R&U Data Analysis Report.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# R&U Data Analysis Report"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import packages and Data-Cleaning\n",
    "\n",
    "1. Import the tidyverse package of R\n",
    "2. Extract the time lag between sending the SMS and making the phone call\n",
    "3. Extract the month of each phone call"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Registered S3 method overwritten by 'rvest':\n",
      "  method            from\n",
      "  read_xml.response xml2\n",
      "-- Attaching packages --------------------------------------- tidyverse 1.2.1 --\n",
      "√ ggplot2 3.1.1       √ purrr   0.3.2  \n",
      "√ tibble  2.1.1       √ dplyr   0.8.0.1\n",
      "√ tidyr   0.8.3       √ stringr 1.4.0  \n",
      "√ readr   1.3.1       √ forcats 0.4.0  \n",
      "-- Conflicts ------------------------------------------ tidyverse_conflicts() --\n",
      "x dplyr::filter() masks stats::filter()\n",
      "x dplyr::lag()    masks stats::lag()\n",
      "Parsed with column specification:\n",
      "cols(\n",
      "  .default = col_double(),\n",
      "  SubmissionDate = col_datetime(format = \"\"),\n",
      "  starttime = col_datetime(format = \"\"),\n",
      "  endtime = col_datetime(format = \"\"),\n",
      "  simid = col_character(),\n",
      "  caller_name = col_character(),\n",
      "  pf_tr_cont_name = col_character(),\n",
      "  pf_tr_sms_sent_date = col_character(),\n",
      "  pf_tr_sms_content = col_character(),\n",
      "  person_unavail_other = col_character(),\n",
      "  rec_sms_from_CSH_flag_other = col_character(),\n",
      "  msg_content = col_character(),\n",
      "  read_msg_content = col_character(),\n",
      "  instanceID = col_character(),\n",
      "  formdef_id = col_character(),\n",
      "  review_quality = col_logical(),\n",
      "  KEY = col_character()\n",
      ")\n",
      "See spec(...) for full column specifications.\n",
      "Warning message:\n",
      "\"4 parsing failures.\n",
      " row                   col               expected                                    actual             file\n",
      "1085 pf_tr_cont_number     no trailing characters -07-2019                                  'R&U survey.csv'\n",
      "1085 read_msg_content_flag no trailing characters  3 6                                      'R&U survey.csv'\n",
      "1085 formdef_version       a double               receiving_and_understanding_survey        'R&U survey.csv'\n",
      "1085 review_quality        1/0/T/F/TRUE/FALSE     uuid:c1b3f2ea-0206-4fb9-9cb4-6c8d1b53b7e0 'R&U survey.csv'\n",
      "\""
     ]
    }
   ],
   "source": [
    "library(tidyverse)\n",
    "\n",
    "data <- read_csv('R&U survey.csv')\n",
    "data$days_lag <- as.Date(data$endtime, format=\"%Y/%m/%d\")-\n",
    "        as.Date(data$pf_tr_sms_sent_date, format=\"%d-%m-%Y\")\n",
    "data$sent_month <- strftime(as.Date(data$pf_tr_sms_sent_date, format=\"%d-%m-%Y\"), \"%m\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Find the distribution of call_status, indicating if a call is successfully made\n",
    "\n",
    "0\tPicked Up\n",
    "<br>\n",
    "1\tCut after few beeps\n",
    "<br>\n",
    "2\tunreachable\n",
    "<br>\n",
    "3\tSwitched off\n",
    "<br>\n",
    "4\tWrong Number\n",
    "<br>\n",
    "5\tUnanswered\n",
    "<br>\n",
    "6\tOther\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "  0   1   2   3   4   5   6 \n",
       "708  82  29 141 291 350 468 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "\n",
       "         0          1          2          3          4          5          6 \n",
       "0.30191898 0.03496802 0.01236674 0.06012793 0.12409382 0.14925373 0.19957356 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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bojFdiIxId2N0TrjlRgIxIi3RCtO1KB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\nrkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data$call_status_fill[data$call_status_fill==\"\"] <- \"NA\"\n",
    "table(data$call_status_fill)\n",
    "table(data$call_status_fill)/length(data$call_status_fill)\n",
    "ggplot(data, aes(x = call_status_fill)) +  \n",
    "        geom_bar(aes(y = (..count..)/sum(..count..))) +\n",
    "        scale_y_continuous(labels=scales::percent) +\n",
    "        ylab(\"Percentage Share of Call Status\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Among 2345 calls collected, approximately 30% of the calls were picked up, and about 3% were cut after few beeps"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filtering the data of answered calls, figuring out that only 708 out of 2,345 calls were answered, all of which happened in the month of July. I doubt if the surveyor successfully write down the call_status in phone calls in May and June?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>Var1</th><th scope=col>Freq</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>07 </td><td>708</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|ll}\n",
       " Var1 & Freq\\\\\n",
       "\\hline\n",
       "\t 07  & 708\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| Var1 | Freq |\n",
       "|---|---|\n",
       "| 07  | 708 |\n",
       "\n"
      ],
      "text/plain": [
       "  Var1 Freq\n",
       "1 07   708 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_answered <- subset(data, call_status_fill == \"0\") \n",
    "data.frame(table(data_answered$sent_month))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Find the distribution of the consent rate, indicating if the interviewee agreed to do the interview\n",
    "\n",
    "0\tNo\n",
    "<br>\n",
    "1\tYes\n",
    "<br>\n",
    "2\tCannot talk as of now, Call back later\n",
    "<br>\n",
    "3\tPhone cut in between while the surveyor is still talking\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "          0           1           2           3 \n",
       "0.025423729 0.871468927 0.008474576 0.094632768 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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2t3WbYTN/kGgGSPKkEahideRP+nbCdu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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_answered$consent <- as.character(data_answered$consent)\n",
    "table(data_answered$consent)/length(data_answered$consent)\n",
    "ggplot(data_answered, aes(x = consent)) +  \n",
    "        geom_bar(aes(y = (..count..)/sum(..count..))) +\n",
    "        scale_y_continuous(labels=scales::percent) +\n",
    "        ylab(\"Percentage Share of Each Consent Response\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Among 708 answered calls, 87% agreed to do the phone interview, about 2.5% rejected, and about 9.4% cut in while the surveyor was still talking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Filter the consented phone calls, which has 617 records out of 708 successful calls\n",
    "data_consent <- subset(data_answered, consent == \"1\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Find the distribution of the respondents' identities, indicating if the respondent is the initial contact\n",
    "\n",
    "0\tNo\n",
    "<br>\n",
    "1\tYes\n",
    "<br>\n",
    "2\tWrong Number\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "  0   1   2 \n",
       "367  87 163 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<strong>1:</strong> 0.141004862236629"
      ],
      "text/latex": [
       "\\textbf{1:} 0.141004862236629"
      ],
      "text/markdown": [
       "**1:** 0.141004862236629"
      ],
      "text/plain": [
       "        1 \n",
       "0.1410049 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<strong>0:</strong> 0.594813614262561"
      ],
      "text/latex": [
       "\\textbf{0:} 0.594813614262561"
      ],
      "text/markdown": [
       "**0:** 0.594813614262561"
      ],
      "text/plain": [
       "        0 \n",
       "0.5948136 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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yP1D0W6uzm9sssjRVpkdA2HUaR8HambRXrevT7xycRryC4zuobDKFK+jtTNIt1O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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_consent$is_resp_cont_name <- as.character(data_consent$is_resp_cont_name)\n",
    "table(data_consent$is_resp_cont_name)\n",
    "table(data_consent$is_resp_cont_name)[\"1\"]/length(data_consent$is_resp_cont_name)\n",
    "table(data_consent$is_resp_cont_name)[\"0\"]/length(data_consent$is_resp_cont_name)\n",
    "ggplot(data_consent, aes(x = is_resp_cont_name)) +  \n",
    "        geom_bar(aes(y = (..count..)/sum(..count..))) +\n",
    "        scale_y_continuous(labels=scales::percent) +\n",
    "        ylab(\"Percentage Share of Each Initial Contact Option\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "59% of the respondents are non-initial contacts, and 14% are initial contacts"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Find the distribution of responses to requests of speaking to initial contacts\n",
    "\n",
    "1\tYes\n",
    "<br>\n",
    "0\tNo\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "  0   1 \n",
       "338  29 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<strong>0:</strong> 0.920980926430518"
      ],
      "text/latex": [
       "\\textbf{0:} 0.920980926430518"
      ],
      "text/markdown": [
       "**0:** 0.920980926430518"
      ],
      "text/plain": [
       "        0 \n",
       "0.9209809 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<strong>1:</strong> 0.0790190735694823"
      ],
      "text/latex": [
       "\\textbf{1:} 0.0790190735694823"
      ],
      "text/markdown": [
       "**1:** 0.0790190735694823"
      ],
      "text/plain": [
       "         1 \n",
       "0.07901907 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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pEVR7P2KhskX4RRipAuH4yu749Ufacd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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_non_initial <- subset(data_consent, is_resp_cont_name == \"0\")\n",
    "data_non_initial$call_cont_name <- as.character(data_non_initial$call_cont_name)\n",
    "table(data_non_initial$call_cont_name)\n",
    "table(data_non_initial$call_cont_name)[\"0\"]/length(data_non_initial$call_cont_name)\n",
    "table(data_non_initial$call_cont_name)[\"1\"]/length(data_non_initial$call_cont_name)\n",
    "ggplot(data_non_initial, aes(x = call_cont_name)) +  \n",
    "        geom_bar(aes(y = (..count..)/sum(..count..))) +\n",
    "        scale_y_continuous(labels=scales::percent) +\n",
    "        ylab(\"Percentage Share of Each Initial Contact Request Response\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Among non initial contacts, 92% refused to give the phone to the initial contacts, and only 7.9% agreed"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Find the distribution of reasons of refusing to let the initial contact speak\n",
    "\n",
    "0\tNot at home\n",
    "<br>\n",
    "1\tCall Back later\n",
    "<br>\n",
    "2\tI can talk on behalf of them\n",
    "<br>\n",
    "3\tWrong information, no person of such name lives here\n",
    "<br>\n",
    "4\tAny other, specify:\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "  0   1   2   3   4 \n",
       " 50   1 200  13  74 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "\n",
       "         0          1          2          3          4 \n",
       "0.14792899 0.00295858 0.59171598 0.03846154 0.21893491 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_cannot_speak <- subset(data_non_initial, call_cont_name == \"0\")\n",
    "data_cannot_speak$person_unavail <- as.character(data_cannot_speak$person_unavail)\n",
    "table(data_cannot_speak$person_unavail)\n",
    "table(data_cannot_speak$person_unavail)/length(data_cannot_speak$person_unavail)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nearly 60% of the respondents claimed that they could talk on behalf of the initial contacts\n",
    "<br>\n",
    "Approximately 21% listed other reasons\n",
    "<br>\n",
    "About 14% said that the initial contacts are not home\n",
    "<br>\n",
    "The detailed information of \"other reasons\" is listed below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>Var1</th><th scope=col>Freq</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>Abhi neelam ji ke husband office me hai.....                             </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Bahar                                                                    </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Bahar hai                                                                </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Baher hai abhi jinke pas phone hai.....                                  </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Baher hai abhi.....                                                      </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Cg                                                                       </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Child have been past away.....                                           </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Company me hai jinke pas mobile hai.....                                 </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Court me hai.....                                                        </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>D                                                                        </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Devar ka number hai abhi Ghar par nahi hai                               </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Disre gaon main rehti hai                                                </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>G                                                                        </td><td> 2                                                                       </td></tr>\n",
       "\t<tr><td>Gaon main hai                                                            </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Gg                                                                       </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Ghar par nahi hai                                                        </td><td> 5                                                                       </td></tr>\n",
       "\t<tr><td>Ghar par nahi hai husband                                                </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Ghar se baher hai.....                                                   </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Husband bahar hai                                                        </td><td> 2                                                                       </td></tr>\n",
       "\t<tr><td>Husband dukaan par hai                                                   </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Husband duty par hai                                                     </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Husband Ghar par nahi hai                                                </td><td> 4                                                                       </td></tr>\n",
       "\t<tr><td>Husband is at the job                                                    </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Husband is not in home                                                   </td><td> 2                                                                       </td></tr>\n",
       "\t<tr><td>Husband is not in house                                                  </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Husband is outside                                                       </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Husband is outside from the house                                        </td><td>13                                                                       </td></tr>\n",
       "\t<tr><td>Husband isn't in the house                                               </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Jinka mobile hai wo apne shop pe hai.....                                </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Jinke pas mobile hai wo apne duty pe ja chuke h.....                     </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Jinke pas mobile hai wo mumbai me hai.....                               </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Jinke pas phone hai wo abhi job pe hai.....                              </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Jinke pas phone hai wo agriculture kar rahe hai... Ghar pe nahi hai......</td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Jinke pas phone hai wo baher hai abhi.....                               </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Jinke pas phone hai wo baher hai.....                                    </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Jinke pas phone hai wo is time ghar pe nahi hai.....                     </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Jiske pass phone h wo ghar pe nahi h.....                                </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Market main hai husband                                                  </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Market me hai.....                                                       </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Nahi hai                                                                 </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Owner of this isn't in the house                                         </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Owner of this number not in the house                                    </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Phone kavita ke husband ke pas or wo ghar pe nahi hai.....               </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Pitaah ji khet main hai                                                  </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Respondent ke husband abhi ghar pe nahi hai.....                         </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Respondent ke husband job pe hai.....                                    </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Respondent kisi k intekal me gayi hui hai.....                           </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Tabassum ji ke husband baher h abhi.....                                 </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>The owner of this number is outside                                      </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>This number is belong to asha worker's son                               </td><td> 1                                                                       </td></tr>\n",
       "\t<tr><td>Traveling kar rahe hai abhi jinke pas phone hai.....                     </td><td> 1                                                                       </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|ll}\n",
       " Var1 & Freq\\\\\n",
       "\\hline\n",
       "\t Abhi neelam ji ke husband office me hai.....                              &  1                                                                       \\\\\n",
       "\t Bahar                                                                     &  1                                                                       \\\\\n",
       "\t Bahar hai                                                                 &  1                                                                       \\\\\n",
       "\t Baher hai abhi jinke pas phone hai.....                                   &  1                                                                       \\\\\n",
       "\t Baher hai abhi.....                                                       &  1                                                                       \\\\\n",
       "\t Cg                                                                        &  1                                                                       \\\\\n",
       "\t Child have been past away.....                                            &  1                                                                       \\\\\n",
       "\t Company me hai jinke pas mobile hai.....                                  &  1                                                                       \\\\\n",
       "\t Court me hai.....                                                         &  1                                                                       \\\\\n",
       "\t D                                                                         &  1                                                                       \\\\\n",
       "\t Devar ka number hai abhi Ghar par nahi hai                                &  1                                                                       \\\\\n",
       "\t Disre gaon main rehti hai                                                 &  1                                                                       \\\\\n",
       "\t G                                                                         &  2                                                                       \\\\\n",
       "\t Gaon main hai                                                             &  1                                                                       \\\\\n",
       "\t Gg                                                                        &  1                                                                       \\\\\n",
       "\t Ghar par nahi hai                                                         &  5                                                                       \\\\\n",
       "\t Ghar par nahi hai husband                                                 &  1                                                                       \\\\\n",
       "\t Ghar se baher hai.....                                                    &  1                                                                       \\\\\n",
       "\t Husband bahar hai                                                         &  2                                                                       \\\\\n",
       "\t Husband dukaan par hai                                                    &  1                                                                       \\\\\n",
       "\t Husband duty par hai                                                      &  1                                                                       \\\\\n",
       "\t Husband Ghar par nahi hai                                                 &  4                                                                       \\\\\n",
       "\t Husband is at the job                                                     &  1                                                                       \\\\\n",
       "\t Husband is not in home                                                    &  2                                                                       \\\\\n",
       "\t Husband is not in house                                                   &  1                                                                       \\\\\n",
       "\t Husband is outside                                                        &  1                                                                       \\\\\n",
       "\t Husband is outside from the house                                         & 13                                                                       \\\\\n",
       "\t Husband isn't in the house                                                &  1                                                                       \\\\\n",
       "\t Jinka mobile hai wo apne shop pe hai.....                                 &  1                                                                       \\\\\n",
       "\t Jinke pas mobile hai wo apne duty pe ja chuke h.....                      &  1                                                                       \\\\\n",
       "\t Jinke pas mobile hai wo mumbai me hai.....                                &  1                                                                       \\\\\n",
       "\t Jinke pas phone hai wo abhi job pe hai.....                               &  1                                                                       \\\\\n",
       "\t Jinke pas phone hai wo agriculture kar rahe hai... Ghar pe nahi hai...... &  1                                                                       \\\\\n",
       "\t Jinke pas phone hai wo baher hai abhi.....                                &  1                                                                       \\\\\n",
       "\t Jinke pas phone hai wo baher hai.....                                     &  1                                                                       \\\\\n",
       "\t Jinke pas phone hai wo is time ghar pe nahi hai.....                      &  1                                                                       \\\\\n",
       "\t Jiske pass phone h wo ghar pe nahi h.....                                 &  1                                                                       \\\\\n",
       "\t Market main hai husband                                                   &  1                                                                       \\\\\n",
       "\t Market me hai.....                                                        &  1                                                                       \\\\\n",
       "\t Nahi hai                                                                  &  1                                                                       \\\\\n",
       "\t Owner of this isn't in the house                                          &  1                                                                       \\\\\n",
       "\t Owner of this number not in the house                                     &  1                                                                       \\\\\n",
       "\t Phone kavita ke husband ke pas or wo ghar pe nahi hai.....                &  1                                                                       \\\\\n",
       "\t Pitaah ji khet main hai                                                   &  1                                                                       \\\\\n",
       "\t Respondent ke husband abhi ghar pe nahi hai.....                          &  1                                                                       \\\\\n",
       "\t Respondent ke husband job pe hai.....                                     &  1                                                                       \\\\\n",
       "\t Respondent kisi k intekal me gayi hui hai.....                            &  1                                                                       \\\\\n",
       "\t Tabassum ji ke husband baher h abhi.....                                  &  1                                                                       \\\\\n",
       "\t The owner of this number is outside                                       &  1                                                                       \\\\\n",
       "\t This number is belong to asha worker's son                                &  1                                                                       \\\\\n",
       "\t Traveling kar rahe hai abhi jinke pas phone hai.....                      &  1                                                                       \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| Var1 | Freq |\n",
       "|---|---|\n",
       "| Abhi neelam ji ke husband office me hai.....                              |  1                                                                        |\n",
       "| Bahar                                                                     |  1                                                                        |\n",
       "| Bahar hai                                                                 |  1                                                                        |\n",
       "| Baher hai abhi jinke pas phone hai.....                                   |  1                                                                        |\n",
       "| Baher hai abhi.....                                                       |  1                                                                        |\n",
       "| Cg                                                                        |  1                                                                        |\n",
       "| Child have been past away.....                                            |  1                                                                        |\n",
       "| Company me hai jinke pas mobile hai.....                                  |  1                                                                        |\n",
       "| Court me hai.....                                                         |  1                                                                        |\n",
       "| D                                                                         |  1                                                                        |\n",
       "| Devar ka number hai abhi Ghar par nahi hai                                |  1                                                                        |\n",
       "| Disre gaon main rehti hai                                                 |  1                                                                        |\n",
       "| G                                                                         |  2                                                                        |\n",
       "| Gaon main hai                                                             |  1                                                                        |\n",
       "| Gg                                                                        |  1                                                                        |\n",
       "| Ghar par nahi hai                                                         |  5                                                                        |\n",
       "| Ghar par nahi hai husband                                                 |  1                                                                        |\n",
       "| Ghar se baher hai.....                                                    |  1                                                                        |\n",
       "| Husband bahar hai                                                         |  2                                                                        |\n",
       "| Husband dukaan par hai                                                    |  1                                                                        |\n",
       "| Husband duty par hai                                                      |  1                                                                        |\n",
       "| Husband Ghar par nahi hai                                                 |  4                                                                        |\n",
       "| Husband is at the job                                                     |  1                                                                        |\n",
       "| Husband is not in home                                                    |  2                                                                        |\n",
       "| Husband is not in house                                                   |  1                                                                        |\n",
       "| Husband is outside                                                        |  1                                                                        |\n",
       "| Husband is outside from the house                                         | 13                                                                        |\n",
       "| Husband isn't in the house                                                |  1                                                                        |\n",
       "| Jinka mobile hai wo apne shop pe hai.....                                 |  1                                                                        |\n",
       "| Jinke pas mobile hai wo apne duty pe ja chuke h.....                      |  1                                                                        |\n",
       "| Jinke pas mobile hai wo mumbai me hai.....                                |  1                                                                        |\n",
       "| Jinke pas phone hai wo abhi job pe hai.....                               |  1                                                                        |\n",
       "| Jinke pas phone hai wo agriculture kar rahe hai... Ghar pe nahi hai...... |  1                                                                        |\n",
       "| Jinke pas phone hai wo baher hai abhi.....                                |  1                                                                        |\n",
       "| Jinke pas phone hai wo baher hai.....                                     |  1                                                                        |\n",
       "| Jinke pas phone hai wo is time ghar pe nahi hai.....                      |  1                                                                        |\n",
       "| Jiske pass phone h wo ghar pe nahi h.....                                 |  1                                                                        |\n",
       "| Market main hai husband                                                   |  1                                                                        |\n",
       "| Market me hai.....                                                        |  1                                                                        |\n",
       "| Nahi hai                                                                  |  1                                                                        |\n",
       "| Owner of this isn't in the house                                          |  1                                                                        |\n",
       "| Owner of this number not in the house                                     |  1                                                                        |\n",
       "| Phone kavita ke husband ke pas or wo ghar pe nahi hai.....                |  1                                                                        |\n",
       "| Pitaah ji khet main hai                                                   |  1                                                                        |\n",
       "| Respondent ke husband abhi ghar pe nahi hai.....                          |  1                                                                        |\n",
       "| Respondent ke husband job pe hai.....                                     |  1                                                                        |\n",
       "| Respondent kisi k intekal me gayi hui hai.....                            |  1                                                                        |\n",
       "| Tabassum ji ke husband baher h abhi.....                                  |  1                                                                        |\n",
       "| The owner of this number is outside                                       |  1                                                                        |\n",
       "| This number is belong to asha worker's son                                |  1                                                                        |\n",
       "| Traveling kar rahe hai abhi jinke pas phone hai.....                      |  1                                                                        |\n",
       "\n"
      ],
      "text/plain": [
       "   Var1                                                                     \n",
       "1  Abhi neelam ji ke husband office me hai.....                             \n",
       "2  Bahar                                                                    \n",
       "3  Bahar hai                                                                \n",
       "4  Baher hai abhi jinke pas phone hai.....                                  \n",
       "5  Baher hai abhi.....                                                      \n",
       "6  Cg                                                                       \n",
       "7  Child have been past away.....                                           \n",
       "8  Company me hai jinke pas mobile hai.....                                 \n",
       "9  Court me hai.....                                                        \n",
       "10 D                                                                        \n",
       "11 Devar ka number hai abhi Ghar par nahi hai                               \n",
       "12 Disre gaon main rehti hai                                                \n",
       "13 G                                                                        \n",
       "14 Gaon main hai                                                            \n",
       "15 Gg                                                                       \n",
       "16 Ghar par nahi hai                                                        \n",
       "17 Ghar par nahi hai husband                                                \n",
       "18 Ghar se baher hai.....                                                   \n",
       "19 Husband bahar hai                                                        \n",
       "20 Husband dukaan par hai                                                   \n",
       "21 Husband duty par hai                                                     \n",
       "22 Husband Ghar par nahi hai                                                \n",
       "23 Husband is at the job                                                    \n",
       "24 Husband is not in home                                                   \n",
       "25 Husband is not in house                                                  \n",
       "26 Husband is outside                                                       \n",
       "27 Husband is outside from the house                                        \n",
       "28 Husband isn't in the house                                               \n",
       "29 Jinka mobile hai wo apne shop pe hai.....                                \n",
       "30 Jinke pas mobile hai wo apne duty pe ja chuke h.....                     \n",
       "31 Jinke pas mobile hai wo mumbai me hai.....                               \n",
       "32 Jinke pas phone hai wo abhi job pe hai.....                              \n",
       "33 Jinke pas phone hai wo agriculture kar rahe hai... Ghar pe nahi hai......\n",
       "34 Jinke pas phone hai wo baher hai abhi.....                               \n",
       "35 Jinke pas phone hai wo baher hai.....                                    \n",
       "36 Jinke pas phone hai wo is time ghar pe nahi hai.....                     \n",
       "37 Jiske pass phone h wo ghar pe nahi h.....                                \n",
       "38 Market main hai husband                                                  \n",
       "39 Market me hai.....                                                       \n",
       "40 Nahi hai                                                                 \n",
       "41 Owner of this isn't in the house                                         \n",
       "42 Owner of this number not in the house                                    \n",
       "43 Phone kavita ke husband ke pas or wo ghar pe nahi hai.....               \n",
       "44 Pitaah ji khet main hai                                                  \n",
       "45 Respondent ke husband abhi ghar pe nahi hai.....                         \n",
       "46 Respondent ke husband job pe hai.....                                    \n",
       "47 Respondent kisi k intekal me gayi hui hai.....                           \n",
       "48 Tabassum ji ke husband baher h abhi.....                                 \n",
       "49 The owner of this number is outside                                      \n",
       "50 This number is belong to asha worker's son                               \n",
       "51 Traveling kar rahe hai abhi jinke pas phone hai.....                     \n",
       "   Freq\n",
       "1   1  \n",
       "2   1  \n",
       "3   1  \n",
       "4   1  \n",
       "5   1  \n",
       "6   1  \n",
       "7   1  \n",
       "8   1  \n",
       "9   1  \n",
       "10  1  \n",
       "11  1  \n",
       "12  1  \n",
       "13  2  \n",
       "14  1  \n",
       "15  1  \n",
       "16  5  \n",
       "17  1  \n",
       "18  1  \n",
       "19  2  \n",
       "20  1  \n",
       "21  1  \n",
       "22  4  \n",
       "23  1  \n",
       "24  2  \n",
       "25  1  \n",
       "26  1  \n",
       "27 13  \n",
       "28  1  \n",
       "29  1  \n",
       "30  1  \n",
       "31  1  \n",
       "32  1  \n",
       "33  1  \n",
       "34  1  \n",
       "35  1  \n",
       "36  1  \n",
       "37  1  \n",
       "38  1  \n",
       "39  1  \n",
       "40  1  \n",
       "41  1  \n",
       "42  1  \n",
       "43  1  \n",
       "44  1  \n",
       "45  1  \n",
       "46  1  \n",
       "47  1  \n",
       "48  1  \n",
       "49  1  \n",
       "50  1  \n",
       "51  1  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Other reasons?\n",
    "data.frame(table(data_cannot_speak$person_unavail_other))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Find the distribution of their relation to the initial contact\n",
    "\n",
    "0\tI am her Husband\n",
    "<br>\n",
    "1\tI am her Mother in Law\n",
    "<br>\n",
    "2\tI am her Father in Law\n",
    "<br>\n",
    "3\tI am her Brother in Law\n",
    "<br>\n",
    "4\tI am her Sister in Law\n",
    "<br>\n",
    "5\tAny other\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "          0           1           2           3           4           5 \n",
       "0.585831063 0.008174387 0.029972752 0.029972752 0.002724796 0.228882834 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table(data_non_initial$rel_with_mother)/length(data_non_initial$rel_with_mother)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Among non initial contacts, 58% are husbands, nearly 23% are others"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. Refuse reasons break down by relations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Y0ePDgPkFj+BqS00YMHZwJSu4pp6noN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\nv6gZgPTS4ij8vUim4rsOSIDkFzUDkKbRL8TOKr7rgARIflHzAKl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EV8yTVguQpquzUnd9ASRVE10xT1qAlCJ6zGBVE10xT1qtQKpX7QDJ\ncUeEOdFb6+AtupMCpBTRYwarmuiKedJqcWbDjCb3YsPrA5HD13MtZRk1kv5x8c872Xf1BZBU\nTXTFPGl1fq6d9XO9q8h5U+s3c5CO5eyVHBuezlx9ASRVE10xT1qbBOlERpPJc0NMqc+MLKsn\nk6n07AkJkMK/G9EV86S1SZAOzWT0Rg5rfSKn9YNiQJJiQjpd04flO9a47/avNOOtMePodxmk\nXnk8VB0VTc3cdHYo+28m8xmp13P3BZBUTXTFPGltEiRZBOmwOkZ6a46RTs/l5ERO3H0BJFUT\nXTFPWglBErO0cCLPJ4ak/nExIb0bSe94fV8ASdVEV8yTVkKQqqpkoU9ldCxnp9VaBCCFfzei\nK+ZJKwFIvYWfcw7SvrwzB1HVw4AU/t2IrpgnrU2CtL+4alevPVRL3lOzGG6gmoPlaswa993+\nlWa8NWYc/S6DNDLHQ8+rJYVpfWu2wjAtJqQJMxLRY6PeJ5DqUxneTap5523PqPo12AszUR3L\n6dkMrKW+AJKqia6YJ61NglSea3dQnmtX7sC9PRQZvasePyrPHDpm1c45WNVEV8yT1kZBatEX\nQFI10RXzpAVIKaLHDFY10RXzpAVIKaLHDFY10RXzpAVIKaLHDFY10RXzpAVIKaLHDFY10RXz\npAVIKaLHDFY10RXzpAVIKaLHDFY10RXzpAVIKaLHDFY10RXzpAVIKaLHDFY10RXzpAVIKaLH\nDFY10RXzpAVIKaLHDFY10RXzpAVIKaLHDFY10RXzpAVIKaLHDFY10RXzpAVIKaLHDFY10RXz\npAVIKaLHDFY10RXzpNUtSLe1/OF9oXr1jjaD1QFtBhM99ru1GRxknqAAKdid6J6DAamDuse/\nUqL7DmgzGJD8dMa/UqL7Dmgz+L6ARFH3qgCJojooQKKoDgqQKKqDAiSK6qAAiaI6qM2ANP/g\n89t7Gh9fff7yiABzH3enOdEjzbce3W2epDYCUn/+ZX5Pv+nx1ecvjwgw93F3mhM90nzr0d3m\naSoNSP1pcF+cf2E0cw93tznRI823Hb3BPE0lmpHW/JiNU3PfPVV7mTe6N5gTvY359qI3macp\nQIpwJ/p6c0DquHz6svTw6j5xq19pk3uTOdFbmG8veqN5mtoRkBbvWDM+zLzJvdGc6C3Mtxa9\n2TxNbQukxt9Cv6po80b3RnOi5xi92TxNbQmkNQ/qnfM193Bv8beR6I6nbjn6vZyR1vWgu1+p\nh3v8r5ToTXbN7huNfhdB0l6oXpmJO32N3cfd3XWiR5lvP/qdBImi7lkBEkV1UIBEUR0UIFFU\nBwVIFNVBARJFdVCARFEdFCBRVAcFSBTVQQESRXVQgHQnSqT6n9pW0fw7UYC07aL5d6YAaZtF\n8zdQxSZ9JMMrc/N6JDK6Lu+77A+n0xd9Gbw0D1yZB67KB66OpD9eNpjOppn5oxdHYm5dy6B8\nzkAuZ3cxI22/aP4GqkBEii3c8NMvbpRbvshQRtOxkVKQdF0+YJ5SfDU3x4sGs6+3j56XQ4tb\nR2L4uypc53cB0taL5m+gCmiup0Ozgb8wX8aGnAqVYoKZXkjf3FdMT8OKgeLJL6W/aDD7evvo\nQF5Np5fFfeel01jOb+8CpK0Xzd9AFbtx1ZRRbOqlPqoQMhPU6Lx8ysDI8inVA4sULOzazfXV\n+YuhuTUw0FVvbJvdBUjbLpq/gbI5qGp233mxoza4WnrK7ZB1BnM9nFm9lItiWnth3wVI2y6a\nv4Fyg1TsiQ2kfxED0kgGL8+vzK3r8mDr2r4LkLZdNH8DJdV+23C2a1fdN7v1stw9s3btFh+e\nq6tFkMpb1+XXkVyZvUXrLkDadtH8DZQUDF0Pzc7X2CwMvDJIVZt5v9gru1xebKiG2AZ9eWUM\nlkC6qO8r9uuMsO8CpG0Xzd9AmaVuKdfhqlVus/ZQbebV8veLxeXvaohtUD7txSJI4/leopnP\nBrdugLQLRfM3UMWu3bB6tbV83XVYzR7lQ+O+9F/MHhgtLjtYVTztxfIRVOlU6Zdm3du+C5C2\nXTR/A8Umff+KX/kGCpDuX/Er30DFgSQi1mEQlVfxS9tAAdL9K35pFNVBARJFdVCARFEdFCBR\nVAcFSBTVQQESRXVQgERRHRQgUVQH9f8BYr8NSLzEYjwAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data_cannot_speak, aes(x = person_unavail, group=rel_with_mother)) +  \n",
    "        geom_bar(aes(y = ..prop.., fill = factor(..x..)), stat=\"count\") +\n",
    "        geom_text(aes( label = scales::percent(..prop..),\n",
    "                       y= ..prop.. ,hjust=0.3, vjust=1.5), stat= \"count\")+\n",
    "        scale_y_continuous(labels=scales::percent) +\n",
    "        ylab(\"Percentage Share of Each Unavailability Reason\") +\n",
    "        facet_grid(~rel_with_mother)\n",
    "\n",
    "\n",
    "## 0 Not at home \n",
    "## 1 Call Back later \n",
    "## 2 I can talk on behalf of them \n",
    "## 3 Wrong information, no person of such name lives here \n",
    "## 4 Any other, specify:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is observed that 67% husbands said that they could talk on behalf of initial contacts\n",
    "<br>\n",
    "66.7% of mothers in law said that the initial contacts were not at home\n",
    "<br>\n",
    "100% of sisters in law said that the initial contacts were not at home\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Combine the analysis records:\n",
    "<br>\n",
    "Group 1: \"Yes, I am...\"\n",
    "<br>\n",
    "Group 2: \"I am not ..., but you can speak with ...\"\n",
    "<br>\n",
    "Group 3: \"I am not ..., and you cannot speak with..., but I can talk on her behalf\"\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "group_1 <- subset(data_consent, is_resp_cont_name == \"1\")\n",
    "group_1$type <- \"Initial Contact Mom\"\n",
    "group_2 <- subset(data_consent, (is_resp_cont_name == \"0\") & (call_cont_name == \"1\"))\n",
    "group_2$type <- \"Initial Contact Mom\"\n",
    "group_3 <- subset(\n",
    "        data_consent, (is_resp_cont_name == \"0\") & (call_cont_name == \"0\") & (\n",
    "                person_unavail == \"2\"))\n",
    "group_3$type <- \"Family Member on Her Behalf\"\n",
    "analysis_group <- bind_rows(group_1, group_2, group_3)\n",
    "## We create another variable \"type\" that indicates if the interviewee is the initial contact"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "316"
      ],
      "text/latex": [
       "316"
      ],
      "text/markdown": [
       "316"
      ],
      "text/plain": [
       "[1] 316"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nrow(analysis_group)\n",
    "## 316 records in data are eligible for analysis"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8. Distribution of the responses to the question \"Did you receive the message from us?\"\n",
    "\n",
    "0\tYes, I am sure I received an SMS\n",
    "<br>\n",
    "1\tYes, I vaguely remember receiving an SMS\n",
    "<br>\n",
    "2\tNo, I did not receive an SMS\n",
    "<br>\n",
    "3\tAs far as I remember I deleted all the messages\n",
    "<br>\n",
    "5\tI don't know\n",
    "<br>\n",
    "4\tAny other\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "          0           1           2           3           4           5 \n",
       "0.382911392 0.009493671 0.348101266 0.031645570 0.022151899 0.205696203 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Vc49Bfe/MTRbFeNKeGpp9q/QDqMx4/40s7RbFeNKeGpp9ooSNvwfQ6b/kiQHM12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\nRFEfEEGiqA+IIFHUB0SQKOoD+n/QCkpXcCwBtQAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table(analysis_group$rec_sms_from_CSH_flag)/length(analysis_group$rec_sms_from_CSH_flag)\n",
    "ggplot(analysis_group, aes(x = rec_sms_from_CSH_flag)) +  \n",
    "        geom_bar(aes(y = (..count..)/sum(..count..))) +\n",
    "        scale_y_continuous(labels=scales::percent) +\n",
    "        ylab(\"Percentage Share of Each Receiving SMS Response\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "38.29% said absolute yes, 34.81% said no, and 20.56% said \"I don't know\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4KksdzXFAGQQrX51G4iY/9d2mEBksZ+\nexLfkj998gd5o1j6g7zXTNzyizfk+lqONjdIgNShVjsbBtWfusGV/y7tsABJY++QxLId+kB+\nv5a98gsxIEnRIN1TFQGQQrV2CncyFBlOpgG7tMMCJI397iRWbdG78oefylt/+WTti7pFOjrS\nFQGQQsUN2aQc7EziT+Wn1a9Sf1v74n25d1/u3pW7uiIAUqgAKSkHO5P43lslMCJ/MOd37659\nUZB0dKdokB6Mq947xyIAUqhWQZpOilO70UnILu2wAElj75DE3y/7GRr938svCvN7Mr5T9945\nFgGQQrUC0hWdDb06cEniEh8bpHq1MH9THhxV10quRQCkUK2ANJJRgdDViO7vfhxsT+Ib8vea\nlzdKZuSttS9MEu/L+LruvXMtAiCFasMN2UJTbsj242B7Et+T9+sro3fN3dcP5IO1L0wSiwbp\nmhZpz1oB5liqjm/G2vXjYHsS//6GOe1+42+ffPK3cqlskEw7tPyiSOKH8s719Z2y9865CIAU\nqtWWZ2yeoLgajbhG6sXBjiT+7V2Rd0tc/vZTkff+Pgep8cUn1+/IR9eGJHrt9qm1U7um/HZp\nhwVIGvu+kghIoQKkpBz0lURAChU3ZJNy0FcSASlUKyANTwIeja1lhwVIGvu+kghIoVo/tRuM\nz8N2aYcFSBr7vpIISKFafYzi7NhcHI3O6LXrxUFfSQSkUG24RjqfmHFCQ+92yQ4LkDT2fSUR\nkEK1qbPhalL22fnek7XDAiSNfV9JBKRQrYN0eVw2RxcjOfbbpR0WIGns+0oiIIVqFaTz0eKs\njvtI+3fQVxIBKVSr3d8ix/NZVmXgt0s7LEDS2PeVREAK1Wr39yR8smI7LEDS2PeVREAKVROk\n4lwuZNKTueywAElj31cSASlUKyDFkB0WIGns+0oiIIUKkJJy0FcSASlUgJSUg76SCEihskEK\nfoTCyA4LkDT2fSURkEIFSEk56CuJgBQqTu2SctBXEgEpVICUlIO+kghIoQKkpBz0lURAChUg\nJeWgryQCUqiYsyEpB30lEZBCBUhJOegriYAUKkBKykFfSQSkUAFSUg76SiIghQqQknLQVxIB\nKVSAlJSDvpIISKFigsikHPSVREAKFRNEJuWgryQCUqiYIDIpB30lEZBCxQSRSTnoK4mAFCom\niEzKQV9JBKRQMUFkUg76SiIghYoJIpNy0FcSASlUTBCZlIO+kghIoWKCyKQc9JVEQArVavd3\nhF3aYQGSxr6vJAJSqFavg6aT4uxueBIClB0WIGns+0oiIIVqBaSrQTWH0IAbsr046CuJgBSq\nFZBGMioQuvLu+jaywwIkjX1fSQSkUK2NtSt/TZnXrh8HfSURkEK1AsyxVFdHObVI/dQBQPKN\nMcA+H5Bmx9WpXQBHgBRg31cSASlUBzBlMSABkmXTiwBJcYiCNgCkcPtMQIokOyxA0tj3lURA\nChUgKQ5R0AaAFG4PSIAESBHsAQmQACmCPSABEiBFsAekfYD0uUfkkafnK0/I8shX3ZBmaSxH\nd4otHsibXocoaANACrcHpD2A9LkSl6fnHC1Ben4B0mfl/j0pSBrLfa9DFLQBIIXb5wTS6bHI\nbBTyeJ8d1t5AekS+8PKzcqNcflwaID0rT9RLN+T6Wo42NkiABEhBWn2wb1jejBUJmHDVDmtv\nIJWq+Llx4wsNkJ6Wzy2+LUCSokG653eIgjYApHD7fEAay8SMAD/znotr1itIdePzxJyoUo/L\ns4/KI88vW6SjI89DFLQBIIXb5wOSGRo0/+8rO6x9gvSoPDpfbID0aHWN9KK5Rrp3X+7elbue\nhyhoA0AKtwek/YD0xCMLkhogiTxrzu8eLxbvmF67o6MHde+d9hAFbQBI4fb5gFSf2k1k7L9L\nO6x9gmS67p5YA6nxgTG/J+M7de+d9hAFbQBI4fb5gDTNcM6GdV62gvSmPDiqrpXUhyhoA0AK\nt88HpNnsxMwiNMlpFqH6+N6QlzaDdKNclEeqOnBfxtd17536EAVtAEjh9jmBFC47rL2B9IR8\ndn4p9PJKr93T5ounqzpQNEjXtEirAqRQHQ5IL90w56Q3XrRAMr9eLL94pKoDH8o719d3yt47\n/SEK2gCQwu0zAul0MJtdyOCk+dmgUPO3/Vm12jC3w9obSC+/+LjI4zVHTZBefvFRkSdequrA\nO/LRtSGJXjtLgBSqFZBORapJIhskDeofg8WK9dlgZnPUb2fD3uoAIPnGGGCfD0hDuSj+n142\n30QBSFE2AKRw+3xAKhqkcxluuCG7FST7/S92WICkse8riYAUqhVgBnI1lktzlbRi5wjSVwrZ\nG2rqgF8Iijrg56B/dZ5EDUiRYzsQrYB0Ym7GmgZp0vy06ljYBFLZ2TBY9DmUsv8+dP7HlBYp\nQhI1IIXGGGCfT4s0m8jgvOBismrX0iItv1qSZIcFSBr7vpIISKFyvY8ESKEbAFK4fd4gbeu1\nmy167QAphn1fSQSkUK2d2g3WpiwGpCgbAFK4fT4gTTbN/b06smHQWJ7TRGdDFPu+kghIoVrr\n/j4N3qUdFiBp7PtKIiCFavMb+4JkhwVIGvu+kghIoWp5Y1+I7LAASWPfVxIBKVRrbzUfBTwb\nW8kOC5A09n0lEZBCtXZqx4vGHAVInjEG2AMSIAFSBPt8QIohOyxA0tj3lURAChUgKQ5R0AaA\nFG6fEUjTSa6zCAESIFU2vWit1y7zee0AyasIgBSqtZlWTff31SjXmVYBCZD8a26IWkY20Gu3\nU4DkGWOAPSABEiBFsM8HJE7tnAVInjEG2OcDEp0NzgIkzxgD7PMBie5vZwGSZ4wB9hmBFEF2\nWICkse8riYAUKkBSHKKgDQAp3D4jkMpTu9HJRltH2WEBksa+ryQCUqjobFAcoqANACncPh+Q\nRnR/uwqQPGMMsM8HpPpG7JQbsjsFSJ4xBtjnA9J8zgYZ+e/SDguQNPZ9JRGQQrXa8oxHl+bU\nLmTmBjssQNLY95VEQApV66Pm/o+b22EBksa+ryQCUqgASXGIgjYApHD7fECKITssQNLY95VE\nQAoVICkOUdAGgBRunxFIp4OZefFlyNAGOyxA0tj3lURACtUKSKfFhVE5uiGAJDssQNLY95VE\nQArVCkhDuSj+n16uvYxZITssQNLY95VEQArV+siGcxnyqLmDAMkzxgD7fEAayNVYLs1Vkv8u\n7bAASWPfVxIBKVQrIJ2Ykd+mQVp7rbm77LAASWPfVxIBKVRr75CVwXnRMAVwBEgB9n0lEZBC\nxX0kxSEK2gCQwu0BCZAAKYJ9TiCdHovMzBBwb9lhAZLGvq8kAlKoVkCaDsvBqiIX/ru0wwIk\njX1fSQSkUK3NtDox95DOeLBvpwDJM8YA+3xAMjdi5/99ZYcFSBr7vpIISKECJMUhCtoAkMLt\n8wGpPrWbMIvQTgGSZ4wB9vmANGVeO1cBkmeMAfb5gDSbnTCJvpsAyTPGAPucQAqXHRYgaez7\nSiIghaoNJB7s2yVA8owxwD4XkC6GMizvxF4O6bXbJUDyjDHAPhOQLsp+hsvyYYqh/y7tsABJ\nY99XEgEpVE2QjmVSdnyPgqZsAKQA+76SCEihaoIkMjXT549kGDJmFZAC7PtKIiCFygap/BHy\ndKyRHRYgaez7SiIghWoDSOeBu7TDAiSNfV9JBKRQbQApdJd2WICkse8riYAUKkBSHKKgDQAp\n3B6QAAmQIthnA1LwK12M7LAASWPfVxIBKVSApDhEQRsAUrh9JiBFkh0WIGns+0oiIIUKkBSH\nKGgDQAq3ByRAAqQI9uEgXY02jyM9bZns/nzxqPh4+/1VQFIcoqANACncPhykQcv1f0unwEWD\nr8HWKeoASXGIgjYApHD7cJDaetFaPh+cLpfbGq16B1vdeskOC5A09n0l8WEBqe6QvjgWqV4U\ncXVcLtTt1NVYZHxV2l0ORrPZZGCeibiczS7NRI9bXy0BSIpDFLQBIIXbRwLpvLrDM5lP9nNc\ng1StDabGbiTj2bQ0MddUI0PTRLZMZWKBNJ2Y1bOBHAdMIgRIAfaAFL7B1spZNjxDOTONjMzK\nx+8uFhM5Tky7M5LJ/AVhJ+UA7uLnWbl6vu0xPQukQdnszan0lR0WIGns+0riwwVScQ53fjIy\ni8N5I1MDVjQgV9WrX01Tclz+nA0KlRsVTVf7jhvLpzIqdjs054a8sW+nAMkzxgD7WCCN5qN3\nFn0MjXGmy8/rb8/EtGCz9p6K8rvG8qgCcmzOC3mH7C4BkmeMAfaRQBrL8PT8qjuQSrvqdJCx\ndjsFSJ4xBthHAqn8Md1+arf4sDi1Gw4Hs8b65h03lgfVBdfljk12yQ4LkDT2fSXxYQPpYjYd\nVZ0Nk6rXYa2zwRhX10gncl51MzhfIx0bPIdmAMUF70faKUDyjDHAPhJIk8UTDldlh3fZBA3s\n7u/ZrO61K7u/y5bLudfutLg8Ko0LWk9btwAkvw0AKdw+VmfDWGRU9nrPLkfVLdjTslegcUPW\nmJX3keobsseK+0glkBWPAfNDAlKAfV9JfGhA0mliXeFs7cq2LC+H1a3YsAm57LAASWPfVxIB\nabMYawdIqiIA0mYx+huQVEUApBZ5PY80iDNngy1NHfDzoKgDsYLatzpPogakyLEdiOzubyY/\ncRctkmeMAfb7b5GcZXd/D0+2nge6yQ4LkDT2fSURkELVBOlqbE7uxmchL5CdAVKIfV9JBKRQ\nrZzCXZh3McvoJOS9LnZYgKSx7yuJgBSq9Wuhq1MzyJzR37sESJ4xBthnBVKh6TGdDTsFSJ4x\nBthnBRItkpsAyTPGAPtwkNrz9n/+Nd5o8zXSKXM27BQgecYYYJ8JSGWv3WB8Tq+diwDJM8YA\n+0xA4j6SRoDkGWOAfSYgMbJBI0DyjDHAPhOQIo21s8MCJI19X0kEpMidDTFkhwVIGvu+kghI\ngARIgGTbbNN+QGLKYoUAyTPGAPtcQGLKYoUAyTPGAPu9gaTvJWDKYsUhCtoAkMLt9wWSrKKx\nW0xZrDhEQRsAUrh9JiAxZbFGgOQZY4B9JiAxZbFGgOQZY4B9JiAxZbFGgOQZY4B9JiAxZbFG\ngOQZY4B9JiAxZbFGgOQZY4B9JiAxZbFGgOQZY4B9LiDFkR0WIGns+0oiIAESIAGSbbNNbiAF\njmyIJDssQNLY95VEQGL0NyABkm2zTYDU/hUgAZJls02A1P4VIAGSZbNNgNT+FSABkmWzTfsC\naTlnw2Ds+3CfHRYgaez7SiIgdQZSIU+S7LAASWPfVxIBKTJI5zIyzySN5Gw2kfHmTXbJDguQ\nNPZ9JfGhAen/2uVX2+daAWko1TPmZrCd76MUdliApLHvK4kPDUidae3UbvkbkLYKkDxjDLAP\nB+m3rYrbIo3mp3aj2YXvEHA7LEDS2PeVRECKDNJVPdvq4KpokDyfSbLDAiSNfV9JBKTIIM2m\n5r0uw8k04FkKOyxA0tj3lURAig1SBNlhAZLGvq8kAhIgARIg2TbbtDeQJvNXUvjv0g4LkDT2\nfSURkCKDNOG1Lq4CJM8YA+zzAWkQMn1QLTssQNLY95VEQIoMUkhLNJcdFiBp7PtKIiCtgqQF\nYcX+WALfxDwDpBD7vpIISCsgqVuUtRuyo5BXI5WywwIkjX1fSQQkGyQJbZF4h6yzAMkzxgD7\nfE7tAMlZgOQZY4B9PiDFkB0WIGns+0oiIAESIAGSbbNNewGpOJ/j1M5ZgOQZY4A9IAESIEWw\nzwSkQpfKzTfJDguQNPZ9JRGQYvfaDc+VO1iXHRYgaez7SiIgRQZpKDI4CRzcYIcFSBr7vpII\nSLEfo7gyz1EcX4Ts0g4LkDT2fSUxPZA+Vmhlp9u0N5AKXUxEhmf+u7TDAiSNfV9JBKROnpC9\notdutwDJM0Y3+wMA6WJctEi81XyXAMkzRjf73EEqr5HGXCPtFiB5xuhmnzlIZi6uU3rtXARI\nnjG62XcE0r7m/pZj7iM5CpA8Y3Szzxyk8OdjASnEvq8kPjQgdSbG2u12EGcDQFLZdwRSe1gR\nWyRA0giQPGN0s59D8tefi7z9x3rll9LA5zffl+//pvr06E6xxQN5s9rpNu0FpEiyEwJIGvu+\nkpgsSH+t/qz/seaoAdLPyy8Kkn4l9+9JQdJY7lc73SZAav8KkA4YpJ/LLw1A35+js+Doz/L2\n/378O/PF63J9LUeLBikVkE6Pi9O6UcjjFHZCAElj31cSkwXp9RKdEqDXX/9jA6Rfyu/qJTEg\nSdEg3at3uk37Amk6LK+PRAJuydoJASSNfV9JTBakmhXTIv2yBqrS2/LXBWtli3R0NN/pNu0L\npLFMTJ/DmYz8d2knBJA09n0lMW2Q/kd+M298lmzJxz+W7//Px+Ya6d59uXtX7s53uk37Amn+\n7lh67XYKkDxjdLNvcPTX19/+eANIb897IX5leu2Ojh6Mq967rZUTkNq/AqTDBmnJkQ1Scar3\nGym/KszvyfhO3Xu3tXLuC6T61G4iY/9d2gkBJI19X0lMGKQ/LzlqgtTohTAgvSkPjqprpSgg\n6e+krnY2LF/G7C07IYCkse8riemC9Dv58cebQPqxBdJ9GV/XvXcxQJINaOzQmvXiZczeshMC\nSBr7vpKYLEh/lGV7ZIH0u+rU7ucVSEWDdB2xRYoBUrjshACSxr6vJCYL0tv1iPgmMjcAAB1/\nSURBVDULpPJX9U3ZB379obxzfX2n7L2Ld40ESICkLkKyIEkrSB//8nV5+8/l+vU78tG1ISlq\nr10YSMdVqzZsXiMNCjV/259Vqw1zOyGApLHvK4nJguSklZ1ukztIYZ0Nk6qzQpq9doP6x2Cx\nYn02mNkcAVKAfV9JBKTIIA2qsUGXzc4/QIqyASCp7PsGKfhFY/bvhbaCZHEESAH2fSURkFZA\nUvcdrL2MeTydzaaTtbF2jiB9pZC9oaYOaAtfSVEH/BxopakDbnvsPIkakLwcqBU/iaUcQdL3\nwa29jLm+IbvyHMXi/G0FpLKzYbDocyhl/33o/I9pei2S/x9TWqSF/JO4tb67geTxkPiq9XRS\n3pBdHdjQCtJsvVWywwIkQPKx7xUkD7lhN7B/ANLWDQDJVQ8bSI17Resg1Y0VIC0ESK46ZJA2\nPGq+uRUCpDYBkqsOF6RNj5oPBvUwhsVohsbynCY6G5YCJFcdLkg8au4sQNI4UNtnDhJPyDoL\nkDQO1PYdgbS3SfQByVUOIC1nCf3j2yI//uPii+XquGWWUHuPgBQLpM7Eo+a7HWg3WHC0mCX0\nf6ulP9dfLFdbZwm19whIubVIPGrurN0gLWcJ/Y1Z+rn8qv5iudo6S6i9R0CKBdIrrYrd/c2j\n5o7aDdJyfo4fm9bnz4vZB5arrbOE2nsEpPxACpcd1kMMUqVqeuo5UiuEtc4Sau8RkLIF6cR/\nl3ZYDztI5SyhYoO0XG2dJdTeIyDlBdLFUIbVg31Deu12yQ2kanbDVpA+vtMyS6i9R0DKCqSL\nsp/hsmiOissk/13aYT3cINWzhLaDZOw3zRJq7xGQsgLpWCZlx/dIJODMDpCWR3g+S2hNzus2\nSK/XdWDTLKH2HgEpK5BEprOpyEiGIa9HAqTFAV7MEvp9u9eusXrdMkuovUdAygyk8kfRLgXJ\nDushBmk5S+gvzYygP5+/nKS5et0yS6i9R0DKEaTzsD0C0vz4LmcJ/XO18L8fV6d1jdXrlllC\n7T0C0p5BCptEvwZJt4N12WE9xCA1Zgk1g+uqUXcrq9cts4TaewSk/YIUOPc3IGnE6G+NA7U9\nIAESILkqVZDW0NgtG6SGVHuxZIcFSIDkYw9IgARIrkoXpNA39sWQHRYgAZKPfc8gqdEApN0O\ntBsAkqsAaZvssAAJkHzsewWJV18CEiBtrZyA1P4VIAGStdNtcjy1CxvZEEl2WIAESD72/YKk\nFyDtdqDdAJBcdcAgTQbcR3ITIGkcqO0zB2nCDVlXAZLGgdo+c5AGQc/GVrLDAiRA8rHPHKTw\nIauABEjOOlyQJhIyNWQlOyxAAiQf+45A2teUxbPjUcBkxZXssAAJkHzsOwKpMzH6e7cD7QaA\n5Kr9g/S9VkWdswGQ3AVIGgdq+5xBiiQ7LEACJB97QAIkQHLVAYN0XA18HfJ+pF0CJI0DtX3m\nIE2qiyPhjX07BUgaB2r7zEEaSPU2CjobdgqQNA7U9pmDNAcIkHYKkDQO1PaZg3Qs4+lsNp3I\nyH+XdliABEg+9pmDdDV/GXPA+yjssAAJkHzsMwepaIzKlzGHjBOywwIkQPKx7x0kHjUHJH2R\nAWkVJOZsACSPIgPSCkgS2iJNGGvnKEDSOFDb9wuShJ7a8ai5swBJ40BtnzlIA7kcydV0VN2X\n9ZMdFiABko99ryDJOhm7tH5D9kTOZ1PuI+0UIGkcqO37BMljotUNIJ3LKSMbHARIGgdq+15B\n8ri6WRvZcHYlw9kFIO0UIGkcqO37BGkTGbu0Ym4IGhkaGf29S4CkcaC2zxyk2flwNhuLTHR7\nsWSHBUiA5GOfO0gRZIcFSIDkY987SEoB0m4H2g0AyVUHClKjh4HOhp0CJI0DtX32IM2fNfff\npR0WIAGSjz0gARIguQqQtskOC5AAyccekAAJkFy1f5D2Mok+IGkESBoHavuOQOpMgLTbgXYD\nQHLV/kFq3wktEiABkrXTbdoTSLyNwl2ApHGgtgckQAIkVx0oSJFkhwVIgORjD0iABEiuAqRt\nssMCJEDysQckQAIkVwHSNtlhARIg+djnDNIwDlV2WIAESD72/YIUNvlJsWlIt/dcdliABEg+\n9j2DpK71gLTbgXYDQHLVgYI04oasQoCkcaC27xUkj9rf3GT+ljFAchEgaRyo7fsFSU9Ayztk\nQ2SHBUiA5GPfL0gb0NihDrq/bWnqgJ8HRR2IG1qbNHXAbY+dJ1EDkpcDteInccdu17q/w0Cq\nX305Ve3Elv33ofM/prRIEZKoAcnLgdreP4lbK+e+QFq8jDngJbJ2WIAESD72vYIUfmo3llGB\n0NWIub93CpA0DtT2vYMUp7OBXrudAiSNA7V9ryDNovXaAdJOAZLGgdq+X5D04tRutwPtBoDk\nqsMFic4GZwGSxoHaPnOQ6P52FiBpHKjtcwcpguywAAmQfOwBCZAAyVWAtE12WIAESD72gARI\ngOSq/YO0l0n0I8kOC5AAyce+I5A6EyDtdqDdAJBcBUjbZIcFSIDkY589SKfHIrPRZcAu7bAA\nCZB87DMHaTosh+uJXPjv0g4LkADJxz5zkMYyMQNWz2Tkv0s7LEACJB/7zEEyo77n/31lhwVI\ngORjD0iABEiuOlyQ6lO7CY9R7BQgaRyo7TMHacpjFK4CJI0DtX3mIM1mJzxG4SZA0jhQ22cP\nUrjssAAJkHzsMwdpFHBtNJcdFiABko995iANmLLYVYCkcaC2zxyky9EkoJuhkh0WIAGSj33m\nIPE2CmcBksaB2h6QAAmQXHW4IMWQHRYgAZKPPSABEiC56oBBmnBq5yhA0jhQ22cO0oRrJFcB\nksaB2j5zkAZyOZKr6YgH+3YKkDQO1PaZg1S0RCdyPpvyYN9OAZLGgdo+f5DO5ZTnkRwESBoH\navvMQTqWsysZzi4AaacASeNAbZ85SIagkelr4MG+XQIkjQO1feYgzc6H5jFZmQTs0g4LkADJ\nxz53kCLIDguQAMnHHpAACZBcdcAgTQbckHUTIGkcqO0zB4mRDc4CJI0DtX3mIA3kJHiXdliA\nBEg+9pmDFNISzWWHBUiA5GOfOUgTCZmIq5IdFiABko995iDNjkfM2eAmQNI4UNvnDJI05b9L\nOyxAAiQfe0ACJEBy1YGCFEl2WIAESD72gARIgOSqQwVpOjGrZwM5DulxsMMCJEDysc8apIG5\nNLooX+sS0AtuhwVIgORjnzNIpzIq+BmOzO2kgOco7LAACZB87HMGaSTFGd2VeaZvKgP/Xdph\nARIg+djnDFLZ531WNkZ0f+8UIGkcqO1zBql8p8tELmeA5CBA0jhQ2+cM0rEZaDcczkyHA9Nx\n7RIgaRyo7XMG6bS4PDo3z1FMR2ZKLl/ZYQESIPnY5wxS+Upz0/EtMgzYpR0WIAGSj33OIM0u\nh9Wt2KBJhAAJkFx1qCDFkR0WIAGSjz0gARIguQqQtskOC5AAyccekAAJkFwFSNtkhwVIgORj\nD0iABEiuAqRtssMCJEDysc8epNNj82aXy4Bd2mEBEiD52GcO0nRYTnwivEN2pwBJ40BtnzlI\nY5mYkd9nDFrdKUDSOFDbZw6SeXxi/t9XdliABEg+9oAESIDkqsMFqT61m/AO2Z0CJI0DtX3m\nIE3r94wNAubjssMCJEDysc8cpNnsZCgynIS8k8IOC5AAycc+e5DCZYcFSIDkYw9IgARIrjpc\nkJZvoxiMfS+T7LAACZB87A8GpEJLkqrpIgeFFp/Uy/Unzfkk7bAACZB87DMH6VzMG/uuRnLW\n7AKvmVn8WC5X/yyOAAmQXHW4IA3rd8iaaYQWN2UHM0DSbABIrjpckObwrIxu2AGSPVG4HRYg\nAZKPfeYgjeandqPZRWNyO2eQvlLI3qOmDviFoKgDfg600tQBtz12nkQNSF4O1IqfxG61AtLV\ncmSDNGZbbQWpvHwaLPocStl/Hzr/Y0qLFCGJGpC8HKjt/ZPYCSc7tXofaboY2dCcJbIdpNl6\nq2SHBUiA5GOfO0ibBUiaDQDJVYDUWK577QBpIUBy1QGDNJnfjbU+BSTNBoDkqsMFacHRBpCW\noxkay4uvlsZ2WIAESD72mYM0kMuRXE1HTH6yU4CkcaC2zxykoiU6kfPZlMlPdgqQNA7U9vmD\ndG7uHzFnw04BksaB2j5zkI7l7EqGswtA2ilA0jhQ22cOkiFoZPoamPxklwBJ40BtnzlIs/Oh\nmUoo6N2XdliABEg+9rmDFEF2WIAESD72gARIgOSqwwVp3snQvMGqlR0WIAGSj33OIA2aEzb4\n79IOC5AAycc+Z5BOGxydtm6xU3ZYgARIPvY5gzQLuxE7lx0WIAGSj33mIMWQHRYgAZKPfe4g\nTQZcI7kJkDQO1PaZg9TyGIVKdliABEg+9pmDNAjpZahlhwVIgORjnzlIdDY4C5A0DtT2mYN0\nLCFvRqpkhwVIgORjnzlIV4NRwLv6KtlhARIg+dhnDhIjG5wFSBoHantAAiRActXhghRDdliA\nBEg+9oAESIDkqkMG6fTYPG1+GbBLOyxAAiQf+8xBmg7L6yNhXrudAiSNA7V95iCNZWJuyp4x\nr91OAZLGgdo+c5Dmb+qj126nAEnjQG0PSIAESK46XJDqU7sJ89rtFCBpHKjtMwdpunz1pbfs\nsAAJkHzsMwdpNlu8+tJbdliABEg+9tmDFC47LEACJB97QAIkQHLVAYN0XH4gQ66RdgmQNA7U\n9pmDNKn6vXkbxW4BksaB2j5zkAbV2KBL7iPtFCBpHKjtMwdpDhAg7RQgaRyo7TMH6VjG09ls\nOmGs3U4BksaB2j5zkK7mN2QDnqOwwwIkQPKxzxykojEqb8iGzIBihwVIgORjnztIEWSHBUiA\n5GOfOUijgG7vueywAAmQfOwzB2nATKuuAiSNA7V95iBdjoIuj0rZYQESIPnYZw4S89o5C5A0\nDtT2gARIgOSqwwUphuywAAmQfOwBCZAAyVWHDBITRDoKkDQO1PaZg8QEkc4CJI0DtX3mIDFB\npLMASeNAbZ85SMxr5yxA0jhQ2wMSIAGSqw4XJCaIdBYgaRyo7TMHiQkinQVIGgdq+8xBYoJI\nZwGSxoHaPnuQwmWHBUiA5GMPSIAESK46VJAuRyJjHqNwEyBpHKjtcwbpsupoCBkeZGSHBUiA\n5GOfM0im77v4Efq0uR0WIAGSj33OIJV3YacyCNylHRYgAZKPffYgBQ1qKGWHBUiA5GMPSIAE\nSK4CpG2ywwIkQPKxByRAAiRXHSxIwuQnzgIkjQO1PSABEiC56kBBiiQ7LEACJB97QAIkQHIV\nIG2THRYgAZKPPSABEiC5CpC2yQ4LkADJxx6QAAmQXAVI22SHBUiA5GMPSIAESK4CJHdp6oCf\nB0UdiBtamzR1wG2PnSdRA5KXA7XiJ7Fb0SLtdqDdwP+PKS3SQv5JjF+jXQRIux1oNwAkVwHS\nNtlhARIg+dgDEiABkqsAaZvssAAJkHzsAQmQAMlVgLRNdliABEg+9oAESIDkKkDaJjus9EB6\nRSGvEgGSqwBpm+ywAAmQfOwBCZAAyVWAtE12WIAESD72gARIgOQqQNomOyxAAiQfe0ACJEBy\nFSBtkx0WIAGSjz0gARIguQqQtskOK3WQPi3L5WqyZrP0pNx8qvj1JXnTo0SA5CpA2iY7rMRB\nekaWIL2wAOkpee7z8pTh6b5HiQDJVYC0TXZYaYP0gjRAek6erJduFh/Kza0NEiCpHKjtASkr\nkD51swHSM/L5xTle+f9JuedTIkByFSBtkx1W0iA9JZ9vgPQZee4x+dQLyxbp5k2vEgGSqwBp\nm+ywUgbpBXnslQZIj1XXSF8sAXtOnnlGnvEqESC5CpC2yQ4rZZBu3vxSEySR58z53WfKpurm\nU+brsRzdUZcIkFwFSNtkh5UwSJ8x4DRAWl4flfq8PPmU3L8nLSQBksaB2h6Q8gFp8ZrPzSB9\nSr50U66v5UhbIkByFSBtkx1WRiDdLBfkU9Wa6QwXA5JoSwRIrgKkbbLDShgkuwEyp3rPmGuk\nZxYN0iu0SIDkKECSxa8v3jTNU90g/aM8Zvoc7t2Xu9oSAZKrAGmb7LAyAumVLz4m8uSXqs8f\nE3ND6Q69doDkpIcepO3yKhEguQqQtskOC5AAyccekAAJkFwFSNtkhwVIgORjD0iABEiuAqRt\nssMCJEDysQckQAIkVwHSNtlhARIg+dgDEiABkqsAaZvssAAJkHzsAQmQAMlVgLRNdlgHANL3\nFAqrA4C0ECABEiC5CpC2yQ4LkADJxx6QAAmQXAVI22SHBUiA5GMPSIAESK4CpG2ywwIkQPKx\nByRAAiRXAdI22WEBEiD52APSQYP0na+J/NO/LFarafHM0mty++vFr++aF8EAkqsAaZvssA4K\npO9U5MxJ+vYCpK/Lt74pXzc83QckdwHSNtlhHRRIX5PXDCxfrle/ZVZL3S5okttVgwRIzgKk\nbbLDOiiQbkt1QlevfkO+uTjHK/+/Vr6ZDJBcBUjbZId1UCDV1MxbpK/Jt74qX/72skW6fTus\nDhwuSI59NaWuw5IYv0a7CJDUIH1LvlEvfbW6RvqOuUb6ZvHxN+QbYXUAkABpqT3XgX2D9J3b\n/7RomuRb5vzua98zJN3+etEgfde8mQyQ1gVIeu25DuwZpAZHC5zqhW/Ka183byb7FSCtCZD0\nCqwDv1VIWwlK+yCQvr3G0RKkL8t3b5v3wLwOSGsCJL0C60DSIH1TvtpYqzvx6r4H0xlevZkM\nkNYESHoF1oGUQfoXsdqjr5luh2/M+x6KBul7tEgtAiS9AutAyiD9kyzGMpgf37ltVr48h+yr\nps/h3n35DSCtCZD0CqwDKYMkNkjf+85XRV77bvXdV8XcULpDr91GAZJegXUgZZDcKgEgrWsl\nTa/JYrHxx6ke+fsgbORv/BrtIkACJF0OY4D0mqyBdHs58nccNvI3fo12ESABki6HEUD6mjRA\nKvUtM2ox0sjf+DXaRYAESLochoN0+/a/rIJ02/TYRBr5G79Guyh1kH4oy+XqHKD69NUfFb9+\nXf7tAqTMQHqtcRO7/sSMtVqM/D0KS2L8Gu2ixEH6oSxB+q8FSD+SX/xMfmS+va+rBKUDQFqX\nGiRtElfSZIP03eoWwnzk711AKhURpH+VBki/kB/WS68WH8qrdYMESNmD9PX6ua565O+DsJG/\n8Wu0i5IG6dVX/7MB0k/kZ4tzvPL/D8uTaUDKHqTbjbVvymt3wkb+xq/RLkoapB9WzCyap1/8\nQP75v5Yt0quvaisBIKUI0rebA6++LN89ChtnFb9GuyhpkH5rgfSD6hrpv8010s9+IT/5ifwE\nkA4BpMVoxe9FGfkbv0a7KCOQRH5hzu/+textePVHRYP0a3MyDUi5g1QNrqpkRv7SIlXqCqSV\nD34mP/yROZm+A0jZglT9MvDUKkf+3gkb+Ru/RrsoX5D+WX79qvnTdQRImYPUaJ7Kxuk6bORv\n/BrtooxAerVclH+u1kxneHUyDUj5gbQzh9xH6g6kf5WfmGuknywapN/SIqUA0j9+WuSxf1ys\nvvBpufnkl8zSk3LzqeLXl8ztPkDSqwuQzK//ftV02tUN0n/KD0yfQ3EyfReQegXpS1Vn6gtz\njsq1m1985ZWn5LnPy1OGp/uAZGlQaHW5/mTQMOsKpN/+9w9Efvjr6vMfiLmhdIdeu95Bekae\nfOWVzxhiSn1Gnqk/uymvvCI3qwYJkBoaLH4sl6t/FkeM/n64QHrMNEYvyGP1qkj589PVUvH/\nyXL8CSAtBUiAtCGJN2XJzxIkWbRIN2/65PDhBMniCJAeLpDEBunT5tTuSbP6lHz+OXnmGXkG\nkGy5gPSVQhFLh9KXyPJnoQvT1zAqV09kcFJcRE8n5vehKxCksrNhsOhzKLXlT6LD38a+NkjD\nQVpJdLI3N/PmP80G99+Udx5Uq4XuybgczH0nSoGcNgiHwkehIM3WW6VYCdnvBmk4SCuJGpCO\nmhv8P/m3eulNeVAOnTuKUiBA2ksGgzZIw0FaSXSyf1M+ur7+SN5pbvChjKuF+8VCNf4kSoEO\nGqS61w6QYtinlUQn+7H8x/X1f1TPh88MV/evH7xj4DIqGqRrWqQVAVL3DtJKopP9R9XIhgfX\nVbtzt1yrG6QPTUNVDua+G6VAhwHScjRDY3lOE50NUezTSqKb/Yf/JvJvH5ql8gTu7pvy5hyb\nqmUqx59EKdCBgOSoWAnZ7wZpOEgriXk6iF+jXQRISTlIK4l5Oohfo10ESEk5SCuJeTqIX6Nd\nBEhJOUgriXk6iF+jXQRISTlIK4l5Oohfo10ESEk5SCuJeTqIX6NdBEhJOUgriXk6iF+jXQRI\nSTlIK4l5Oohfo10ESEk5SCuJeTqIX6NdBEhJOUgriXk6iF+jXQRISTlIK4l5Oohfo10ESEk5\nSCuJeTqIX6NdBEhJOUgriXk6iF+jXQRISTlIK4l5Oohfo10ESEk5SCuJeTqIX6NdBEhJOUgr\niXk6iF+jXQRISTlIK4l5Oohfo10ESEk5SCuJeTqIX6NdBEhJOUgriXk6iF+jXQRISTlIK4l5\nOohfo10ESEk5SCuJeTqIX6NdBEhJOUgriXk6iF+jXQRISTlIK4l5Oohfo10ESEk5SCuJeTqI\nX6NdBEhJOUgriXk6iF+jXQRISTlIK4l5Oohfo10ESEk5SCuJeTqIX6Nd1AFILur+tX6de+j/\nzYT5h9h/DqMJkJJ10H8J8newPwFSsg76L0H+DvYnQErWQf8lyN/B/tQTSAgdlgAJoQgCJIQi\nCJAQiiBAQiiCAAmhCOoFpMUr0TP2MH+fe2/qPMSHIIcR1QdIg8WPfD2Yetbt/ne5X/zI1cGs\n9xzGFCB5uwCkcBeAFKJ9/K3r2sOg79OS/STxsHMYU4DkvXNACt85IIXoMOrAwwDSgecwpgDJ\ne9+AFL5vQApR9nWg7BneQ+fw1iIsfnTso7Od95/DmDpUkPZwgA6+RTr4HMbUgYK0jwN06CAd\nfg5j6jBHNuzlrOHARzY8DDmMKMbaIRRBgIRQBAESQhEESAhFECAhFEGAhFAEARJCEQRICEUQ\nICEUQYCEUAQBUo+6GokMFfanhf3orFycnh4PZHRqFmV+DMU6mOXOheO7J5HoHjUQUdT0q9K8\nQKlYvqyXB9NWkGqLiMVFW0Sie5Sumg9kfDWbnQ+kaIeGMp6Wjc6kFaRyDZD2JRKtk8jloGgS\npmMpq3JRmY9lMLFtTgYyPC1tZ8dyPLsayvG08XFjX6bFqPd4ZfZ4tb7VQmfFh0bnMlgAMjW/\nN4M033mxeHEsdRkL8obnwNWFSKpOxZmVjOvzJnN5My2Xjpsmk7IOnxrbogbLWXGhYjZZfNzY\nV1XXzR6r/VRnas2tljqWi2rhslw5b+xmdaG5c0Neqcm8sIDUhUiqTmWFnJ2YnxNDxaSo7Rer\n51RXxUdlszEu2pHC9KxqOOqPm5aLPU7MpU99ptbcasV4ruJ6aTg5u6q/WGjDzs1p4FlBn1k6\nKZxMR4DUhUiqTgYHUzfL5WOzNF01Ka5lzpe2InV/wOLj5s4aeyx+XplGzt5qxXih6YlpsoYX\ns90gFfs9PxlVSJVOOOYdiKTqVNXCZcXdUCvPixOo4dWsWZXLM6z5xys7m+9x/tPeatVzQ5eT\n8cg0Njs7G0Z2YQGpC5FUnRxAKqr4UAYX60jUH6/szBWkxTXSrLGPRsdDK0hjGZ6eXwFStyKp\nOlW1cLhI24ZTO6PTzUictp59NU/tVreqNO+1uxiM61O/WYO82Zr9YhflwpRTu25FUnWqauHE\n9Aqcmf4Bs3S5eif0ovhosIrE4uOVnc33uOxsmG0EaXkf6bI0L9ql6cTAtRuki7qLoXbCMe9A\nJFWnqhbW/ciX8+EG1jifqp/7ZBWJxccrO2vucTFQYRNIV8NFP7ZpXKqRDVe7QZoszkPp/u5O\nJFWnuhaa26ej8lrlclTfSF1qMpDByWwNifnHKztr7HG83kVh6Xw8mI+1K8fdDSbT2W6QZmVZ\nyyVzQ/YMkLoQSX3oJIczmVxCAqSHSOZqqbyFjKILkOJo803RMEut8U77+mrpatN3KEyAFEdZ\ngDQ7Ha5d0KE4AiSEIgiQEIogQEIoggAJoQgCJIQiCJAQiiBAQiiCAAmhCPr/x8QUgsPSiUEA\nAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Same distribution break down by type (initial contact vs. non initial contact)\n",
    "\n",
    "ggplot(analysis_group, aes(x = rec_sms_from_CSH_flag, group=type)) +  \n",
    "        geom_bar(aes(y = ..prop.., fill = factor(..x..)), stat=\"count\") +\n",
    "        geom_text(aes( label = scales::percent(..prop..),\n",
    "                       y= ..prop.. ,hjust=0.3, vjust=1.5), stat= \"count\")+\n",
    "        scale_y_continuous(labels=scales::percent) +\n",
    "        ylab(\"Percentage Share of Each Receiving SMS Response by Type\") +\n",
    "        facet_grid(~type)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Don't know how to automatically pick scale for object of type difftime. Defaulting to continuous.\n",
      "Don't know how to automatically pick scale for object of type difftime. Defaulting to continuous.\n"
     ]
    },
    {
     "data": {
      "image/png": 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SRVCWKZCJC4wrV2qhLEMhEgcQWQVCWI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\nTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Same distribution break down by days lag (how many days was the interview conducted after sending the SMS)\n",
    "\n",
    "ggplot(analysis_group, aes(x = rec_sms_from_CSH_flag, group=days_lag)) +  \n",
    "        geom_bar(aes(y = ..prop.., fill = factor(..x..)), stat=\"count\") +\n",
    "        geom_text(aes( label = scales::percent(..prop..),\n",
    "                       y= ..prop.. ,hjust=0.3, vjust=1.5), stat= \"count\")+\n",
    "        scale_y_continuous(labels=scales::percent) +\n",
    "        ylab(\"Percentage Share of Each Receiving SMS Response by Days Lag\") +\n",
    "        facet_grid(~days_lag)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>Var1</th><th scope=col>Freq</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>Abhi check karke batata hu                  </td><td>1                                           </td></tr>\n",
       "\t<tr><td>Call back later                             </td><td>1                                           </td></tr>\n",
       "\t<tr><td>Network issue ke karan bat nahi ho paya.....</td><td>1                                           </td></tr>\n",
       "\t<tr><td>Respondent busy                             </td><td>1                                           </td></tr>\n",
       "\t<tr><td>Respondent language is diffrent             </td><td>1                                           </td></tr>\n",
       "\t<tr><td>The child has been past.....                </td><td>1                                           </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|ll}\n",
       " Var1 & Freq\\\\\n",
       "\\hline\n",
       "\t Abhi check karke batata hu                   & 1                                           \\\\\n",
       "\t Call back later                              & 1                                           \\\\\n",
       "\t Network issue ke karan bat nahi ho paya..... & 1                                           \\\\\n",
       "\t Respondent busy                              & 1                                           \\\\\n",
       "\t Respondent language is diffrent              & 1                                           \\\\\n",
       "\t The child has been past.....                 & 1                                           \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| Var1 | Freq |\n",
       "|---|---|\n",
       "| Abhi check karke batata hu                   | 1                                            |\n",
       "| Call back later                              | 1                                            |\n",
       "| Network issue ke karan bat nahi ho paya..... | 1                                            |\n",
       "| Respondent busy                              | 1                                            |\n",
       "| Respondent language is diffrent              | 1                                            |\n",
       "| The child has been past.....                 | 1                                            |\n",
       "\n"
      ],
      "text/plain": [
       "  Var1                                         Freq\n",
       "1 Abhi check karke batata hu                   1   \n",
       "2 Call back later                              1   \n",
       "3 Network issue ke karan bat nahi ho paya..... 1   \n",
       "4 Respondent busy                              1   \n",
       "5 Respondent language is diffrent              1   \n",
       "6 The child has been past.....                 1   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Other responses to the above question?\n",
    "data.frame(table(analysis_group$rec_sms_from_CSH_flag_other))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9. Distribution of the responses to the question \"Please specify why don't know?\"\n",
    "\n",
    "0\tI don't know because I delete all my messages.\n",
    "<br>\n",
    "1\tI don't know because this is not my phone.\n",
    "<br>\n",
    "3\tI don't know because someone else checks the messages for them\n",
    "<br>\n",
    "4\tI don't know because I never check my messages\n",
    "<br>\n",
    "5\tI don't know because I don't remember\n",
    "<br>\n",
    "6\tAny other\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "         0          1          4          5          6 \n",
       "0.03076923 0.12307692 0.46153846 0.20000000 0.18461538 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "analysis_dontknow <- subset(analysis_group, rec_sms_from_CSH_flag == 5)\n",
    "table(analysis_dontknow$rec_sms_from_CSH_flag_dont_know)/length(\n",
    "        analysis_dontknow$rec_sms_from_CSH_flag_dont_know)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "12.3% said they don't know because its not their phone\n",
    "<br>\n",
    "46.15% said they don't know because they never check messages\n",
    "<br>\n",
    "20% said they don't know because they don't remember"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Don't know how to automatically pick scale for object of type difftime. Defaulting to continuous.\n",
      "Don't know how to automatically pick scale for object of type difftime. Defaulting to continuous.\n"
     ]
    },
    {
     "data": {
      "image/png": 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rdrl4B0NUOk4FSIlEokrv0dFYlIiNTVQjtrV57aUW3E/ZEQKbTtYSIH+4wUxvqZ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\nCSABiASQAEQCSAAiASTg/wMHu/3PuOUGjwAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Don't know responses break down by time lag (how many days was the interview conducted after sending the SMS)\n",
    "\n",
    "ggplot(analysis_dontknow, aes(x = rec_sms_from_CSH_flag_dont_know, group=days_lag)) +  \n",
    "        geom_bar(aes(y = ..prop.., fill = factor(..x..)), stat=\"count\") +\n",
    "        geom_text(aes( label = scales::percent(..prop..),\n",
    "                       y= ..prop.. ,hjust=0.3, vjust=1.5), stat= \"count\")+\n",
    "        scale_y_continuous(labels=scales::percent) +\n",
    "        ylab(\"Percentage Share of Each Don't Know Response by Days Lag\") +\n",
    "        facet_grid(~days_lag)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LH2a+7dcnF+JGcncmR8OotYeSXgRmDO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\nSAARQCSACCASQAQQCSAC/x+XBU7F7g+OkwAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Don't know responses break down by type(initial contact vs. non-initial contact)\n",
    "\n",
    "ggplot(analysis_dontknow, aes(x = rec_sms_from_CSH_flag_dont_know, group=type)) +  \n",
    "        geom_bar(aes(y = ..prop.., fill = factor(..x..)), stat=\"count\") +\n",
    "        geom_text(aes( label = scales::percent(..prop..),\n",
    "                       y= ..prop.. ,hjust=0.3, vjust=1.5), stat= \"count\")+\n",
    "        scale_y_continuous(labels=scales::percent) +\n",
    "        ylab(\"Percentage Share of Each Don't Know Response by Type\") +\n",
    "        facet_grid(~type)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 10. If you receive the SMS from us, can you remember the message content?\n",
    "\n",
    "0 No\n",
    "<br>\n",
    "1 Yes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "        0         1 \n",
       "0.2903226 0.7096774 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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VxzVSQO7dYMRqRYyDVXReJkw5rBiBQL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\nOVAQ5MAf2AAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "analysis_received <- subset(\n",
    "        analysis_group, (\n",
    "                rec_sms_from_CSH_flag == \"0\") | (rec_sms_from_CSH_flag == \"1\"))\n",
    "table(analysis_received$can_rem_msg_content_flag)/length(\n",
    "        analysis_received$can_rem_msg_content_flag)\n",
    "ggplot(analysis_received, aes(x = can_rem_msg_content_flag)) +  \n",
    "        geom_bar(aes(y = (..count..)/sum(..count..))) +\n",
    "        scale_y_continuous(labels=scales::percent) +\n",
    "        ylab(\"Percentage Share of People Remembering and People Not Remembering\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Among those who claimed that they received the SMS, approximately 71% of them said they could remember the content of the SMS"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 10. If you could not remember, why?\n",
    "\n",
    "1\tI receive many messages, so I don't read carefully\n",
    "<br>\n",
    "2\tAny other\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "        1         2 \n",
       "0.3055556 0.6944444 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "analysis_noremember <- subset(analysis_received, can_rem_msg_content_flag == \"0\")\n",
    "table(analysis_noremember$cannot_rem_msg_content)/length(\n",
    "        analysis_noremember$cannot_rem_msg_content)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "More than 30% said that they receive so many messages, so they do not read carefully"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 11. If you remember, what did the message say?\n",
    "\n",
    "0\tVaccination\n",
    "<br>\n",
    "1\tTime for\n",
    "<br>\n",
    "2\tDue\n",
    "<br>\n",
    "3\t1 week/1 day\n",
    "<br>\n",
    "4\tGo to\n",
    "<br>\n",
    "5\tASHA/Anganwadi/Health Center\n",
    "<br>\n",
    "6\tAny Other\n",
    "<br>\n",
    "7\tNone of the above\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "         0    0 2 3 6        0 3    0 3 4 6        0 4        0 6   2000 3 6 \n",
       "0.10227273 0.01136364 0.22727273 0.01136364 0.01136364 0.25000000 0.34090909 \n",
       "  2000 6 7          6 \n",
       "0.01136364 0.03409091 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "analysis_remember <- subset(analysis_received, can_rem_msg_content_flag == \"1\")\n",
    "table(analysis_remember$msg_content)/length(analysis_remember$msg_content)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "34.09% said they remember \"vaccination, due, 1 week/1 day, any other\"\n",
    "<br>\n",
    "25% said they remember \"vaccination, any other\"\n",
    "<br>\n",
    "22.72% said they remember \"vaccination, 1 week/1 day\"\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 12. Distribution of responses to \"do you sometimes delete SMS\"?\n",
    "\n",
    "0 No\n",
    "<br>\n",
    "1 Yes\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "        0         1 \n",
       "0.1930380 0.1550633 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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LAuhnT6eutLh9QSuCq9egEB62JIw/D51pdX+v79JYWuf/3+a+8fOiQaXJVevYCA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\nwCEZswIOyZgV+P9TfyBsUyfaTgAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "analysis_group$delete_sms_flag[analysis_group$delete_sms_flag==\"\"] <- \"NA\"\n",
    "table(analysis_group$delete_sms_flag)/length(analysis_group$delete_sms_flag)\n",
    "ggplot(analysis_group, aes(x = delete_sms_flag)) +  \n",
    "        geom_bar(aes(y = (..count..)/sum(..count..))) +\n",
    "        scale_y_continuous(labels=scales::percent) +\n",
    "        ylab(\"Percentage Share of People Deleting SMS\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "15% said yes\n",
    "<br>\n",
    "19% said no\n",
    "<br>\n",
    "the rest are missing data"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 12. Distribution of responses to \"Please check inbox, did you find the SMS?\"\n",
    "\n",
    "0\tNo, I did not find such an SMS in my inbox\n",
    "<br>\n",
    "1\tYes,  I found such an SMS in my inbox\n",
    "<br>\n",
    "2\tDo not know how to check\n",
    "<br>\n",
    "3\tDo not want to check\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "          0           1           2           3 \n",
       "0.047468354 0.253164557 0.009493671 0.082278481 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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HXUUyEkI+pxWUPaNx/2JqQOc2mHkCQDuxrSsPk7VOcNnIU7r6eeCiEZUY/LGtLb\nfsOPR4S0dS7tEJJkYFdD4rp20rm0Q0iSgRGSnM43iJAkA7sa0nY6b+As3Hk99VQIyYh6XIRU\nRz0VQjKiHhcXiKyjngohGVGPiwtE1lFPhZCMqMfFBSLrqKdCSEbU4+K6dnXUUyEkI+pxEVId\n9VQIyYh6XFwgso56KoRkRD0uLhBZRz0VQjKiHhcXiKyjngohGVGPixOyddRTISQj6nERUh31\nVAjJiHpctpDe9qU88jIK3VzaISTJwOohvU0HGtqfHkRIG+fSDiFJBlYPaTz2/fHbtlebd97A\nWbjzeuqpEJIR9bhMIZ3Pwh7LQEiqubRDSJKB3Qhpw5MaCGnrXNohJMnACElO5xtESJKBEZKc\nzjeIkCQDIyQ5nW8QIUkGdi2kwsVPpHNph5AkAyMkOZ1vECFJBlYPqQudN3AW7ryeeiqEZEQ9\nLkKqo54KIRlRj4uQ6qinQkhG1OMipDrqqRCSEfW4CKmOeiqEZEQ9LkKqo54KIRlRj4uQ6qin\nQkhG1OMipDrqqRCSEfW4CKmOeiqEZEQ9LkKqo54KIRlRj4uQ6qinQkhG1OMipDrqqRCSEfW4\nCKmOeiqEZEQ9LkKqo54KIRlRj4uQ6qinQkhG1OMipDrqqRCSEfW4CKmOeiqEZEQ9LkKqo54K\nIRlRj4uQ6qinQkhG1OMipDrqqRCSEfW4CKmOeiqEZEQ9LkKqo54KIRlRj4uQ6qinQkhG1OMi\npDrqqRCSEfW4CKmOeiqEZEQ9LkKqo54KIRlRj4uQ6qinQkhG1OMipDrqqRCSEfW4CKmOeiqE\nZEQ9LkKqo54KIRlRj4uQ6qinQkhG1OMipDrqqRCSEfW4CKmOeiqEZEQ9LkKqo54KIRlRj4uQ\n6qinQkhG1OMipDrqqRCSEfW4CKmOeiqEZEQ9LkKqo54KIRlRj4uQ6qinQkhG1OMipDrqqRCS\nEfW4CKmOeiqEZEQ9LkKqo54KIRlRj4uQ6qinQkhG1OMipDrqqRCSEfW4CKmOeiqEZEQ9LkKq\no54KIRlRj4uQ6qinQkhG1OMipDrqqRCSEfW4CKmOeiqEZEQ9LkKqo54KIRlRj4uQ6qinQkhG\n1OMipDrqqRCSEfW4CKmOeiqEZEQ9LkKqo54KIRlRj4uQ6qinQkhG1OMipDrqqRCSEfW4CKmO\neiqEZEQ9LkKqo54KIRlRj4uQ6qinQkhG1OP69yHdB+qp/Pql3oE7Qz2u1YHxHUlE5xvEdyTJ\nwAhJTucbREiSgRGSnM43iJAkAyMkOZ1vECFJBkZIcjrfIEKSDIyQ5HS+QYQkGRghyel8gwhJ\nMjBCktP5BkqX/zkAAAnuSURBVBGSZGCEJKfzDSIkycAISU7nG0RIkoERkpzON4iQJAMjJDmd\nbxAhSQZGSHI63yBCkgyMkOR0vkGEJBkYIcnpfIMISTIwQpLT+QYRkmRghCSn8w0iJMnACElO\n5xtESJKBEZKczjeIkCQDIyQ5nW8QIUkGRkhyOt+gzhuk3p2/9ketQ0h11FMhJOP+qHUIqY56\nKoRk3B+1DiHVUU+FkIz7o9YhpDrqqRCScX/UOoRURz0VQjLuj1qHkOqop0JIxv1R6xBSHfVU\nCMm4P2odQqqjngohGfdHrUNIddRTISTj/qh1CKmOeiqEZNwftQ4h1VFPhZCM+6PWIaQ66qkQ\nknF/1DqEVEc9FUIy7o9ah5DqqKdCSMb9UesQUh31VAjJuD9qHUKqo54KIRn3R61DSHXUUyEk\n4/6odQipjnoqhGTcH7UOIdVRT4WQjPuj1iGkOuqpEJJxf9Q6hFRHPRVCMu6PWoeQ6qinQkjG\n/VHrEFId9VQIybg/ah1CqqOeCiEZ90etQ0h11FMhJOP+qHUIqY56KoRk3B+1DiHVUU+FkIz7\no9YhpDrqqRCScX/UOoRURz0VQjLuj1qHkOqop0JIxv1R6xBSHfVUCMm4P2odQqqjngohGfdH\nrUNIddRTISTj/qh1CKmOeiqEZNwftQ4h1VFPhZCM+6PWIaQ66qkQknF/1DqEVEc9FUIy7o9a\nh5DqqKdCSMb9UesQUh31VAjJuD9qnSAhqTfhXubSDiH9Y6HPbSckNdvv7MuJ9l1OvTv3MjBC\nkrP9zr6caN/l1LtzLwMjJDnb7+zLifZdTr079zIwQpKz/c6+nGjf5dS7cy8DIyQ52+/sy4n2\nXU69O/cyMEKSs/3Ovpxo3+XUu3MvAyMkOdvv7MuJ9l1OvTv3MjBCkrP9zr6caN/l1LtzLwMj\nJDnb7+zLifZdTr079zIwQpKz/c6+nGjf5dS7cy8DIyQ52+/sy4n2XU69O/cyMEKSs/3Ovpxo\n3+XUu3MvAyMkOdvv7MuJ9l1OvTv3MjBCkrP9zr6caN/l1LtzLwMjJDnb7+zLifZdTr079zIw\nQpKz/c6+nGjf5dS7cy8DIyQ52+/sy4n2XU69O/cyMEKSs/3Ovpxo3+XUu3MvAyMkOdvv7MuJ\n9l1OvTv3MjBCkrP9zr6caN/l1LtzLwMjJDnb7+zLifZdTr079zIwQpKz/c6+nGjf5dS7cy8D\nIyQ52+/sy4n2XU69O/cyMEKSs/3Ovpxo3+XUu3MvAyMkOdvv7MuJ9l1OvTv3MjBCkrP9zr6c\naN/l1LtzLwMjJDnb7+zLifZdTr079zIwQpKz/c6+nGjf5dS7cy8DIyQ52+/sy4n2XU69O/cy\nMEKSs/3Ovpxo3+XUu3MvAyMkOdvv7MuJ9l1OvTv3MjBCkrP9zr6caN/l1LtzLwMjJDnb7+zL\nifZdTr079zIwQpKz/c6+nGjf5dS7cy8DIyQ52+/sy4n2XU69O/cyMEKSs/3Ovpxo3+XUu3Mv\nAyMkOdvv7MuJ9l1OvTv3MjBCkrP9zr6caN/l1LtzLwMjJDnb7+zLifZdTr079zIwQpKz/c6+\nnGjf5dS7cy8DIyQ52+/sy4n2XU69O/cyMEKSs/3Ovpxo3+XUu3MvAyMkOdvv7MuJ9l1OvTv3\nMjBCkrP9zr6caN/l1LtzLwMjJDn4WHziCRFSSCG1TXSfeEKEFFJIbRPdJ54QIYUUUttE94kn\nREghhdQ20X3iCRFSSCG1TXSfeEKEFFJIbRPdJ55Qe0jDB98//vzMcPFfI6QWIbVNdJ94Qs0h\nDRfFzB9P/1l0REhNQmqb6D7xhAgppJDaJrpPPCGHkBYdEVKTkNomuk88Ic+Q/jfy0/UAMrEp\npPPBhuHrmMOZaribcVq2nWhC+KzgI9QrpNPfD+9cfP8rc2kHnxUIaRL2WbadaEL4rBA9pOFE\nSBHAZwVCmoR9lm0nmhA+K4QJ6c+zGS4+nmviYIMafFaIE9IPcfH9r8ylHXxWIKRJ2GfZdqIJ\n4bMCIU3CPsu2E00InxUIaRL2WbadaEL4rEBIk7DPsu1EE8JnBUKahH2WbSeaED4rENIk7LNs\nO9GE8FmBkCZhn2XbiSaEzwqENAn7LNtONCF8ViCkSdhn2XaiCeGzAiFNwj7LthNNCJ8VCGkS\n9lm2nWhC+KxASJOwz7LtRBPCZwVCmoR9lm0nmhA+KxDSJOyzbDvRhPBZgZAmYZ9l24kmhM8K\nhDQJ+yzbTjQhfFYgpEnYZ9l2ognhswIhTcI+y7YTTQifFQhpEvZZtp1oQvisQEiTsM+y7UQT\nwmcFQpqEfZZtJ5oQPisQ0iTss2w70YTwWYGQJmGfZduJJoTPCoQ0Cfss2040IXxWIKRJ2GfZ\ndqIJ4bMCIU3CPsu2E00InxUIaRL2WbadaEL4rHB3IfkQ7h01ownhs4K3ECG1EU0InxUI6cx/\nbi5W8FmBkM785+ZiBZ8VCAngDiAkgA4QEkAHCAmgA4QE0AFCAujAXYQ0fKB2+EYsn2gbFMdn\nuPzD0+keQhq+fgtDlPvJRLQNCuQzXCQ0eDoRUguuI7ETbYMC+QwXMoT09Vscgumc4hnF8CGk\nCwjpJ0QziuEzTCKXv3wgpDaC6UQTinSwgZBmCOkHIFTls57B/cAdIbURTCecTxSjPz8cDRNe\n/0OE1AY6Nwg0sIuQ/vzdA0JqI5ZOLJtIA/vM588BOy+tewgp0InyL0L5+D5oaSCOztczGwgJ\n4A4gJIAOEBJABwgJoAOEBNABQgLoACEBdICQADpASAAdIKTYlFsDqvzj8lM3vxp6wk7HhpDu\nBHY6NtaQjP8F6AU7HZP3hzIcTucUDtNHp+NjKY/Hb/94+vjn14uvGz9VysV/4aHs389fM371\nx0cP5e10eiv7f3x70kNIITkO5YOHMYWH8aOxivOndst/HDs6XH7hFNLw+TXTVw/H+Ws+PjqO\nS+zHmqAnhBSSQ3k8/Z6i2B9PT2U4ffx2GD//vPjHj4+fFl/49TXP49ecP9pPX7g/TR89ldeX\nZXzQAUIKya4cpw8+Hqadpjx251GN34gu/nH5uO709dDu8qP38XvQ7uujQC8WygQhheTrKMH0\nwRTFxOIfy/gd6vsXXn7N3x+dXkp5+Qc34T8GIYXkpyE9DefvPssvJCQBhBSSi0dv8++7UvvH\nl/Gx3gXf86k9tNvteGjXHUIKyXgs7m0Zxfnw3Mt4zGDxj/vlt5fvIe1Px/14PGJxsOH12xEK\n2A4hheR9Ptb9J4rpAPZ43Hrxj2/no9tffA+pfvj763sa9IKQYvK2n86fXvxsM55S3f/+6x+f\nyuPF1/31k9FDeaidkH04QVcICaADhATQAUJKQCl/jo2DBrY+AYSkh60H6AAhAXSAkAA6QEgA\nHSAkgA4QEkAHCAmgA4QE0IH/B29/k24USUVQAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "analysis_group$check_inbox[analysis_group$check_inbox==\"\"] <- \"NA\"\n",
    "table(analysis_group$check_inbox)/length(analysis_group$check_inbox)\n",
    "ggplot(analysis_group, aes(x = check_inbox)) +  \n",
    "        geom_bar(aes(y = (..count..)/sum(..count..))) +\n",
    "        scale_y_continuous(labels=scales::percent) +\n",
    "        ylab(\"Percentage Share of Check Inbox Response\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "25.3% of the eligible records said \"Yes, I did find the SMS\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 13. Distribution of responses to the question \"can you read the content?\"\n",
    "\n",
    "0 No\n",
    "<br>\n",
    "1 Yes\n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "     0      1 \n",
       "0.0875 0.9125 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Tpszs+PSnlDpODJ7ilMgK65KtJj2fUv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\nYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "analysis_check_receive <- subset(analysis_group, check_inbox == \"1\")\n",
    "table(analysis_check_receive$read_msg_content_flag)/length(analysis_check_receive$read_msg_content_flag)\n",
    "ggplot(analysis_check_receive, aes(x = read_msg_content_flag)) +  \n",
    "        geom_bar(aes(y = (..count..)/sum(..count..))) +\n",
    "        scale_y_continuous(labels=scales::percent) +\n",
    "        ylab(\"Percentage Share of Read Content Response\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Among those who checked inbox and received the SMS, more than 91% of them said \"Yes, I can read the content\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 14. Distribution of responses to the question \"What can you read from the content?\"\n",
    "\n",
    "0 Vaccination\n",
    "<br>\n",
    "1 Time for \n",
    "<br>\n",
    "2 Due \n",
    "<br>\n",
    "3 1 week/1 day \n",
    "<br>\n",
    "4 Go to \n",
    "<br>\n",
    "5 ASHA/Anganwadi/Health Center \n",
    "<br>\n",
    "6 Any Other \n",
    "<br>\n",
    "7 None of the above \n",
    "<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "       0      0 3  0 3 4 6      0 6 1 3 2006 2000 1 3 2000 3 6 2000 6 7 \n",
       "  0.0375   0.1625   0.0250   0.2125   0.0125   0.0125   0.4250   0.0125 \n",
       "     3 6 \n",
       "  0.0125 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "analysis_check_receive$read_msg_content[analysis_check_receive$read_msg_content==\"\"] <- 'NA'\n",
    "table(analysis_check_receive$read_msg_content)/length(analysis_check_receive$read_msg_content)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Among those who received the message, 42.5% of them said they could read \"vaccination, due, 1 week/1 day, any other\"\n",
    "<br>\n",
    "21.25% of them said they could read \"vaccination, any other\"\n",
    "<br>\n",
    "16.25% of them said they could read \"vaccination, 1 week/1 day\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}