Received By Other Means        35     39\n",
       "Case Transferred And New Office Has Jurisdiction        1      1\n",
       "Case Transferred To Another Office                   1065    862\n",
       "Case Was Approved                                    4540   4389\n",
       "Case Was Received                                   63368  59052\n",
       "Case Was Received At My Local Office                 6210   5213\n",
       "Case Was Rejected                                      81     73\n",
       "Case Was Rejected Because I Did Not Sign My Form      834    728\n",
       "Case Was Rejected Because It Was Improperly Filed    1283   1092\n",
       "Case Was Reopened                                      11      8\n",
       "Case Was Sent To The Department of State            10569   9298\n",
       "Case Was Transferred And A New Office Has Juris...  14649  11971\n",
       "Case Was Transferred To Schedule An Interview           1      1\n",
       "Correspondence Was Received And USCIS Is Review...    132    136\n",
       "Date of Birth Was Updated                             236    218\n",
       "Decision Notice Mailed                                168    173\n",
       "Document Was Mailed To Me                               2      1\n",
       "Duplicate Notice Was Mailed                            15     16\n",
       "Fee Refund Was Mailed                                   2      2\n",
       "Fee Was Not Corrected                                   1      1\n",
       "Fee Will Be Refunded                                    2      2\n",
       "Fees Were Waived                                      248    217\n",
       "Fingerprint Fee Has Issues That Need To Be Fixed        8      7\n",
       "Fingerprint Fee Was Received                          573    493\n",
       "Name Was Updated                                     1241   1099\n",
       "New Card Is Being Produced                           1859   2241\n",
       "Notice Explaining USCIS' Actions Was Mailed           178    157\n",
       "Notice Was Returned To USCIS Because The Post O...    365    338\n",
       "Payment Fee Was Returned For Insufficient Funds        41     50\n",
       "Receipt Notice Was Changed                             57     52\n",
       "Request for Additional Evidence Was Mailed            856    819\n",
       "Request for Initial Evidence Was Mailed              3259   2757\n",
       "Response To USCIS' Request For Evidence Was Rec...    937    906\n",
       "Withdrawal Acknowledgement Notice Was Sent             24     24"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "case_status_24 = pandas.DataFrame(data_24.groupby('title').count()['receipt'])\n",
    "case_status_24.columns = [24]\n",
    "case_status_26 = pandas.DataFrame(data_26.groupby('title').count()['receipt'])\n",
    "case_status_26.columns = [26]\n",
    "case_status = case_status_24.merge(case_status_26, left_index=True, right_index=True)\n",
    "case_status"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generating statuses for the cases involve the same routine as the previous notebook [OPT I-765 Processing Time.ipynb](OPT I-765 Processing Time.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def gen_status(row):\n",
    "    if 'I-765' in row['text'] and 'Case Was Received' in row['title']:\n",
    "        return 'processing'\n",
    "    if 'I-765' in row['text'] and 'Case Was Transferred' in row['title']:\n",
    "        return 'processing'\n",
    "    if 'I-765' in row['text'] and 'Case Was Rejected' in row['title']:\n",
    "        return 'rejected'\n",
    "    if 'I-765' in row['text'] and 'Case Was Approved' in row['title']:\n",
    "        return 'approved'\n",
    "    if row['title'] == 'Card Was Delivered To Me By The Post Office':\n",
    "        return 'approved'\n",
    "    if row['title'] == 'New Card Is Being Produced':\n",
    "        return 'approved'\n",
    "    return ''\n",
    "\n",
    "data_24['status'] = data_24.apply(gen_status, axis=1)\n",
    "data_26['status'] = data_26.apply(gen_status, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import re\n",
    "import numpy\n",
    "pattern = re.compile('On ([A-z]+ [0-9]+, [0-9]+),')\n",
    "\n",
    "last_date = None\n",
    "def extract_date(row):\n",
    "    if row['status'] == 'processing':\n",
    "        m = pattern.search(row['text'])\n",
    "        global last_date\n",
    "        last_date = numpy.datetime64(pandas.Timestamp(m.group(1)))\n",
    "        return last_date\n",
    "    return last_date\n",
    "\n",
    "data_24['date'] = data_24.apply(extract_date, axis=1)\n",
    "data_26['date'] = data_26.apply(extract_date, axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our processed data looks like this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>receipt</th>\n",
       "      <th>title</th>\n",
       "      <th>text</th>\n",
       "      <th>status</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>EAC1690120000</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>EAC1690120001</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>EAC1690120002</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>EAC1690120003</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 11, 2016, we transferred your Form I-...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>EAC1690120004</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>EAC1690120006</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>EAC1690120007</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>EAC1690120008</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>EAC1690120009</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>EAC1690120010</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>EAC1690120011</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>EAC1690120012</td>\n",
       "      <td>Card Was Delivered To Me By The Post Office</td>\n",
       "      <td>On May 13, 2016, the Post Office delivered you...</td>\n",
       "      <td>approved</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>EAC1690120013</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>EAC1690120014</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>EAC1690120015</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>EAC1690120017</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On February 22, 2016, we received your Form I-...</td>\n",
       "      <td></td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>EAC1690120018</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>EAC1690120019</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>EAC1690120020</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>EAC1690120021</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>EAC1690120022</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>EAC1690120023</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>EAC1690120024</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>EAC1690120026</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>EAC1690120027</td>\n",
       "      <td>Case Was Approved</td>\n",
       "      <td>On April 29, 2016, we approved your Form I-765...</td>\n",
       "      <td>approved</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>EAC1690120028</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>EAC1690120029</td>\n",
       "      <td>Card Was Delivered To Me By The Post Office</td>\n",
       "      <td>On May 2, 2016, the Post Office delivered your...</td>\n",
       "      <td>approved</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>EAC1690120030</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>EAC1690120031</td>\n",
       "      <td>Card Was Delivered To Me By The Post Office</td>\n",
       "      <td>On May 13, 2016, the Post Office delivered you...</td>\n",
       "      <td>approved</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>EAC1690120032</td>\n",
       "      <td>Card Was Delivered To Me By The Post Office</td>\n",
       "      <td>On April 20, 2016, the Post Office delivered y...</td>\n",
       "      <td>approved</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72314</th>\n",
       "      <td>YSC1690079965</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72315</th>\n",
       "      <td>YSC1690079966</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-130, I...</td>\n",
       "      <td></td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72316</th>\n",
       "      <td>YSC1690079967</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-130, I...</td>\n",
       "      <td></td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72317</th>\n",
       "      <td>YSC1690079968</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72318</th>\n",
       "      <td>YSC1690079969</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72319</th>\n",
       "      <td>YSC1690079970</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72320</th>\n",
       "      <td>YSC1690079971</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72321</th>\n",
       "      <td>YSC1690079974</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72322</th>\n",
       "      <td>YSC1690079975</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72323</th>\n",
       "      <td>YSC1690079976</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72324</th>\n",
       "      <td>YSC1690079977</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72325</th>\n",
       "      <td>YSC1690079978</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72326</th>\n",
       "      <td>YSC1690079979</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72327</th>\n",
       "      <td>YSC1690079980</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72328</th>\n",
       "      <td>YSC1690079981</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72329</th>\n",
       "      <td>YSC1690079984</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72330</th>\n",
       "      <td>YSC1690079985</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72331</th>\n",
       "      <td>YSC1690079986</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72332</th>\n",
       "      <td>YSC1690079987</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72333</th>\n",
       "      <td>YSC1690079988</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72334</th>\n",
       "      <td>YSC1690079989</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72335</th>\n",
       "      <td>YSC1690079990</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72336</th>\n",
       "      <td>YSC1690079992</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72337</th>\n",
       "      <td>YSC1690079994</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72338</th>\n",
       "      <td>YSC1690079995</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72339</th>\n",
       "      <td>YSC1690079996</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72340</th>\n",
       "      <td>YSC1690079997</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72341</th>\n",
       "      <td>YSC1690079998</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72342</th>\n",
       "      <td>YSC1690079999</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72343</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Case Was Sent To The Department of State</td>\n",
       "      <td>On March 31, 2016, we sent your case, Receipt ...</td>\n",
       "      <td></td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>128854 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             receipt                                              title  \\\n",
       "0      EAC1690120000  Case Was Transferred And A New Office Has Juri...   \n",
       "1      EAC1690120001  Case Was Transferred And A New Office Has Juri...   \n",
       "2      EAC1690120002  Case Was Transferred And A New Office Has Juri...   \n",
       "3      EAC1690120003  Case Was Transferred And A New Office Has Juri...   \n",
       "4      EAC1690120004  Case Was Transferred And A New Office Has Juri...   \n",
       "5      EAC1690120006  Case Was Transferred And A New Office Has Juri...   \n",
       "6      EAC1690120007  Case Was Transferred And A New Office Has Juri...   \n",
       "7      EAC1690120008  Case Was Transferred And A New Office Has Juri...   \n",
       "8      EAC1690120009  Case Was Transferred And A New Office Has Juri...   \n",
       "9      EAC1690120010  Case Was Transferred And A New Office Has Juri...   \n",
       "10     EAC1690120011  Case Was Transferred And A New Office Has Juri...   \n",
       "11     EAC1690120012        Card Was Delivered To Me By The Post Office   \n",
       "12     EAC1690120013  Case Was Transferred And A New Office Has Juri...   \n",
       "13     EAC1690120014  Case Was Transferred And A New Office Has Juri...   \n",
       "14     EAC1690120015  Case Was Transferred And A New Office Has Juri...   \n",
       "15     EAC1690120017                                  Case Was Received   \n",
       "16     EAC1690120018  Case Was Transferred And A New Office Has Juri...   \n",
       "17     EAC1690120019  Case Was Transferred And A New Office Has Juri...   \n",
       "18     EAC1690120020  Case Was Transferred And A New Office Has Juri...   \n",
       "19     EAC1690120021  Case Was Transferred And A New Office Has Juri...   \n",
       "20     EAC1690120022  Case Was Transferred And A New Office Has Juri...   \n",
       "21     EAC1690120023  Case Was Transferred And A New Office Has Juri...   \n",
       "22     EAC1690120024  Case Was Transferred And A New Office Has Juri...   \n",
       "23     EAC1690120026  Case Was Transferred And A New Office Has Juri...   \n",
       "24     EAC1690120027                                  Case Was Approved   \n",
       "25     EAC1690120028  Case Was Transferred And A New Office Has Juri...   \n",
       "26     EAC1690120029        Card Was Delivered To Me By The Post Office   \n",
       "27     EAC1690120030  Case Was Transferred And A New Office Has Juri...   \n",
       "28     EAC1690120031        Card Was Delivered To Me By The Post Office   \n",
       "29     EAC1690120032        Card Was Delivered To Me By The Post Office   \n",
       "...              ...                                                ...   \n",
       "72314  YSC1690079965                                  Case Was Received   \n",
       "72315  YSC1690079966                                  Case Was Received   \n",
       "72316  YSC1690079967                                  Case Was Received   \n",
       "72317  YSC1690079968                                  Case Was Received   \n",
       "72318  YSC1690079969                                  Case Was Received   \n",
       "72319  YSC1690079970                                  Case Was Received   \n",
       "72320  YSC1690079971                                  Case Was Received   \n",
       "72321  YSC1690079974                                  Case Was Received   \n",
       "72322  YSC1690079975                                  Case Was Received   \n",
       "72323  YSC1690079976                                  Case Was Received   \n",
       "72324  YSC1690079977                                  Case Was Received   \n",
       "72325  YSC1690079978                                  Case Was Received   \n",
       "72326  YSC1690079979                                  Case Was Received   \n",
       "72327  YSC1690079980                                  Case Was Received   \n",
       "72328  YSC1690079981                                  Case Was Received   \n",
       "72329  YSC1690079984                                  Case Was Received   \n",
       "72330  YSC1690079985                                  Case Was Received   \n",
       "72331  YSC1690079986                                  Case Was Received   \n",
       "72332  YSC1690079987                                  Case Was Received   \n",
       "72333  YSC1690079988                                  Case Was Received   \n",
       "72334  YSC1690079989                                  Case Was Received   \n",
       "72335  YSC1690079990                                  Case Was Received   \n",
       "72336  YSC1690079992                                  Case Was Received   \n",
       "72337  YSC1690079994                                  Case Was Received   \n",
       "72338  YSC1690079995                                  Case Was Received   \n",
       "72339  YSC1690079996                                  Case Was Received   \n",
       "72340  YSC1690079997                                  Case Was Received   \n",
       "72341  YSC1690079998                                  Case Was Received   \n",
       "72342  YSC1690079999                                  Case Was Received   \n",
       "72343            NaN           Case Was Sent To The Department of State   \n",
       "\n",
       "                                                    text      status  \\\n",
       "0      On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "1      On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "2      On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "3      On March 11, 2016, we transferred your Form I-...  processing   \n",
       "4      On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "5      On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "6      On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "7      On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "8      On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "9      On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "10     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "11     On May 13, 2016, the Post Office delivered you...    approved   \n",
       "12     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "13     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "14     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "15     On February 22, 2016, we received your Form I-...               \n",
       "16     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "17     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "18     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "19     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "20     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "21     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "22     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "23     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "24     On April 29, 2016, we approved your Form I-765...    approved   \n",
       "25     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "26     On May 2, 2016, the Post Office delivered your...    approved   \n",
       "27     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "28     On May 13, 2016, the Post Office delivered you...    approved   \n",
       "29     On April 20, 2016, the Post Office delivered y...    approved   \n",
       "...                                                  ...         ...   \n",
       "72314  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72315  On May 9, 2016, we received your Form I-130, I...               \n",
       "72316  On May 9, 2016, we received your Form I-130, I...               \n",
       "72317  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72318  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72319  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72320  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72321  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72322  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72323  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72324  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72325  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72326  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72327  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72328  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72329  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72330  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72331  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72332  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72333  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72334  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72335  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72336  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72337  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72338  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72339  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72340  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72341  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72342  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "72343  On March 31, 2016, we sent your case, Receipt ...               \n",
       "\n",
       "            date  \n",
       "0     2016-03-09  \n",
       "1     2016-03-09  \n",
       "2     2016-03-09  \n",
       "3     2016-03-11  \n",
       "4     2016-03-09  \n",
       "5     2016-03-09  \n",
       "6     2016-03-09  \n",
       "7     2016-03-09  \n",
       "8     2016-03-09  \n",
       "9     2016-03-09  \n",
       "10    2016-03-09  \n",
       "11    2016-03-09  \n",
       "12    2016-03-09  \n",
       "13    2016-03-09  \n",
       "14    2016-03-09  \n",
       "15    2016-03-09  \n",
       "16    2016-03-09  \n",
       "17    2016-03-09  \n",
       "18    2016-03-09  \n",
       "19    2016-03-09  \n",
       "20    2016-03-09  \n",
       "21    2016-03-09  \n",
       "22    2016-03-09  \n",
       "23    2016-03-09  \n",
       "24    2016-03-09  \n",
       "25    2016-03-09  \n",
       "26    2016-03-09  \n",
       "27    2016-03-09  \n",
       "28    2016-03-09  \n",
       "29    2016-03-09  \n",
       "...          ...  \n",
       "72314 2016-05-09  \n",
       "72315 2016-05-09  \n",
       "72316 2016-05-09  \n",
       "72317 2016-05-09  \n",
       "72318 2016-05-09  \n",
       "72319 2016-05-09  \n",
       "72320 2016-05-09  \n",
       "72321 2016-05-09  \n",
       "72322 2016-05-09  \n",
       "72323 2016-05-09  \n",
       "72324 2016-05-09  \n",
       "72325 2016-05-09  \n",
       "72326 2016-05-09  \n",
       "72327 2016-05-09  \n",
       "72328 2016-05-09  \n",
       "72329 2016-05-09  \n",
       "72330 2016-05-09  \n",
       "72331 2016-05-09  \n",
       "72332 2016-05-09  \n",
       "72333 2016-05-09  \n",
       "72334 2016-05-09  \n",
       "72335 2016-05-09  \n",
       "72336 2016-05-09  \n",
       "72337 2016-05-09  \n",
       "72338 2016-05-09  \n",
       "72339 2016-05-09  \n",
       "72340 2016-05-09  \n",
       "72341 2016-05-09  \n",
       "72342 2016-05-09  \n",
       "72343 2016-05-09  \n",
       "\n",
       "[128854 rows x 5 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_24"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>receipt</th>\n",
       "      <th>title</th>\n",
       "      <th>text</th>\n",
       "      <th>status</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>EAC1690120000</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>EAC1690120001</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>EAC1690120004</td>\n",
       "      <td>New Card Is Being Produced</td>\n",
       "      <td>On May 25, 2016, we ordered your new card for ...</td>\n",
       "      <td>approved</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>EAC1690120005</td>\n",
       "      <td>Card Was Delivered To Me By The Post Office</td>\n",
       "      <td>On May 26, 2016, the Post Office delivered you...</td>\n",
       "      <td>approved</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>EAC1690120006</td>\n",
       "      <td>New Card Is Being Produced</td>\n",
       "      <td>On May 26, 2016, we ordered your new card for ...</td>\n",
       "      <td>approved</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>EAC1690120007</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>EAC1690120010</td>\n",
       "      <td>New Card Is Being Produced</td>\n",
       "      <td>On May 24, 2016, we ordered your new card for ...</td>\n",
       "      <td>approved</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>EAC1690120011</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>EAC1690120012</td>\n",
       "      <td>Card Was Delivered To Me By The Post Office</td>\n",
       "      <td>On May 13, 2016, the Post Office delivered you...</td>\n",
       "      <td>approved</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>EAC1690120013</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>EAC1690120014</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>EAC1690120015</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>EAC1690120016</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>EAC1690120017</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On February 22, 2016, we received your Form I-...</td>\n",
       "      <td></td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>EAC1690120018</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>EAC1690120019</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>EAC1690120020</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>EAC1690120022</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>EAC1690120023</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>EAC1690120024</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>EAC1690120025</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>EAC1690120028</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>EAC1690120029</td>\n",
       "      <td>Card Was Delivered To Me By The Post Office</td>\n",
       "      <td>On May 2, 2016, the Post Office delivered your...</td>\n",
       "      <td>approved</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>EAC1690120030</td>\n",
       "      <td>Case Was Transferred And A New Office Has Juri...</td>\n",
       "      <td>On March 9, 2016, we transferred your Form I-7...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>EAC1690120031</td>\n",
       "      <td>Card Was Delivered To Me By The Post Office</td>\n",
       "      <td>On May 13, 2016, the Post Office delivered you...</td>\n",
       "      <td>approved</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>EAC1690120032</td>\n",
       "      <td>Card Was Delivered To Me By The Post Office</td>\n",
       "      <td>On April 20, 2016, the Post Office delivered y...</td>\n",
       "      <td>approved</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>EAC1690120034</td>\n",
       "      <td>Card Was Delivered To Me By The Post Office</td>\n",
       "      <td>On May 20, 2016, the Post Office delivered you...</td>\n",
       "      <td>approved</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>EAC1690120035</td>\n",
       "      <td>Card Was Delivered To Me By The Post Office</td>\n",
       "      <td>On May 26, 2016, the Post Office delivered you...</td>\n",
       "      <td>approved</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>EAC1690120036</td>\n",
       "      <td>Card Was Delivered To Me By The Post Office</td>\n",
       "      <td>On March 31, 2016, the Post Office delivered y...</td>\n",
       "      <td>approved</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>EAC1690120037</td>\n",
       "      <td>Card Was Delivered To Me By The Post Office</td>\n",
       "      <td>On April 1, 2016, the Post Office delivered yo...</td>\n",
       "      <td>approved</td>\n",
       "      <td>2016-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69891</th>\n",
       "      <td>YSC1690079970</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69892</th>\n",
       "      <td>YSC1690079971</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69893</th>\n",
       "      <td>YSC1690079972</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69894</th>\n",
       "      <td>YSC1690079973</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69895</th>\n",
       "      <td>YSC1690079974</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69896</th>\n",
       "      <td>YSC1690079975</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69897</th>\n",
       "      <td>YSC1690079976</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69898</th>\n",
       "      <td>YSC1690079977</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69899</th>\n",
       "      <td>YSC1690079978</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69900</th>\n",
       "      <td>YSC1690079979</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69901</th>\n",
       "      <td>YSC1690079980</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69902</th>\n",
       "      <td>YSC1690079981</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69903</th>\n",
       "      <td>YSC1690079982</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69904</th>\n",
       "      <td>YSC1690079983</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69905</th>\n",
       "      <td>YSC1690079984</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69906</th>\n",
       "      <td>YSC1690079985</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69907</th>\n",
       "      <td>YSC1690079986</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69908</th>\n",
       "      <td>YSC1690079987</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69909</th>\n",
       "      <td>YSC1690079988</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69910</th>\n",
       "      <td>YSC1690079989</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69911</th>\n",
       "      <td>YSC1690079990</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69912</th>\n",
       "      <td>YSC1690079991</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69913</th>\n",
       "      <td>YSC1690079992</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69914</th>\n",
       "      <td>YSC1690079993</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69915</th>\n",
       "      <td>YSC1690079994</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69916</th>\n",
       "      <td>YSC1690079995</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69917</th>\n",
       "      <td>YSC1690079996</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69918</th>\n",
       "      <td>YSC1690079997</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69919</th>\n",
       "      <td>YSC1690079998</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69920</th>\n",
       "      <td>YSC1690079999</td>\n",
       "      <td>Case Was Received</td>\n",
       "      <td>On May 9, 2016, we received your Form I-765, A...</td>\n",
       "      <td>processing</td>\n",
       "      <td>2016-05-09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>118513 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             receipt                                              title  \\\n",
       "0      EAC1690120000  Case Was Transferred And A New Office Has Juri...   \n",
       "1      EAC1690120001  Case Was Transferred And A New Office Has Juri...   \n",
       "2      EAC1690120004                         New Card Is Being Produced   \n",
       "3      EAC1690120005        Card Was Delivered To Me By The Post Office   \n",
       "4      EAC1690120006                         New Card Is Being Produced   \n",
       "5      EAC1690120007  Case Was Transferred And A New Office Has Juri...   \n",
       "6      EAC1690120010                         New Card Is Being Produced   \n",
       "7      EAC1690120011  Case Was Transferred And A New Office Has Juri...   \n",
       "8      EAC1690120012        Card Was Delivered To Me By The Post Office   \n",
       "9      EAC1690120013  Case Was Transferred And A New Office Has Juri...   \n",
       "10     EAC1690120014  Case Was Transferred And A New Office Has Juri...   \n",
       "11     EAC1690120015  Case Was Transferred And A New Office Has Juri...   \n",
       "12     EAC1690120016  Case Was Transferred And A New Office Has Juri...   \n",
       "13     EAC1690120017                                  Case Was Received   \n",
       "14     EAC1690120018  Case Was Transferred And A New Office Has Juri...   \n",
       "15     EAC1690120019  Case Was Transferred And A New Office Has Juri...   \n",
       "16     EAC1690120020  Case Was Transferred And A New Office Has Juri...   \n",
       "17     EAC1690120022  Case Was Transferred And A New Office Has Juri...   \n",
       "18     EAC1690120023  Case Was Transferred And A New Office Has Juri...   \n",
       "19     EAC1690120024  Case Was Transferred And A New Office Has Juri...   \n",
       "20     EAC1690120025  Case Was Transferred And A New Office Has Juri...   \n",
       "21     EAC1690120028  Case Was Transferred And A New Office Has Juri...   \n",
       "22     EAC1690120029        Card Was Delivered To Me By The Post Office   \n",
       "23     EAC1690120030  Case Was Transferred And A New Office Has Juri...   \n",
       "24     EAC1690120031        Card Was Delivered To Me By The Post Office   \n",
       "25     EAC1690120032        Card Was Delivered To Me By The Post Office   \n",
       "26     EAC1690120034        Card Was Delivered To Me By The Post Office   \n",
       "27     EAC1690120035        Card Was Delivered To Me By The Post Office   \n",
       "28     EAC1690120036        Card Was Delivered To Me By The Post Office   \n",
       "29     EAC1690120037        Card Was Delivered To Me By The Post Office   \n",
       "...              ...                                                ...   \n",
       "69891  YSC1690079970                                  Case Was Received   \n",
       "69892  YSC1690079971                                  Case Was Received   \n",
       "69893  YSC1690079972                                  Case Was Received   \n",
       "69894  YSC1690079973                                  Case Was Received   \n",
       "69895  YSC1690079974                                  Case Was Received   \n",
       "69896  YSC1690079975                                  Case Was Received   \n",
       "69897  YSC1690079976                                  Case Was Received   \n",
       "69898  YSC1690079977                                  Case Was Received   \n",
       "69899  YSC1690079978                                  Case Was Received   \n",
       "69900  YSC1690079979                                  Case Was Received   \n",
       "69901  YSC1690079980                                  Case Was Received   \n",
       "69902  YSC1690079981                                  Case Was Received   \n",
       "69903  YSC1690079982                                  Case Was Received   \n",
       "69904  YSC1690079983                                  Case Was Received   \n",
       "69905  YSC1690079984                                  Case Was Received   \n",
       "69906  YSC1690079985                                  Case Was Received   \n",
       "69907  YSC1690079986                                  Case Was Received   \n",
       "69908  YSC1690079987                                  Case Was Received   \n",
       "69909  YSC1690079988                                  Case Was Received   \n",
       "69910  YSC1690079989                                  Case Was Received   \n",
       "69911  YSC1690079990                                  Case Was Received   \n",
       "69912  YSC1690079991                                  Case Was Received   \n",
       "69913  YSC1690079992                                  Case Was Received   \n",
       "69914  YSC1690079993                                  Case Was Received   \n",
       "69915  YSC1690079994                                  Case Was Received   \n",
       "69916  YSC1690079995                                  Case Was Received   \n",
       "69917  YSC1690079996                                  Case Was Received   \n",
       "69918  YSC1690079997                                  Case Was Received   \n",
       "69919  YSC1690079998                                  Case Was Received   \n",
       "69920  YSC1690079999                                  Case Was Received   \n",
       "\n",
       "                                                    text      status  \\\n",
       "0      On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "1      On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "2      On May 25, 2016, we ordered your new card for ...    approved   \n",
       "3      On May 26, 2016, the Post Office delivered you...    approved   \n",
       "4      On May 26, 2016, we ordered your new card for ...    approved   \n",
       "5      On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "6      On May 24, 2016, we ordered your new card for ...    approved   \n",
       "7      On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "8      On May 13, 2016, the Post Office delivered you...    approved   \n",
       "9      On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "10     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "11     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "12     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "13     On February 22, 2016, we received your Form I-...               \n",
       "14     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "15     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "16     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "17     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "18     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "19     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "20     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "21     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "22     On May 2, 2016, the Post Office delivered your...    approved   \n",
       "23     On March 9, 2016, we transferred your Form I-7...  processing   \n",
       "24     On May 13, 2016, the Post Office delivered you...    approved   \n",
       "25     On April 20, 2016, the Post Office delivered y...    approved   \n",
       "26     On May 20, 2016, the Post Office delivered you...    approved   \n",
       "27     On May 26, 2016, the Post Office delivered you...    approved   \n",
       "28     On March 31, 2016, the Post Office delivered y...    approved   \n",
       "29     On April 1, 2016, the Post Office delivered yo...    approved   \n",
       "...                                                  ...         ...   \n",
       "69891  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69892  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69893  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69894  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69895  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69896  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69897  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69898  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69899  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69900  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69901  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69902  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69903  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69904  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69905  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69906  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69907  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69908  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69909  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69910  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69911  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69912  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69913  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69914  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69915  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69916  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69917  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69918  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69919  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "69920  On May 9, 2016, we received your Form I-765, A...  processing   \n",
       "\n",
       "            date  \n",
       "0     2016-03-09  \n",
       "1     2016-03-09  \n",
       "2     2016-03-09  \n",
       "3     2016-03-09  \n",
       "4     2016-03-09  \n",
       "5     2016-03-09  \n",
       "6     2016-03-09  \n",
       "7     2016-03-09  \n",
       "8     2016-03-09  \n",
       "9     2016-03-09  \n",
       "10    2016-03-09  \n",
       "11    2016-03-09  \n",
       "12    2016-03-09  \n",
       "13    2016-03-09  \n",
       "14    2016-03-09  \n",
       "15    2016-03-09  \n",
       "16    2016-03-09  \n",
       "17    2016-03-09  \n",
       "18    2016-03-09  \n",
       "19    2016-03-09  \n",
       "20    2016-03-09  \n",
       "21    2016-03-09  \n",
       "22    2016-03-09  \n",
       "23    2016-03-09  \n",
       "24    2016-03-09  \n",
       "25    2016-03-09  \n",
       "26    2016-03-09  \n",
       "27    2016-03-09  \n",
       "28    2016-03-09  \n",
       "29    2016-03-09  \n",
       "...          ...  \n",
       "69891 2016-05-09  \n",
       "69892 2016-05-09  \n",
       "69893 2016-05-09  \n",
       "69894 2016-05-09  \n",
       "69895 2016-05-09  \n",
       "69896 2016-05-09  \n",
       "69897 2016-05-09  \n",
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       "69899 2016-05-09  \n",
       "69900 2016-05-09  \n",
       "69901 2016-05-09  \n",
       "69902 2016-05-09  \n",
       "69903 2016-05-09  \n",
       "69904 2016-05-09  \n",
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       "69906 2016-05-09  \n",
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       "69919 2016-05-09  \n",
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       "\n",
       "[118513 rows x 5 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_26"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Results\n",
    "\n",
    "Now I have two time series. I can easily read off the progress that USCIS made over two days."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data_24 = data_24.drop_duplicates(subset='receipt')\n",
    "data_26 = data_26.drop_duplicates(subset='receipt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "result = pandas.DataFrame()\n",
    "result['processing_24'] = data_24[data_24['status'] == 'processing'].groupby('date')['receipt'].count()\n",
    "result['approved_24'] = data_24[data_24['status'] == 'approved'].groupby('date')['receipt'].count()\n",
    "result['rejected_24'] = data_24[data_24['status'] == 'rejected'].groupby('date')['receipt'].count()\n",
    "result['processing_26'] = data_26[data_26['status'] == 'processing'].groupby('date')['receipt'].count()\n",
    "result['approved_26'] = data_26[data_26['status'] == 'approved'].groupby('date')['receipt'].count()\n",
    "result['rejected_26'] = data_26[data_26['status'] == 'rejected'].groupby('date')['receipt'].count()\n",
    "result.columns = ['Processing 24/5', 'Approved 24/5', 'Rejected 24/5', 'Processing 26/5', 'Approved 26/5', 'Rejected 26/5']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First I see that the number of processing cases increased somewhat over the April period. This is expected -- people would have fixed up their broken applications. These are the people with insufficient / incorrect evidence (remeber some of the case status being \"requiring more evidence\" or something of that sort?). These cases would have been converted to in-progress cases.\n",
    "\n",
    "On the other hand, the number of processing cases over the March period significantly decreased, again consistent with what I would expect."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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     "data": {
      "text/plain": [
       "Processing 24/5    2022.0\n",
       "Approved 24/5       324.0\n",
       "Rejected 24/5         9.0\n",
       "Processing 26/5    1327.0\n",
       "Approved 26/5       502.0\n",
       "Rejected 26/5         6.0\n",
       "Name: 2016-03-30 00:00:00, dtype: float64"
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   "source": [
    "I can do the same for the \"Approved Proportion\" metric used in the previous notebook [OPT I-765 Processing Time.ipynb](OPT I-765 Processing Time.ipynb). This shows that USCIS did make significant progress over two days."
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       "  <clipPath id=\"pd34264efe4\">\n",
       "   <rect height=\"201.6\" width=\"334.8\" x=\"43.6517623293\" y=\"12.0390625\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12b44b0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "result['Approved Proportion 24/5'] = result['Approved 24/5'] / (result['Processing 24/5'] + result['Approved 24/5'] + result['Rejected 24/5'])\n",
    "result['Approved Proportion 26/5'] = result['Approved 26/5'] / (result['Processing 26/5'] + result['Approved 26/5'] + result['Rejected 26/5'])\n",
    "result[['Approved Proportion 24/5', 'Approved Proportion 26/5']].plot()"
   ]
  }
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