facebook track activity when I'm offline!.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import json\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import date\n",
    "import calendar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>events</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Truecaller: Caller ID, block fraud &amp; scam calls</td>\n",
       "      <td>[{'id': 126694440681943, 'type': 'CUSTOM', 'ti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>skitto</td>\n",
       "      <td>[{'id': 288266964854579, 'type': 'ACTIVATE_APP...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>economist.com</td>\n",
       "      <td>[{'id': 570990896342688, 'type': 'PAGE_VIEW', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>PicsArt Photo Editor: Pic, Video &amp; Collage Maker</td>\n",
       "      <td>[{'id': 108569252539536, 'type': 'CUSTOM', 'ti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>seventeen.com</td>\n",
       "      <td>[{'id': 690796760981964, 'type': 'CUSTOM', 'ti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Bangla News &amp; TV: Bangi News</td>\n",
       "      <td>[{'id': 148475225281123, 'type': 'CUSTOM', 'ti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>MyGP â Free Internet, Recharge, Live TV, Fle...</td>\n",
       "      <td>[{'id': 1768972503390081, 'type': 'CUSTOM', 't...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>LinkedIn: Jobs, Business News &amp; Social Networking</td>\n",
       "      <td>[{'id': 468544296649173, 'type': 'ACTIVATE_APP...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>evaly.com.bd</td>\n",
       "      <td>[{'id': 673562783082888, 'type': 'VIEW_CONTENT...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>My Airtel - Bangladesh</td>\n",
       "      <td>[{'id': 1552040841510205, 'type': 'CUSTOM', 't...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                name  \\\n",
       "0    Truecaller: Caller ID, block fraud & scam calls   \n",
       "1                                             skitto   \n",
       "2                                      economist.com   \n",
       "3   PicsArt Photo Editor: Pic, Video & Collage Maker   \n",
       "4                                      seventeen.com   \n",
       "5                       Bangla News & TV: Bangi News   \n",
       "6  MyGP â Free Internet, Recharge, Live TV, Fle...   \n",
       "7  LinkedIn: Jobs, Business News & Social Networking   \n",
       "8                                       evaly.com.bd   \n",
       "9                             My Airtel - Bangladesh   \n",
       "\n",
       "                                              events  \n",
       "0  [{'id': 126694440681943, 'type': 'CUSTOM', 'ti...  \n",
       "1  [{'id': 288266964854579, 'type': 'ACTIVATE_APP...  \n",
       "2  [{'id': 570990896342688, 'type': 'PAGE_VIEW', ...  \n",
       "3  [{'id': 108569252539536, 'type': 'CUSTOM', 'ti...  \n",
       "4  [{'id': 690796760981964, 'type': 'CUSTOM', 'ti...  \n",
       "5  [{'id': 148475225281123, 'type': 'CUSTOM', 'ti...  \n",
       "6  [{'id': 1768972503390081, 'type': 'CUSTOM', 't...  \n",
       "7  [{'id': 468544296649173, 'type': 'ACTIVATE_APP...  \n",
       "8  [{'id': 673562783082888, 'type': 'VIEW_CONTENT...  \n",
       "9  [{'id': 1552040841510205, 'type': 'CUSTOM', 't...  "
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fb_off = pd.read_json(\"your_off-facebook_activity.json\")\n",
    "fb_off.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "def event_count(x):\n",
    "    s=x.split('{')\n",
    "    return len(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_count(\"shaon{Sikder\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "fb_off[\"event_count\"]=fb_off['events'].apply(lambda x: event_count(str(x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>events</th>\n",
       "      <th>event_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Truecaller: Caller ID,</td>\n",
       "      <td>[{'id': 126694440681943, 'type': 'CUSTOM', 'ti...</td>\n",
       "      <td>1087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>skitto</td>\n",
       "      <td>[{'id': 288266964854579, 'type': 'ACTIVATE_APP...</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>economist.com</td>\n",
       "      <td>[{'id': 570990896342688, 'type': 'PAGE_VIEW', ...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>PicsArt Photo Editor:</td>\n",
       "      <td>[{'id': 108569252539536, 'type': 'CUSTOM', 'ti...</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>seventeen.com</td>\n",
       "      <td>[{'id': 690796760981964, 'type': 'CUSTOM', 'ti...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "                     name                                             events  \\\n",
       "0  Truecaller: Caller ID,  [{'id': 126694440681943, 'type': 'CUSTOM', 'ti...   \n",
       "1                  skitto  [{'id': 288266964854579, 'type': 'ACTIVATE_APP...   \n",
       "2           economist.com  [{'id': 570990896342688, 'type': 'PAGE_VIEW', ...   \n",
       "3  PicsArt Photo Editor:   [{'id': 108569252539536, 'type': 'CUSTOM', 'ti...   \n",
       "4           seventeen.com  [{'id': 690796760981964, 'type': 'CUSTOM', 'ti...   \n",
       "\n",
       "   event_count  \n",
       "0         1087  \n",
       "1           59  \n",
       "2            2  \n",
       "3           10  \n",
       "4            2  "
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fb_off[\"name\"]=fb_off['name'].apply(lambda x: str(x)[:22])\n",
    "fb_off.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x244392d7e08>"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\shaon\\appdata\\local\\programs\\python\\python37\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:214: RuntimeWarning: Glyph 128 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "c:\\users\\shaon\\appdata\\local\\programs\\python\\python37\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:214: RuntimeWarning: Glyph 147 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "c:\\users\\shaon\\appdata\\local\\programs\\python\\python37\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:183: RuntimeWarning: Glyph 128 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "c:\\users\\shaon\\appdata\\local\\programs\\python\\python37\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:183: RuntimeWarning: Glyph 147 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb_off.sort_values('event_count',ascending=False)[:10].plot(kind='bar',x=\"name\",title=\"Most used Apps & web when I'm Offline!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "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>name</th>\n",
       "      <th>events</th>\n",
       "      <th>event_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Truecaller: Caller ID,</td>\n",
       "      <td>[{'id': 126694440681943, 'type': 'CUSTOM', 'ti...</td>\n",
       "      <td>1087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Ludo World-Ludo Supers</td>\n",
       "      <td>[{'id': 333219677162998, 'type': 'CUSTOM', 'ti...</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>skitto</td>\n",
       "      <td>[{'id': 288266964854579, 'type': 'ACTIVATE_APP...</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>My Airtel - Bangladesh</td>\n",
       "      <td>[{'id': 1552040841510205, 'type': 'CUSTOM', 't...</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>MyGP â Free Internet</td>\n",
       "      <td>[{'id': 1768972503390081, 'type': 'CUSTOM', 't...</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Ludo World</td>\n",
       "      <td>[{'id': 333219677162998, 'type': 'CUSTOM', 'ti...</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Adobe Lightroom - Phot</td>\n",
       "      <td>[{'id': 1551556058496822, 'type': 'CUSTOM', 't...</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>PicsArt Photo Editor:</td>\n",
       "      <td>[{'id': 108569252539536, 'type': 'CUSTOM', 'ti...</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Document Scanner - PDF</td>\n",
       "      <td>[{'id': 2107648949462432, 'type': 'AD_IMPRESSI...</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>VIMAGE - Cinemagraph,</td>\n",
       "      <td>[{'id': 204345810312441, 'type': 'CUSTOM', 'ti...</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Photo Lab Picture Edit</td>\n",
       "      <td>[{'id': 202248336556242, 'type': 'CUSTOM', 'ti...</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>lybrate.com</td>\n",
       "      <td>[{'id': 870454756422013, 'type': 'PAGE_VIEW', ...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Video Editor &amp; Video M</td>\n",
       "      <td>[{'id': 767376303308504, 'type': 'CUSTOM', 'ti...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>LinkedIn: Jobs, Busine</td>\n",
       "      <td>[{'id': 468544296649173, 'type': 'ACTIVATE_APP...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>evaly.com.bd</td>\n",
       "      <td>[{'id': 673562783082888, 'type': 'VIEW_CONTENT...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      name                                             events  \\\n",
       "0   Truecaller: Caller ID,  [{'id': 126694440681943, 'type': 'CUSTOM', 'ti...   \n",
       "22  Ludo World-Ludo Supers  [{'id': 333219677162998, 'type': 'CUSTOM', 'ti...   \n",
       "1                   skitto  [{'id': 288266964854579, 'type': 'ACTIVATE_APP...   \n",
       "9   My Airtel - Bangladesh  [{'id': 1552040841510205, 'type': 'CUSTOM', 't...   \n",
       "6   MyGP â Free Internet  [{'id': 1768972503390081, 'type': 'CUSTOM', 't...   \n",
       "48              Ludo World  [{'id': 333219677162998, 'type': 'CUSTOM', 'ti...   \n",
       "15  Adobe Lightroom - Phot  [{'id': 1551556058496822, 'type': 'CUSTOM', 't...   \n",
       "3   PicsArt Photo Editor:   [{'id': 108569252539536, 'type': 'CUSTOM', 'ti...   \n",
       "30  Document Scanner - PDF  [{'id': 2107648949462432, 'type': 'AD_IMPRESSI...   \n",
       "36  VIMAGE - Cinemagraph,   [{'id': 204345810312441, 'type': 'CUSTOM', 'ti...   \n",
       "46  Photo Lab Picture Edit  [{'id': 202248336556242, 'type': 'CUSTOM', 'ti...   \n",
       "24             lybrate.com  [{'id': 870454756422013, 'type': 'PAGE_VIEW', ...   \n",
       "14  Video Editor & Video M  [{'id': 767376303308504, 'type': 'CUSTOM', 'ti...   \n",
       "7   LinkedIn: Jobs, Busine  [{'id': 468544296649173, 'type': 'ACTIVATE_APP...   \n",
       "8             evaly.com.bd  [{'id': 673562783082888, 'type': 'VIEW_CONTENT...   \n",
       "\n",
       "    event_count  \n",
       "0          1087  \n",
       "22           72  \n",
       "1            59  \n",
       "9            55  \n",
       "6            29  \n",
       "48           14  \n",
       "15           12  \n",
       "3            10  \n",
       "30            9  \n",
       "36            8  \n",
       "46            8  \n",
       "24            5  \n",
       "14            5  \n",
       "7             4  \n",
       "8             4  "
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fb_off.sort_values('event_count',ascending=False)[:15]"
   ]
  }
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