failing_push_notifications.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json \n",
    "import pandas as pd \n",
    "import dateparser\n",
    "import numpy as np\n",
    "import sentry_helper as sh\n",
    "from IPython.display import display, HTML\n",
    "from pandas.io.json import json_normalize "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Start with downloading the events from Sentry.We get the 100 lates by:\n",
    "\n",
    "`curl -H 'Authorization: Bearer <API KEY>' https://sentry.app.svt.se/api/0/issues/<id as number>/events/`\n",
    "\n",
    "Then load the file with open(). If we check the returned value by `type(raw)` we learn that it is a `list`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('/Users/asapehrsson/dev/learn/notebook_sentry/failing_rich_push_events.json') as f:\n",
    "    raw = json.load(f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The raw object holds a nested dictionary. We want to flatten the object.  \n",
    "TODO: fix the warning DeprecationWarning: parsing timezone aware datetimes is deprecated; this will raise an error in the future\n",
    "\n",
    "We also want to convert the date string to the (for pandas) useful type `pandas._libs.tslib.Timestamp`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = sh.flatten_event(raw)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we normalize the list to get the wanted data type `pandas.core.frame.DataFrame`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`tail()` prints the last 5 posts in the data frame. Useful for an initial look at the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>arch</th>\n",
       "      <th>battery_level</th>\n",
       "      <th>brand</th>\n",
       "      <th>charging</th>\n",
       "      <th>created</th>\n",
       "      <th>family</th>\n",
       "      <th>free_memory</th>\n",
       "      <th>free_storage</th>\n",
       "      <th>low_memory</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>...</th>\n",
       "      <th>model_id</th>\n",
       "      <th>online</th>\n",
       "      <th>orientation</th>\n",
       "      <th>screen_density</th>\n",
       "      <th>screen_dpi</th>\n",
       "      <th>screen_resolution</th>\n",
       "      <th>simulator</th>\n",
       "      <th>storage_size</th>\n",
       "      <th>type</th>\n",
       "      <th>version</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>armeabi-v7a</td>\n",
       "      <td>72.0</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>2018-08-26 06:30:06</td>\n",
       "      <td>SM-G390F</td>\n",
       "      <td>741486592</td>\n",
       "      <td>8102653952</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>...</td>\n",
       "      <td>NRD90M</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.0</td>\n",
       "      <td>320</td>\n",
       "      <td>1280x720</td>\n",
       "      <td>False</td>\n",
       "      <td>12116492288</td>\n",
       "      <td>device</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>armeabi-v7a</td>\n",
       "      <td>97.0</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>2018-08-26 06:29:31</td>\n",
       "      <td>SM-J510FN</td>\n",
       "      <td>719900672</td>\n",
       "      <td>3774005248</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>...</td>\n",
       "      <td>NMF26X</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.0</td>\n",
       "      <td>320</td>\n",
       "      <td>1280x720</td>\n",
       "      <td>False</td>\n",
       "      <td>11932979200</td>\n",
       "      <td>device</td>\n",
       "      <td>7.1.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>arm64-v8a</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Sony</td>\n",
       "      <td>False</td>\n",
       "      <td>2018-08-26 06:29:24</td>\n",
       "      <td>E6553</td>\n",
       "      <td>1357660160</td>\n",
       "      <td>1692168192</td>\n",
       "      <td>False</td>\n",
       "      <td>Sony</td>\n",
       "      <td>...</td>\n",
       "      <td>32.4.A.1.54</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.0</td>\n",
       "      <td>480</td>\n",
       "      <td>1776x1080</td>\n",
       "      <td>False</td>\n",
       "      <td>24240054272</td>\n",
       "      <td>device</td>\n",
       "      <td>7.1.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>arm64-v8a</td>\n",
       "      <td>99.0</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>2018-08-26 06:29:24</td>\n",
       "      <td>SM-G930F</td>\n",
       "      <td>1671630848</td>\n",
       "      <td>8480030720</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>...</td>\n",
       "      <td>R16NW</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.0</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>False</td>\n",
       "      <td>26659282944</td>\n",
       "      <td>device</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>armeabi-v7a</td>\n",
       "      <td>51.0</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>2018-08-26 06:29:16</td>\n",
       "      <td>SM-G900F</td>\n",
       "      <td>439799808</td>\n",
       "      <td>2903764992</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>...</td>\n",
       "      <td>MMB29M</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.0</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>False</td>\n",
       "      <td>12688674816</td>\n",
       "      <td>device</td>\n",
       "      <td>6.0.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           arch  battery_level    brand  charging             created  \\\n",
       "95  armeabi-v7a           72.0  samsung     False 2018-08-26 06:30:06   \n",
       "96  armeabi-v7a           97.0  samsung     False 2018-08-26 06:29:31   \n",
       "97    arm64-v8a          100.0     Sony     False 2018-08-26 06:29:24   \n",
       "98    arm64-v8a           99.0  samsung     False 2018-08-26 06:29:24   \n",
       "99  armeabi-v7a           51.0  samsung     False 2018-08-26 06:29:16   \n",
       "\n",
       "       family  free_memory  free_storage  low_memory manufacturer   ...     \\\n",
       "95   SM-G390F    741486592    8102653952       False      samsung   ...      \n",
       "96  SM-J510FN    719900672    3774005248       False      samsung   ...      \n",
       "97      E6553   1357660160    1692168192       False         Sony   ...      \n",
       "98   SM-G930F   1671630848    8480030720       False      samsung   ...      \n",
       "99   SM-G900F    439799808    2903764992       False      samsung   ...      \n",
       "\n",
       "       model_id online orientation  screen_density screen_dpi  \\\n",
       "95       NRD90M  False    portrait             2.0        320   \n",
       "96       NMF26X  False    portrait             2.0        320   \n",
       "97  32.4.A.1.54  False    portrait             3.0        480   \n",
       "98        R16NW  False    portrait             3.0        480   \n",
       "99       MMB29M  False    portrait             3.0        480   \n",
       "\n",
       "    screen_resolution  simulator storage_size    type  version  \n",
       "95           1280x720      False  12116492288  device      7.0  \n",
       "96           1280x720      False  11932979200  device    7.1.1  \n",
       "97          1776x1080      False  24240054272  device    7.1.1  \n",
       "98          1920x1080      False  26659282944  device    8.0.0  \n",
       "99          1920x1080      False  12688674816  device    6.0.1  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['arch', 'battery_level', 'brand', 'charging', 'created', 'family',\n",
       "       'free_memory', 'free_storage', 'low_memory', 'manufacturer',\n",
       "       'memory_size', 'model', 'model_id', 'online', 'orientation',\n",
       "       'screen_density', 'screen_dpi', 'screen_resolution', 'simulator',\n",
       "       'storage_size', 'type', 'version'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `online` index is the one that we want to investigate further. `type(data['online'][0])` reveales that it is a `numpy.bool_`\n",
    "\n",
    "We check how many is true respective false"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    93\n",
       "True      7\n",
       "Name: online, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['online'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1920x1080    33\n",
       "1280x720     16\n",
       "2076x1080    14\n",
       "2560x1440     7\n",
       "2094x1080     6\n",
       "1776x1080     4\n",
       "2154x1080     3\n",
       "1920x1200     3\n",
       "1794x1080     3\n",
       "1184x720      3\n",
       "1232x800      1\n",
       "2220x1080     1\n",
       "2952x1440     1\n",
       "2048x1536     1\n",
       "1812x1080     1\n",
       "2034x1080     1\n",
       "2016x1080     1\n",
       "1824x1200     1\n",
       "Name: screen_resolution, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['screen_resolution'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "portrait     96\n",
       "landscape     4\n",
       "Name: orientation, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['orientation'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>battery_level</th>\n",
       "      <th>created</th>\n",
       "      <th>low_memory</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>online</th>\n",
       "      <th>orientation</th>\n",
       "      <th>screen_density</th>\n",
       "      <th>screen_dpi</th>\n",
       "      <th>screen_resolution</th>\n",
       "      <th>version</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>51.000000</td>\n",
       "      <td>2018-08-26 06:29:16</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>6.0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>99.000000</td>\n",
       "      <td>2018-08-26 06:29:24</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>2018-08-26 06:29:24</td>\n",
       "      <td>False</td>\n",
       "      <td>Sony</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1776x1080</td>\n",
       "      <td>7.1.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>97.000000</td>\n",
       "      <td>2018-08-26 06:29:31</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.000</td>\n",
       "      <td>320</td>\n",
       "      <td>1280x720</td>\n",
       "      <td>7.1.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>72.000000</td>\n",
       "      <td>2018-08-26 06:30:06</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.000</td>\n",
       "      <td>320</td>\n",
       "      <td>1280x720</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>96.000000</td>\n",
       "      <td>2018-08-26 06:30:43</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.625</td>\n",
       "      <td>420</td>\n",
       "      <td>2094x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>61.000000</td>\n",
       "      <td>2018-08-26 06:30:45</td>\n",
       "      <td>False</td>\n",
       "      <td>OnePlus</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.625</td>\n",
       "      <td>420</td>\n",
       "      <td>2154x1080</td>\n",
       "      <td>8.1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>42.000000</td>\n",
       "      <td>2018-08-26 06:31:09</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>2076x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>92.000000</td>\n",
       "      <td>2018-08-26 06:31:28</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.000</td>\n",
       "      <td>320</td>\n",
       "      <td>1280x720</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>28.000000</td>\n",
       "      <td>2018-08-26 06:31:47</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>98.000000</td>\n",
       "      <td>2018-08-26 06:32:04</td>\n",
       "      <td>False</td>\n",
       "      <td>motorola</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>2016x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>15.000001</td>\n",
       "      <td>2018-08-26 06:32:18</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>72.000000</td>\n",
       "      <td>2018-08-26 06:32:28</td>\n",
       "      <td>False</td>\n",
       "      <td>HUAWEI</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1812x1080</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>93.000000</td>\n",
       "      <td>2018-08-26 06:37:06</td>\n",
       "      <td>False</td>\n",
       "      <td>Sony</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.000</td>\n",
       "      <td>320</td>\n",
       "      <td>1184x720</td>\n",
       "      <td>7.1.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>81.000000</td>\n",
       "      <td>2018-08-26 06:37:27</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>1.500</td>\n",
       "      <td>240</td>\n",
       "      <td>1920x1200</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>73.000000</td>\n",
       "      <td>2018-08-26 06:39:00</td>\n",
       "      <td>False</td>\n",
       "      <td>OnePlus</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.625</td>\n",
       "      <td>420</td>\n",
       "      <td>2034x1080</td>\n",
       "      <td>8.1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>46.000000</td>\n",
       "      <td>2018-08-26 06:39:51</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>71.000000</td>\n",
       "      <td>2018-08-26 06:40:02</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.375</td>\n",
       "      <td>540</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>43.000000</td>\n",
       "      <td>2018-08-26 06:40:18</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>landscape</td>\n",
       "      <td>4.000</td>\n",
       "      <td>640</td>\n",
       "      <td>2560x1440</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>70.000000</td>\n",
       "      <td>2018-08-26 06:45:21</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>6.0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>34.000000</td>\n",
       "      <td>2018-08-26 06:45:22</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.000</td>\n",
       "      <td>320</td>\n",
       "      <td>1280x720</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>62.000000</td>\n",
       "      <td>2018-08-26 06:52:47</td>\n",
       "      <td>False</td>\n",
       "      <td>Sony</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1776x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>69.000000</td>\n",
       "      <td>2018-08-26 06:56:19</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>2018-08-26 07:03:27</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>58.999996</td>\n",
       "      <td>2018-08-26 07:11:20</td>\n",
       "      <td>False</td>\n",
       "      <td>OnePlus</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.625</td>\n",
       "      <td>420</td>\n",
       "      <td>2154x1080</td>\n",
       "      <td>8.1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>60.000004</td>\n",
       "      <td>2018-08-26 07:26:51</td>\n",
       "      <td>False</td>\n",
       "      <td>Sony</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1776x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>75.000000</td>\n",
       "      <td>2018-08-26 07:38:23</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>4.000</td>\n",
       "      <td>640</td>\n",
       "      <td>2560x1440</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>97.000000</td>\n",
       "      <td>2018-08-26 07:38:38</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>29.000000</td>\n",
       "      <td>2018-08-26 07:45:09</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.000</td>\n",
       "      <td>320</td>\n",
       "      <td>1280x720</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>75.000000</td>\n",
       "      <td>2018-08-26 08:14:22</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.000</td>\n",
       "      <td>320</td>\n",
       "      <td>1280x720</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>13.000000</td>\n",
       "      <td>2018-08-26 10:16:42</td>\n",
       "      <td>False</td>\n",
       "      <td>asus</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.000</td>\n",
       "      <td>320</td>\n",
       "      <td>1824x1200</td>\n",
       "      <td>6.0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>4.000000</td>\n",
       "      <td>2018-08-26 17:57:15</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>1.500</td>\n",
       "      <td>240</td>\n",
       "      <td>1920x1200</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>40.000000</td>\n",
       "      <td>2018-08-27 05:27:02</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>2076x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>99.000000</td>\n",
       "      <td>2018-08-27 05:27:20</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>2018-08-27 05:27:25</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>4.000</td>\n",
       "      <td>640</td>\n",
       "      <td>2560x1440</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>97.000000</td>\n",
       "      <td>2018-08-27 05:31:28</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>97.000000</td>\n",
       "      <td>2018-08-27 06:02:27</td>\n",
       "      <td>False</td>\n",
       "      <td>Sony</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.000</td>\n",
       "      <td>320</td>\n",
       "      <td>1184x720</td>\n",
       "      <td>7.1.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>37.000000</td>\n",
       "      <td>2018-08-27 06:02:27</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>2076x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>77.000000</td>\n",
       "      <td>2018-08-27 11:08:40</td>\n",
       "      <td>False</td>\n",
       "      <td>HUAWEI</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1794x1080</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>91.000000</td>\n",
       "      <td>2018-08-27 11:08:41</td>\n",
       "      <td>False</td>\n",
       "      <td>motorola</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1776x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>86.000000</td>\n",
       "      <td>2018-08-27 11:08:46</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.000</td>\n",
       "      <td>320</td>\n",
       "      <td>1280x720</td>\n",
       "      <td>7.1.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>19.000000</td>\n",
       "      <td>2018-08-27 11:09:35</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>2076x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>27.000002</td>\n",
       "      <td>2018-08-27 11:09:50</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>58.000000</td>\n",
       "      <td>2018-08-27 16:02:26</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>76.000000</td>\n",
       "      <td>2018-08-27 16:03:19</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>45.000000</td>\n",
       "      <td>2018-08-27 17:57:03</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>2076x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>97.000000</td>\n",
       "      <td>2018-08-28 05:07:57</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>97.000000</td>\n",
       "      <td>2018-08-28 05:08:02</td>\n",
       "      <td>False</td>\n",
       "      <td>LGE</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.500</td>\n",
       "      <td>560</td>\n",
       "      <td>2952x1440</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>76.000000</td>\n",
       "      <td>2018-08-28 05:08:05</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>98.000000</td>\n",
       "      <td>2018-08-28 05:08:07</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>2076x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>44.000000</td>\n",
       "      <td>2018-08-28 05:08:15</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.000</td>\n",
       "      <td>320</td>\n",
       "      <td>1280x720</td>\n",
       "      <td>7.1.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>2018-08-28 05:08:17</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>93.000000</td>\n",
       "      <td>2018-08-28 05:08:19</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>2076x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>95.000000</td>\n",
       "      <td>2018-08-28 05:08:19</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>92.000000</td>\n",
       "      <td>2018-08-28 05:08:19</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>89.000000</td>\n",
       "      <td>2018-08-28 05:08:22</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>landscape</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>2018-08-28 05:08:24</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>2076x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>90.000000</td>\n",
       "      <td>2018-08-28 05:08:27</td>\n",
       "      <td>False</td>\n",
       "      <td>OnePlus</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.625</td>\n",
       "      <td>420</td>\n",
       "      <td>2154x1080</td>\n",
       "      <td>8.1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>2018-08-28 05:08:28</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.625</td>\n",
       "      <td>420</td>\n",
       "      <td>2094x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>76.000000</td>\n",
       "      <td>2018-08-28 05:08:54</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>91.000000</td>\n",
       "      <td>2018-08-28 05:08:57</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>93.000000</td>\n",
       "      <td>2018-08-28 05:08:59</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.000</td>\n",
       "      <td>320</td>\n",
       "      <td>1280x720</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>30.000002</td>\n",
       "      <td>2018-08-28 05:08:59</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>landscape</td>\n",
       "      <td>2.000</td>\n",
       "      <td>320</td>\n",
       "      <td>2048x1536</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>92.000000</td>\n",
       "      <td>2018-08-28 05:09:02</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>2076x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>80.000000</td>\n",
       "      <td>2018-08-28 05:09:19</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>98.000000</td>\n",
       "      <td>2018-08-28 05:09:21</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>4.500</td>\n",
       "      <td>720</td>\n",
       "      <td>2560x1440</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>2018-08-28 05:09:28</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>2076x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>65.000000</td>\n",
       "      <td>2018-08-28 05:10:13</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>2018-08-28 05:11:01</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.000</td>\n",
       "      <td>320</td>\n",
       "      <td>1280x720</td>\n",
       "      <td>7.1.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>19.000000</td>\n",
       "      <td>2018-08-28 05:11:16</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.000</td>\n",
       "      <td>320</td>\n",
       "      <td>1280x720</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>95.000000</td>\n",
       "      <td>2018-08-28 05:11:29</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>2076x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>92.000000</td>\n",
       "      <td>2018-08-28 05:12:13</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>landscape</td>\n",
       "      <td>1.500</td>\n",
       "      <td>240</td>\n",
       "      <td>1920x1200</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>60.000004</td>\n",
       "      <td>2018-08-28 05:12:30</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.000</td>\n",
       "      <td>320</td>\n",
       "      <td>1280x720</td>\n",
       "      <td>7.1.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>87.000000</td>\n",
       "      <td>2018-08-28 05:15:54</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>4.000</td>\n",
       "      <td>640</td>\n",
       "      <td>2560x1440</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>2018-08-28 05:16:26</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.250</td>\n",
       "      <td>360</td>\n",
       "      <td>1280x720</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>94.000000</td>\n",
       "      <td>2018-08-28 05:19:26</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>96.000000</td>\n",
       "      <td>2018-08-28 05:23:21</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>2220x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>76.000000</td>\n",
       "      <td>2018-08-28 05:26:51</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.000</td>\n",
       "      <td>320</td>\n",
       "      <td>1280x720</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>56.000000</td>\n",
       "      <td>2018-08-28 05:27:26</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>94.000000</td>\n",
       "      <td>2018-08-28 05:43:27</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>69.000000</td>\n",
       "      <td>2018-08-28 05:47:36</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>92.000000</td>\n",
       "      <td>2018-08-28 05:48:06</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>2076x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>74.000000</td>\n",
       "      <td>2018-08-28 06:03:47</td>\n",
       "      <td>False</td>\n",
       "      <td>Sony</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.000</td>\n",
       "      <td>320</td>\n",
       "      <td>1184x720</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>57.000000</td>\n",
       "      <td>2018-08-28 06:09:25</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.625</td>\n",
       "      <td>420</td>\n",
       "      <td>2094x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>69.000000</td>\n",
       "      <td>2018-08-28 06:09:38</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>4.000</td>\n",
       "      <td>640</td>\n",
       "      <td>2560x1440</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>71.000000</td>\n",
       "      <td>2018-08-28 06:24:14</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.000</td>\n",
       "      <td>320</td>\n",
       "      <td>1280x720</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>81.000000</td>\n",
       "      <td>2018-08-28 10:26:19</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>2076x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>69.000000</td>\n",
       "      <td>2018-08-28 10:26:20</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>3.000</td>\n",
       "      <td>480</td>\n",
       "      <td>1920x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>87.000000</td>\n",
       "      <td>2018-08-28 11:11:56</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.000</td>\n",
       "      <td>320</td>\n",
       "      <td>1280x720</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>42.000000</td>\n",
       "      <td>2018-08-29 06:15:35</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.625</td>\n",
       "      <td>420</td>\n",
       "      <td>2094x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>41.000000</td>\n",
       "      <td>2018-08-29 06:27:05</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.625</td>\n",
       "      <td>420</td>\n",
       "      <td>2094x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>92.000000</td>\n",
       "      <td>2018-08-29 12:12:19</td>\n",
       "      <td>False</td>\n",
       "      <td>samsung</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>2.625</td>\n",
       "      <td>420</td>\n",
       "      <td>2094x1080</td>\n",
       "      <td>8.0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40.000000</td>\n",
       "      <td>2018-08-29 14:50:19</td>\n",
       "      <td>False</td>\n",
       "      <td>LENOVO</td>\n",
       "      <td>False</td>\n",
       "      <td>portrait</td>\n",
       "      <td>1.000</td>\n",
       "      <td>160</td>\n",
       "      <td>1232x800</td>\n",
       "      <td>7.1.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "df = (data.loc[data['online'] == False]).drop(['brand', 'arch', 'free_memory', 'model', \n",
    "                                          'simulator', 'storage_size', 'charging',\n",
    "                                        'memory_size', 'free_storage','family','model_id','type'], axis=1).sort_values(ascending=True, by='created')\n",
    "\n",
    "display(HTML(df.to_html()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(data['created'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We introduce a new column, `freq`, that just is a integer. Then we make 60 minutes bucket of out series, and present it!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['freq']=np.where(data['online'] == False, 1, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "part = data[['created', 'freq']].copy()\n",
    "part = part.set_index('created').resample('60Min').sum().plot(kind=\"bar\", figsize=[25, 10])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "HUAWEI       3\n",
       "LENOVO       1\n",
       "LGE          2\n",
       "OnePlus      4\n",
       "Sony         6\n",
       "asus         1\n",
       "motorola     2\n",
       "samsung     81\n",
       "Name: manufacturer, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['manufacturer'].value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x111602588>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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KyQAAAAAATFJIBgAAAABgkkIyAAAAAACTFJIBAAAAAJikkAwAAAAAwCSFZAAAAAAAJu1WIbmqjq6qD1fVP1bV8atuFAAAAAAA28elFpKr6gpJ/jjJvZLcIslDq+oWq24YAAAAAADbw+6ckXyHJP/Y3R/t7q8nOTnJ/VfbLAAAAAAAtovdKSRfP8mnNvx+/jgMAAAAAIDLgeru6T+oelCSo7v7Z8bffyrJHbv7MZv+7tgkx46/3jzJh/ewLddM8s97+J69sW45S2atW86SWeuWs2TWuuUsmbVuOUtmrVvOkllytn/WuuUsmbVuOUtmrVvOklnrlrNk1rrlLJm1bjlLZq1bzpJZcrZ/1rrlLJm13XNu2N0HX9of7diNEX06yQ02/H7IOOwiuvukJCftdvM2qar3dveRe/v+y2vOklnrlrNk1rrlLJm1bjlLZq1bzpJZ65azZJac7Z+1bjlLZq1bzpJZ65azZNa65SyZtW45S2atW86SWeuWs2SWnO2ftW45S2atS87udG1xapKbVtWNqmr/JA9J8ppVNQgAAAAAgO3lUs9I7u5vVtVjkrwxyRWS/Gl3n7XylgEAAAAAsC3sTtcW6e7XJ3n9ituy191iXM5zlsxat5wls9YtZ8msdctZMmvdcpbMWrecJbPkbP+sdctZMmvdcpbMWrecJbPWLWfJrHXLWTJr3XKWzFq3nCWz5Gz/rHXLWTJrLXIu9WZ7AAAAAABcvu1OH8kAAAAAAFyOKSQDAAAAADBJIRkAAAAAgElbWkiuqoOq6qCtbAMAAAAAANMWv9leVR2a5KlJ7p7ky0kqyVWTvDXJ8d398UUbxC5V1RWS/EySQ5Kc0t1/t+G1J3b3/54x68AkRye5/jjo00ne2N1fnitjzDk8yf035bymu8+ZM2dD1vWTvLu7v7ph+NHdfcqMOZXkDrnoNL2nZ/7HXnAeLTI9Y9ZS07SOn926LXeL5IxZi6yHtmB9t8Q0rXw+VdX+Sb6xc1muqrsluW2Ss7v7DXPlTOS/tbuPWsF4LXfbP8d6aO9zbCvkbMxat30U+3fbPGfJrHX73rzwusE82uZZ67bfMGYtNp+WtBVnJL80yauSXKe7b9rdN0ly3SR/meTkucOq6sCqOqaqfml8HFNVV5s751LacNLM4zu8qo6rqmeMj+Oq6og5M5L83yR3SfIvSZ5RVb+/4bUHzhVSVQ9LclqSuyY5YHzcLcn7xtfmyjkuw/JVSd4zPirJS6rq+LlyxqzHJXl1kscm+WBV3X/Dy78zY849kpyX5IQk9x4fv5nkvPG1uXKWmkeLTM+YtdQ0reNnt27L3SI5Y9Yi66GF13dLTdNS8+nUJFcbM38lyZOTXDnJL1XV786Yk6o6Y9PjzCR32vn7jDmWu+2fYz209zm2FXI2Zq3bPor9u22es2TWun1vXnjdYB5t86x1228YsxabT2PePavqWVX1mvHxrKo6eu6cJEl3L/pIct7evLaXWQ9L8pEkz0ryxPHx7HHYw2bOOugSHtdIcv6MOcclOT3J8Ul+cnwcv3PYjDlnbHi+I8lJSV6Z5EpJ3j9jzoeTXG0Xw6+e5NwZc85NcsVdDN9/BcvdmUmuMj4/LMl7kzx+/H3Oz+6cJIftYviNkpyzD86jRaZn4Wlax89u3Za7RXLGcS6yHlp4fbfUNC21PHxww/P3Jrny+HzHxu3iTFmvSfKiJIcnueG4vfjU+PyG++A8Wsflbq2Wb5/d9s9Z03m05Lph3fZR7N9t85x1nKY1XTeYR9s8a932G7ZgPv1BktcneUiSHxofDxmHPX3OrO7OjizvfVX1zCTPz/CFKUlukOThSd4/c9avJ7ldbzpFvaqunuTdSV4wY9YXknwiwxGGnXr8/Voz5jwqyS27+xsbB45nDJ+V5MSZcvbf+aS7v5nk2Kr6jQxdkFxlpoxk+Hx2dbnUt3PRz/Ky+naS62WYRxtdd3xtTvv12J1Fd3+8qu6a5OVVdcPMO007kpy/i+GfTnLFGXOWmkdLTU+y3DSt42e3bsvdUjk7x7nEemjJ9d1SWUvNp69U1X/t7g8m+eck35Xk3zMs97NexdXd96uqH81woPb3uvs1VfWN7t78WV5Wlrvtn2M9tPdsK+RstG77KPbvtn/Oklnr9r15yXWDebT9s9Ztv2HnOJeaT/fu7pttHlhVL81Q0H78nGFbUUh+WIZi6G/mwn5Czk/yV0meO3PWkgvJR5Pcvbs/ebFGVH1qF3+/t5ZaGN9bm/rz7e7fqqrPZDjDey5PTnJaVb0pFx5YODTJjyT57RlzfiHJW6rqvE05N0nymBlzkuRzVXWb7j49Sbr7q1V13yR/muRWM+b8aZJTq+rkXPSgzEMy7//SUvNoqelJlpumdfzs1m25WyonWW49tOT6bqmspebTzyV5cVV9IMnnM2wL/zbDunu2rol26u5XjdP021X1qGw4iDsjy932z7Ee2nu2FXI2Wrd9FPt32z9nyax1+9685LrBPNr+Weu235AsO5/+o6pu392nbhp++yT/MXPW8jfbW1JVPTzJbyTZ5ULS3X82Y9ajk7yzuz+wi9ce291/OFPO0Un+KEMfVhdbGHvGG7ktZTxD/J65eGfnX5o5Z79c/AYSp3b3t2bOOSTJN7v7s7t47U694caFM2QdkV133n72XBljzlLzaJHpGbOWmqZ1/OzWbblbJGfMWmo9tEjOklkLLg9XSHKPJDfLhWdoreQGHJtyb53kB7r72SsYt+Vu++dYD+19jm2FnI1Z67aPYv9um+csmbWG35uXXDeYR9s8a932G8aspabpthlO+PyeXHh1yQ2SXJDk0d39vlnztlMhuaru292vnXmciy0kS1lwYVzLO0wuoWq5OywDsG+qBe8aDQAArK+quk42fK/Y1cmNc5i1v78Z3H7uEXb3l7r75O5+2vg4eVVF5Ko6vKqOq6pnjI/jxiO7s+rub3f3u7r7FePjXSsoIi96h8lLaMNJC+XMffBisTssT7ThhIVylppHJyyRM2YtNU3r+NktkrVu82jMmnU9tNU5S2bNOZ+q6ipV9VtVdVZVXVBVX6iqd1XVI+bK2JC12F2jJ9pgudv+OdZDe59jWyFnY9YJC+XYv9v7nHX8n12raVrTdYN5tM2z1m2/YcxayTR192e7+33jYyVF5GSbnJFcVS/o7kW+NG3IPKm7j51xfMcleWiG4uvOU8kPydCv1MndPddN8Kba8Nruvu9M4zo3u76p3/5Jzurum86RcyltuN3cp+BfQs51u/ufZhzfOUnu1d0f3zT8Rkle392zH1zYRRv+e3f/1QI5S82jRaZnzFpqmtbxs1u35W6RnDFr1vXQVucsmTXnfKqqVyd5VZK/TvLjSb47w3b9iRmO6v/aHDlj1oeT3PGSbgi8qxtmzM1yt0/kWA/tfY5thZyNWeu2j2L/bpvnLJm1r35v3uqcMcs82uZZ67bfMGYtOZ9O6+7bzjrOpQvJVfWazYMynIHz1mS4i/lC7Zh1IdkmhdfZFsaq+lCSe/amu8dX1Q2TvKm7bz5HzjqqoTP1I7r7m5uG75/k7O6+yda0DLi8qqprdPe/bHU7truq+kB333rD76d29+1r6FLq7O4+fMasc5Pcvrsv2DT8wCTvXWK/Adh7VXWt7v78VrdjTrYVAPOyrWAdbUXXFock+UqS30/ytPHxrxueL2IFRxq+neR6uxh+3fG1lZv5iMbOO0y+oapOGh+nJHlLksfPFVJVR1bV26rqRVV1g6p683g58alV9X0z5ix2uXIuvOvxcVX1E+PjuCTvzvx3WL6IsTAx9zhfWVU/WVVXmXvcm3J2VNX/rKpTquqM8fGGqvq5qrriKrM3tWPOy+SvME7Tb1fVnTa99sQZcw6oqidU1a9U1XdV1SOq6jVV9dRVz7cxfxXL3fdueH7FqnriOE2/U1UHzJjzmKq65vj8JlX1t1X15ap6d1Xdaq6c3WjHG2Yc14kbpunIqvpokndX1Seq6i5z5YzjP22cNzeec7y7yFlkW5Hka1X1Q2Pm/ZJ8MRm6lMpw4HtOO+8a/ayq+rXx8ewM3V08eeasXZp5ubtqVf1uVb2wqn5i02vPnCtnHN/RG54fWFXPHbcZf15V154xZ5F9h3EaTqyqD1XVF6vqX6rqnHHY1ebMupR27HPLQ1VdZ/wf+uOqukZVnVBVZ1bVy6rqujPmHLTpcY0k76mqq1fVQXPljFlLLd+LbCuW2k6MWVu+LznzfuQ67t8tst9VC31/GbP2q6qfrqrXVdUHxmX+5Kq668w5W76t2Be3E+P41mpbsdR2Yhz/Wm0rarnvFEvXoHZmXruqbjs+Zl0WLpKzBWck75ehEHnvJL/S3adX1Ue7+7+sIOs6SZ6UoZD7G0kem+THkpyT5PEzd2dwdJI/ytA37qfGwYcmuUmSx3T3KTPlXCXJEzJMxyFJvp7kI0me3d1/NkfGhqyV39Svqt6TYR5dLclTk/xid7+8qu6e5H939w/MlLPY5cpj3i2S3C8rvOtxVf1rkp3/wDsLHAck+bck3d1XnSnn00n+IclRGT6/lyR5XXd/fY7xb8h5SZIvJ3l+Lto9zMOTHNTdx8yYdUkb8kryge4+ZKac52SYJ+9J8lNJ/qa7f2l8bbZLTKrqZRnWO1dOcvMM67iXZlgGr9PdPzVHzpi11HL3nc+nqp6W5BpJnpfkAUmuMVd3SFV1Vnffcnz+uiTP6e5XjTv/T+7uO02OYM+yLml+V5LXdvcsO7JVdWZ332p8/rYkT+juU6vqZkn+vLuPnCNnHP/Hkrwiw3r1sxnWDy/t7s/MlTHmLLWt+N4kz0lysyQfTPKo7v5wVR2c5KHd/Yw5cjbkrfyGwAsud6/IsA/0riQ/neQbSX6iu/9zzvXdmLVx/fCcDMvenyR5YJK7dPcDZspZZN+hqt6Y4cq85+/sz27ch314krt392z3V1i35aGGkxxel2He/ESSFyf58wzbih/u7vvPlPPtJJ/YNPiQDPsrPef3mAWX70W2FUttJ8asRfYlF9yPXMf9u0X2u5b6/jJmPS/D+uGvkzwow0lz70hyXJJXd/cfzpSzyLZi3bYTY9ZabSuW2k6M41+rbcVS3ynGrCW7zLtNkmcnOTDD94lkWPa+nOTnu/u0ubKSJN29JY9xov4iQ/H1kyvKOCVD8fj4JGdkWJnfYBz26hXk7Zfk+zMUeX9sfH6FmTNeneQR4+f3S0n+/yQ3zbDD9DszZ1WSO2ZYIT1wfF4zZ7x/w/NPXtJrM+R8YNPvp26YZx9axfI3jv+gDDuuqxj3M5K8IMm1Nwz72Apy3j/+vGqGYujrk3whQ1HvHjPmnLs3r+1l1reSfDTJxzY8dv7+9RlzztjwfEeSk5K8MsmVZl6+Tx9/VoYNb234/Yy5crZiuds5fUmuuIppSvLhDc9PvaT5N+Ny99Ykb9vF499nzDknyY7x+bs2vXbmzNN02obnd07yzHEZfFuSY1e0PKxsW7EVjyTXTnLb8XHtFYx/qeXu9E2//3qSv8twEOi0uXLGcZ82kXv6jDmL7DtsXA/tyWuWh0tdN8y5LPxyhu8Vt9ow7GNzzpsN411q+V5kW7HUdmIc/yL7klluP3Id9+8W2e/KQt9fdtXunf9PGfb3z1nFZ7cnr+1FzlptJzYuD+PzfX5bsdR2YhzfWm0rLmVZmPU7RRasQWX4vnzHXQz//s3tmOOxI1uku89P8uCquk+Go3arcO0ejwBW1c9391PG4X9YVY9aQV5veOz8fe5uLQ7rC888/v0a+m/87ap6ZJKzk8x1dsw9MvzznpeLHtG4yfhZvmmOnCT/MWYdmKSr6gHd/ZfjZRKznfmc8XLl7n5nbbpcuapmvVy5qg7NcHTrqCQXDIPqqhk2yMf3ppvw7a3uflxV3S7JS6rqLzMclOlLedteRY15X0nywiQvrOEynQdnOEgz17Lwxap6cJJX9HAZ+c6z4h+cZLaz80YfzXDk/pObX6iqT+3i7/fW/juf9NBn9rFV9aQMy8Lsl9p1d1fV63vcaoy/z7pMLLjcHVhVP5phQ3ulHvufX8E0vbyq/izJbyV5VVX9QoYjx0cludjycRmdk+R/dvd5m1+Yebl7ZpLXV9WJSU6pqqdnOIBxVIadjJXo7nd2UNtXAAAW5UlEQVQkeUdVPTbJjyQ5JsPBkzksta1IVf2XDAdPbzCO+9wMZ1zMuq+y6cyB8zMUBg6pqrnPHFhqubtSVe23c/3d3U8ezwj728y/vrtWVf1Shs/sqlVVO9d7mbfbtqX2HT5RVU/IcJbZ55Lh0sQMJw7MOY+S9VseNs7vF0y8dpl099Oq6qVJ/s/4OT0pq9n2Jcst30ttK77zv7Li7USy3L7kUvuRSdZu/26p/a6lvr8kyTeq6sbd/ZHxbN6vj9n/OfN8WmpbsW7biWRrthXnZ7gqfhX/R0ttJ5It+F6xLt8pctH9yPtnhTWoJN/d3e/ePLC731VV3z1z1tadkbzEIxsq7xlOU9/42txnZd0jyT8meUOGy2Kfk+Fo1D9m3rM2/z7JD43P75fhEtidr815JPKcDEXrzcNvlHmPrN46yRvHz+3wJE/PcPr9WUl+cOac92TYiXxnkpuPww9O8riZl4V/yLCyu8KGYVdI8pBsOoo3U95+SR6X4RKqz6xg/H879zgvIeewDJfrfSFD4ea8JJ8fh91o5qxHJ7n1Jbz22BlzXpTk6F0M/5kk35gx5zlJrrKL4TdO8s4Vza9VL3d/luGskZ2Pa4/Dr5PkLTNnPTJDH+b/nKHP/rOT/E6SA2fOedDOdc8uXnvAzFl3Hf933p/kzAxn4hyb8czuGXNOXsXytYuc2+xiW/GlcVtxpxlzHpfkzRkuOfv7JH+cob/is5PcdeZpWuTMgaWWuwwHUH94F8OPTnLezJ/dkzY9Dh6HXyfJC2bM+d5cdN/hZuPwWfcdklw9yVOSfGjM+mKG/bCnZOarmtZtechQjNrV9u8mSV4+52e3Ydz3y3Ap9mdXNP5Flu9xnHdb9bZiqe3EmHXYOD2fz7AveW5WsC+Z5fYj127/bsx4RFa835WFvr+MWTuL4OdlOCv9juPwg5M8dcacnduKc8btxEq2Feu2nRjHuVbbik3biN9Y5XZiHO9dx/XoaRu2Ff9zX9xWZNf1p9m/U2zIWvl+5DjOZ2TovuWYJD84Po4Zh/3R3J/j4n0kL6mqfivDyvurm4bfJMmJ3f2gGbPOSXKv3nS2aVXdKMnru/uImXJ29t940wwL+09397k1c/+NVXVekiN6OIty4/D9M9y5/iZz5IzjPCLDjQrfvXFeVdXRPVPf0htyrp+hmLvKnPO6+6Z7+tpeZt0hw4kJp1bVnTN8IXhvd79+roxd5Nwiwwb+Q3PnbMi7xvj06d39k6vI2EXmC3qmfne3U86mI9SryLlukg929zUu9Y8ve9ZSn90Le8Z+BydyfihDP/Qf7Pmu8thVzp3HnDNXmTNm7dPTVFVnJrlNd3+rhps6vr677zpeafLq7p7zJrBT24p/nGs7W1V3zHAA+CtVdeUkv5rk+zJ+ce/uC2bM+VB3X7DKnF1kHZDh7LJVT9MBGbpIu+0Kch6X5FXdPfuZjFuVte454zJ+4+7+4KqzVmXdcsas/ZM8NMlnMhQ8jk5ypwzfmU7q8eqmGXKulOEL+me6+69ruFHYD2Yo6u1zOWPW/hlOetmZ9VNJfjPJ7yX5kxmnaXPO/8gwTWdn3/7s/keSr3b3X6w468a56FVTH85qrppa6uqsRXKWzNqU810Z7rnx/BXk7FwWDskyn92PZX2Wu82f3XlJXryiz27j/+w3s9r5dK8k98/F79M1e81mrQvJU6rqkd39vBnHt1jhdaINs01TVf1qhg7BT86Fl8rcIMOG/2Xd/bsz5Twuyc9nOAvnNhlugvjq8bU5b8aySM44vpMzHCF+fi762T08yTW7+8dnynlSkntl6Hv3zRmKKm/PcPnHG7v7ySvKuWOGvormznnNLgYflaEbiHT3/ebIuYSsylCEnzVr3XIuIStZwXxat5wx6z3dfYfx+c9mOKPpVRmuaPmr7j5xBTk/M+b85dw5u8haapp+NsP6fPZpGgvJR/ZwOerVk7y5x5uIVNUHu/u/zpEzju8ZGc4qe0Euuq14WIb+9B4zU85ZGc6c+2ZVnZThxkkvT3L3cfgD96WcJbMWzLkgydcy3Dz5z5P8RXf/8xzjvpSsl4xZX5CzxzkvW7N5tLLlbqnpGbNenGF/9coZupf77gzbpLtn+N778JlzDshwJeVVMlzqvWROuvsRc+RcQtZSn90+PY92I2u2+TR+n71vhq4f7p3hSoIvJ/nRDF1ivV3O1maNOf89yd8skLPUZ/f4JPdZdZblbh/TC5w+vh0fmfkGfxnOvHl/hrNVfmJ8HDcO+9V9dJpukeEsnz8cH8cnucXMGWdmvMwkw+Vo781Q5E3mvRnZIjnj+PZP8r8ydG1y5vg4JUPh40ozT9MVMuy0fCXJVcfhV868N6tYKue0DF1B3DXJXcaf/zQ+v8vM8+j9S2StW86S82nBz27R5W7D81Nz4WVo3515b1axSM46TlOSx2e4Oe+fZDjw+Mhx+MFZwWWyGQ7SPTvJX42PZye598wZ52x4ftqm12a9cdcSOes4TeP6br8MB0aem6GLp1MyHID+npk/u0Wy5Gz/rHXLGbPOGH/uSPK5jN3MJbPfqHetctZxmtb0sztzw7gPSPL28fmhmf9789rkrOM0+ey2f84WZB2Y5MRc2PXNv4zPT0xytTmzurfwZntLqKozLumlDHdJn013/25VvTpDXzg/MA7+dJL/0d1nz5Wz8DSdneTsqjpo/P2Lc45/tF+P3Ux098er6q4ZbsJwwyRzdkC+VE66++tJnjU+Vumb3f2tJP9WVR/p8fKI7v73qprzJo9L5RyZoYjz60l+pbtPr6p/7+6/mTFjp9stlLVuOcly82mpaVpyudtvPMt1vwxnw3whSbr7a1X1zem3bsucJbMWyenup1fVXyc5IsnTuvtD4/AvJPlvc+VsyHtDhj7aVumDG65Y+kBVHdnd762qmyWZ7XLbBXOWzFoqp3u42dCbkrypqq6Y4SDDQzNcVn7wPpglZ/tnrVtOMmwr9s9wkPGADF+sv5jkSkmuKGdbZK1bztJZOzJcin+ljDek6+5Pjv9XcrZH1rrlLJm1bjlLZr0swxW1d+vuzyZJVV0nQ5/0L8twMHc2a11IzlBYvWcufpfeynATnVktVHhdZJpq6A/yqRku8b5gGFRXzbBwHt+b+oK+DD5XVbfp7tOTpLu/WlX3TfKnSW41U8aSOamqHUkeleQBuWj/NK9O8tyer5+sr1fVAd39bxmKbjvzD0wyZ4F3kZzxS8b/qaq/GH9+LitaRy2VtW45S2atW87owCTvy7C+7qq6bnf/U1VdJfMe0FoqZ8msxaapu8+qqs8nOaSG+xJ8tDfda2EO4zr0VzP0ZXbtDHf1/nyGbcWJ3f3lmaJ+JsnTq+qJGW5s9A813HX9U+Nrc1kqZ8mspXIusgyP+wmvSfKaGvpmntNSWXK2f9a65STDGc8fynAl3a8n+Yuq+miGm5ieLGdbZK1bzpJZz0lyalW9O8mdM9xkLzXcK2nOusO65SyZtW45S2atW87SWYd191M2DhgLyidW1SNnzlrvPpKr6rlJntfd79zFa3/e3T8xY9bFCq9JZi+8LjVNVfUPSf4gw11MvzUOu0KSByf5he7+/plyDslwxutnd/Hanbr77/alnHF8L8nQ983zk5w/Dj4kwyV8B3X3MTPlXKm7/3MXw6+Z5Lrdfea+lLOL8d8nw51Tf20V49+KrHXLWTJr3XI2ZR6Q5Nrd/bF1yFkya+6cGm4m+owMXSAdmuGS7Gtl6Ovu8T3vDePemGEf4fm7OHPgqO6e9cyB8WDwjTIcKDm/uz835/iXzlkya9U5VXWz7j53znFudZac7Z+1bjkb8q6XJN39maq6WpIfztD933vkbI+sdctZMquqbpnhqqkP9njV1CqsW86SWeuWs2TWuuUsmVVVb0ry1xm+V3xuHHbtDN8rfqS7f3jWvHUuJC9pqcLrUmr6bvKX+BpJVZ3b3Tfb09cA2FpV9a4kD+/uD1fVHZI8ursfXsMN/u7Z3Q+aMevD3X3zPX0NAABgpxq6ADw+w5WO1xoHfy7DFUAndvfmHg0uk/3mHNnl3DW7+6U7i8hJ0t3f6u6Tk1xjC9u1t95XVc+sqjtW1fXGxx2r6pkZztDikn2xqh5cVd/5/6qq/arqmFy8SxIAto8rd/eHk2Q8i+hW4/M/SXLLmbM+UVVPGM8WSDKcOVBVx2XoOgEAAGBSd3+pu4/r7sO7+6DxcUR3H5ehy9VZOSN5JlV1coZ+Tp6fC78A3iBDdwbX7O4f36q27Y0abhjwqAxHNDb28/uaDP38XqyrAwZVdViG/m+OylA4riRXy4XdnKz8snIA9lxVvTLDwdK3Jnlgkqt390/XcEOMD855lvCmMwd2FpM/m2E7+5RezX0WAACAy4mq+mR3HzrrOBWS56Hwyq5U1TWSpLv/ZavbAsC0sV/DX0tyiyQfyHAp2L/WcGO8I7r7XVvaQAAAgA2q6oxLeinJzbr7SrPmKSSzK1W1I0Nh/AG5aGH81RkK49/YqrbtC6rq8Fz8oMKrV92ZOwD7jqq6Z3axne3uU7auVQAAwL6iqj6X5J65eFeqleTvu/t6c+btmHNkl2drWHh9YZIvJ/nNJOePww7J0FXHi5Ics0Xt2vbG/i0fmuTkJDvv1HtIkpOr6uTuPnHLGgfAJRr7tn94kh/L0D3Vt5Kcm+TZ3f32mbP+IMnNkrwgF93OPq6q7tXdj58zDwAAWEuvTXKV7j598wtV9fa5w5yRPJOqekmGwuvzc/HC60HdvU8VXqvq3O6+2Z6+xvD5JLnl5oMHY/cnZ3X3TbemZQBMqarnJflEkr9O8qAkX0nyjiTHZThT+A9nzNrltrSqKsm5thUAAMB244zk+dxuF18Iz0/yrrGwuK/5YlU9OMkruvvbyXfO1HpwLn66PBf17STXy1CM2Oi642sAbE+36+5Hjs/fWVXv6u7fqKq/TXJ6ktkKyUn+o6pu392nbhp++yT/MWMOAADALBSS57NuhdeHJHlKkmdW1Zcy9K1ytQx3sn/IVjZsH/ALSd5SVecl+dQ47NAkN0nymC1rFQCX5htVdePu/khV3TbJ15Oku/+zqua+hOsRSZ5VVd+TC69kukGSC8bXAAAAthVdW8ykqg7LUHg9KkPheGPh9fju/tiWNe4yqqprJEl3/8tWt2VfMR5EuEMu2l/2qd39ra1rFQBTquqoJH+W5D8zHGx/SHe/u6oOTvIr3f2EFWReJxu2Fd392bkzAAAA5qCQvALrUnitqsOT3D8Xv5v8h7auVfuGsY/LzYXk97R/OIBtbVx/X6O7/3mBrAOTHJ2Lbive2N1fXnU2AADAnlJIntE6FV6r6rgkD01yci5688CHJDm5u0/cqrZtd1V1jyTPTHJehmUgGT67myT5+e5+01a1DYBpVXWVDMXdGyT5VpJzk7xpZ7dVM+Y8LMmTkrwpF91W/EiS3+zuF8yZBwAAcFkpJM9k3Qqv4w0Cb9nd39g0fP8kZ7mb/CWrqnOS3Ku7P75p+I2SvL67j9iShgEwqap+PMn/l+SMJHdL8vdJ9ktyqyQ/2d1nzJj14SR33Hz2cVVdPcm7d3EDXwAAgC3lZnvzeVR2XXj9/SRnJdmnCslJvp3kekk+sWn4dcfXuGQ7cuHBhI0+neSKC7cFgN33xCTf393/VlXXTPLi7r5nVX1vkmcn+cEZsyrJro7mf3t8DQAAYFtRSJ7PuhVefyHJW6rqvCSfGocdmqF7hsdsWav2DX+a5NSqOjkXfnY3yHB2+nO3rFUAXJpK8u/j868luVaSdPcZVXXVmbOenOS0qnpTLrqd/ZEkvz1zFgAAwGWma4uZVNXRSf4oQ7+4Fyu8dvcpW9W2vVVV++XiN4w7tbu/tXWt2jdU1RG5eH/Zr+nus7euVQBMqaqnJLlNkr/N0E/yG7r7d6rqoCTv6O5bzpx39ST3zMVvtvelOXMAAADmoJA8I4VXANi3VdW9k9wiyQe6+83jsP2SXLG7/3NLGwcAALCFFJLZY1X12u6+71a3Y19UVSd09wlb3Q4Atq+qOqm7j93qdgAAAGy031Y34PKgql671W2Y2c9udQP2Ye/b6gYAsOeq6qQF4/7vglkAAAC7xRnJC6iq63b3P211OwCAvVNVt+tuBwMBAIDLLYVkdqmqTkvyyiQv6e6PbHV79iVVtSPJo5L8aJLrjYM/neTVSZ7b3d/YqrYBsD1U1YFJfjXJA5JcK0kn+XyGbcWJ3f3lLWweAADAxejaYiZVdfSG5wdW1XOr6oyq+vOquvZWtm0vXT3J1ZK8rareU1W/WFXXu7Q3kSR5YZLbJDkhyb3Hx28muXWSF21dswCYUlVHVtXbqupFVXWDqnpzVV1QVadW1ffNHPeyJF9KctfuPqi7r5HkbuOwl82cBQAAcJk5I3kmVXVad992fP6cJJ9N8idJHpjkLt39gK1s357aND13TvLQDNNyToazlJfsK3KfUlXndvfN9vQ1ALZWVb0nyZMyHEh9apJf7O6XV9Xdk/zv7v6BGbM+3N0339PXAAAAtoozklfjyO5+Ynd/orv/T5LDtrpBl0V3v6O7fz7J9ZM8JclsX6TX1Ber6sFV9Z3/r6rar6qOyXCmGQDb0xW7+w3d/ZIk3d0vz/DkLUm+a+asT1TVEzZetVRV166q45J8auYsAACAy0wheT7XqqpfqqpfTnLVqqoNr+2Ln/O5mwd097e6+5TufuRWNGgf8pAkD0ry2ao6t6rOzXCG+gPH1wDYnv6jqu5RVQ9O0lX1gCSpqrsk+dbMWcckuUaSv6mqL1XVF5O8PclBSX585iwAAIDLTNcWM6mqJ20a9Mzu/kJVXSfJU7v7YVvRrsuiqg7PcBbyu7v7qxuGH93dp2xdy7a/qrpjhhsnfSTJ4RnO4j67u1+/pQ0D4BJV1W0yXHnz7SS/mOR/JXlYks8kOba7/27GrDsm+VB3X1BVByQ5Psltk5yV5He6+4K5sgAAAOagkLyAqnpkdz9vq9uxJ6rqsUkek6FP5NskeXx3v3p87Tv9J3Nx40GFeyXZkeTNSe6Q4SyzH0nyxu5+8ta1DoDdNd4j4A5JzuzuN8087rOS3Lq7v1lVJyX5WpJXJLn7OPyBc+YBAABcVgrJC6iqT3b3oVvdjj1RVWcm+YHu/mpVHZbk5Ule2N1Pr6r3d/fcd69fG+Nnd5skV8rQpcUh3f2VqrpyhrO7v3dLGwjALlXVe7r7DuPzn03y80n+Msk9kvxVd584Y9Y53X3E+PwiB2ir6vTuvs1cWQAAAHPYsdUNWBdVdcYlvZTk2pfw2na2387uLLr741V11yQvr6obZpgmLtk3u/tbSf6tqj7S3V9Jku7+96r69ha3DYBLdsUNz49Nco+xm6rfS/KuJLMVkpN8cMMVSx+oqiO7+71VdbP/194do1YRhVEAPidgE4LBKli6AEGwt7VxDdHCZbgJSxtX4QKstBLcgUUECQpWCmrgt3gJRIuHkCHzhO8r7xT/KWfOzNyb5NeCcwAAABahSF7OUZKHSb7+td4kb64/zpWdtr03M++T5PzL5EdJXia5u260nfez7f7MfE9y/2Kx7WE2+24CsJv22t7K5pDczsznJJmZb23PFp71NMnzts+SfEnytu1JkpPzawAAADtFkbycV0kOLorXy9q+vv44V3ac5I+H5pk5S3Lc9sU6kf4bD2bmR5LMzOXi+EaSx+tEAuAfHCZ5l81L4Gl7e2Y+tT3Iwn/jnB+m96TtzSR3srkn+zgzp0vOAQAAWIo9kgEAtmi7n+RoZj6snQUAAGAtimQAAAAAALbaWzsAAAAAAAC7TZEMAAAAAMBWimQAAAAAALZSJAMAAAAAsNVviD1oDurcz/kAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1800x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['battery_level'].value_counts().sort_index().plot(kind='bar', figsize=[25, 5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6.0.1     5\n",
       "7.0      21\n",
       "7.1.1     9\n",
       "8.0.0    60\n",
       "8.1.0     5\n",
       "Name: version, dtype: int64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['version'].value_counts().sort_index().plot(kind='bar', figsize=[25, 5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}