Agnes Mueni_MTN Project.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>VILLES</th>\n",
       "      <th>STATUS</th>\n",
       "      <th>LOCALISATION</th>\n",
       "      <th>DECOUPZONE</th>\n",
       "      <th>ZONENAME</th>\n",
       "      <th>LONGITUDE</th>\n",
       "      <th>LATITUDE</th>\n",
       "      <th>REGION</th>\n",
       "      <th>AREA</th>\n",
       "      <th>CELL_ID</th>\n",
       "      <th>SITE_CODE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ADJAME</td>\n",
       "      <td>In Service</td>\n",
       "      <td>ABIDJAN</td>\n",
       "      <td>\"Abidjan_EST</td>\n",
       "      <td>AGBANNEW</td>\n",
       "      <td>-4.000667</td>\n",
       "      <td>5.368194</td>\n",
       "      <td>LAGUNE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fbb2e75af3</td>\n",
       "      <td>0bb492ef17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ADJAME</td>\n",
       "      <td>In Service</td>\n",
       "      <td>ABIDJAN</td>\n",
       "      <td>\"Abidjan_EST</td>\n",
       "      <td>AGBANNEW</td>\n",
       "      <td>-4.000667</td>\n",
       "      <td>5.368194</td>\n",
       "      <td>LAGUNE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1502501d78</td>\n",
       "      <td>0bb492ef17</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADJAME</td>\n",
       "      <td>In Service</td>\n",
       "      <td>ABIDJAN</td>\n",
       "      <td>\"Abidjan_EST</td>\n",
       "      <td>AGBANNEW</td>\n",
       "      <td>-4.000667</td>\n",
       "      <td>5.368194</td>\n",
       "      <td>LAGUNE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0c2e182a0c</td>\n",
       "      <td>0bb492ef17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>Grand-EST</td>\n",
       "      <td>ASSINIE\"</td>\n",
       "      <td>-3.488467</td>\n",
       "      <td>5.158761</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>Grand-EST</td>\n",
       "      <td>ASSINIE\"</td>\n",
       "      <td>-3.488467</td>\n",
       "      <td>5.158761</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7a1029d2ab</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    VILLES      STATUS LOCALISATION    DECOUPZONE  ZONENAME  LONGITUDE  \\\n",
       "0   ADJAME  In Service      ABIDJAN  \"Abidjan_EST  AGBANNEW  -4.000667   \n",
       "1   ADJAME  In Service      ABIDJAN  \"Abidjan_EST  AGBANNEW  -4.000667   \n",
       "2   ADJAME  In Service      ABIDJAN  \"Abidjan_EST  AGBANNEW  -4.000667   \n",
       "3  ASSINIE  In Service    INTERIEUR     Grand-EST  ASSINIE\"  -3.488467   \n",
       "4  ASSINIE  In Service    INTERIEUR     Grand-EST  ASSINIE\"  -3.488467   \n",
       "\n",
       "   LATITUDE     REGION AREA     CELL_ID   SITE_CODE  \n",
       "0  5.368194     LAGUNE  NaN  fbb2e75af3  0bb492ef17  \n",
       "1  5.368194     LAGUNE  NaN  1502501d78  0bb492ef17  \n",
       "2  5.368194     LAGUNE  NaN  0c2e182a0c  0bb492ef17  \n",
       "3  5.158761  SUD COMOE  NaN  69bdfc69fd  8a1e6ce31f  \n",
       "4  5.158761  SUD COMOE  NaN  7a1029d2ab  8a1e6ce31f  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Cleaning up the cells geo dataset\n",
    "geo = pd.read_csv('cells_geo.csv', index_col = 0)\n",
    "geo.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>VILLES</th>\n",
       "      <th>STATUS</th>\n",
       "      <th>LOCALISATION</th>\n",
       "      <th>DECOUPZONE</th>\n",
       "      <th>ZONENAME</th>\n",
       "      <th>LONGITUDE</th>\n",
       "      <th>LATITUDE</th>\n",
       "      <th>REGION</th>\n",
       "      <th>AREA</th>\n",
       "      <th>CELL_ID</th>\n",
       "      <th>SITE_CODE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ADJAME</td>\n",
       "      <td>In Service</td>\n",
       "      <td>ABIDJAN</td>\n",
       "      <td>\"Abidjan_EST</td>\n",
       "      <td>AGBANNEW</td>\n",
       "      <td>-4.000667</td>\n",
       "      <td>5.368194</td>\n",
       "      <td>LAGUNE</td>\n",
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       "      <td>-4.000667</td>\n",
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       "      <td>LAGUNE</td>\n",
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       "      <th>2</th>\n",
       "      <td>ADJAME</td>\n",
       "      <td>In Service</td>\n",
       "      <td>ABIDJAN</td>\n",
       "      <td>\"Abidjan_EST</td>\n",
       "      <td>AGBANNEW</td>\n",
       "      <td>-4.000667</td>\n",
       "      <td>5.368194</td>\n",
       "      <td>LAGUNE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0c2e182a0c</td>\n",
       "      <td>0bb492ef17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>Grand-EST</td>\n",
       "      <td>ASSINIE\"</td>\n",
       "      <td>-3.488467</td>\n",
       "      <td>5.158761</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>Grand-EST</td>\n",
       "      <td>ASSINIE\"</td>\n",
       "      <td>-3.488467</td>\n",
       "      <td>5.158761</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7a1029d2ab</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "    VILLES      STATUS LOCALISATION    DECOUPZONE  ZONENAME  LONGITUDE  \\\n",
       "0   ADJAME  In Service      ABIDJAN  \"Abidjan_EST  AGBANNEW  -4.000667   \n",
       "1   ADJAME  In Service      ABIDJAN  \"Abidjan_EST  AGBANNEW  -4.000667   \n",
       "2   ADJAME  In Service      ABIDJAN  \"Abidjan_EST  AGBANNEW  -4.000667   \n",
       "3  ASSINIE  In Service    INTERIEUR     Grand-EST  ASSINIE\"  -3.488467   \n",
       "4  ASSINIE  In Service    INTERIEUR     Grand-EST  ASSINIE\"  -3.488467   \n",
       "\n",
       "   LATITUDE     REGION AREA     CELL_ID   SITE_CODE  \n",
       "0  5.368194     LAGUNE  NaN  fbb2e75af3  0bb492ef17  \n",
       "1  5.368194     LAGUNE  NaN  1502501d78  0bb492ef17  \n",
       "2  5.368194     LAGUNE  NaN  0c2e182a0c  0bb492ef17  \n",
       "3  5.158761  SUD COMOE  NaN  69bdfc69fd  8a1e6ce31f  \n",
       "4  5.158761  SUD COMOE  NaN  7a1029d2ab  8a1e6ce31f  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(geo)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3974, 11)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['villes', 'status', 'localisation', 'decoupzone', 'zonename',\n",
       "       'longitude', 'latitude', 'region', 'area', 'cell_id', 'site_code'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#converting the column names into lower case\n",
    "df.columns = map(str.lower, df.columns)\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['cities', 'status', 'localisation', 'decoupzone', 'zonename',\n",
       "       'longitude', 'latitude', 'region', 'area', 'cell_id', 'site_id'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#renaming the column names of villes and site id\n",
    "df.rename(columns = {'villes':'cities','site_code':'site_id'}, inplace = True)\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cities</th>\n",
       "      <th>status</th>\n",
       "      <th>localisation</th>\n",
       "      <th>region</th>\n",
       "      <th>cell_id</th>\n",
       "      <th>site_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ADJAME</td>\n",
       "      <td>In Service</td>\n",
       "      <td>ABIDJAN</td>\n",
       "      <td>LAGUNE</td>\n",
       "      <td>fbb2e75af3</td>\n",
       "      <td>0bb492ef17</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ADJAME</td>\n",
       "      <td>In Service</td>\n",
       "      <td>ABIDJAN</td>\n",
       "      <td>LAGUNE</td>\n",
       "      <td>1502501d78</td>\n",
       "      <td>0bb492ef17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADJAME</td>\n",
       "      <td>In Service</td>\n",
       "      <td>ABIDJAN</td>\n",
       "      <td>LAGUNE</td>\n",
       "      <td>0c2e182a0c</td>\n",
       "      <td>0bb492ef17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "    cities      status localisation     region     cell_id     site_id\n",
       "0   ADJAME  In Service      ABIDJAN     LAGUNE  fbb2e75af3  0bb492ef17\n",
       "1   ADJAME  In Service      ABIDJAN     LAGUNE  1502501d78  0bb492ef17\n",
       "2   ADJAME  In Service      ABIDJAN     LAGUNE  0c2e182a0c  0bb492ef17\n",
       "3  ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f\n",
       "4  ASSINIE  In Service    INTERIEUR  SUD COMOE  7a1029d2ab  8a1e6ce31f"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.drop(['decoupzone', 'zonename','longitude', 'latitude', 'area'], axis = 1, inplace = True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cities           0\n",
       "status          67\n",
       "localisation     0\n",
       "region           0\n",
       "cell_id          0\n",
       "site_id          0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cities          0\n",
       "status          0\n",
       "localisation    0\n",
       "region          0\n",
       "cell_id         0\n",
       "site_id         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.status.fillna(df.status.mode()[0], inplace = True)\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PRODUTC</th>\n",
       "      <th>VALUE</th>\n",
       "      <th>DATETIME</th>\n",
       "      <th>CELL_ON_SITE</th>\n",
       "      <th>DW_A_NUMBER_INT</th>\n",
       "      <th>DW_B_NUMBER_INT</th>\n",
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       "      <td>2012-05-06 23:04:37.0</td>\n",
       "      <td>1</td>\n",
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       "      <td>sms</td>\n",
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       "      <td>sms</td>\n",
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       "      <td>2012-05-06 23:05:41.0</td>\n",
       "      <td>0</td>\n",
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       "      <th>3</th>\n",
       "      <td>Voice</td>\n",
       "      <td>56</td>\n",
       "      <td>2012-05-06 23:05:42.0</td>\n",
       "      <td>1</td>\n",
       "      <td>7370032e20f4e96</td>\n",
       "      <td>6af4a60e74c91d3</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+cNeJzsTp3</td>\n",
       "      <td>+cNeJzsTp3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Voice</td>\n",
       "      <td>14</td>\n",
       "      <td>2012-05-06 23:06:29.0</td>\n",
       "      <td>1</td>\n",
       "      <td>966ba4656e38e62</td>\n",
       "      <td>02aa736ee555d5c</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>051KhYDCpv</td>\n",
       "      <td>051KhYDCpv</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>data</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:07:26.0</td>\n",
       "      <td>_</td>\n",
       "      <td>f71825ca6e623f9</td>\n",
       "      <td>5a4dc9e82deb309</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>/lrUXVGVcN</td>\n",
       "      <td>/lrUXVGVcN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Voice</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:08:02.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4afd7d5af21b1ce</td>\n",
       "      <td>67bf1ac30e58e2f</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+38u2u/rfx</td>\n",
       "      <td>+38u2u/rfx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Voice</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:08:03.0</td>\n",
       "      <td>5</td>\n",
       "      <td>d717dee81c51389</td>\n",
       "      <td>adde5afd9a67b10</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>09UjmmY1Ds</td>\n",
       "      <td>09UjmmY1Ds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Voice</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:08:05.0</td>\n",
       "      <td>1</td>\n",
       "      <td>44522aefdc918a6</td>\n",
       "      <td>19e68e80103885e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>0DeimCpZOc</td>\n",
       "      <td>0DeimCpZOc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:08:43.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0763a571d24db64</td>\n",
       "      <td>f773694c00c74d2</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>01MDiY5F89</td>\n",
       "      <td>01MDiY5F89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:08:50.0</td>\n",
       "      <td>2</td>\n",
       "      <td>93105314189e879</td>\n",
       "      <td>d79384629278326</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>0Fmr/IZtQ+</td>\n",
       "      <td>0Fmr/IZtQ+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:09:12.0</td>\n",
       "      <td>2</td>\n",
       "      <td>a53686548a74582</td>\n",
       "      <td>d164ed0a0cf2360</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>0MZBLLzPYZ</td>\n",
       "      <td>0MZBLLzPYZ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:09:13.0</td>\n",
       "      <td>1</td>\n",
       "      <td>9938d2d3c72399e</td>\n",
       "      <td>ff0c464449d36fb</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>0//cZOoEXj</td>\n",
       "      <td>0//cZOoEXj</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>sms</td>\n",
       "      <td>25</td>\n",
       "      <td>2012-05-06 23:09:16.0</td>\n",
       "      <td>1</td>\n",
       "      <td>225a414d7f66444</td>\n",
       "      <td>4ee1446e20cbc0b</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>2dmu2Iy1CX</td>\n",
       "      <td>2dmu2Iy1CX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Voice</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:09:26.0</td>\n",
       "      <td>1</td>\n",
       "      <td>d5b3ec1778ad8c0</td>\n",
       "      <td>cc36f4260f66fee</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>0Fmr/IZtQ+</td>\n",
       "      <td>0Fmr/IZtQ+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Voice</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:09:51.0</td>\n",
       "      <td>0</td>\n",
       "      <td>c34ef4252d76415</td>\n",
       "      <td>73e1048bfe78617</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>176sGHv7Ym</td>\n",
       "      <td>176sGHv7Ym</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Voice</td>\n",
       "      <td>44</td>\n",
       "      <td>2012-05-06 23:09:54.0</td>\n",
       "      <td>2</td>\n",
       "      <td>e708c33795563f1</td>\n",
       "      <td>8f9487c2e6f468e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>++ctND+jGD</td>\n",
       "      <td>++ctND+jGD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Voice</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:09:59.0</td>\n",
       "      <td>2</td>\n",
       "      <td>00dcbcd23dc675c</td>\n",
       "      <td>23a453f5189cc79</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>1JODMow6DN</td>\n",
       "      <td>1JODMow6DN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:10:05.0</td>\n",
       "      <td>0</td>\n",
       "      <td>8ab8b9ed6989f61</td>\n",
       "      <td>e09e736e46c5c3d</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>2PbwFG2K9y</td>\n",
       "      <td>2PbwFG2K9y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Voice</td>\n",
       "      <td>14</td>\n",
       "      <td>2012-05-06 23:10:23.0</td>\n",
       "      <td>1</td>\n",
       "      <td>dad978f7b8a9a09</td>\n",
       "      <td>28a6bcdc24a8b38</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>2GgIN622rt</td>\n",
       "      <td>2GgIN622rt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>data</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:10:30.0</td>\n",
       "      <td>_</td>\n",
       "      <td>057c5fb59d8f14f</td>\n",
       "      <td>5a4dc9e82deb309</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>/vLAMOS+Qm</td>\n",
       "      <td>/vLAMOS+Qm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:10:41.0</td>\n",
       "      <td>1</td>\n",
       "      <td>c5a7d9300397229</td>\n",
       "      <td>55742f0b8e5b08d</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>2dmu2Iy1CX</td>\n",
       "      <td>2dmu2Iy1CX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>sms</td>\n",
       "      <td>50</td>\n",
       "      <td>2012-05-06 23:11:14.0</td>\n",
       "      <td>1</td>\n",
       "      <td>8ac7935e68f6ab3</td>\n",
       "      <td>a9e781764b4728a</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>2FzOAUm82C</td>\n",
       "      <td>2FzOAUm82C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>data</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:11:27.0</td>\n",
       "      <td>_</td>\n",
       "      <td>795c2a90bd8d442</td>\n",
       "      <td>5a4dc9e82deb309</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>2yuhUrSXQu</td>\n",
       "      <td>2yuhUrSXQu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Voice</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:11:27.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1a2b54695968d46</td>\n",
       "      <td>55ad144fa74fddc</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>3mQAiRAfo7</td>\n",
       "      <td>3mQAiRAfo7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>data</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:12:07.0</td>\n",
       "      <td>_</td>\n",
       "      <td>0471428956c85d0</td>\n",
       "      <td>5a4dc9e82deb309</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>2FzOAUm82C</td>\n",
       "      <td>2FzOAUm82C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Voice</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:12:10.0</td>\n",
       "      <td>2</td>\n",
       "      <td>12c6cf3d45dc493</td>\n",
       "      <td>8f6917492bd38a0</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+gySf02tKW</td>\n",
       "      <td>+gySf02tKW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Voice</td>\n",
       "      <td>19</td>\n",
       "      <td>2012-05-06 23:12:25.0</td>\n",
       "      <td>0</td>\n",
       "      <td>b0ffeee6fe3c759</td>\n",
       "      <td>3f830c98519c5e9</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>/EkqCbWDau</td>\n",
       "      <td>/EkqCbWDau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>sms</td>\n",
       "      <td>25</td>\n",
       "      <td>2012-05-06 23:12:25.0</td>\n",
       "      <td>0</td>\n",
       "      <td>21939efec26bf4e</td>\n",
       "      <td>ba7e17ea91737fa</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>/kxqxDGV0Z</td>\n",
       "      <td>/kxqxDGV0Z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:12:36.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1e9789aacb2b6dd</td>\n",
       "      <td>93343ba6e41af95</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>4K++Px614U</td>\n",
       "      <td>4K++Px614U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011786</th>\n",
       "      <td>sms</td>\n",
       "      <td>25</td>\n",
       "      <td>2012-05-08 00:48:03.0</td>\n",
       "      <td>2</td>\n",
       "      <td>9a5d17a904cb47a</td>\n",
       "      <td>70fa6582119c62d</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>z5bs3CFOnv</td>\n",
       "      <td>z5bs3CFOnv</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011787</th>\n",
       "      <td>Voice</td>\n",
       "      <td>60</td>\n",
       "      <td>2012-05-08 00:48:36.0</td>\n",
       "      <td>2</td>\n",
       "      <td>ba9095bd3fb1f73</td>\n",
       "      <td>9d135fb3b7df8ac</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>vflQKK8iw1</td>\n",
       "      <td>vflQKK8iw1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011788</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 00:49:04.0</td>\n",
       "      <td>0</td>\n",
       "      <td>ed9ae010ef56b2e</td>\n",
       "      <td>6ad6460e07c9f4d</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>uAoxY8YwfC</td>\n",
       "      <td>uAoxY8YwfC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011789</th>\n",
       "      <td>Voice</td>\n",
       "      <td>20</td>\n",
       "      <td>2012-05-08 00:49:24.0</td>\n",
       "      <td>4</td>\n",
       "      <td>32657d4ce62ea6d</td>\n",
       "      <td>de772504f906252</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>yhTF197Bj3</td>\n",
       "      <td>yhTF197Bj3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011790</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 00:49:26.0</td>\n",
       "      <td>4</td>\n",
       "      <td>483773410aa8d98</td>\n",
       "      <td>aaaf0e4bdec7311</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>vlMkDkX66e</td>\n",
       "      <td>vlMkDkX66e</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011791</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 00:49:32.0</td>\n",
       "      <td>2</td>\n",
       "      <td>d37759db0fb00d1</td>\n",
       "      <td>4c304886fd0be3f</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>uerZrkyQPN</td>\n",
       "      <td>uerZrkyQPN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011792</th>\n",
       "      <td>Voice</td>\n",
       "      <td>30</td>\n",
       "      <td>2012-05-08 00:49:42.0</td>\n",
       "      <td>4</td>\n",
       "      <td>b74760728a296d6</td>\n",
       "      <td>b10cc5c87f0cc36</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>vrROenKiJT</td>\n",
       "      <td>vrROenKiJT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011793</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 00:49:44.0</td>\n",
       "      <td>1</td>\n",
       "      <td>5f541a3cd639f7a</td>\n",
       "      <td>106a3a1384202bd</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zn4qbCp2XH</td>\n",
       "      <td>zn4qbCp2XH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011794</th>\n",
       "      <td>Voice</td>\n",
       "      <td>30</td>\n",
       "      <td>2012-05-08 00:50:11.0</td>\n",
       "      <td>0</td>\n",
       "      <td>150123ab83ead1f</td>\n",
       "      <td>ae76300252f84bf</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>yFXPYvL+xd</td>\n",
       "      <td>yFXPYvL+xd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011795</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 00:50:18.0</td>\n",
       "      <td>2</td>\n",
       "      <td>cfdc50f4b5b0725</td>\n",
       "      <td>5a658746e3e8ea0</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>y+XgMoAQCw</td>\n",
       "      <td>y+XgMoAQCw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011796</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 00:50:33.0</td>\n",
       "      <td>3</td>\n",
       "      <td>14914fde7b3198d</td>\n",
       "      <td>aba4af92c44fd2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>wo9VXaAbwE</td>\n",
       "      <td>wo9VXaAbwE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011797</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 00:50:51.0</td>\n",
       "      <td>5</td>\n",
       "      <td>46813e86e96bff5</td>\n",
       "      <td>9abb77b298ec1d6</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zIzAzjMShv</td>\n",
       "      <td>zIzAzjMShv</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011798</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 00:50:59.0</td>\n",
       "      <td>3</td>\n",
       "      <td>cd80e40e4695dd8</td>\n",
       "      <td>93343ba6e41af95</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zbVRn1hiwe</td>\n",
       "      <td>zbVRn1hiwe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011799</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 00:51:07.0</td>\n",
       "      <td>2</td>\n",
       "      <td>4d10ec3ad006208</td>\n",
       "      <td>34a5079552970ae</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>wSRV7UPBqf</td>\n",
       "      <td>wSRV7UPBqf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011800</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 00:51:07.0</td>\n",
       "      <td>2</td>\n",
       "      <td>cd3ce804156928b</td>\n",
       "      <td>4b96df025dbdb5a</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>yKiIEdEjU5</td>\n",
       "      <td>yKiIEdEjU5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011801</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 00:51:19.0</td>\n",
       "      <td>1</td>\n",
       "      <td>d2a9c5d2033d5f0</td>\n",
       "      <td>cd46f952aafe6e5</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>yruj+VWDJ8</td>\n",
       "      <td>yruj+VWDJ8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011802</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 00:51:28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>e9c0274d885506a</td>\n",
       "      <td>93343ba6e41af95</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zn4qbCp2XH</td>\n",
       "      <td>zn4qbCp2XH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011803</th>\n",
       "      <td>Voice</td>\n",
       "      <td>6</td>\n",
       "      <td>2012-05-08 00:52:15.0</td>\n",
       "      <td>3</td>\n",
       "      <td>a942e9ca45fe4ef</td>\n",
       "      <td>ffb6dada42aa3fa</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>yNqhpwnhny</td>\n",
       "      <td>yNqhpwnhny</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011804</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 00:52:21.0</td>\n",
       "      <td>2</td>\n",
       "      <td>6a036ab30b3aca4</td>\n",
       "      <td>7af76c2046e02f3</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>zsA2dnzCR5</td>\n",
       "      <td>zsA2dnzCR5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011805</th>\n",
       "      <td>sms</td>\n",
       "      <td>25</td>\n",
       "      <td>2012-05-08 00:53:12.0</td>\n",
       "      <td>2</td>\n",
       "      <td>99034d39da0be34</td>\n",
       "      <td>2c1d7470bce4a37</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>wmgg5EbE9n</td>\n",
       "      <td>wmgg5EbE9n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011806</th>\n",
       "      <td>Voice</td>\n",
       "      <td>3</td>\n",
       "      <td>2012-05-08 00:53:29.0</td>\n",
       "      <td>0</td>\n",
       "      <td>7623de684da719c</td>\n",
       "      <td>4ec907ddf4b0f83</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>yyGsWkQmCT</td>\n",
       "      <td>yyGsWkQmCT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011807</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 00:53:51.0</td>\n",
       "      <td>0</td>\n",
       "      <td>944b3615c165367</td>\n",
       "      <td>be815fb0a7a351e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>yhTF197Bj3</td>\n",
       "      <td>yhTF197Bj3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011808</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 00:54:00.0</td>\n",
       "      <td>0</td>\n",
       "      <td>84eb93e66cc1c43</td>\n",
       "      <td>f9e8ee791b5c09b</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>yyGsWkQmCT</td>\n",
       "      <td>yyGsWkQmCT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011809</th>\n",
       "      <td>data</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 00:54:10.0</td>\n",
       "      <td>_</td>\n",
       "      <td>54d52aa85affec2</td>\n",
       "      <td>5a4dc9e82deb309</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>yKiIEdEjU5</td>\n",
       "      <td>yKiIEdEjU5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011810</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 00:55:40.0</td>\n",
       "      <td>0</td>\n",
       "      <td>aed59daa5ee6a46</td>\n",
       "      <td>63049f14a890910</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zsA2dnzCR5</td>\n",
       "      <td>zsA2dnzCR5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011811</th>\n",
       "      <td>Voice</td>\n",
       "      <td>40</td>\n",
       "      <td>2012-05-08 00:56:07.0</td>\n",
       "      <td>0</td>\n",
       "      <td>e987bf660f247dc</td>\n",
       "      <td>063cac5c0732e0e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>y8Zy+A5U3K</td>\n",
       "      <td>y8Zy+A5U3K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011812</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 00:56:17.0</td>\n",
       "      <td>2</td>\n",
       "      <td>b8c272a0f3af025</td>\n",
       "      <td>0330e9891becf50</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>yGAZ0YDzFi</td>\n",
       "      <td>yGAZ0YDzFi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011813</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 00:57:49.0</td>\n",
       "      <td>4</td>\n",
       "      <td>444da5f3bc97ddd</td>\n",
       "      <td>cdf059592911590</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>ywp1Gp+dk/</td>\n",
       "      <td>ywp1Gp+dk/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011814</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 00:57:51.0</td>\n",
       "      <td>2</td>\n",
       "      <td>4e74f5fb77a9626</td>\n",
       "      <td>403d3a68252a05b</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zsA2dnzCR5</td>\n",
       "      <td>zsA2dnzCR5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15011815</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 00:59:05.0</td>\n",
       "      <td>4</td>\n",
       "      <td>483773410aa8d98</td>\n",
       "      <td>aaaf0e4bdec7311</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zn4qbCp2XH</td>\n",
       "      <td>zn4qbCp2XH</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15011816 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         PRODUTC  VALUE               DATETIME CELL_ON_SITE  DW_A_NUMBER_INT  \\\n",
       "0          Voice      0  2012-05-06 23:04:37.0            1  49fae048b547780   \n",
       "1            sms      0  2012-05-06 23:05:25.0            0  7a54a6eaee19e65   \n",
       "2            sms     25  2012-05-06 23:05:41.0            0  6008887b0207d82   \n",
       "3          Voice     56  2012-05-06 23:05:42.0            1  7370032e20f4e96   \n",
       "4          Voice     14  2012-05-06 23:06:29.0            1  966ba4656e38e62   \n",
       "5           data      0  2012-05-06 23:07:26.0            _  f71825ca6e623f9   \n",
       "6          Voice      0  2012-05-06 23:08:02.0            1  4afd7d5af21b1ce   \n",
       "7          Voice      0  2012-05-06 23:08:03.0            5  d717dee81c51389   \n",
       "8          Voice      0  2012-05-06 23:08:05.0            1  44522aefdc918a6   \n",
       "9            sms      0  2012-05-06 23:08:43.0            0  0763a571d24db64   \n",
       "10           sms      0  2012-05-06 23:08:50.0            2  93105314189e879   \n",
       "11           sms      0  2012-05-06 23:09:12.0            2  a53686548a74582   \n",
       "12           sms      0  2012-05-06 23:09:13.0            1  9938d2d3c72399e   \n",
       "13           sms     25  2012-05-06 23:09:16.0            1  225a414d7f66444   \n",
       "14         Voice      0  2012-05-06 23:09:26.0            1  d5b3ec1778ad8c0   \n",
       "15         Voice      0  2012-05-06 23:09:51.0            0  c34ef4252d76415   \n",
       "16         Voice     44  2012-05-06 23:09:54.0            2  e708c33795563f1   \n",
       "17         Voice      0  2012-05-06 23:09:59.0            2  00dcbcd23dc675c   \n",
       "18           sms      0  2012-05-06 23:10:05.0            0  8ab8b9ed6989f61   \n",
       "19         Voice     14  2012-05-06 23:10:23.0            1  dad978f7b8a9a09   \n",
       "20          data      0  2012-05-06 23:10:30.0            _  057c5fb59d8f14f   \n",
       "21           sms      0  2012-05-06 23:10:41.0            1  c5a7d9300397229   \n",
       "22           sms     50  2012-05-06 23:11:14.0            1  8ac7935e68f6ab3   \n",
       "23          data      0  2012-05-06 23:11:27.0            _  795c2a90bd8d442   \n",
       "24         Voice      0  2012-05-06 23:11:27.0            1  1a2b54695968d46   \n",
       "25          data      0  2012-05-06 23:12:07.0            _  0471428956c85d0   \n",
       "26         Voice      0  2012-05-06 23:12:10.0            2  12c6cf3d45dc493   \n",
       "27         Voice     19  2012-05-06 23:12:25.0            0  b0ffeee6fe3c759   \n",
       "28           sms     25  2012-05-06 23:12:25.0            0  21939efec26bf4e   \n",
       "29           sms      0  2012-05-06 23:12:36.0            2  1e9789aacb2b6dd   \n",
       "...          ...    ...                    ...          ...              ...   \n",
       "15011786     sms     25  2012-05-08 00:48:03.0            2  9a5d17a904cb47a   \n",
       "15011787   Voice     60  2012-05-08 00:48:36.0            2  ba9095bd3fb1f73   \n",
       "15011788     sms      0  2012-05-08 00:49:04.0            0  ed9ae010ef56b2e   \n",
       "15011789   Voice     20  2012-05-08 00:49:24.0            4  32657d4ce62ea6d   \n",
       "15011790     sms      0  2012-05-08 00:49:26.0            4  483773410aa8d98   \n",
       "15011791     sms      0  2012-05-08 00:49:32.0            2  d37759db0fb00d1   \n",
       "15011792   Voice     30  2012-05-08 00:49:42.0            4  b74760728a296d6   \n",
       "15011793     sms      0  2012-05-08 00:49:44.0            1  5f541a3cd639f7a   \n",
       "15011794   Voice     30  2012-05-08 00:50:11.0            0  150123ab83ead1f   \n",
       "15011795     sms      0  2012-05-08 00:50:18.0            2  cfdc50f4b5b0725   \n",
       "15011796     sms      0  2012-05-08 00:50:33.0            3  14914fde7b3198d   \n",
       "15011797     sms      0  2012-05-08 00:50:51.0            5  46813e86e96bff5   \n",
       "15011798     sms      0  2012-05-08 00:50:59.0            3  cd80e40e4695dd8   \n",
       "15011799     sms      0  2012-05-08 00:51:07.0            2  4d10ec3ad006208   \n",
       "15011800     sms      0  2012-05-08 00:51:07.0            2  cd3ce804156928b   \n",
       "15011801     sms      0  2012-05-08 00:51:19.0            1  d2a9c5d2033d5f0   \n",
       "15011802     sms      0  2012-05-08 00:51:28.0            0  e9c0274d885506a   \n",
       "15011803   Voice      6  2012-05-08 00:52:15.0            3  a942e9ca45fe4ef   \n",
       "15011804     sms      0  2012-05-08 00:52:21.0            2  6a036ab30b3aca4   \n",
       "15011805     sms     25  2012-05-08 00:53:12.0            2  99034d39da0be34   \n",
       "15011806   Voice      3  2012-05-08 00:53:29.0            0  7623de684da719c   \n",
       "15011807     sms      0  2012-05-08 00:53:51.0            0  944b3615c165367   \n",
       "15011808     sms      0  2012-05-08 00:54:00.0            0  84eb93e66cc1c43   \n",
       "15011809    data      0  2012-05-08 00:54:10.0            _  54d52aa85affec2   \n",
       "15011810     sms      0  2012-05-08 00:55:40.0            0  aed59daa5ee6a46   \n",
       "15011811   Voice     40  2012-05-08 00:56:07.0            0  e987bf660f247dc   \n",
       "15011812     sms      0  2012-05-08 00:56:17.0            2  b8c272a0f3af025   \n",
       "15011813     sms      0  2012-05-08 00:57:49.0            4  444da5f3bc97ddd   \n",
       "15011814     sms      0  2012-05-08 00:57:51.0            2  4e74f5fb77a9626   \n",
       "15011815     sms      0  2012-05-08 00:59:05.0            4  483773410aa8d98   \n",
       "\n",
       "          DW_B_NUMBER_INT COUNTRY_A COUNTRY_B     CELL_ID     SITE_ID  \n",
       "0         1a49f8b0ded9de6     19e2e     19e2e  /TJNe+Mmtu  /TJNe+Mmtu  \n",
       "1         93343ba6e41af95     19e2e     19e2e  /+cKZKIp41  /+cKZKIp41  \n",
       "2         7aacc9709ce0a20     19e2e     19e2e  /u0FSD+ahi  /u0FSD+ahi  \n",
       "3         6af4a60e74c91d3     19e2e     19e2e  +cNeJzsTp3  +cNeJzsTp3  \n",
       "4         02aa736ee555d5c     19e2e     19e2e  051KhYDCpv  051KhYDCpv  \n",
       "5         5a4dc9e82deb309     19e2e     OTHER  /lrUXVGVcN  /lrUXVGVcN  \n",
       "6         67bf1ac30e58e2f     19e2e     19e2e  +38u2u/rfx  +38u2u/rfx  \n",
       "7         adde5afd9a67b10     19e2e     19e2e  09UjmmY1Ds  09UjmmY1Ds  \n",
       "8         19e68e80103885e     19e2e     19e2e  0DeimCpZOc  0DeimCpZOc  \n",
       "9         f773694c00c74d2     19e2e     19e2e  01MDiY5F89  01MDiY5F89  \n",
       "10        d79384629278326     19e2e     19e2e  0Fmr/IZtQ+  0Fmr/IZtQ+  \n",
       "11        d164ed0a0cf2360     19e2e     19e2e  0MZBLLzPYZ  0MZBLLzPYZ  \n",
       "12        ff0c464449d36fb     19e2e     19e2e  0//cZOoEXj  0//cZOoEXj  \n",
       "13        4ee1446e20cbc0b     19e2e     19e2e  2dmu2Iy1CX  2dmu2Iy1CX  \n",
       "14        cc36f4260f66fee     19e2e     19e2e  0Fmr/IZtQ+  0Fmr/IZtQ+  \n",
       "15        73e1048bfe78617     19e2e     19e2e  176sGHv7Ym  176sGHv7Ym  \n",
       "16        8f9487c2e6f468e     19e2e     19e2e  ++ctND+jGD  ++ctND+jGD  \n",
       "17        23a453f5189cc79     19e2e     19e2e  1JODMow6DN  1JODMow6DN  \n",
       "18        e09e736e46c5c3d     19e2e     19e2e  2PbwFG2K9y  2PbwFG2K9y  \n",
       "19        28a6bcdc24a8b38     19e2e     19e2e  2GgIN622rt  2GgIN622rt  \n",
       "20        5a4dc9e82deb309     19e2e     OTHER  /vLAMOS+Qm  /vLAMOS+Qm  \n",
       "21        55742f0b8e5b08d     19e2e     19e2e  2dmu2Iy1CX  2dmu2Iy1CX  \n",
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       "26        8f6917492bd38a0     19e2e     19e2e  +gySf02tKW  +gySf02tKW  \n",
       "27        3f830c98519c5e9     19e2e     19e2e  /EkqCbWDau  /EkqCbWDau  \n",
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       "29        93343ba6e41af95     19e2e     19e2e  4K++Px614U  4K++Px614U  \n",
       "...                   ...       ...       ...         ...         ...  \n",
       "15011786  70fa6582119c62d     19e2e     19e2e  z5bs3CFOnv  z5bs3CFOnv  \n",
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       "15011801  cd46f952aafe6e5     19e2e     19e2e  yruj+VWDJ8  yruj+VWDJ8  \n",
       "15011802  93343ba6e41af95     19e2e     19e2e  zn4qbCp2XH  zn4qbCp2XH  \n",
       "15011803  ffb6dada42aa3fa     19e2e     19e2e  yNqhpwnhny  yNqhpwnhny  \n",
       "15011804  7af76c2046e02f3     19e2e     OTHER  zsA2dnzCR5  zsA2dnzCR5  \n",
       "15011805  2c1d7470bce4a37     19e2e     19e2e  wmgg5EbE9n  wmgg5EbE9n  \n",
       "15011806  4ec907ddf4b0f83     19e2e     19e2e  yyGsWkQmCT  yyGsWkQmCT  \n",
       "15011807  be815fb0a7a351e     19e2e     19e2e  yhTF197Bj3  yhTF197Bj3  \n",
       "15011808  f9e8ee791b5c09b     19e2e     19e2e  yyGsWkQmCT  yyGsWkQmCT  \n",
       "15011809  5a4dc9e82deb309     19e2e     OTHER  yKiIEdEjU5  yKiIEdEjU5  \n",
       "15011810  63049f14a890910     19e2e     19e2e  zsA2dnzCR5  zsA2dnzCR5  \n",
       "15011811  063cac5c0732e0e     19e2e     19e2e  y8Zy+A5U3K  y8Zy+A5U3K  \n",
       "15011812  0330e9891becf50     19e2e     19e2e  yGAZ0YDzFi  yGAZ0YDzFi  \n",
       "15011813  cdf059592911590     19e2e     19e2e  ywp1Gp+dk/  ywp1Gp+dk/  \n",
       "15011814  403d3a68252a05b     19e2e     19e2e  zsA2dnzCR5  zsA2dnzCR5  \n",
       "15011815  aaaf0e4bdec7311     19e2e     19e2e  zn4qbCp2XH  zn4qbCp2XH  \n",
       "\n",
       "[15011816 rows x 10 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moringa = pd.read_csv('MoringaSchool_CB_CDR_20120507.csv')\n",
    "moringa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PRODUTC</th>\n",
       "      <th>VALUE</th>\n",
       "      <th>DATETIME</th>\n",
       "      <th>CELL_ON_SITE</th>\n",
       "      <th>DW_A_NUMBER_INT</th>\n",
       "      <th>DW_B_NUMBER_INT</th>\n",
       "      <th>COUNTRY_A</th>\n",
       "      <th>COUNTRY_B</th>\n",
       "      <th>CELL_ID</th>\n",
       "      <th>SITE_ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Voice</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:04:37.0</td>\n",
       "      <td>1</td>\n",
       "      <td>49fae048b547780</td>\n",
       "      <td>1a49f8b0ded9de6</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>/TJNe+Mmtu</td>\n",
       "      <td>/TJNe+Mmtu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:05:25.0</td>\n",
       "      <td>0</td>\n",
       "      <td>7a54a6eaee19e65</td>\n",
       "      <td>93343ba6e41af95</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>/+cKZKIp41</td>\n",
       "      <td>/+cKZKIp41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>sms</td>\n",
       "      <td>25</td>\n",
       "      <td>2012-05-06 23:05:41.0</td>\n",
       "      <td>0</td>\n",
       "      <td>6008887b0207d82</td>\n",
       "      <td>7aacc9709ce0a20</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>/u0FSD+ahi</td>\n",
       "      <td>/u0FSD+ahi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Voice</td>\n",
       "      <td>56</td>\n",
       "      <td>2012-05-06 23:05:42.0</td>\n",
       "      <td>1</td>\n",
       "      <td>7370032e20f4e96</td>\n",
       "      <td>6af4a60e74c91d3</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+cNeJzsTp3</td>\n",
       "      <td>+cNeJzsTp3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Voice</td>\n",
       "      <td>14</td>\n",
       "      <td>2012-05-06 23:06:29.0</td>\n",
       "      <td>1</td>\n",
       "      <td>966ba4656e38e62</td>\n",
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       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>051KhYDCpv</td>\n",
       "      <td>051KhYDCpv</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PRODUTC  VALUE               DATETIME CELL_ON_SITE  DW_A_NUMBER_INT  \\\n",
       "0   Voice      0  2012-05-06 23:04:37.0            1  49fae048b547780   \n",
       "1     sms      0  2012-05-06 23:05:25.0            0  7a54a6eaee19e65   \n",
       "2     sms     25  2012-05-06 23:05:41.0            0  6008887b0207d82   \n",
       "3   Voice     56  2012-05-06 23:05:42.0            1  7370032e20f4e96   \n",
       "4   Voice     14  2012-05-06 23:06:29.0            1  966ba4656e38e62   \n",
       "\n",
       "   DW_B_NUMBER_INT COUNTRY_A COUNTRY_B     CELL_ID     SITE_ID  \n",
       "0  1a49f8b0ded9de6     19e2e     19e2e  /TJNe+Mmtu  /TJNe+Mmtu  \n",
       "1  93343ba6e41af95     19e2e     19e2e  /+cKZKIp41  /+cKZKIp41  \n",
       "2  7aacc9709ce0a20     19e2e     19e2e  /u0FSD+ahi  /u0FSD+ahi  \n",
       "3  6af4a60e74c91d3     19e2e     19e2e  +cNeJzsTp3  +cNeJzsTp3  \n",
       "4  02aa736ee555d5c     19e2e     19e2e  051KhYDCpv  051KhYDCpv  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = pd.DataFrame(moringa)\n",
    "df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['produtc', 'value', 'datetime', 'cell_on_site', 'dw_a_number_int',\n",
       "       'dw_b_number_int', 'country_a', 'country_b', 'cell_id', 'site_id'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.columns = map(str.lower, df1.columns)\n",
    "df1.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(15011816, 10)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1.rename(columns={'produtc':'product', 'datetime':'date_time'}, inplace = True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['product', 'value', 'date_time', 'cell_on_site', 'dw_a_number_int',\n",
       "       'dw_b_number_int', 'country_a', 'country_b', 'cell_id', 'site_id'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>value</th>\n",
       "      <th>date_time</th>\n",
       "      <th>cell_id</th>\n",
       "      <th>site_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Voice</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:04:37.0</td>\n",
       "      <td>/TJNe+Mmtu</td>\n",
       "      <td>/TJNe+Mmtu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-06 23:05:25.0</td>\n",
       "      <td>/+cKZKIp41</td>\n",
       "      <td>/+cKZKIp41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>sms</td>\n",
       "      <td>25</td>\n",
       "      <td>2012-05-06 23:05:41.0</td>\n",
       "      <td>/u0FSD+ahi</td>\n",
       "      <td>/u0FSD+ahi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Voice</td>\n",
       "      <td>56</td>\n",
       "      <td>2012-05-06 23:05:42.0</td>\n",
       "      <td>+cNeJzsTp3</td>\n",
       "      <td>+cNeJzsTp3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Voice</td>\n",
       "      <td>14</td>\n",
       "      <td>2012-05-06 23:06:29.0</td>\n",
       "      <td>051KhYDCpv</td>\n",
       "      <td>051KhYDCpv</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  product  value              date_time     cell_id     site_id\n",
       "0   Voice      0  2012-05-06 23:04:37.0  /TJNe+Mmtu  /TJNe+Mmtu\n",
       "1     sms      0  2012-05-06 23:05:25.0  /+cKZKIp41  /+cKZKIp41\n",
       "2     sms     25  2012-05-06 23:05:41.0  /u0FSD+ahi  /u0FSD+ahi\n",
       "3   Voice     56  2012-05-06 23:05:42.0  +cNeJzsTp3  +cNeJzsTp3\n",
       "4   Voice     14  2012-05-06 23:06:29.0  051KhYDCpv  051KhYDCpv"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.drop(['cell_on_site','dw_a_number_int','dw_b_number_int','country_a','country_b'], axis = 1, inplace = True)\n",
    "df1.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "product           0\n",
       "value             0\n",
       "date_time         0\n",
       "cell_id           0\n",
       "site_id      540033\n",
       "dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "product      0\n",
       "value        0\n",
       "date_time    0\n",
       "cell_id      0\n",
       "site_id      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.site_id.fillna(df.site_id.mode()[0], inplace = True)\n",
    "df1.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>0</th>\n",
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       "      <td>2012-05-07 23:02:06.0</td>\n",
       "      <td>2</td>\n",
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       "      <td>Voice</td>\n",
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       "      <td>1</td>\n",
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       "      <td>87d87309c15a8c9</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+854AcBQT2</td>\n",
       "      <td>+854AcBQT2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:04:06.0</td>\n",
       "      <td>0</td>\n",
       "      <td>98d9f2fb5ff624b</td>\n",
       "      <td>93343ba6e41af95</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+laSrk7g6q</td>\n",
       "      <td>+laSrk7g6q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Voice</td>\n",
       "      <td>37</td>\n",
       "      <td>2012-05-07 23:04:48.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3f9c8a33ec7be1f</td>\n",
       "      <td>7d05a38f89c49d8</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>/xvRrCVKoQ</td>\n",
       "      <td>/xvRrCVKoQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>sms</td>\n",
       "      <td>25</td>\n",
       "      <td>2012-05-07 23:04:58.0</td>\n",
       "      <td>1</td>\n",
       "      <td>7bcccc03adf3864</td>\n",
       "      <td>56a5d5430d2fa86</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+bO+qkSonO</td>\n",
       "      <td>+bO+qkSonO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:05:41.0</td>\n",
       "      <td>4</td>\n",
       "      <td>d73f11fdc9fcb30</td>\n",
       "      <td>ec90fdb12b50cbc</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>/MMplBlWjh</td>\n",
       "      <td>/MMplBlWjh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Voice</td>\n",
       "      <td>41</td>\n",
       "      <td>2012-05-07 23:06:14.0</td>\n",
       "      <td>1</td>\n",
       "      <td>eafaf521153b405</td>\n",
       "      <td>70a60b7bca83a58</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+laSrk7g6q</td>\n",
       "      <td>+laSrk7g6q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Voice</td>\n",
       "      <td>11</td>\n",
       "      <td>2012-05-07 23:06:28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>a1799cdc5108a90</td>\n",
       "      <td>efee282793c4e56</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+gySf02tKW</td>\n",
       "      <td>+gySf02tKW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:06:35.0</td>\n",
       "      <td>2</td>\n",
       "      <td>f81bb99db8c0373</td>\n",
       "      <td>7af76c2046e02f3</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>/0FxP3az1x</td>\n",
       "      <td>/0FxP3az1x</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:06:50.0</td>\n",
       "      <td>0</td>\n",
       "      <td>6a7d89469dc20e9</td>\n",
       "      <td>3690c6c0444c0c0</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>0ecjmwPX21</td>\n",
       "      <td>0ecjmwPX21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:06:58.0</td>\n",
       "      <td>0</td>\n",
       "      <td>81dff572800e83b</td>\n",
       "      <td>032780927a1a585</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+laSrk7g6q</td>\n",
       "      <td>+laSrk7g6q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:06:58.0</td>\n",
       "      <td>4</td>\n",
       "      <td>58ba5cac616c660</td>\n",
       "      <td>eae5d7838a2c2af</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>/MMplBlWjh</td>\n",
       "      <td>/MMplBlWjh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:07:02.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1aa429cb0ad4fff</td>\n",
       "      <td>e3bef4a57aef283</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+YzQI97cPp</td>\n",
       "      <td>+YzQI97cPp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:07:03.0</td>\n",
       "      <td>2</td>\n",
       "      <td>b180d01b4646ef3</td>\n",
       "      <td>ca694e0ede22e5d</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+38u2u/rfx</td>\n",
       "      <td>+38u2u/rfx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:07:23.0</td>\n",
       "      <td>1</td>\n",
       "      <td>53b723717713150</td>\n",
       "      <td>e09e736e46c5c3d</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>0BRdojv2my</td>\n",
       "      <td>0BRdojv2my</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:07:51.0</td>\n",
       "      <td>2</td>\n",
       "      <td>b180d01b4646ef3</td>\n",
       "      <td>d61935085e1f8eb</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+e+xcimwre</td>\n",
       "      <td>+e+xcimwre</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:08:09.0</td>\n",
       "      <td>0</td>\n",
       "      <td>5ab4a54a9b7fec5</td>\n",
       "      <td>77e60ff7b25ba51</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+cNeJzsTp3</td>\n",
       "      <td>+cNeJzsTp3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>sms</td>\n",
       "      <td>25</td>\n",
       "      <td>2012-05-07 23:08:14.0</td>\n",
       "      <td>0</td>\n",
       "      <td>f068be3c70ed1ff</td>\n",
       "      <td>f6c86a6ab602a4e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+gQ2AvXjaO</td>\n",
       "      <td>+gQ2AvXjaO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Voice</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:08:16.0</td>\n",
       "      <td>1</td>\n",
       "      <td>9dec957084f076d</td>\n",
       "      <td>19e68e80103885e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>/0LopuZdd7</td>\n",
       "      <td>/0LopuZdd7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:08:32.0</td>\n",
       "      <td>1</td>\n",
       "      <td>f76dbe9dfd7eaa4</td>\n",
       "      <td>d92f6918d687f52</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>0BRdojv2my</td>\n",
       "      <td>0BRdojv2my</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>data</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:08:53.0</td>\n",
       "      <td>_</td>\n",
       "      <td>be670b7d317c859</td>\n",
       "      <td>5a4dc9e82deb309</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>/0FxP3az1x</td>\n",
       "      <td>/0FxP3az1x</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:09:33.0</td>\n",
       "      <td>1</td>\n",
       "      <td>ef1a358db9a72e2</td>\n",
       "      <td>43e8ef31c7490e8</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+pZNtCvhmT</td>\n",
       "      <td>+pZNtCvhmT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Voice</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:09:45.0</td>\n",
       "      <td>2</td>\n",
       "      <td>bb0758afdc08f2d</td>\n",
       "      <td>99fac14d328d914</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+YzQI97cPp</td>\n",
       "      <td>+YzQI97cPp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:09:50.0</td>\n",
       "      <td>1</td>\n",
       "      <td>8da7870ee027a39</td>\n",
       "      <td>43856ca73fbadf3</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+854AcBQT2</td>\n",
       "      <td>+854AcBQT2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:09:56.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0108b4b998a2041</td>\n",
       "      <td>8051dc22ab2d575</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+e+xcimwre</td>\n",
       "      <td>+e+xcimwre</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Voice</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:10:13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>eece320c922fa19</td>\n",
       "      <td>f9f0526aca7ba01</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+pZNtCvhmT</td>\n",
       "      <td>+pZNtCvhmT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:10:36.0</td>\n",
       "      <td>0</td>\n",
       "      <td>c731afd285c9261</td>\n",
       "      <td>77707f4a0b2b068</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>2aXXOLyR5M</td>\n",
       "      <td>2aXXOLyR5M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:10:37.0</td>\n",
       "      <td>1</td>\n",
       "      <td>a7a86b45f71c7e8</td>\n",
       "      <td>eb6a23422ba7b5b</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>0r4EVaG2A/</td>\n",
       "      <td>0r4EVaG2A/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:11:45.0</td>\n",
       "      <td>0</td>\n",
       "      <td>d114ab1c07a5c52</td>\n",
       "      <td>1cd0cede39e2daa</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>/xvRrCVKoQ</td>\n",
       "      <td>/xvRrCVKoQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Voice</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-07 23:11:50.0</td>\n",
       "      <td>3</td>\n",
       "      <td>5d16e0ca3d52c0f</td>\n",
       "      <td>1ffdd0f01418825</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>1BFUFggilV</td>\n",
       "      <td>1BFUFggilV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606082</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:52:32.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2f91b73d6207a13</td>\n",
       "      <td>0ef3e151f7b0d62</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>yXO/but0cw</td>\n",
       "      <td>yXO/but0cw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606083</th>\n",
       "      <td>sms</td>\n",
       "      <td>25</td>\n",
       "      <td>2012-05-09 00:52:49.0</td>\n",
       "      <td>0</td>\n",
       "      <td>a259b0cc638a478</td>\n",
       "      <td>f3234181d138af4</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>vrROenKiJT</td>\n",
       "      <td>vrROenKiJT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606084</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:52:55.0</td>\n",
       "      <td>1</td>\n",
       "      <td>25aa14ec9036b16</td>\n",
       "      <td>e51d70429028328</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>yPq8TPd7WC</td>\n",
       "      <td>yPq8TPd7WC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606085</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:53:03.0</td>\n",
       "      <td>0</td>\n",
       "      <td>fb9e9275bf6682d</td>\n",
       "      <td>fbe8a95497ab38e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zqHx55Evcc</td>\n",
       "      <td>zqHx55Evcc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606086</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:53:05.0</td>\n",
       "      <td>1</td>\n",
       "      <td>a29500aab5824c2</td>\n",
       "      <td>67c3febe9f32abc</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>yKiIEdEjU5</td>\n",
       "      <td>yKiIEdEjU5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606087</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:53:07.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1cd3b8e90ed7e2a</td>\n",
       "      <td>099959d4d4a33bd</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zyYNfma31d</td>\n",
       "      <td>zyYNfma31d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606088</th>\n",
       "      <td>Voice</td>\n",
       "      <td>196</td>\n",
       "      <td>2012-05-09 00:53:19.0</td>\n",
       "      <td>1</td>\n",
       "      <td>210eaf04e0d81bf</td>\n",
       "      <td>ee640a6183fd1f0</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>x7bXnQF6F8</td>\n",
       "      <td>x7bXnQF6F8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606089</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:53:26.0</td>\n",
       "      <td>5</td>\n",
       "      <td>829713c3a1760a4</td>\n",
       "      <td>9b4a2be052f0d75</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>z5bs3CFOnv</td>\n",
       "      <td>z5bs3CFOnv</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606090</th>\n",
       "      <td>Voice</td>\n",
       "      <td>173</td>\n",
       "      <td>2012-05-09 00:53:34.0</td>\n",
       "      <td>0</td>\n",
       "      <td>84d115eedd5b7b3</td>\n",
       "      <td>97cb4f1ccd1dc83</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>yaDPP9L0Ep</td>\n",
       "      <td>yaDPP9L0Ep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606091</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:53:43.0</td>\n",
       "      <td>2</td>\n",
       "      <td>ef6c40be335c22e</td>\n",
       "      <td>e22a795f666ce5c</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>y+XgMoAQCw</td>\n",
       "      <td>y+XgMoAQCw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606092</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:53:51.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4a03b02c67508ab</td>\n",
       "      <td>2082dad57458098</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>yAbmlrSi3/</td>\n",
       "      <td>yAbmlrSi3/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606093</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:53:57.0</td>\n",
       "      <td>1</td>\n",
       "      <td>f2040c9ec35e083</td>\n",
       "      <td>c92b101c821de4c</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>yXO/but0cw</td>\n",
       "      <td>yXO/but0cw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606094</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:54:22.0</td>\n",
       "      <td>0</td>\n",
       "      <td>80342f0a2120ce1</td>\n",
       "      <td>3c9a95bc5a3dd74</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>wo9VXaAbwE</td>\n",
       "      <td>wo9VXaAbwE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606095</th>\n",
       "      <td>Voice</td>\n",
       "      <td>60</td>\n",
       "      <td>2012-05-09 00:54:32.0</td>\n",
       "      <td>1</td>\n",
       "      <td>23aa4cf14f253eb</td>\n",
       "      <td>a5300a69da2aff9</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>y+XgMoAQCw</td>\n",
       "      <td>y+XgMoAQCw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606096</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:54:34.0</td>\n",
       "      <td>0</td>\n",
       "      <td>a29d9a0fe11178c</td>\n",
       "      <td>23bfb85103114e4</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zqHx55Evcc</td>\n",
       "      <td>zqHx55Evcc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606097</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:54:36.0</td>\n",
       "      <td>1</td>\n",
       "      <td>f5d26c16899145a</td>\n",
       "      <td>1203b64eef941aa</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>z7ZdRZQCEe</td>\n",
       "      <td>z7ZdRZQCEe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606098</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:54:38.0</td>\n",
       "      <td>0</td>\n",
       "      <td>38d07ab73998548</td>\n",
       "      <td>28582a3c961cfbf</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>xqKepCu/mP</td>\n",
       "      <td>xqKepCu/mP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606099</th>\n",
       "      <td>Voice</td>\n",
       "      <td>26</td>\n",
       "      <td>2012-05-09 00:54:43.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3d167c4e3828dd7</td>\n",
       "      <td>720641f68979bc0</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zdfL0rhEcy</td>\n",
       "      <td>zdfL0rhEcy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606100</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:54:44.0</td>\n",
       "      <td>2</td>\n",
       "      <td>48558a39bf1b980</td>\n",
       "      <td>9d000c4ab6f7283</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zbVRn1hiwe</td>\n",
       "      <td>zbVRn1hiwe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606101</th>\n",
       "      <td>data</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:54:54.0</td>\n",
       "      <td>_</td>\n",
       "      <td>57ec1f05b657784</td>\n",
       "      <td>5a4dc9e82deb309</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>z7ZdRZQCEe</td>\n",
       "      <td>z7ZdRZQCEe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606102</th>\n",
       "      <td>Voice</td>\n",
       "      <td>63</td>\n",
       "      <td>2012-05-09 00:54:55.0</td>\n",
       "      <td>0</td>\n",
       "      <td>50fe39654cbf404</td>\n",
       "      <td>eb00dc77398de10</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zsA2dnzCR5</td>\n",
       "      <td>zsA2dnzCR5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606103</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:54:58.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3753cf210713f86</td>\n",
       "      <td>03b82348a40ed9c</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zdfL0rhEcy</td>\n",
       "      <td>zdfL0rhEcy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606104</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:55:58.0</td>\n",
       "      <td>1</td>\n",
       "      <td>efafb8d09366878</td>\n",
       "      <td>e09e736e46c5c3d</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>yhTF197Bj3</td>\n",
       "      <td>yhTF197Bj3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606105</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:56:42.0</td>\n",
       "      <td>1</td>\n",
       "      <td>7004c5e9dc79e0d</td>\n",
       "      <td>5e4173db5ac542c</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zcj81as8v9</td>\n",
       "      <td>zcj81as8v9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606106</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:56:42.0</td>\n",
       "      <td>2</td>\n",
       "      <td>ef96717559b33f9</td>\n",
       "      <td>a1899c534891b4b</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zsA2dnzCR5</td>\n",
       "      <td>zsA2dnzCR5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606107</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:57:19.0</td>\n",
       "      <td>0</td>\n",
       "      <td>8a2cb692ebe1d25</td>\n",
       "      <td>025dbecb39a8449</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>z34dRyOVua</td>\n",
       "      <td>z34dRyOVua</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606108</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:57:42.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1168882fca2a411</td>\n",
       "      <td>b3d036695a36bac</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zbVRn1hiwe</td>\n",
       "      <td>zbVRn1hiwe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606109</th>\n",
       "      <td>data</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:58:02.0</td>\n",
       "      <td>_</td>\n",
       "      <td>30d65b6323b5c44</td>\n",
       "      <td>5a4dc9e82deb309</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>zIzAzjMShv</td>\n",
       "      <td>zIzAzjMShv</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606110</th>\n",
       "      <td>Voice</td>\n",
       "      <td>101</td>\n",
       "      <td>2012-05-09 00:58:14.0</td>\n",
       "      <td>0</td>\n",
       "      <td>a8ef67453766c7f</td>\n",
       "      <td>5c4e5e5a59f9351</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zqHx55Evcc</td>\n",
       "      <td>zqHx55Evcc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19606111</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-09 00:59:05.0</td>\n",
       "      <td>0</td>\n",
       "      <td>894c12654217230</td>\n",
       "      <td>aaaf0e4bdec7311</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zqHx55Evcc</td>\n",
       "      <td>zqHx55Evcc</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19606112 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         PRODUCT  VALUE              DATE_TIME CELL_ON_SITE      DW_A_NUMBER  \\\n",
       "0            sms      0  2012-05-07 23:02:06.0            2  32255675c3b6fe3   \n",
       "1          Voice      0  2012-05-07 23:03:44.0            1  ff16d6ac74c1c64   \n",
       "2            sms      0  2012-05-07 23:04:06.0            0  98d9f2fb5ff624b   \n",
       "3          Voice     37  2012-05-07 23:04:48.0            1  3f9c8a33ec7be1f   \n",
       "4            sms     25  2012-05-07 23:04:58.0            1  7bcccc03adf3864   \n",
       "5            sms      0  2012-05-07 23:05:41.0            4  d73f11fdc9fcb30   \n",
       "6          Voice     41  2012-05-07 23:06:14.0            1  eafaf521153b405   \n",
       "7          Voice     11  2012-05-07 23:06:28.0            0  a1799cdc5108a90   \n",
       "8            sms      0  2012-05-07 23:06:35.0            2  f81bb99db8c0373   \n",
       "9            sms      0  2012-05-07 23:06:50.0            0  6a7d89469dc20e9   \n",
       "10           sms      0  2012-05-07 23:06:58.0            0  81dff572800e83b   \n",
       "11           sms      0  2012-05-07 23:06:58.0            4  58ba5cac616c660   \n",
       "12           sms      0  2012-05-07 23:07:02.0            0  1aa429cb0ad4fff   \n",
       "13           sms      0  2012-05-07 23:07:03.0            2  b180d01b4646ef3   \n",
       "14           sms      0  2012-05-07 23:07:23.0            1  53b723717713150   \n",
       "15           sms      0  2012-05-07 23:07:51.0            2  b180d01b4646ef3   \n",
       "16           sms      0  2012-05-07 23:08:09.0            0  5ab4a54a9b7fec5   \n",
       "17           sms     25  2012-05-07 23:08:14.0            0  f068be3c70ed1ff   \n",
       "18         Voice      0  2012-05-07 23:08:16.0            1  9dec957084f076d   \n",
       "19           sms      0  2012-05-07 23:08:32.0            1  f76dbe9dfd7eaa4   \n",
       "20          data      0  2012-05-07 23:08:53.0            _  be670b7d317c859   \n",
       "21           sms      0  2012-05-07 23:09:33.0            1  ef1a358db9a72e2   \n",
       "22         Voice      0  2012-05-07 23:09:45.0            2  bb0758afdc08f2d   \n",
       "23           sms      0  2012-05-07 23:09:50.0            1  8da7870ee027a39   \n",
       "24           sms      0  2012-05-07 23:09:56.0            1  0108b4b998a2041   \n",
       "25         Voice      0  2012-05-07 23:10:13.0            0  eece320c922fa19   \n",
       "26           sms      0  2012-05-07 23:10:36.0            0  c731afd285c9261   \n",
       "27           sms      0  2012-05-07 23:10:37.0            1  a7a86b45f71c7e8   \n",
       "28           sms      0  2012-05-07 23:11:45.0            0  d114ab1c07a5c52   \n",
       "29         Voice      0  2012-05-07 23:11:50.0            3  5d16e0ca3d52c0f   \n",
       "...          ...    ...                    ...          ...              ...   \n",
       "19606082     sms      0  2012-05-09 00:52:32.0            1  2f91b73d6207a13   \n",
       "19606083     sms     25  2012-05-09 00:52:49.0            0  a259b0cc638a478   \n",
       "19606084     sms      0  2012-05-09 00:52:55.0            1  25aa14ec9036b16   \n",
       "19606085     sms      0  2012-05-09 00:53:03.0            0  fb9e9275bf6682d   \n",
       "19606086     sms      0  2012-05-09 00:53:05.0            1  a29500aab5824c2   \n",
       "19606087     sms      0  2012-05-09 00:53:07.0            1  1cd3b8e90ed7e2a   \n",
       "19606088   Voice    196  2012-05-09 00:53:19.0            1  210eaf04e0d81bf   \n",
       "19606089     sms      0  2012-05-09 00:53:26.0            5  829713c3a1760a4   \n",
       "19606090   Voice    173  2012-05-09 00:53:34.0            0  84d115eedd5b7b3   \n",
       "19606091     sms      0  2012-05-09 00:53:43.0            2  ef6c40be335c22e   \n",
       "19606092     sms      0  2012-05-09 00:53:51.0            0  4a03b02c67508ab   \n",
       "19606093     sms      0  2012-05-09 00:53:57.0            1  f2040c9ec35e083   \n",
       "19606094     sms      0  2012-05-09 00:54:22.0            0  80342f0a2120ce1   \n",
       "19606095   Voice     60  2012-05-09 00:54:32.0            1  23aa4cf14f253eb   \n",
       "19606096     sms      0  2012-05-09 00:54:34.0            0  a29d9a0fe11178c   \n",
       "19606097     sms      0  2012-05-09 00:54:36.0            1  f5d26c16899145a   \n",
       "19606098     sms      0  2012-05-09 00:54:38.0            0  38d07ab73998548   \n",
       "19606099   Voice     26  2012-05-09 00:54:43.0            0  3d167c4e3828dd7   \n",
       "19606100     sms      0  2012-05-09 00:54:44.0            2  48558a39bf1b980   \n",
       "19606101    data      0  2012-05-09 00:54:54.0            _  57ec1f05b657784   \n",
       "19606102   Voice     63  2012-05-09 00:54:55.0            0  50fe39654cbf404   \n",
       "19606103     sms      0  2012-05-09 00:54:58.0            0  3753cf210713f86   \n",
       "19606104     sms      0  2012-05-09 00:55:58.0            1  efafb8d09366878   \n",
       "19606105     sms      0  2012-05-09 00:56:42.0            1  7004c5e9dc79e0d   \n",
       "19606106     sms      0  2012-05-09 00:56:42.0            2  ef96717559b33f9   \n",
       "19606107     sms      0  2012-05-09 00:57:19.0            0  8a2cb692ebe1d25   \n",
       "19606108     sms      0  2012-05-09 00:57:42.0            2  1168882fca2a411   \n",
       "19606109    data      0  2012-05-09 00:58:02.0            _  30d65b6323b5c44   \n",
       "19606110   Voice    101  2012-05-09 00:58:14.0            0  a8ef67453766c7f   \n",
       "19606111     sms      0  2012-05-09 00:59:05.0            0  894c12654217230   \n",
       "\n",
       "              DW_B_NUMBER COUNTRY_A COUNTRY_B     CELL_ID     SITE_ID  \n",
       "0         1aa7ae01386e9fb     19e2e     19e2e  +854AcBQT2  +854AcBQT2  \n",
       "1         87d87309c15a8c9     19e2e     19e2e  +854AcBQT2  +854AcBQT2  \n",
       "2         93343ba6e41af95     19e2e     19e2e  +laSrk7g6q  +laSrk7g6q  \n",
       "3         7d05a38f89c49d8     19e2e     19e2e  /xvRrCVKoQ  /xvRrCVKoQ  \n",
       "4         56a5d5430d2fa86     19e2e     19e2e  +bO+qkSonO  +bO+qkSonO  \n",
       "5         ec90fdb12b50cbc     19e2e     19e2e  /MMplBlWjh  /MMplBlWjh  \n",
       "6         70a60b7bca83a58     19e2e     19e2e  +laSrk7g6q  +laSrk7g6q  \n",
       "7         efee282793c4e56     19e2e     19e2e  +gySf02tKW  +gySf02tKW  \n",
       "8         7af76c2046e02f3     19e2e     OTHER  /0FxP3az1x  /0FxP3az1x  \n",
       "9         3690c6c0444c0c0     19e2e     19e2e  0ecjmwPX21  0ecjmwPX21  \n",
       "10        032780927a1a585     19e2e     19e2e  +laSrk7g6q  +laSrk7g6q  \n",
       "11        eae5d7838a2c2af     19e2e     19e2e  /MMplBlWjh  /MMplBlWjh  \n",
       "12        e3bef4a57aef283     19e2e     19e2e  +YzQI97cPp  +YzQI97cPp  \n",
       "13        ca694e0ede22e5d     19e2e     19e2e  +38u2u/rfx  +38u2u/rfx  \n",
       "14        e09e736e46c5c3d     19e2e     19e2e  0BRdojv2my  0BRdojv2my  \n",
       "15        d61935085e1f8eb     19e2e     19e2e  +e+xcimwre  +e+xcimwre  \n",
       "16        77e60ff7b25ba51     19e2e     19e2e  +cNeJzsTp3  +cNeJzsTp3  \n",
       "17        f6c86a6ab602a4e     19e2e     19e2e  +gQ2AvXjaO  +gQ2AvXjaO  \n",
       "18        19e68e80103885e     19e2e     19e2e  /0LopuZdd7  /0LopuZdd7  \n",
       "19        d92f6918d687f52     19e2e     19e2e  0BRdojv2my  0BRdojv2my  \n",
       "20        5a4dc9e82deb309     19e2e     OTHER  /0FxP3az1x  /0FxP3az1x  \n",
       "21        43e8ef31c7490e8     19e2e     19e2e  +pZNtCvhmT  +pZNtCvhmT  \n",
       "22        99fac14d328d914     19e2e     19e2e  +YzQI97cPp  +YzQI97cPp  \n",
       "23        43856ca73fbadf3     19e2e     19e2e  +854AcBQT2  +854AcBQT2  \n",
       "24        8051dc22ab2d575     19e2e     19e2e  +e+xcimwre  +e+xcimwre  \n",
       "25        f9f0526aca7ba01     19e2e     19e2e  +pZNtCvhmT  +pZNtCvhmT  \n",
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       "...                   ...       ...       ...         ...         ...  \n",
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       "19606100  9d000c4ab6f7283     19e2e     19e2e  zbVRn1hiwe  zbVRn1hiwe  \n",
       "19606101  5a4dc9e82deb309     19e2e     OTHER  z7ZdRZQCEe  z7ZdRZQCEe  \n",
       "19606102  eb00dc77398de10     19e2e     19e2e  zsA2dnzCR5  zsA2dnzCR5  \n",
       "19606103  03b82348a40ed9c     19e2e     19e2e  zdfL0rhEcy  zdfL0rhEcy  \n",
       "19606104  e09e736e46c5c3d     19e2e     19e2e  yhTF197Bj3  yhTF197Bj3  \n",
       "19606105  5e4173db5ac542c     19e2e     19e2e  zcj81as8v9  zcj81as8v9  \n",
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       "19606109  5a4dc9e82deb309     19e2e     OTHER  zIzAzjMShv  zIzAzjMShv  \n",
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       "19606111  aaaf0e4bdec7311     19e2e     19e2e  zqHx55Evcc  zqHx55Evcc  \n",
       "\n",
       "[19606112 rows x 10 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moringa2 = pd.read_csv('MoringaSchool_CB_CDR_20120508.csv')\n",
    "moringa2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PRODUCT</th>\n",
       "      <th>VALUE</th>\n",
       "      <th>DATE_TIME</th>\n",
       "      <th>CELL_ON_SITE</th>\n",
       "      <th>DW_A_NUMBER</th>\n",
       "      <th>DW_B_NUMBER</th>\n",
       "      <th>COUNTRY_A</th>\n",
       "      <th>COUNTRY_B</th>\n",
       "      <th>CELL_ID</th>\n",
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      ],
      "text/plain": [
       "  PRODUCT  VALUE              DATE_TIME CELL_ON_SITE      DW_A_NUMBER  \\\n",
       "0     sms      0  2012-05-07 23:02:06.0            2  32255675c3b6fe3   \n",
       "1   Voice      0  2012-05-07 23:03:44.0            1  ff16d6ac74c1c64   \n",
       "2     sms      0  2012-05-07 23:04:06.0            0  98d9f2fb5ff624b   \n",
       "3   Voice     37  2012-05-07 23:04:48.0            1  3f9c8a33ec7be1f   \n",
       "4     sms     25  2012-05-07 23:04:58.0            1  7bcccc03adf3864   \n",
       "\n",
       "       DW_B_NUMBER COUNTRY_A COUNTRY_B     CELL_ID     SITE_ID  \n",
       "0  1aa7ae01386e9fb     19e2e     19e2e  +854AcBQT2  +854AcBQT2  \n",
       "1  87d87309c15a8c9     19e2e     19e2e  +854AcBQT2  +854AcBQT2  \n",
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       "4  56a5d5430d2fa86     19e2e     19e2e  +bO+qkSonO  +bO+qkSonO  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = pd.DataFrame(moringa2)\n",
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(19606112, 10)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['product', 'value', 'date_time', 'cell_on_site', 'dw_a_number',\n",
       "       'dw_b_number', 'country_a', 'country_b', 'cell_id', 'site_id'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.columns = map(str.lower, df2.columns)\n",
    "df2.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <td>2012-05-07 23:04:58.0</td>\n",
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       "</table>\n",
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      ],
      "text/plain": [
       "  product  value              date_time     cell_id     site_id\n",
       "0     sms      0  2012-05-07 23:02:06.0  +854AcBQT2  +854AcBQT2\n",
       "1   Voice      0  2012-05-07 23:03:44.0  +854AcBQT2  +854AcBQT2\n",
       "2     sms      0  2012-05-07 23:04:06.0  +laSrk7g6q  +laSrk7g6q\n",
       "3   Voice     37  2012-05-07 23:04:48.0  /xvRrCVKoQ  /xvRrCVKoQ\n",
       "4     sms     25  2012-05-07 23:04:58.0  +bO+qkSonO  +bO+qkSonO"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.drop(['cell_on_site','dw_a_number','dw_b_number','country_a','country_b'], axis = 1, inplace = True)\n",
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "product           0\n",
       "value             0\n",
       "date_time         0\n",
       "cell_id           0\n",
       "site_id      521178\n",
       "dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "product      0\n",
       "value        0\n",
       "date_time    0\n",
       "cell_id      0\n",
       "site_id      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.site_id.fillna(df.site_id.mode()[0], inplace = True)\n",
    "df2.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>2012-05-08 23:02:59.0</td>\n",
       "      <td>1</td>\n",
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       "      <td>2012-05-08 23:03:04.0</td>\n",
       "      <td>0</td>\n",
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       "      <td>22</td>\n",
       "      <td>2012-05-08 23:03:16.0</td>\n",
       "      <td>4</td>\n",
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       "      <td>2186273faab4602</td>\n",
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       "      <td>19e2e</td>\n",
       "      <td>/eeMklgyJA</td>\n",
       "      <td>/eeMklgyJA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Voice</td>\n",
       "      <td>10</td>\n",
       "      <td>2012-05-08 23:03:59.0</td>\n",
       "      <td>0</td>\n",
       "      <td>c572f692ed9d25f</td>\n",
       "      <td>5e6221fa6b35f62</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+e+xcimwre</td>\n",
       "      <td>+e+xcimwre</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 23:06:06.0</td>\n",
       "      <td>0</td>\n",
       "      <td>32cc9a0c68cc9ee</td>\n",
       "      <td>9eb1b241c685914</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+R5ccmtyJf</td>\n",
       "      <td>+R5ccmtyJf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Voice</td>\n",
       "      <td>10</td>\n",
       "      <td>2012-05-08 23:06:55.0</td>\n",
       "      <td>1</td>\n",
       "      <td>38c234bf93b3aac</td>\n",
       "      <td>ae0bd079dc09dd5</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+ZaaZozy/+</td>\n",
       "      <td>+ZaaZozy/+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>sms</td>\n",
       "      <td>25</td>\n",
       "      <td>2012-05-08 23:07:09.0</td>\n",
       "      <td>1</td>\n",
       "      <td>6dd0d088cceca75</td>\n",
       "      <td>9bdc6a2acd8ee15</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>13O1+JEun3</td>\n",
       "      <td>13O1+JEun3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 23:07:38.0</td>\n",
       "      <td>0</td>\n",
       "      <td>9572b11240ca426</td>\n",
       "      <td>64898ae3aa9cc93</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>/eeMklgyJA</td>\n",
       "      <td>/eeMklgyJA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 23:07:43.0</td>\n",
       "      <td>2</td>\n",
       "      <td>5b6f26b5d0758fe</td>\n",
       "      <td>e284afced19fcba</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>/eeMklgyJA</td>\n",
       "      <td>/eeMklgyJA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 23:07:55.0</td>\n",
       "      <td>1</td>\n",
       "      <td>8ede080e807c19b</td>\n",
       "      <td>99cbdaebbf97601</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>/NPTR0H+5I</td>\n",
       "      <td>/NPTR0H+5I</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 23:08:15.0</td>\n",
       "      <td>1</td>\n",
       "      <td>e4c5f1c8cd08e8a</td>\n",
       "      <td>c8aec3bdc60c6b7</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>18MlD9e2CO</td>\n",
       "      <td>18MlD9e2CO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 23:08:19.0</td>\n",
       "      <td>2</td>\n",
       "      <td>c818e66646d3741</td>\n",
       "      <td>5f6f78591ee8c25</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>0K+IDi1yjl</td>\n",
       "      <td>0K+IDi1yjl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 23:08:24.0</td>\n",
       "      <td>2</td>\n",
       "      <td>d9143fbd9fec15e</td>\n",
       "      <td>ab53f3798c56300</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>2GgIN622rt</td>\n",
       "      <td>2GgIN622rt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>sms</td>\n",
       "      <td>50</td>\n",
       "      <td>2012-05-08 23:08:49.0</td>\n",
       "      <td>0</td>\n",
       "      <td>e8499ca70ff0059</td>\n",
       "      <td>5c248c52e7b272c</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>051KhYDCpv</td>\n",
       "      <td>051KhYDCpv</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Voice</td>\n",
       "      <td>14</td>\n",
       "      <td>2012-05-08 23:09:03.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2e54b715c9a7b7b</td>\n",
       "      <td>93205049fc294cb</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>2aXXOLyR5M</td>\n",
       "      <td>2aXXOLyR5M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Voice</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 23:09:04.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3200ab4f46e8316</td>\n",
       "      <td>bd7a1e8a98a0f1b</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>/lW1z7T9L8</td>\n",
       "      <td>/lW1z7T9L8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>data</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 23:09:24.0</td>\n",
       "      <td>_</td>\n",
       "      <td>30c877b2339ce47</td>\n",
       "      <td>5a4dc9e82deb309</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>/EkqCbWDau</td>\n",
       "      <td>/EkqCbWDau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>data</td>\n",
       "      <td>1</td>\n",
       "      <td>2012-05-08 23:09:35.0</td>\n",
       "      <td>_</td>\n",
       "      <td>934a567b28e381d</td>\n",
       "      <td>5a4dc9e82deb309</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>/0FxP3az1x</td>\n",
       "      <td>/0FxP3az1x</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Voice</td>\n",
       "      <td>6</td>\n",
       "      <td>2012-05-08 23:09:40.0</td>\n",
       "      <td>0</td>\n",
       "      <td>b2638d03948d9cd</td>\n",
       "      <td>b0166164f948347</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>0eA3S0GqHt</td>\n",
       "      <td>0eA3S0GqHt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>data</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 23:09:43.0</td>\n",
       "      <td>_</td>\n",
       "      <td>46675d106ee0aff</td>\n",
       "      <td>5a4dc9e82deb309</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>/0LopuZdd7</td>\n",
       "      <td>/0LopuZdd7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 23:09:47.0</td>\n",
       "      <td>1</td>\n",
       "      <td>f3b6ba06e9439d8</td>\n",
       "      <td>8e3705f683cfa61</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>0UFkHqX87G</td>\n",
       "      <td>0UFkHqX87G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>sms</td>\n",
       "      <td>25</td>\n",
       "      <td>2012-05-08 23:09:48.0</td>\n",
       "      <td>2</td>\n",
       "      <td>711a413770e5028</td>\n",
       "      <td>fc1e25118646138</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>2q0YsSCxbH</td>\n",
       "      <td>2q0YsSCxbH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 23:10:16.0</td>\n",
       "      <td>4</td>\n",
       "      <td>909bb6ebfb75709</td>\n",
       "      <td>93343ba6e41af95</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>1MTLUFpdzd</td>\n",
       "      <td>1MTLUFpdzd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Voice</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 23:10:18.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4541ae20049f39f</td>\n",
       "      <td>553e15a3a1cf612</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>0/eYPFomxx</td>\n",
       "      <td>0/eYPFomxx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>sms</td>\n",
       "      <td>25</td>\n",
       "      <td>2012-05-08 23:10:19.0</td>\n",
       "      <td>0</td>\n",
       "      <td>a18d529f0474619</td>\n",
       "      <td>ce00ff03fd8bc42</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>++ctND+jGD</td>\n",
       "      <td>++ctND+jGD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>data</td>\n",
       "      <td>1</td>\n",
       "      <td>2012-05-08 23:10:20.0</td>\n",
       "      <td>_</td>\n",
       "      <td>2b7b26c7f12113e</td>\n",
       "      <td>5a4dc9e82deb309</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>++ctND+jGD</td>\n",
       "      <td>++ctND+jGD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 23:10:58.0</td>\n",
       "      <td>0</td>\n",
       "      <td>767378197ecc5e5</td>\n",
       "      <td>8fe615f72c53ec5</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>/TJNe+Mmtu</td>\n",
       "      <td>/TJNe+Mmtu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Voice</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 23:11:04.0</td>\n",
       "      <td>1</td>\n",
       "      <td>096b0934058f8e8</td>\n",
       "      <td>a6b8658a978e68e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>18iJZATMMC</td>\n",
       "      <td>18iJZATMMC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834771</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:50:26.0</td>\n",
       "      <td>3</td>\n",
       "      <td>dbf65c28345f89e</td>\n",
       "      <td>21da545616603a4</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>wmgg5EbE9n</td>\n",
       "      <td>wmgg5EbE9n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834772</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:50:28.0</td>\n",
       "      <td>2</td>\n",
       "      <td>d066917479efdbc</td>\n",
       "      <td>f0c2ce0c92e2f03</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>vZrfcgHa81</td>\n",
       "      <td>vZrfcgHa81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834773</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:50:37.0</td>\n",
       "      <td>3</td>\n",
       "      <td>fa3c2365b38f222</td>\n",
       "      <td>3691393288d3c10</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>yyGsWkQmCT</td>\n",
       "      <td>yyGsWkQmCT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834774</th>\n",
       "      <td>data</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:50:39.0</td>\n",
       "      <td>_</td>\n",
       "      <td>182833e7c160186</td>\n",
       "      <td>5a4dc9e82deb309</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>zyYNfma31d</td>\n",
       "      <td>zyYNfma31d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834775</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:50:43.0</td>\n",
       "      <td>1</td>\n",
       "      <td>f1bff6189a27638</td>\n",
       "      <td>549038216f057e0</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>vDrYzb5siB</td>\n",
       "      <td>vDrYzb5siB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834776</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:50:57.0</td>\n",
       "      <td>1</td>\n",
       "      <td>51453d520fa5a40</td>\n",
       "      <td>3b54151fca5675a</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>vlMkDkX66e</td>\n",
       "      <td>vlMkDkX66e</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834777</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:50:57.0</td>\n",
       "      <td>2</td>\n",
       "      <td>5129464cc424a3d</td>\n",
       "      <td>485fb70b6902601</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>xj8BSS8pPu</td>\n",
       "      <td>xj8BSS8pPu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834778</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:51:04.0</td>\n",
       "      <td>2</td>\n",
       "      <td>938dc8adbc9d272</td>\n",
       "      <td>aaaf0e4bdec7311</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>ywp1Gp+dk/</td>\n",
       "      <td>ywp1Gp+dk/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834779</th>\n",
       "      <td>Voice</td>\n",
       "      <td>84</td>\n",
       "      <td>2012-05-10 00:51:12.0</td>\n",
       "      <td>2</td>\n",
       "      <td>7f52011bce8b1a8</td>\n",
       "      <td>22e02a2e8fa54de</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>vWGjxf3sVb</td>\n",
       "      <td>vWGjxf3sVb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834780</th>\n",
       "      <td>sms</td>\n",
       "      <td>25</td>\n",
       "      <td>2012-05-10 00:51:40.0</td>\n",
       "      <td>5</td>\n",
       "      <td>106c81bc5cea45d</td>\n",
       "      <td>2beafd4d8db47c6</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>w3U/knMGad</td>\n",
       "      <td>w3U/knMGad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834781</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:51:54.0</td>\n",
       "      <td>2</td>\n",
       "      <td>e39a15df91185e3</td>\n",
       "      <td>aaaf0e4bdec7311</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>yFXPYvL+xd</td>\n",
       "      <td>yFXPYvL+xd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834782</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:52:04.0</td>\n",
       "      <td>1</td>\n",
       "      <td>08fddd51db76d70</td>\n",
       "      <td>2264a3b4fc54d4c</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>yGAZ0YDzFi</td>\n",
       "      <td>yGAZ0YDzFi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834783</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:52:23.0</td>\n",
       "      <td>2</td>\n",
       "      <td>dbe478cf7838000</td>\n",
       "      <td>d6685085d11b8ef</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>wSRV7UPBqf</td>\n",
       "      <td>wSRV7UPBqf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834784</th>\n",
       "      <td>Voice</td>\n",
       "      <td>24</td>\n",
       "      <td>2012-05-10 00:52:28.0</td>\n",
       "      <td>4</td>\n",
       "      <td>221f52534cb8224</td>\n",
       "      <td>859177224287a8d</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zqHx55Evcc</td>\n",
       "      <td>zqHx55Evcc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834785</th>\n",
       "      <td>Voice</td>\n",
       "      <td>68</td>\n",
       "      <td>2012-05-10 00:52:34.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0b718ed8057aa70</td>\n",
       "      <td>1caf1947393e233</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>xj10st71q2</td>\n",
       "      <td>xj10st71q2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834786</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:52:38.0</td>\n",
       "      <td>2</td>\n",
       "      <td>b7027f13d140682</td>\n",
       "      <td>8b6c3ba92845701</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>w/YvPzgPwa</td>\n",
       "      <td>w/YvPzgPwa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834787</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:52:58.0</td>\n",
       "      <td>2</td>\n",
       "      <td>e0a168890ba64a7</td>\n",
       "      <td>4716522b9ed3357</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zIzAzjMShv</td>\n",
       "      <td>zIzAzjMShv</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834788</th>\n",
       "      <td>Voice</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:53:01.0</td>\n",
       "      <td>1</td>\n",
       "      <td>ae1cf040372bb37</td>\n",
       "      <td>1a49f8b0ded9de6</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>ywp1Gp+dk/</td>\n",
       "      <td>ywp1Gp+dk/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834789</th>\n",
       "      <td>data</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:53:01.0</td>\n",
       "      <td>_</td>\n",
       "      <td>8c91e52d508d764</td>\n",
       "      <td>5a4dc9e82deb309</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>OTHER</td>\n",
       "      <td>zn4qbCp2XH</td>\n",
       "      <td>zn4qbCp2XH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834790</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:53:06.0</td>\n",
       "      <td>0</td>\n",
       "      <td>d58940f79474aa8</td>\n",
       "      <td>757735824f0312a</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>wo9VXaAbwE</td>\n",
       "      <td>wo9VXaAbwE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834791</th>\n",
       "      <td>Voice</td>\n",
       "      <td>33</td>\n",
       "      <td>2012-05-10 00:53:21.0</td>\n",
       "      <td>1</td>\n",
       "      <td>05811c05a817b10</td>\n",
       "      <td>04f5158317180f8</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>xj10st71q2</td>\n",
       "      <td>xj10st71q2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834792</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:53:33.0</td>\n",
       "      <td>1</td>\n",
       "      <td>fd3562926fb6d07</td>\n",
       "      <td>0c816dfc70b4a9e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>xqKepCu/mP</td>\n",
       "      <td>xqKepCu/mP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834793</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:53:54.0</td>\n",
       "      <td>1</td>\n",
       "      <td>e409fcb5b3a8269</td>\n",
       "      <td>ef5362fa970b643</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>yf1PVM0Ir0</td>\n",
       "      <td>yf1PVM0Ir0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834794</th>\n",
       "      <td>sms</td>\n",
       "      <td>50</td>\n",
       "      <td>2012-05-10 00:53:54.0</td>\n",
       "      <td>1</td>\n",
       "      <td>29e8b3c3bde0a89</td>\n",
       "      <td>478094e5f25b5ba</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zcj81as8v9</td>\n",
       "      <td>zcj81as8v9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834795</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:54:14.0</td>\n",
       "      <td>1</td>\n",
       "      <td>8aaae668d99029c</td>\n",
       "      <td>454759c6723a87e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>wyCwF9ZnJm</td>\n",
       "      <td>wyCwF9ZnJm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834796</th>\n",
       "      <td>Voice</td>\n",
       "      <td>14</td>\n",
       "      <td>2012-05-10 00:55:42.0</td>\n",
       "      <td>2</td>\n",
       "      <td>b06224c153dee8d</td>\n",
       "      <td>4d1a8af24ea36d5</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zsA2dnzCR5</td>\n",
       "      <td>zsA2dnzCR5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834797</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:55:51.0</td>\n",
       "      <td>2</td>\n",
       "      <td>e350a3354469710</td>\n",
       "      <td>0fdbd19a0598f60</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>xxbbz32oIL</td>\n",
       "      <td>xxbbz32oIL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834798</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:55:53.0</td>\n",
       "      <td>1</td>\n",
       "      <td>20d4e82af4c2e37</td>\n",
       "      <td>f29aa856dc3a8ef</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zbVRn1hiwe</td>\n",
       "      <td>zbVRn1hiwe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834799</th>\n",
       "      <td>sms</td>\n",
       "      <td>25</td>\n",
       "      <td>2012-05-10 00:57:11.0</td>\n",
       "      <td>1</td>\n",
       "      <td>22a9b87e67cd331</td>\n",
       "      <td>d91e5f4fcf14297</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>yPq8TPd7WC</td>\n",
       "      <td>yPq8TPd7WC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14834800</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-10 00:59:04.0</td>\n",
       "      <td>2</td>\n",
       "      <td>9425175f71f05d9</td>\n",
       "      <td>bfdd4b8e596ef48</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>zqHx55Evcc</td>\n",
       "      <td>zqHx55Evcc</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>14834801 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         PRODUCT  VALUE              DATE_TIME CELL_ON_SITE  DW_A_NUMBER_INT  \\\n",
       "0          Voice     61  2012-05-08 23:01:28.0            2  966f68353622feb   \n",
       "1            sms      0  2012-05-08 23:01:31.0            1  a0a597384c612d7   \n",
       "2          Voice     10  2012-05-08 23:02:59.0            1  5441a9a58c97132   \n",
       "3            sms      0  2012-05-08 23:03:04.0            0  8ab8b9ed6989f61   \n",
       "4          Voice     22  2012-05-08 23:03:16.0            4  52662a62b199334   \n",
       "5          Voice     10  2012-05-08 23:03:59.0            0  c572f692ed9d25f   \n",
       "6            sms      0  2012-05-08 23:06:06.0            0  32cc9a0c68cc9ee   \n",
       "7          Voice     10  2012-05-08 23:06:55.0            1  38c234bf93b3aac   \n",
       "8            sms     25  2012-05-08 23:07:09.0            1  6dd0d088cceca75   \n",
       "9            sms      0  2012-05-08 23:07:38.0            0  9572b11240ca426   \n",
       "10           sms      0  2012-05-08 23:07:43.0            2  5b6f26b5d0758fe   \n",
       "11           sms      0  2012-05-08 23:07:55.0            1  8ede080e807c19b   \n",
       "12           sms      0  2012-05-08 23:08:15.0            1  e4c5f1c8cd08e8a   \n",
       "13           sms      0  2012-05-08 23:08:19.0            2  c818e66646d3741   \n",
       "14           sms      0  2012-05-08 23:08:24.0            2  d9143fbd9fec15e   \n",
       "15           sms     50  2012-05-08 23:08:49.0            0  e8499ca70ff0059   \n",
       "16         Voice     14  2012-05-08 23:09:03.0            2  2e54b715c9a7b7b   \n",
       "17         Voice      0  2012-05-08 23:09:04.0            1  3200ab4f46e8316   \n",
       "18          data      0  2012-05-08 23:09:24.0            _  30c877b2339ce47   \n",
       "19          data      1  2012-05-08 23:09:35.0            _  934a567b28e381d   \n",
       "20         Voice      6  2012-05-08 23:09:40.0            0  b2638d03948d9cd   \n",
       "21          data      0  2012-05-08 23:09:43.0            _  46675d106ee0aff   \n",
       "22           sms      0  2012-05-08 23:09:47.0            1  f3b6ba06e9439d8   \n",
       "23           sms     25  2012-05-08 23:09:48.0            2  711a413770e5028   \n",
       "24           sms      0  2012-05-08 23:10:16.0            4  909bb6ebfb75709   \n",
       "25         Voice      0  2012-05-08 23:10:18.0            0  4541ae20049f39f   \n",
       "26           sms     25  2012-05-08 23:10:19.0            0  a18d529f0474619   \n",
       "27          data      1  2012-05-08 23:10:20.0            _  2b7b26c7f12113e   \n",
       "28           sms      0  2012-05-08 23:10:58.0            0  767378197ecc5e5   \n",
       "29         Voice      0  2012-05-08 23:11:04.0            1  096b0934058f8e8   \n",
       "...          ...    ...                    ...          ...              ...   \n",
       "14834771     sms      0  2012-05-10 00:50:26.0            3  dbf65c28345f89e   \n",
       "14834772     sms      0  2012-05-10 00:50:28.0            2  d066917479efdbc   \n",
       "14834773     sms      0  2012-05-10 00:50:37.0            3  fa3c2365b38f222   \n",
       "14834774    data      0  2012-05-10 00:50:39.0            _  182833e7c160186   \n",
       "14834775     sms      0  2012-05-10 00:50:43.0            1  f1bff6189a27638   \n",
       "14834776     sms      0  2012-05-10 00:50:57.0            1  51453d520fa5a40   \n",
       "14834777     sms      0  2012-05-10 00:50:57.0            2  5129464cc424a3d   \n",
       "14834778     sms      0  2012-05-10 00:51:04.0            2  938dc8adbc9d272   \n",
       "14834779   Voice     84  2012-05-10 00:51:12.0            2  7f52011bce8b1a8   \n",
       "14834780     sms     25  2012-05-10 00:51:40.0            5  106c81bc5cea45d   \n",
       "14834781     sms      0  2012-05-10 00:51:54.0            2  e39a15df91185e3   \n",
       "14834782     sms      0  2012-05-10 00:52:04.0            1  08fddd51db76d70   \n",
       "14834783     sms      0  2012-05-10 00:52:23.0            2  dbe478cf7838000   \n",
       "14834784   Voice     24  2012-05-10 00:52:28.0            4  221f52534cb8224   \n",
       "14834785   Voice     68  2012-05-10 00:52:34.0            0  0b718ed8057aa70   \n",
       "14834786     sms      0  2012-05-10 00:52:38.0            2  b7027f13d140682   \n",
       "14834787     sms      0  2012-05-10 00:52:58.0            2  e0a168890ba64a7   \n",
       "14834788   Voice      0  2012-05-10 00:53:01.0            1  ae1cf040372bb37   \n",
       "14834789    data      0  2012-05-10 00:53:01.0            _  8c91e52d508d764   \n",
       "14834790     sms      0  2012-05-10 00:53:06.0            0  d58940f79474aa8   \n",
       "14834791   Voice     33  2012-05-10 00:53:21.0            1  05811c05a817b10   \n",
       "14834792     sms      0  2012-05-10 00:53:33.0            1  fd3562926fb6d07   \n",
       "14834793     sms      0  2012-05-10 00:53:54.0            1  e409fcb5b3a8269   \n",
       "14834794     sms     50  2012-05-10 00:53:54.0            1  29e8b3c3bde0a89   \n",
       "14834795     sms      0  2012-05-10 00:54:14.0            1  8aaae668d99029c   \n",
       "14834796   Voice     14  2012-05-10 00:55:42.0            2  b06224c153dee8d   \n",
       "14834797     sms      0  2012-05-10 00:55:51.0            2  e350a3354469710   \n",
       "14834798     sms      0  2012-05-10 00:55:53.0            1  20d4e82af4c2e37   \n",
       "14834799     sms     25  2012-05-10 00:57:11.0            1  22a9b87e67cd331   \n",
       "14834800     sms      0  2012-05-10 00:59:04.0            2  9425175f71f05d9   \n",
       "\n",
       "          DW_B_NUMBER_INT COUNTRY_A COUNTRY_B      CELLID     SIET_ID  \n",
       "0         ffd53a3bb2db6f1     19e2e     19e2e  +38u2u/rfx  +38u2u/rfx  \n",
       "1         cf3b218f1dde792     19e2e     19e2e  +Fs4mTvdKx  +Fs4mTvdKx  \n",
       "2         52f8b299515b9b7     19e2e     19e2e  +ZaaZozy/+  +ZaaZozy/+  \n",
       "3         e09e736e46c5c3d     19e2e     19e2e  +cNeJzsTp3  +cNeJzsTp3  \n",
       "4         2186273faab4602     19e2e     19e2e  /eeMklgyJA  /eeMklgyJA  \n",
       "5         5e6221fa6b35f62     19e2e     19e2e  +e+xcimwre  +e+xcimwre  \n",
       "6         9eb1b241c685914     19e2e     19e2e  +R5ccmtyJf  +R5ccmtyJf  \n",
       "7         ae0bd079dc09dd5     19e2e     19e2e  +ZaaZozy/+  +ZaaZozy/+  \n",
       "8         9bdc6a2acd8ee15     19e2e     19e2e  13O1+JEun3  13O1+JEun3  \n",
       "9         64898ae3aa9cc93     19e2e     19e2e  /eeMklgyJA  /eeMklgyJA  \n",
       "10        e284afced19fcba     19e2e     19e2e  /eeMklgyJA  /eeMklgyJA  \n",
       "11        99cbdaebbf97601     19e2e     19e2e  /NPTR0H+5I  /NPTR0H+5I  \n",
       "12        c8aec3bdc60c6b7     19e2e     19e2e  18MlD9e2CO  18MlD9e2CO  \n",
       "13        5f6f78591ee8c25     19e2e     19e2e  0K+IDi1yjl  0K+IDi1yjl  \n",
       "14        ab53f3798c56300     19e2e     19e2e  2GgIN622rt  2GgIN622rt  \n",
       "15        5c248c52e7b272c     19e2e     19e2e  051KhYDCpv  051KhYDCpv  \n",
       "16        93205049fc294cb     19e2e     19e2e  2aXXOLyR5M  2aXXOLyR5M  \n",
       "17        bd7a1e8a98a0f1b     19e2e     19e2e  /lW1z7T9L8  /lW1z7T9L8  \n",
       "18        5a4dc9e82deb309     19e2e     OTHER  /EkqCbWDau  /EkqCbWDau  \n",
       "19        5a4dc9e82deb309     19e2e     OTHER  /0FxP3az1x  /0FxP3az1x  \n",
       "20        b0166164f948347     19e2e     19e2e  0eA3S0GqHt  0eA3S0GqHt  \n",
       "21        5a4dc9e82deb309     19e2e     OTHER  /0LopuZdd7  /0LopuZdd7  \n",
       "22        8e3705f683cfa61     19e2e     19e2e  0UFkHqX87G  0UFkHqX87G  \n",
       "23        fc1e25118646138     19e2e     19e2e  2q0YsSCxbH  2q0YsSCxbH  \n",
       "24        93343ba6e41af95     19e2e     19e2e  1MTLUFpdzd  1MTLUFpdzd  \n",
       "25        553e15a3a1cf612     19e2e     19e2e  0/eYPFomxx  0/eYPFomxx  \n",
       "26        ce00ff03fd8bc42     19e2e     19e2e  ++ctND+jGD  ++ctND+jGD  \n",
       "27        5a4dc9e82deb309     19e2e     OTHER  ++ctND+jGD  ++ctND+jGD  \n",
       "28        8fe615f72c53ec5     19e2e     19e2e  /TJNe+Mmtu  /TJNe+Mmtu  \n",
       "29        a6b8658a978e68e     19e2e     19e2e  18iJZATMMC  18iJZATMMC  \n",
       "...                   ...       ...       ...         ...         ...  \n",
       "14834771  21da545616603a4     19e2e     19e2e  wmgg5EbE9n  wmgg5EbE9n  \n",
       "14834772  f0c2ce0c92e2f03     19e2e     19e2e  vZrfcgHa81  vZrfcgHa81  \n",
       "14834773  3691393288d3c10     19e2e     19e2e  yyGsWkQmCT  yyGsWkQmCT  \n",
       "14834774  5a4dc9e82deb309     19e2e     OTHER  zyYNfma31d  zyYNfma31d  \n",
       "14834775  549038216f057e0     19e2e     19e2e  vDrYzb5siB  vDrYzb5siB  \n",
       "14834776  3b54151fca5675a     19e2e     19e2e  vlMkDkX66e  vlMkDkX66e  \n",
       "14834777  485fb70b6902601     19e2e     19e2e  xj8BSS8pPu  xj8BSS8pPu  \n",
       "14834778  aaaf0e4bdec7311     19e2e     19e2e  ywp1Gp+dk/  ywp1Gp+dk/  \n",
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       "14834786  8b6c3ba92845701     19e2e     19e2e  w/YvPzgPwa  w/YvPzgPwa  \n",
       "14834787  4716522b9ed3357     19e2e     19e2e  zIzAzjMShv  zIzAzjMShv  \n",
       "14834788  1a49f8b0ded9de6     19e2e     19e2e  ywp1Gp+dk/  ywp1Gp+dk/  \n",
       "14834789  5a4dc9e82deb309     19e2e     OTHER  zn4qbCp2XH  zn4qbCp2XH  \n",
       "14834790  757735824f0312a     19e2e     19e2e  wo9VXaAbwE  wo9VXaAbwE  \n",
       "14834791  04f5158317180f8     19e2e     19e2e  xj10st71q2  xj10st71q2  \n",
       "14834792  0c816dfc70b4a9e     19e2e     19e2e  xqKepCu/mP  xqKepCu/mP  \n",
       "14834793  ef5362fa970b643     19e2e     19e2e  yf1PVM0Ir0  yf1PVM0Ir0  \n",
       "14834794  478094e5f25b5ba     19e2e     19e2e  zcj81as8v9  zcj81as8v9  \n",
       "14834795  454759c6723a87e     19e2e     19e2e  wyCwF9ZnJm  wyCwF9ZnJm  \n",
       "14834796  4d1a8af24ea36d5     19e2e     19e2e  zsA2dnzCR5  zsA2dnzCR5  \n",
       "14834797  0fdbd19a0598f60     19e2e     19e2e  xxbbz32oIL  xxbbz32oIL  \n",
       "14834798  f29aa856dc3a8ef     19e2e     19e2e  zbVRn1hiwe  zbVRn1hiwe  \n",
       "14834799  d91e5f4fcf14297     19e2e     19e2e  yPq8TPd7WC  yPq8TPd7WC  \n",
       "14834800  bfdd4b8e596ef48     19e2e     19e2e  zqHx55Evcc  zqHx55Evcc  \n",
       "\n",
       "[14834801 rows x 10 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moringa3 = pd.read_csv('MoringaSchool_CB_CDR_20120509.csv')\n",
    "moringa3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PRODUCT</th>\n",
       "      <th>VALUE</th>\n",
       "      <th>DATE_TIME</th>\n",
       "      <th>CELL_ON_SITE</th>\n",
       "      <th>DW_A_NUMBER_INT</th>\n",
       "      <th>DW_B_NUMBER_INT</th>\n",
       "      <th>COUNTRY_A</th>\n",
       "      <th>COUNTRY_B</th>\n",
       "      <th>CELLID</th>\n",
       "      <th>SIET_ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Voice</td>\n",
       "      <td>61</td>\n",
       "      <td>2012-05-08 23:01:28.0</td>\n",
       "      <td>2</td>\n",
       "      <td>966f68353622feb</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>sms</td>\n",
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       "      <td>2012-05-08 23:01:31.0</td>\n",
       "      <td>1</td>\n",
       "      <td>a0a597384c612d7</td>\n",
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       "      <td>19e2e</td>\n",
       "      <td>+Fs4mTvdKx</td>\n",
       "      <td>+Fs4mTvdKx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Voice</td>\n",
       "      <td>10</td>\n",
       "      <td>2012-05-08 23:02:59.0</td>\n",
       "      <td>1</td>\n",
       "      <td>5441a9a58c97132</td>\n",
       "      <td>52f8b299515b9b7</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>19e2e</td>\n",
       "      <td>+ZaaZozy/+</td>\n",
       "      <td>+ZaaZozy/+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 23:03:04.0</td>\n",
       "      <td>0</td>\n",
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       "      <td>19e2e</td>\n",
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       "      <td>+cNeJzsTp3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Voice</td>\n",
       "      <td>22</td>\n",
       "      <td>2012-05-08 23:03:16.0</td>\n",
       "      <td>4</td>\n",
       "      <td>52662a62b199334</td>\n",
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       "      <td>/eeMklgyJA</td>\n",
       "      <td>/eeMklgyJA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PRODUCT  VALUE              DATE_TIME CELL_ON_SITE  DW_A_NUMBER_INT  \\\n",
       "0   Voice     61  2012-05-08 23:01:28.0            2  966f68353622feb   \n",
       "1     sms      0  2012-05-08 23:01:31.0            1  a0a597384c612d7   \n",
       "2   Voice     10  2012-05-08 23:02:59.0            1  5441a9a58c97132   \n",
       "3     sms      0  2012-05-08 23:03:04.0            0  8ab8b9ed6989f61   \n",
       "4   Voice     22  2012-05-08 23:03:16.0            4  52662a62b199334   \n",
       "\n",
       "   DW_B_NUMBER_INT COUNTRY_A COUNTRY_B      CELLID     SIET_ID  \n",
       "0  ffd53a3bb2db6f1     19e2e     19e2e  +38u2u/rfx  +38u2u/rfx  \n",
       "1  cf3b218f1dde792     19e2e     19e2e  +Fs4mTvdKx  +Fs4mTvdKx  \n",
       "2  52f8b299515b9b7     19e2e     19e2e  +ZaaZozy/+  +ZaaZozy/+  \n",
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       "4  2186273faab4602     19e2e     19e2e  /eeMklgyJA  /eeMklgyJA  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3 = pd.DataFrame(moringa3)\n",
    "df3.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(14834801, 10)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['product', 'value', 'date_time', 'cell_on_site', 'dw_a_number_int',\n",
       "       'dw_b_number_int', 'country_a', 'country_b', 'cellid', 'siet_id'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3.columns = map(str.lower, df3.columns)\n",
    "df3.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['product', 'value', 'date_time', 'cell_on_site', 'dw_a_number_int',\n",
       "       'dw_b_number_int', 'country_a', 'country_b', 'cell_id', 'site_id'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3.rename(columns={'cellid':'cell_id', 'siet_id':'site_id'}, inplace = True)\n",
    "df3.columns\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>value</th>\n",
       "      <th>date_time</th>\n",
       "      <th>cell_id</th>\n",
       "      <th>site_id</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Voice</td>\n",
       "      <td>61</td>\n",
       "      <td>2012-05-08 23:01:28.0</td>\n",
       "      <td>+38u2u/rfx</td>\n",
       "      <td>+38u2u/rfx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 23:01:31.0</td>\n",
       "      <td>+Fs4mTvdKx</td>\n",
       "      <td>+Fs4mTvdKx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Voice</td>\n",
       "      <td>10</td>\n",
       "      <td>2012-05-08 23:02:59.0</td>\n",
       "      <td>+ZaaZozy/+</td>\n",
       "      <td>+ZaaZozy/+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>sms</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-05-08 23:03:04.0</td>\n",
       "      <td>+cNeJzsTp3</td>\n",
       "      <td>+cNeJzsTp3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Voice</td>\n",
       "      <td>22</td>\n",
       "      <td>2012-05-08 23:03:16.0</td>\n",
       "      <td>/eeMklgyJA</td>\n",
       "      <td>/eeMklgyJA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  product  value              date_time     cell_id     site_id\n",
       "0   Voice     61  2012-05-08 23:01:28.0  +38u2u/rfx  +38u2u/rfx\n",
       "1     sms      0  2012-05-08 23:01:31.0  +Fs4mTvdKx  +Fs4mTvdKx\n",
       "2   Voice     10  2012-05-08 23:02:59.0  +ZaaZozy/+  +ZaaZozy/+\n",
       "3     sms      0  2012-05-08 23:03:04.0  +cNeJzsTp3  +cNeJzsTp3\n",
       "4   Voice     22  2012-05-08 23:03:16.0  /eeMklgyJA  /eeMklgyJA"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3.drop(['cell_on_site','dw_a_number_int','dw_b_number_int','country_a','country_b'], axis = 1, inplace = True)\n",
    "df3.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "product           0\n",
       "value             0\n",
       "date_time         0\n",
       "cell_id           0\n",
       "site_id      558367\n",
       "dtype: int64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "product      0\n",
       "value        0\n",
       "date_time    0\n",
       "cell_id      0\n",
       "site_id      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3.site_id.fillna(df.site_id.mode()[0], inplace = True)\n",
    "df3.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>49452719</th>\n",
       "      <td>xj10st71q2</td>\n",
       "      <td>2012-05-10 00:53:21.0</td>\n",
       "      <td>Voice</td>\n",
       "      <td>xj10st71q2</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49452720</th>\n",
       "      <td>xqKepCu/mP</td>\n",
       "      <td>2012-05-10 00:53:33.0</td>\n",
       "      <td>sms</td>\n",
       "      <td>xqKepCu/mP</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>49452721</th>\n",
       "      <td>yf1PVM0Ir0</td>\n",
       "      <td>2012-05-10 00:53:54.0</td>\n",
       "      <td>sms</td>\n",
       "      <td>yf1PVM0Ir0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>49452722</th>\n",
       "      <td>zcj81as8v9</td>\n",
       "      <td>2012-05-10 00:53:54.0</td>\n",
       "      <td>sms</td>\n",
       "      <td>zcj81as8v9</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49452723</th>\n",
       "      <td>wyCwF9ZnJm</td>\n",
       "      <td>2012-05-10 00:54:14.0</td>\n",
       "      <td>sms</td>\n",
       "      <td>wyCwF9ZnJm</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49452724</th>\n",
       "      <td>zsA2dnzCR5</td>\n",
       "      <td>2012-05-10 00:55:42.0</td>\n",
       "      <td>Voice</td>\n",
       "      <td>zsA2dnzCR5</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49452725</th>\n",
       "      <td>xxbbz32oIL</td>\n",
       "      <td>2012-05-10 00:55:51.0</td>\n",
       "      <td>sms</td>\n",
       "      <td>xxbbz32oIL</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49452726</th>\n",
       "      <td>zbVRn1hiwe</td>\n",
       "      <td>2012-05-10 00:55:53.0</td>\n",
       "      <td>sms</td>\n",
       "      <td>zbVRn1hiwe</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49452727</th>\n",
       "      <td>yPq8TPd7WC</td>\n",
       "      <td>2012-05-10 00:57:11.0</td>\n",
       "      <td>sms</td>\n",
       "      <td>yPq8TPd7WC</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49452728</th>\n",
       "      <td>zqHx55Evcc</td>\n",
       "      <td>2012-05-10 00:59:04.0</td>\n",
       "      <td>sms</td>\n",
       "      <td>zqHx55Evcc</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             cell_id              date_time product     site_id  value\n",
       "49452719  xj10st71q2  2012-05-10 00:53:21.0   Voice  xj10st71q2     33\n",
       "49452720  xqKepCu/mP  2012-05-10 00:53:33.0     sms  xqKepCu/mP      0\n",
       "49452721  yf1PVM0Ir0  2012-05-10 00:53:54.0     sms  yf1PVM0Ir0      0\n",
       "49452722  zcj81as8v9  2012-05-10 00:53:54.0     sms  zcj81as8v9     50\n",
       "49452723  wyCwF9ZnJm  2012-05-10 00:54:14.0     sms  wyCwF9ZnJm      0\n",
       "49452724  zsA2dnzCR5  2012-05-10 00:55:42.0   Voice  zsA2dnzCR5     14\n",
       "49452725  xxbbz32oIL  2012-05-10 00:55:51.0     sms  xxbbz32oIL      0\n",
       "49452726  zbVRn1hiwe  2012-05-10 00:55:53.0     sms  zbVRn1hiwe      0\n",
       "49452727  yPq8TPd7WC  2012-05-10 00:57:11.0     sms  yPq8TPd7WC     25\n",
       "49452728  zqHx55Evcc  2012-05-10 00:59:04.0     sms  zqHx55Evcc      0"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#concating the three datasets,Moringa 1,Moringa 2,Moringa3\n",
    "moringas = pd.concat([df1,df2,df3], ignore_index = True, sort = True)\n",
    "moringas.tail(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(49452729, 5)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moringas.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['cell_id', 'date_time', 'product', 'site_id', 'value'], dtype='object')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moringas.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([], dtype='object')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checks which columns if any has missing values\n",
    "df.columns[df.isnull().any()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "#dropping all rows that have a value = 0\n",
    "moringas.drop(moringas.loc[moringas['value']==0].index, inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cell_id</th>\n",
       "      <th>date_time</th>\n",
       "      <th>product</th>\n",
       "      <th>site_id</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/u0FSD+ahi</td>\n",
       "      <td>2012-05-06 23:05:41.0</td>\n",
       "      <td>sms</td>\n",
       "      <td>/u0FSD+ahi</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>+cNeJzsTp3</td>\n",
       "      <td>2012-05-06 23:05:42.0</td>\n",
       "      <td>Voice</td>\n",
       "      <td>+cNeJzsTp3</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>051KhYDCpv</td>\n",
       "      <td>2012-05-06 23:06:29.0</td>\n",
       "      <td>Voice</td>\n",
       "      <td>051KhYDCpv</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2dmu2Iy1CX</td>\n",
       "      <td>2012-05-06 23:09:16.0</td>\n",
       "      <td>sms</td>\n",
       "      <td>2dmu2Iy1CX</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>++ctND+jGD</td>\n",
       "      <td>2012-05-06 23:09:54.0</td>\n",
       "      <td>Voice</td>\n",
       "      <td>++ctND+jGD</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       cell_id              date_time product     site_id  value\n",
       "2   /u0FSD+ahi  2012-05-06 23:05:41.0     sms  /u0FSD+ahi     25\n",
       "3   +cNeJzsTp3  2012-05-06 23:05:42.0   Voice  +cNeJzsTp3     56\n",
       "4   051KhYDCpv  2012-05-06 23:06:29.0   Voice  051KhYDCpv     14\n",
       "13  2dmu2Iy1CX  2012-05-06 23:09:16.0     sms  2dmu2Iy1CX     25\n",
       "16  ++ctND+jGD  2012-05-06 23:09:54.0   Voice  ++ctND+jGD     44"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moringas.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(25618916, 5)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moringas.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cell_id      object\n",
       "date_time    object\n",
       "product      object\n",
       "site_id      object\n",
       "value         int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moringas.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "#convert the date time column to datetime datatype\n",
    "moringas.date_time = pd.to_datetime(moringas.date_time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "#splitting date_time to date and time\n",
    "moringas['date'] = [d.date() for d in moringas.date_time]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['cell_id', 'date_time', 'product', 'site_id', 'value', 'date'], dtype='object')"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moringas.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "moringas['time'] = [d.time() for d in moringas.date_time]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['cell_id', 'date_time', 'product', 'site_id', 'value', 'date', 'time'], dtype='object')"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moringas.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cities</th>\n",
       "      <th>status</th>\n",
       "      <th>localisation</th>\n",
       "      <th>region</th>\n",
       "      <th>cell_id_x</th>\n",
       "      <th>site_id_x</th>\n",
       "      <th>cell_id_y</th>\n",
       "      <th>date_time</th>\n",
       "      <th>product</th>\n",
       "      <th>site_id_y</th>\n",
       "      <th>value</th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>4261f660ef</td>\n",
       "      <td>2012-05-07 00:00:02</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>80</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:00:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>d250ec4e98</td>\n",
       "      <td>2012-05-07 00:00:02</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>22</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:00:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>f76d889a00</td>\n",
       "      <td>2012-05-07 00:00:46</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>18</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:00:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>d250ec4e98</td>\n",
       "      <td>2012-05-07 00:01:04</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>36</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:01:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>f76d889a00</td>\n",
       "      <td>2012-05-07 00:02:11</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>12</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:02:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>f76d889a00</td>\n",
       "      <td>2012-05-07 00:02:20</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>12</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:02:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>d250ec4e98</td>\n",
       "      <td>2012-05-07 00:02:22</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>10</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:02:22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>d250ec4e98</td>\n",
       "      <td>2012-05-07 00:02:22</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>10</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:02:22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>87d9d44f76</td>\n",
       "      <td>2012-05-07 00:02:57</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>76</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:02:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>f76d889a00</td>\n",
       "      <td>2012-05-07 00:04:04</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>91</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:04:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>d250ec4e98</td>\n",
       "      <td>2012-05-07 00:04:11</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>72</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:04:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>4261f660ef</td>\n",
       "      <td>2012-05-07 00:04:38</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>5</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:04:38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>4261f660ef</td>\n",
       "      <td>2012-05-07 00:05:04</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>19</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:05:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>f76d889a00</td>\n",
       "      <td>2012-05-07 00:05:15</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>140</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:05:15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>4261f660ef</td>\n",
       "      <td>2012-05-07 00:05:36</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>34</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:05:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>f76d889a00</td>\n",
       "      <td>2012-05-07 00:05:46</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>57</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:05:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>e25fdac0bc</td>\n",
       "      <td>2012-05-07 00:05:52</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>30</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:05:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>440656f6dd</td>\n",
       "      <td>2012-05-07 00:05:55</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>25</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:05:55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>f76d889a00</td>\n",
       "      <td>2012-05-07 00:06:04</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>44</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:06:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>f76d889a00</td>\n",
       "      <td>2012-05-07 00:06:20</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>202</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:06:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>440656f6dd</td>\n",
       "      <td>2012-05-07 00:06:51</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>124</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:06:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>4261f660ef</td>\n",
       "      <td>2012-05-07 00:08:29</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>41</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:08:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>d250ec4e98</td>\n",
       "      <td>2012-05-07 00:08:30</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>98</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:08:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>d250ec4e98</td>\n",
       "      <td>2012-05-07 00:08:46</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>120</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:08:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>f76d889a00</td>\n",
       "      <td>2012-05-07 00:09:04</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>104</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:09:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>f76d889a00</td>\n",
       "      <td>2012-05-07 00:09:37</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>1</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:09:37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>d250ec4e98</td>\n",
       "      <td>2012-05-07 00:09:46</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>32</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:09:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>d250ec4e98</td>\n",
       "      <td>2012-05-07 00:10:06</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>37</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:10:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>440656f6dd</td>\n",
       "      <td>2012-05-07 00:11:10</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>35</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:11:10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>d250ec4e98</td>\n",
       "      <td>2012-05-07 00:11:33</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>38</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>00:11:33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047915</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>db03a198b7</td>\n",
       "      <td>2012-05-09 23:47:23</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>54</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:47:23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047916</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>244322c7dd</td>\n",
       "      <td>2012-05-09 23:47:53</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>227</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:47:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047917</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>93d38fc386</td>\n",
       "      <td>2012-05-09 23:48:11</td>\n",
       "      <td>sms</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>25</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:48:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047918</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>db03a198b7</td>\n",
       "      <td>2012-05-09 23:48:40</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>71</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:48:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047919</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>e02ac3afbd</td>\n",
       "      <td>2012-05-09 23:48:54</td>\n",
       "      <td>sms</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>25</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:48:54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047920</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>93d38fc386</td>\n",
       "      <td>2012-05-09 23:50:09</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>60</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:50:09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047921</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>db03a198b7</td>\n",
       "      <td>2012-05-09 23:50:40</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>48</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:50:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047922</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>db03a198b7</td>\n",
       "      <td>2012-05-09 23:51:12</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>84</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:51:12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047923</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>e02ac3afbd</td>\n",
       "      <td>2012-05-09 23:51:23</td>\n",
       "      <td>sms</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>25</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:51:23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047924</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>e02ac3afbd</td>\n",
       "      <td>2012-05-09 23:51:23</td>\n",
       "      <td>sms</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>25</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:51:23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047925</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>e02ac3afbd</td>\n",
       "      <td>2012-05-09 23:51:29</td>\n",
       "      <td>sms</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>25</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:51:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047926</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>93d38fc386</td>\n",
       "      <td>2012-05-09 23:51:38</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>21</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:51:38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047927</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>4348844796</td>\n",
       "      <td>2012-05-09 23:53:18</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>12</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:53:18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047928</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>e02ac3afbd</td>\n",
       "      <td>2012-05-09 23:53:28</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>104</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:53:28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047929</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>93d38fc386</td>\n",
       "      <td>2012-05-09 23:53:34</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>13</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:53:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047930</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>db03a198b7</td>\n",
       "      <td>2012-05-09 23:53:57</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>143</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:53:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047931</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>4d38824e5a</td>\n",
       "      <td>2012-05-09 23:54:07</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>240</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:54:07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047932</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>4348844796</td>\n",
       "      <td>2012-05-09 23:54:17</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>65</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:54:17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047933</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>93d38fc386</td>\n",
       "      <td>2012-05-09 23:56:14</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>7</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:56:14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047934</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>93d38fc386</td>\n",
       "      <td>2012-05-09 23:56:26</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>23</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:56:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047935</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>4348844796</td>\n",
       "      <td>2012-05-09 23:56:54</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>3</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:56:54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047936</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>93d38fc386</td>\n",
       "      <td>2012-05-09 23:57:31</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>12</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:57:31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047937</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>e02ac3afbd</td>\n",
       "      <td>2012-05-09 23:57:42</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>36</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:57:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047938</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>4348844796</td>\n",
       "      <td>2012-05-09 23:57:52</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>51</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:57:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047939</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>e02ac3afbd</td>\n",
       "      <td>2012-05-09 23:57:59</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>9</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:57:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047940</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>db03a198b7</td>\n",
       "      <td>2012-05-09 23:58:14</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>228</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:58:14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047941</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>e02ac3afbd</td>\n",
       "      <td>2012-05-09 23:58:41</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>2</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:58:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047942</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>93d38fc386</td>\n",
       "      <td>2012-05-09 23:58:43</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>17</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:58:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047943</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>93d38fc386</td>\n",
       "      <td>2012-05-09 23:59:07</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>45</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:59:07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047944</th>\n",
       "      <td>ZUENOULA</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>MARAHOUE</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>f91ed8d2e9</td>\n",
       "      <td>db03a198b7</td>\n",
       "      <td>2012-05-09 23:59:12</td>\n",
       "      <td>Voice</td>\n",
       "      <td>3ae1708153</td>\n",
       "      <td>10</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>23:59:12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9047945 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           cities      status localisation     region   cell_id_x   site_id_x  \\\n",
       "0         ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "1         ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "2         ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "3         ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "4         ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "5         ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "6         ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "7         ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "8         ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "9         ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "10        ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "11        ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "12        ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "13        ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "14        ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "15        ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "16        ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "17        ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "18        ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "19        ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "20        ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "21        ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "22        ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "23        ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "24        ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "25        ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "26        ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "27        ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "28        ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "29        ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "...           ...         ...          ...        ...         ...         ...   \n",
       "9047915  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047916  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047917  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047918  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047919  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047920  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047921  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047922  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047923  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047924  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047925  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047926  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047927  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047928  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047929  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047930  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047931  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047932  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047933  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047934  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047935  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047936  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047937  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047938  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047939  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047940  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047941  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047942  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047943  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "9047944  ZUENOULA  In Service    INTERIEUR   MARAHOUE  3ae1708153  f91ed8d2e9   \n",
       "\n",
       "          cell_id_y           date_time product   site_id_y  value  \\\n",
       "0        4261f660ef 2012-05-07 00:00:02   Voice  69bdfc69fd     80   \n",
       "1        d250ec4e98 2012-05-07 00:00:02   Voice  69bdfc69fd     22   \n",
       "2        f76d889a00 2012-05-07 00:00:46   Voice  69bdfc69fd     18   \n",
       "3        d250ec4e98 2012-05-07 00:01:04   Voice  69bdfc69fd     36   \n",
       "4        f76d889a00 2012-05-07 00:02:11   Voice  69bdfc69fd     12   \n",
       "5        f76d889a00 2012-05-07 00:02:20   Voice  69bdfc69fd     12   \n",
       "6        d250ec4e98 2012-05-07 00:02:22   Voice  69bdfc69fd     10   \n",
       "7        d250ec4e98 2012-05-07 00:02:22   Voice  69bdfc69fd     10   \n",
       "8        87d9d44f76 2012-05-07 00:02:57   Voice  69bdfc69fd     76   \n",
       "9        f76d889a00 2012-05-07 00:04:04   Voice  69bdfc69fd     91   \n",
       "10       d250ec4e98 2012-05-07 00:04:11   Voice  69bdfc69fd     72   \n",
       "11       4261f660ef 2012-05-07 00:04:38   Voice  69bdfc69fd      5   \n",
       "12       4261f660ef 2012-05-07 00:05:04   Voice  69bdfc69fd     19   \n",
       "13       f76d889a00 2012-05-07 00:05:15   Voice  69bdfc69fd    140   \n",
       "14       4261f660ef 2012-05-07 00:05:36   Voice  69bdfc69fd     34   \n",
       "15       f76d889a00 2012-05-07 00:05:46   Voice  69bdfc69fd     57   \n",
       "16       e25fdac0bc 2012-05-07 00:05:52   Voice  69bdfc69fd     30   \n",
       "17       440656f6dd 2012-05-07 00:05:55   Voice  69bdfc69fd     25   \n",
       "18       f76d889a00 2012-05-07 00:06:04   Voice  69bdfc69fd     44   \n",
       "19       f76d889a00 2012-05-07 00:06:20   Voice  69bdfc69fd    202   \n",
       "20       440656f6dd 2012-05-07 00:06:51   Voice  69bdfc69fd    124   \n",
       "21       4261f660ef 2012-05-07 00:08:29   Voice  69bdfc69fd     41   \n",
       "22       d250ec4e98 2012-05-07 00:08:30   Voice  69bdfc69fd     98   \n",
       "23       d250ec4e98 2012-05-07 00:08:46   Voice  69bdfc69fd    120   \n",
       "24       f76d889a00 2012-05-07 00:09:04   Voice  69bdfc69fd    104   \n",
       "25       f76d889a00 2012-05-07 00:09:37   Voice  69bdfc69fd      1   \n",
       "26       d250ec4e98 2012-05-07 00:09:46   Voice  69bdfc69fd     32   \n",
       "27       d250ec4e98 2012-05-07 00:10:06   Voice  69bdfc69fd     37   \n",
       "28       440656f6dd 2012-05-07 00:11:10   Voice  69bdfc69fd     35   \n",
       "29       d250ec4e98 2012-05-07 00:11:33   Voice  69bdfc69fd     38   \n",
       "...             ...                 ...     ...         ...    ...   \n",
       "9047915  db03a198b7 2012-05-09 23:47:23   Voice  3ae1708153     54   \n",
       "9047916  244322c7dd 2012-05-09 23:47:53   Voice  3ae1708153    227   \n",
       "9047917  93d38fc386 2012-05-09 23:48:11     sms  3ae1708153     25   \n",
       "9047918  db03a198b7 2012-05-09 23:48:40   Voice  3ae1708153     71   \n",
       "9047919  e02ac3afbd 2012-05-09 23:48:54     sms  3ae1708153     25   \n",
       "9047920  93d38fc386 2012-05-09 23:50:09   Voice  3ae1708153     60   \n",
       "9047921  db03a198b7 2012-05-09 23:50:40   Voice  3ae1708153     48   \n",
       "9047922  db03a198b7 2012-05-09 23:51:12   Voice  3ae1708153     84   \n",
       "9047923  e02ac3afbd 2012-05-09 23:51:23     sms  3ae1708153     25   \n",
       "9047924  e02ac3afbd 2012-05-09 23:51:23     sms  3ae1708153     25   \n",
       "9047925  e02ac3afbd 2012-05-09 23:51:29     sms  3ae1708153     25   \n",
       "9047926  93d38fc386 2012-05-09 23:51:38   Voice  3ae1708153     21   \n",
       "9047927  4348844796 2012-05-09 23:53:18   Voice  3ae1708153     12   \n",
       "9047928  e02ac3afbd 2012-05-09 23:53:28   Voice  3ae1708153    104   \n",
       "9047929  93d38fc386 2012-05-09 23:53:34   Voice  3ae1708153     13   \n",
       "9047930  db03a198b7 2012-05-09 23:53:57   Voice  3ae1708153    143   \n",
       "9047931  4d38824e5a 2012-05-09 23:54:07   Voice  3ae1708153    240   \n",
       "9047932  4348844796 2012-05-09 23:54:17   Voice  3ae1708153     65   \n",
       "9047933  93d38fc386 2012-05-09 23:56:14   Voice  3ae1708153      7   \n",
       "9047934  93d38fc386 2012-05-09 23:56:26   Voice  3ae1708153     23   \n",
       "9047935  4348844796 2012-05-09 23:56:54   Voice  3ae1708153      3   \n",
       "9047936  93d38fc386 2012-05-09 23:57:31   Voice  3ae1708153     12   \n",
       "9047937  e02ac3afbd 2012-05-09 23:57:42   Voice  3ae1708153     36   \n",
       "9047938  4348844796 2012-05-09 23:57:52   Voice  3ae1708153     51   \n",
       "9047939  e02ac3afbd 2012-05-09 23:57:59   Voice  3ae1708153      9   \n",
       "9047940  db03a198b7 2012-05-09 23:58:14   Voice  3ae1708153    228   \n",
       "9047941  e02ac3afbd 2012-05-09 23:58:41   Voice  3ae1708153      2   \n",
       "9047942  93d38fc386 2012-05-09 23:58:43   Voice  3ae1708153     17   \n",
       "9047943  93d38fc386 2012-05-09 23:59:07   Voice  3ae1708153     45   \n",
       "9047944  db03a198b7 2012-05-09 23:59:12   Voice  3ae1708153     10   \n",
       "\n",
       "               date      time  \n",
       "0        2012-05-07  00:00:02  \n",
       "1        2012-05-07  00:00:02  \n",
       "2        2012-05-07  00:00:46  \n",
       "3        2012-05-07  00:01:04  \n",
       "4        2012-05-07  00:02:11  \n",
       "5        2012-05-07  00:02:20  \n",
       "6        2012-05-07  00:02:22  \n",
       "7        2012-05-07  00:02:22  \n",
       "8        2012-05-07  00:02:57  \n",
       "9        2012-05-07  00:04:04  \n",
       "10       2012-05-07  00:04:11  \n",
       "11       2012-05-07  00:04:38  \n",
       "12       2012-05-07  00:05:04  \n",
       "13       2012-05-07  00:05:15  \n",
       "14       2012-05-07  00:05:36  \n",
       "15       2012-05-07  00:05:46  \n",
       "16       2012-05-07  00:05:52  \n",
       "17       2012-05-07  00:05:55  \n",
       "18       2012-05-07  00:06:04  \n",
       "19       2012-05-07  00:06:20  \n",
       "20       2012-05-07  00:06:51  \n",
       "21       2012-05-07  00:08:29  \n",
       "22       2012-05-07  00:08:30  \n",
       "23       2012-05-07  00:08:46  \n",
       "24       2012-05-07  00:09:04  \n",
       "25       2012-05-07  00:09:37  \n",
       "26       2012-05-07  00:09:46  \n",
       "27       2012-05-07  00:10:06  \n",
       "28       2012-05-07  00:11:10  \n",
       "29       2012-05-07  00:11:33  \n",
       "...             ...       ...  \n",
       "9047915  2012-05-09  23:47:23  \n",
       "9047916  2012-05-09  23:47:53  \n",
       "9047917  2012-05-09  23:48:11  \n",
       "9047918  2012-05-09  23:48:40  \n",
       "9047919  2012-05-09  23:48:54  \n",
       "9047920  2012-05-09  23:50:09  \n",
       "9047921  2012-05-09  23:50:40  \n",
       "9047922  2012-05-09  23:51:12  \n",
       "9047923  2012-05-09  23:51:23  \n",
       "9047924  2012-05-09  23:51:23  \n",
       "9047925  2012-05-09  23:51:29  \n",
       "9047926  2012-05-09  23:51:38  \n",
       "9047927  2012-05-09  23:53:18  \n",
       "9047928  2012-05-09  23:53:28  \n",
       "9047929  2012-05-09  23:53:34  \n",
       "9047930  2012-05-09  23:53:57  \n",
       "9047931  2012-05-09  23:54:07  \n",
       "9047932  2012-05-09  23:54:17  \n",
       "9047933  2012-05-09  23:56:14  \n",
       "9047934  2012-05-09  23:56:26  \n",
       "9047935  2012-05-09  23:56:54  \n",
       "9047936  2012-05-09  23:57:31  \n",
       "9047937  2012-05-09  23:57:42  \n",
       "9047938  2012-05-09  23:57:52  \n",
       "9047939  2012-05-09  23:57:59  \n",
       "9047940  2012-05-09  23:58:14  \n",
       "9047941  2012-05-09  23:58:41  \n",
       "9047942  2012-05-09  23:58:43  \n",
       "9047943  2012-05-09  23:59:07  \n",
       "9047944  2012-05-09  23:59:12  \n",
       "\n",
       "[9047945 rows x 13 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mergedsample = df.merge(moringas, how='inner', left_on='cell_id', right_on='site_id')\n",
    "mergedsample\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date        product\n",
       "2012-05-07  Voice      2980130\n",
       "2012-05-09  Voice      2877173\n",
       "2012-05-08  Voice      2771493\n",
       "            sms         116539\n",
       "2012-05-09  sms         105611\n",
       "2012-05-07  sms         102892\n",
       "            data         47701\n",
       "2012-05-09  data         46406\n",
       "Name: product, dtype: int64"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Analysis of the merged data\n",
    "#product usage for all days\n",
    "mergedsample.groupby(['date', 'product'])['product'].count().sort_values(ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cities         product\n",
       "BOUAKE         Voice      1115872\n",
       "SAN-PEDRO      Voice       666323\n",
       "DALOA          Voice       420432\n",
       "ABOBO          Voice       362897\n",
       "MAN            Voice       360029\n",
       "DIVO           Voice       347722\n",
       "BOUNA          Voice       347008\n",
       "GRAND-BASSAM   Voice       252949\n",
       "ASSINIE        Voice       242145\n",
       "DABOU          Voice       236680\n",
       "COCODY         Voice       209612\n",
       "AGNIBILEKRO    Voice       196619\n",
       "ADZOPE         Voice       193674\n",
       "DAOUKRO        Voice       170168\n",
       "GAGNOA         Voice       156245\n",
       "DABAKALA       Voice       146057\n",
       "ABOISSO        data        140796\n",
       "BONOUA         Voice       138267\n",
       "DJEMISSIKRO    Voice       135146\n",
       "BOUNDIALI      Voice       120258\n",
       "YAMOUSSOUKRO   Voice       117134\n",
       "ABOISSO        Voice       112248\n",
       "DJEBONOUA      Voice       107054\n",
       "BOUAFLE        Voice       100125\n",
       "N'ZIKRO        Voice        96842\n",
       "GRAND BEREBY   Voice        95494\n",
       "NOE            Voice        94688\n",
       "ATTINGUIE      Voice        94086\n",
       "MEADJI         Voice        91648\n",
       "DIEGONEFLA     Voice        85106\n",
       "                           ...   \n",
       "AKRADJO        Voice            2\n",
       "BOZI           Voice            2\n",
       "BIN HOUNIEN    Voice            2\n",
       "DIABO          sms              2\n",
       "BOROTOUKRO     Voice            2\n",
       "BLOLEQUIN      Voice            2\n",
       "MINORE         sms              2\n",
       "TANKESSE       Voice            2\n",
       "BOLI           Voice            2\n",
       "MANKONO        Voice            2\n",
       "KRIKOREA       Voice            1\n",
       "DAGADJI        sms              1\n",
       "VAVOUA         sms              1\n",
       "NOUAMOU        sms              1\n",
       "TOUPAH         sms              1\n",
       "KOUN-FAO       sms              1\n",
       "ZIKISSO        Voice            1\n",
       "RUBINO         sms              1\n",
       "KRINJABO       sms              1\n",
       "TOROGUHE       Voice            1\n",
       "GONATE         Voice            1\n",
       "OKROUYO        Voice            1\n",
       "BECEDIBRIGNAN  Voice            1\n",
       "BINGERVILLE    sms              1\n",
       "GAZIBOUO       Voice            1\n",
       "BONDOUKOU      sms              1\n",
       "MAHAPLEU       Voice            1\n",
       "SINGROBO       Voice            1\n",
       "DOKE           Voice            1\n",
       "ATTECOUBE      sms              1\n",
       "Name: product, Length: 233, dtype: int64"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = mergedsample.groupby(['cities', 'product'])['product'].count().sort_values(ascending = False)\n",
    "x\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "region             product\n",
       "LAGUNE             Voice      1860021\n",
       "VALLEE DU BANDAMA  Voice      1410698\n",
       "BAS SASSANDRA      Voice       874943\n",
       "SUD COMOE          Voice       831279\n",
       "HAUT SASSANDRA     Voice       460047\n",
       "SUD BANDAMA        Voice       410068\n",
       "ZANZAN             Voice       365732\n",
       "18 MONTAGNES       Voice       360039\n",
       "NZI COMOE          Voice       295319\n",
       "FROMAGER           Voice       285147\n",
       "MARAHOUE           Voice       277041\n",
       "AGNEBY             Voice       266768\n",
       "SAVANE             Voice       259856\n",
       "MOYEN COMOE        Voice       256538\n",
       "LACS               Voice       210924\n",
       "SUD COMOE          data         94107\n",
       "WORODOUGOU         Voice        85067\n",
       "LAGUNE             sms          78300\n",
       "MOYEN CAVALLY      Voice        67609\n",
       "VALLEE DU BANDAMA  sms          63985\n",
       "DENGUELE           Voice        51698\n",
       "SUD COMOE          sms          30747\n",
       "BAS SASSANDRA      sms          25481\n",
       "HAUT SASSANDRA     sms          18799\n",
       "SUD BANDAMA        sms          16366\n",
       "MARAHOUE           sms          14605\n",
       "NZI COMOE          sms          14342\n",
       "18 MONTAGNES       sms           9658\n",
       "AGNEBY             sms           9422\n",
       "ZANZAN             sms           9234\n",
       "FROMAGER           sms           8750\n",
       "SAVANE             sms           7490\n",
       "MOYEN COMOE        sms           7059\n",
       "LACS               sms           4596\n",
       "WORODOUGOU         sms           3268\n",
       "MOYEN CAVALLY      sms           1495\n",
       "DENGUELE           sms           1445\n",
       "BAFING             Voice            2\n",
       "Name: product, dtype: int64"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mergedsample.groupby(['region', 'product'])['product'].count().sort_values(ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "mergedsample['date'] =  pd.to_datetime(mergedsample['date'],format='%Y-%m-%d', errors = 'ignore')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "mergedsample['time'] =  pd.to_datetime(mergedsample['time'],format='%H:%M:%S:%f', errors = 'ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "mergedsample.rename(columns= {'date_time':'datetime'}, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['cities', 'status', 'localisation', 'region', 'cell_id_x', 'site_id_x',\n",
       "       'cell_id_y', 'datetime', 'product', 'site_id_y', 'value', 'date',\n",
       "       'time'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mergedsample.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime as dt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cities\n",
       "BOUAKE           560598\n",
       "SAN-PEDRO        307811\n",
       "DALOA            196877\n",
       "MAN              170315\n",
       "ABOBO            162163\n",
       "DIVO             160311\n",
       "BOUNA            157460\n",
       "GRAND-BASSAM     128194\n",
       "DABOU            120041\n",
       "ASSINIE          117487\n",
       "ABOISSO          109606\n",
       "AGNIBILEKRO      100485\n",
       "COCODY            96774\n",
       "ADZOPE            95083\n",
       "DJEMISSIKRO       83732\n",
       "DAOUKRO           76642\n",
       "BONOUA            74747\n",
       "DABAKALA          72090\n",
       "GAGNOA            61222\n",
       "BOUNDIALI         60810\n",
       "DJEBONOUA         57150\n",
       "BOUAFLE           51704\n",
       "YAMOUSSOUKRO      48300\n",
       "N'ZIKRO           44271\n",
       "BONON             42692\n",
       "GRAND BEREBY      42199\n",
       "NOE               41582\n",
       "SEGUELA           40680\n",
       "ATTINGUIE         40399\n",
       "DIEGONEFLA        38801\n",
       "                  ...  \n",
       "KRINJABO              7\n",
       "DIDIEVI               7\n",
       "BOCANDA               6\n",
       "TIASSALE              6\n",
       "DIABO                 5\n",
       "RUBINO                5\n",
       "BANGOLO               5\n",
       "TABAGNE               4\n",
       "BONDOUKOU             4\n",
       "GOHITAFLA             4\n",
       "CECHI                 3\n",
       "GONATE                3\n",
       "AGOU                  3\n",
       "KOREA                 2\n",
       "ADJAMENE              2\n",
       "BOZI                  2\n",
       "BIN HOUNIEN           2\n",
       "DIVO PALMCI           2\n",
       "OUELLE                2\n",
       "DOKE                  1\n",
       "GAZIBOUO              1\n",
       "BECEDIBRIGNAN         1\n",
       "AKRADJO               1\n",
       "TIEMELEKRO            1\n",
       "TOROGUHE              1\n",
       "TIAPOUM               1\n",
       "NOUAMOU               1\n",
       "DAGADJI               1\n",
       "KRIKOREA              1\n",
       "BOROTOUKRO            1\n",
       "Name: cities, Length: 122, dtype: int64"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "workinghrs.groupby('cities')['cities'].count().sort_values(ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cities</th>\n",
       "      <th>status</th>\n",
       "      <th>localisation</th>\n",
       "      <th>region</th>\n",
       "      <th>cell_id_x</th>\n",
       "      <th>site_id_x</th>\n",
       "      <th>cell_id_y</th>\n",
       "      <th>datetime</th>\n",
       "      <th>product</th>\n",
       "      <th>site_id_y</th>\n",
       "      <th>value</th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1503</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>d250ec4e98</td>\n",
       "      <td>2012-05-07 08:00:05</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>807</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>08:00:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1504</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>f76d889a00</td>\n",
       "      <td>2012-05-07 08:00:06</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>300</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>08:00:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1505</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>d250ec4e98</td>\n",
       "      <td>2012-05-07 08:00:07</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>120</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>08:00:07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1506</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>f76d889a00</td>\n",
       "      <td>2012-05-07 08:00:08</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>94</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>08:00:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1507</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>d250ec4e98</td>\n",
       "      <td>2012-05-07 08:00:08</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>15</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>08:00:08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       cities      status localisation     region   cell_id_x   site_id_x  \\\n",
       "1503  ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "1504  ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "1505  ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "1506  ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "1507  ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "\n",
       "       cell_id_y            datetime product   site_id_y  value       date  \\\n",
       "1503  d250ec4e98 2012-05-07 08:00:05   Voice  69bdfc69fd    807 2012-05-07   \n",
       "1504  f76d889a00 2012-05-07 08:00:06   Voice  69bdfc69fd    300 2012-05-07   \n",
       "1505  d250ec4e98 2012-05-07 08:00:07   Voice  69bdfc69fd    120 2012-05-07   \n",
       "1506  f76d889a00 2012-05-07 08:00:08   Voice  69bdfc69fd     94 2012-05-07   \n",
       "1507  d250ec4e98 2012-05-07 08:00:08   Voice  69bdfc69fd     15 2012-05-07   \n",
       "\n",
       "          time  \n",
       "1503  08:00:05  \n",
       "1504  08:00:06  \n",
       "1505  08:00:07  \n",
       "1506  08:00:08  \n",
       "1507  08:00:08  "
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#working hrs between 8 and 5\n",
    "\n",
    "import datetime\n",
    "\n",
    "workinghrs =mergedsample[(mergedsample.datetime.dt.time >= datetime.time(8)) & (mergedsample.datetime.dt.time <= datetime.time(17))]\n",
    "\n",
    "workinghrs.head()\n",
    "\n",
    "#mergedsample[(mergedsample.datetime.dt.time >= datetime.time(8)) & (mergedsample.datetime.dt.time <= datetime.time(17))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cities\n",
       "BOUAKE           625077\n",
       "SAN-PEDRO        345754\n",
       "DALOA            222048\n",
       "MAN              187717\n",
       "ABOBO            182984\n",
       "DIVO             181058\n",
       "BOUNA            178039\n",
       "GRAND-BASSAM     144719\n",
       "DABOU            134275\n",
       "ASSINIE          130891\n",
       "AGNIBILEKRO      110500\n",
       "COCODY           109344\n",
       "ADZOPE           106197\n",
       "ABOISSO           99367\n",
       "DJEMISSIKRO       92346\n",
       "DAOUKRO           87036\n",
       "BONOUA            83158\n",
       "DABAKALA          81004\n",
       "GAGNOA            72917\n",
       "BOUNDIALI         67933\n",
       "DJEBONOUA         64078\n",
       "BOUAFLE           57657\n",
       "YAMOUSSOUKRO      56077\n",
       "N'ZIKRO           50000\n",
       "GRAND BEREBY      48857\n",
       "BONON             48068\n",
       "NOE               47021\n",
       "ATTINGUIE         45729\n",
       "SEGUELA           45608\n",
       "MEADJI            44112\n",
       "                  ...  \n",
       "BOCANDA               6\n",
       "BANGOLO               5\n",
       "TABAGNE               5\n",
       "DIABO                 5\n",
       "RUBINO                5\n",
       "GOHITAFLA             4\n",
       "RAVIART               4\n",
       "GONATE                3\n",
       "AGOU                  3\n",
       "CECHI                 3\n",
       "BOZI                  2\n",
       "KOREA                 2\n",
       "DIVO PALMCI           2\n",
       "BLOLEQUIN             2\n",
       "OUELLE                2\n",
       "ADJAMENE              2\n",
       "BIN HOUNIEN           2\n",
       "TOROGUHE              1\n",
       "NOUAMOU               1\n",
       "KOUN-FAO              1\n",
       "BOROTOUKRO            1\n",
       "TANKESSE              1\n",
       "DOKE                  1\n",
       "TIEMELEKRO            1\n",
       "AKRADJO               1\n",
       "GAZIBOUO              1\n",
       "KRIKOREA              1\n",
       "DAGADJI               1\n",
       "BECEDIBRIGNAN         1\n",
       "TIAPOUM               1\n",
       "Name: cities, Length: 126, dtype: int64"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "workinghrs.groupby('cities')['cities'].count().sort_values(ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cities</th>\n",
       "      <th>status</th>\n",
       "      <th>localisation</th>\n",
       "      <th>region</th>\n",
       "      <th>cell_id_x</th>\n",
       "      <th>site_id_x</th>\n",
       "      <th>cell_id_y</th>\n",
       "      <th>datetime</th>\n",
       "      <th>product</th>\n",
       "      <th>site_id_y</th>\n",
       "      <th>value</th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1503</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>d250ec4e98</td>\n",
       "      <td>2012-05-07 08:00:05</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>807</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>08:00:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1504</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>f76d889a00</td>\n",
       "      <td>2012-05-07 08:00:06</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>300</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>08:00:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1505</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>d250ec4e98</td>\n",
       "      <td>2012-05-07 08:00:07</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>120</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>08:00:07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1506</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>f76d889a00</td>\n",
       "      <td>2012-05-07 08:00:08</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>94</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>08:00:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1507</th>\n",
       "      <td>ASSINIE</td>\n",
       "      <td>In Service</td>\n",
       "      <td>INTERIEUR</td>\n",
       "      <td>SUD COMOE</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>8a1e6ce31f</td>\n",
       "      <td>d250ec4e98</td>\n",
       "      <td>2012-05-07 08:00:08</td>\n",
       "      <td>Voice</td>\n",
       "      <td>69bdfc69fd</td>\n",
       "      <td>15</td>\n",
       "      <td>2012-05-07</td>\n",
       "      <td>08:00:08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       cities      status localisation     region   cell_id_x   site_id_x  \\\n",
       "1503  ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "1504  ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "1505  ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "1506  ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "1507  ASSINIE  In Service    INTERIEUR  SUD COMOE  69bdfc69fd  8a1e6ce31f   \n",
       "\n",
       "       cell_id_y            datetime product   site_id_y  value       date  \\\n",
       "1503  d250ec4e98 2012-05-07 08:00:05   Voice  69bdfc69fd    807 2012-05-07   \n",
       "1504  f76d889a00 2012-05-07 08:00:06   Voice  69bdfc69fd    300 2012-05-07   \n",
       "1505  d250ec4e98 2012-05-07 08:00:07   Voice  69bdfc69fd    120 2012-05-07   \n",
       "1506  f76d889a00 2012-05-07 08:00:08   Voice  69bdfc69fd     94 2012-05-07   \n",
       "1507  d250ec4e98 2012-05-07 08:00:08   Voice  69bdfc69fd     15 2012-05-07   \n",
       "\n",
       "          time  \n",
       "1503  08:00:05  \n",
       "1504  08:00:06  \n",
       "1505  08:00:07  \n",
       "1506  08:00:08  \n",
       "1507  08:00:08  "
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#not working hours between 5am and 8am\n",
    "nworkinghrs =mergedsample[(mergedsample.datetime.dt.time <= datetime.time(17)) & (mergedsample.datetime.dt.time >= datetime.time(8))]\n",
    "\n",
    "nworkinghrs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cities\n",
       "BOUAKE           625077\n",
       "SAN-PEDRO        345754\n",
       "DALOA            222048\n",
       "MAN              187717\n",
       "ABOBO            182984\n",
       "DIVO             181058\n",
       "BOUNA            178039\n",
       "GRAND-BASSAM     144719\n",
       "DABOU            134275\n",
       "ASSINIE          130891\n",
       "AGNIBILEKRO      110500\n",
       "COCODY           109344\n",
       "ADZOPE           106197\n",
       "ABOISSO           99367\n",
       "DJEMISSIKRO       92346\n",
       "DAOUKRO           87036\n",
       "BONOUA            83158\n",
       "DABAKALA          81004\n",
       "GAGNOA            72917\n",
       "BOUNDIALI         67933\n",
       "DJEBONOUA         64078\n",
       "BOUAFLE           57657\n",
       "YAMOUSSOUKRO      56077\n",
       "N'ZIKRO           50000\n",
       "GRAND BEREBY      48857\n",
       "BONON             48068\n",
       "NOE               47021\n",
       "ATTINGUIE         45729\n",
       "SEGUELA           45608\n",
       "MEADJI            44112\n",
       "                  ...  \n",
       "BOCANDA               6\n",
       "BANGOLO               5\n",
       "TABAGNE               5\n",
       "DIABO                 5\n",
       "RUBINO                5\n",
       "GOHITAFLA             4\n",
       "RAVIART               4\n",
       "GONATE                3\n",
       "AGOU                  3\n",
       "CECHI                 3\n",
       "BOZI                  2\n",
       "KOREA                 2\n",
       "DIVO PALMCI           2\n",
       "BLOLEQUIN             2\n",
       "OUELLE                2\n",
       "ADJAMENE              2\n",
       "BIN HOUNIEN           2\n",
       "TOROGUHE              1\n",
       "NOUAMOU               1\n",
       "KOUN-FAO              1\n",
       "BOROTOUKRO            1\n",
       "TANKESSE              1\n",
       "DOKE                  1\n",
       "TIEMELEKRO            1\n",
       "AKRADJO               1\n",
       "GAZIBOUO              1\n",
       "KRIKOREA              1\n",
       "DAGADJI               1\n",
       "BECEDIBRIGNAN         1\n",
       "TIAPOUM               1\n",
       "Name: cities, Length: 126, dtype: int64"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nworkinghrs.groupby('cities')['cities'].count().sort_values(ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "product\n",
       "Voice    8628796\n",
       "sms       325042\n",
       "data       94107\n",
       "Name: product, dtype: int64"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#sort products by values so see those that are making more for the company\n",
    "mergedsample.groupby('product')['product'].count().sort_values(ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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