adjust_houmch.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Houmch - houmaanch@gmail.com"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from scipy.stats import ttest_ind\n",
    "from scipy.stats import chi2_contingency \n",
    "pd.options.mode.chained_assignment = None\n",
    "from collections import Counter\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "import seaborn as sns\n",
    "sns.set(style=\"darkgrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A- Reading input into dataframe:\n",
    "For a detailed description on each of these columns, please refer to the task desciption provided in a separate file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>adid</th>\n",
       "      <th>network_name</th>\n",
       "      <th>installed_at</th>\n",
       "      <th>activity_kind</th>\n",
       "      <th>event_name</th>\n",
       "      <th>created_at</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1dcedd19b197650bd08a1f521caa3f8b</td>\n",
       "      <td>Organic</td>\n",
       "      <td>2019-07-06 00:07:04</td>\n",
       "      <td>event</td>\n",
       "      <td>get_contact</td>\n",
       "      <td>2019-07-08 15:33:44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>d621e1bfa590881a68581733052dce57</td>\n",
       "      <td>Organic</td>\n",
       "      <td>2019-07-06 00:14:50</td>\n",
       "      <td>event</td>\n",
       "      <td>get_contact</td>\n",
       "      <td>2019-07-08 15:53:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7107c045edc8eb4740ea7d8d7fd0b4aa</td>\n",
       "      <td>Organic</td>\n",
       "      <td>2019-07-06 00:33:40</td>\n",
       "      <td>event</td>\n",
       "      <td>new_post_submit</td>\n",
       "      <td>2019-07-08 10:24:14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>32a53ff379ace92a650f0a41f1d02af1</td>\n",
       "      <td>Organic</td>\n",
       "      <td>2019-07-06 02:33:10</td>\n",
       "      <td>event</td>\n",
       "      <td>get_contact</td>\n",
       "      <td>2019-07-08 09:21:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1eaeca850ef726e6c12475e099a9d9de</td>\n",
       "      <td>Organic</td>\n",
       "      <td>2019-07-06 03:28:56</td>\n",
       "      <td>event</td>\n",
       "      <td>get_contact</td>\n",
       "      <td>2019-07-06 14:00:28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               adid network_name        installed_at  \\\n",
       "0  1dcedd19b197650bd08a1f521caa3f8b      Organic 2019-07-06 00:07:04   \n",
       "1  d621e1bfa590881a68581733052dce57      Organic 2019-07-06 00:14:50   \n",
       "2  7107c045edc8eb4740ea7d8d7fd0b4aa      Organic 2019-07-06 00:33:40   \n",
       "3  32a53ff379ace92a650f0a41f1d02af1      Organic 2019-07-06 02:33:10   \n",
       "4  1eaeca850ef726e6c12475e099a9d9de      Organic 2019-07-06 03:28:56   \n",
       "\n",
       "  activity_kind       event_name          created_at  \n",
       "0         event      get_contact 2019-07-08 15:33:44  \n",
       "1         event      get_contact 2019-07-08 15:53:04  \n",
       "2         event  new_post_submit 2019-07-08 10:24:14  \n",
       "3         event      get_contact 2019-07-08 09:21:11  \n",
       "4         event      get_contact 2019-07-06 14:00:28  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('adjust_sampled_data.csv', index_col=0)\n",
    "df['installed_at'] = pd.to_datetime(df['installed_at'])\n",
    "df['created_at'] = pd.to_datetime(df['created_at'])\n",
    "df.drop_duplicates(inplace=True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### B- Defining some dataframes and lists:\n",
    "These dataframes and lists will help us in upcoming sections."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "not_event_df = df[df.activity_kind != 'event']\n",
    "df_nodup = df.drop_duplicates(subset=['adid'])\n",
    "install_df = not_event_df[not_event_df.activity_kind == 'install']\n",
    "valid_net_names = ['Organic', 'Tapsell', 'Adwords UAC Installs', 'Cafebazaar-searchad']\n",
    "valid_event_names = ['get_contact', 'new_post_submit', np.nan]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### C- Data exploration:\n",
    "We should eliminate all rows that their activity kind is 'uninstall' and their timestamp ('create_at') is after the first uninstall for each user, since we only have one activity named 'install' for each user in our data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "uninstall_df = df[df.activity_kind == 'uninstall']\n",
    "uninstall_df.drop_duplicates(subset=['adid'], inplace=True, keep='first')\n",
    "\n",
    "df = df[df.activity_kind != 'uninstall']\n",
    "df = df.append(uninstall_df)\n",
    "\n",
    "grouped_by_adid = df.groupby(['adid'])\n",
    "forcheck_df = grouped_by_adid['activity_kind'].value_counts().unstack(level=1)\n",
    "sorted_df = df.sort_values(by=['adid', 'created_at'], ascending = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some adid's does not have a row containing 'install' event. But it is fine since there is a column for it. There are 6732 unique entities with this issue."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6723"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(forcheck_df[forcheck_df['install'].isnull()].index.unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All entites either has one install time or none. Of those 6732 that does not have row with event == 'install', all entites has only got one 'installed_at' value. So all users has got only one 'install dt' value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6723,)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "install_nan_adids = forcheck_df[forcheck_df['install'].isnull()].index.to_list()\n",
    "selected_elements = sorted_df[sorted_df.adid.isin(install_nan_adids)].groupby(['adid'])['installed_at'].unique().values\n",
    "selected_elements.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### D- Pre checkings:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Event name present for all rows with activity_kind = ~event~\n",
      "----------------------------------------------------------------\n",
      "Event name is null for all rows with activity_kind != ~event~\n",
      "----------------------------------------------------------------\n",
      "Network name should only be specific elements\n",
      "----------------------------------------------------------------\n",
      "Event name should only be specific elements\n",
      "----------------------------------------------------------------\n",
      "installed_at and created_at must be equal when activity_kind = ~install~\n",
      "----------------------------------------------------------------\n",
      "All uninstall dates should be further away from install date\n"
     ]
    }
   ],
   "source": [
    "print(\"Event name present for all rows with activity_kind = ~event~\")\n",
    "assert(df[df.activity_kind == 'event'].event_name.isna().sum() == 0)\n",
    "print('----------------------------------------------------------------')\n",
    "print(\"Event name is null for all rows with activity_kind != ~event~\")\n",
    "assert(not_event_df.event_name.isna().sum() == len(not_event_df.index))\n",
    "print('----------------------------------------------------------------')\n",
    "print(\"Network name should only be specific elements\")\n",
    "assert(set(df['network_name'].unique()) == set(valid_net_names))\n",
    "print('----------------------------------------------------------------')\n",
    "print(\"Event name should only be specific elements\")\n",
    "assert(set(df['event_name'].unique()) == set(valid_event_names))\n",
    "print('----------------------------------------------------------------')\n",
    "print(\"installed_at and created_at must be equal when activity_kind = ~install~\")\n",
    "assert(install_df['installed_at'].equals(install_df['created_at']))\n",
    "print('----------------------------------------------------------------')\n",
    "print(\"All uninstall dates should be further away from install date\")\n",
    "assert(len(uninstall_df[uninstall_df['created_at'].lt(uninstall_df['installed_at'])].index) == 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1:\n",
    "### 1-1:\n",
    "In this part, we will try to measure percentage of users who have performed at least one activity from kinds **get_contact** and **new_post_submit** in the three day period following their signup."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "event_df = df[df.activity_kind == 'event']\n",
    "event_df['timedelta'] = event_df['created_at'] - event_df['installed_at']\n",
    "temp_df = event_df.groupby(['adid']).min()\n",
    "valid_adids = temp_df[temp_df['timedelta'].dt.days < 3].index.to_list()\n",
    "\n",
    "target_df = event_df[event_df['adid'].isin(valid_adids)].drop_duplicates(subset=['adid'])\n",
    "\n",
    "metric1_values = target_df.groupby(['network_name']).count()['adid']\n",
    "usercount_per_network = df.groupby(['network_name'])['adid'].unique()\n",
    "\n",
    "percentage_series = metric1_values / usercount_per_network.str.len()\n",
    "x_axis = percentage_series.index\n",
    "y_axis = percentage_series.values * 100\n",
    "\n",
    "plt.figure(figsize=(15, 6))\n",
    "plt.bar(x_axis,y_axis, color='skyblue')\n",
    "plt.xlabel(\"Traffic source\", size=12)\n",
    "plt.ylabel(\"Percentage\", size=12)\n",
    "plt.title('% of Users who have returned in 3 days', size=13)\n",
    "for x,y in zip(x_axis,y_axis):\n",
    "    label = \"{:.2f}\".format(y)\n",
    "    plt.annotate(label, (x,y), textcoords=\"offset points\", xytext=(0,3),\n",
    "                 ha='center')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1-2:\n",
    "We should redefine 'target' here. There are some users that we do not have enough data for them and their entries must be deleted.Specially those who do not have a lifetime of 30 days or more."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def set_color(inp_lst):\n",
    "    colors = []\n",
    "    for i in inp_lst:\n",
    "        if i<5:\n",
    "            colors.append('skyblue')\n",
    "        elif i>=3:\n",
    "            colors.append('lightgreen')\n",
    "    return colors\n",
    "    \n",
    "\n",
    "temp2_df = event_df.groupby(['adid']).max()\n",
    "new_valid_adids = temp2_df[temp2_df['timedelta'].dt.days >= 30].index.to_list()\n",
    "target_df = event_df[event_df['adid'].isin(new_valid_adids)]\n",
    "\n",
    "first_event_df = target_df.groupby(['adid']).min()[['created_at']]\n",
    "first_event_df['adid'] = first_event_df.index\n",
    "first_event_df.columns = ['first_event_at', 'adid']\n",
    "first_event_df.index.names = ['index']\n",
    "\n",
    "merged_target_df = pd.merge(target_df, first_event_df, on='adid')\n",
    "merged_target_df['timedelta_2'] = (merged_target_df['created_at'] - merged_target_df['first_event_at']).dt.days\n",
    "merged_target_df.drop_duplicates(subset=['adid', 'timedelta_2'], inplace=True)\n",
    "\n",
    "all_x_axis = []\n",
    "all_y_axis = []\n",
    "retention_gp = merged_target_df.groupby(['network_name'])['timedelta_2']\n",
    "for i in valid_net_names:\n",
    "    count_dict = Counter(retention_gp.get_group(i).to_list())\n",
    "    net_size = len(usercount_per_network[i])\n",
    "    x_axis = []\n",
    "    y_axis = []\n",
    "    fig = plt.figure(figsize=(15, 6))\n",
    "    ax = fig.add_axes([0,0,1,1])\n",
    "    for j in range(31):\n",
    "        x_axis.append(j)\n",
    "        y_axis.append(100 * count_dict[j] / net_size)\n",
    "    all_x_axis.append(x_axis)\n",
    "    all_y_axis.append(y_axis)\n",
    "    plt.bar(x_axis,y_axis, color=set_color(y_axis))\n",
    "    for x,y in zip(x_axis,y_axis):\n",
    "        label = \"{:.2f}\".format(y)\n",
    "        plt.annotate(label, (x,y), textcoords=\"offset points\", xytext=(0,5),\n",
    "                     ha='center')\n",
    "    plt.xlabel(\"Days\", size=14)\n",
    "    plt.ylabel(\"Rate\", size=14)\n",
    "    plt.title('Retention rate: {}'.format(i), size=14)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1b8814db648>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 10))\n",
    "plt.plot(all_x_axis[0],all_y_axis[0], 'g--', label= valid_net_names[0])\n",
    "plt.plot(all_x_axis[1],all_y_axis[1], 'r-o', label= valid_net_names[1])\n",
    "plt.plot(all_x_axis[2],all_y_axis[2], 'b-*', label= valid_net_names[2])\n",
    "plt.plot(all_x_axis[3],all_y_axis[3], 'y->', label= valid_net_names[3])\n",
    "plt.xlabel(\"Days\", size=14)\n",
    "plt.ylabel(\"Rate\", size=14)\n",
    "plt.title('Retention rates combined', size=14)\n",
    "plt.legend(prop={'size': 15})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2:\n",
    "### 2-1:\n",
    "For visualization purposes, installation datetime values have been grouped into 5 minute intervals."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_nodup['install_h'] = df_nodup['installed_at'].dt.hour\n",
    "df_nodup['install_m'] = df_nodup['installed_at'].dt.minute\n",
    "df_nodup['install_m'] = df_nodup['install_m'].apply(lambda x: int(x / 5)*5)\n",
    "grouped = df_nodup.groupby(['network_name'])\n",
    "fig_index = 1\n",
    "for i in valid_net_names:\n",
    "    current_gp_df = grouped.get_group(i)\n",
    "    a = current_gp_df.groupby(['install_h', 'install_m']).count()['adid']\n",
    "    a = a.reset_index(level=[0,1])\n",
    "    a['time'] = a['install_h'].astype(str) + ':' + a['install_m'].astype(str)\n",
    "    del a['install_h'], a['install_m']\n",
    "    a.set_index('time', inplace=True)\n",
    "    a.columns = ['count']\n",
    "    a.plot(figsize=(18, 5))\n",
    "    plt.title('Distribution of installation times: {}'.format(i), size=15)\n",
    "    plt.ylabel('Count')\n",
    "    plt.show()\n",
    "    fig_index += 1\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2-2:\n",
    "For this part, we have excluded those users that does not have a row with an event (get_contact or submit). After plotting distribution of days between actions, it's clear that more than 80% of values are within 1 day. So only those timeintervals LQ than 1 days will be considered."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "range_list = [0, 10, 30, 60, 120, 240, 360, 720,\n",
    "              960, 1200, np.inf]\n",
    "valid_adids = forcheck_df[forcheck_df['event'].notnull()].index.to_list()\n",
    "for i in valid_net_names:\n",
    "    modified_sorted_df = sorted_df[sorted_df.adid.isin(valid_adids)]\n",
    "    modified_sorted_df = modified_sorted_df[modified_sorted_df['network_name'] == i]\n",
    "    modified_sorted_df['timedelta'] = modified_sorted_df.created_at.diff()\n",
    "    modified_sorted_df['timedelta'] = np.where(modified_sorted_df['adid'] == modified_sorted_df['adid'].shift(1), \n",
    "                                              modified_sorted_df['timedelta'], np.nan)\n",
    "    \n",
    "    modified_sorted_df['timedelta_h'] = modified_sorted_df['timedelta'].dt.total_seconds()/3600\n",
    "    modified_sorted_df['timedelta_m'] = modified_sorted_df['timedelta'].dt.total_seconds()/60\n",
    "    modified_sorted_df = modified_sorted_df[(modified_sorted_df['activity_kind'] == 'event') & \n",
    "                                           (modified_sorted_df['timedelta_h'] <= 23)]\n",
    "    \n",
    "    a = modified_sorted_df.groupby(pd.cut(modified_sorted_df['timedelta_m'], \n",
    "                                          np.array(range_list))).count().adid\n",
    "    a.plot(figsize=(18, 5))\n",
    "    plt.title('Distribution of time intervals in a day: {}'.format(i), size=15)\n",
    "    plt.ylabel('Count')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3:\n",
    "As shown below, Final value must be calculated by \"total_points\"/\"install_count\". Normalization is essential here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "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>total_points</th>\n",
       "      <th>install_count</th>\n",
       "      <th>resulting_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Adwords UAC Installs</th>\n",
       "      <td>4505060</td>\n",
       "      <td>14714</td>\n",
       "      <td>306.175071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Organic</th>\n",
       "      <td>3311950</td>\n",
       "      <td>11627</td>\n",
       "      <td>284.849918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tapsell</th>\n",
       "      <td>1589060</td>\n",
       "      <td>6393</td>\n",
       "      <td>248.562490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cafebazaar-searchad</th>\n",
       "      <td>3121520</td>\n",
       "      <td>14894</td>\n",
       "      <td>209.582382</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      total_points  install_count  resulting_value\n",
       "Adwords UAC Installs       4505060          14714       306.175071\n",
       "Organic                    3311950          11627       284.849918\n",
       "Tapsell                    1589060           6393       248.562490\n",
       "Cafebazaar-searchad        3121520          14894       209.582382"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_df['value'] = np.where(event_df['event_name'] == 'get_contact', 10,\n",
    "                            np.where(event_df['event_name'] == 'new_post_submit', 100, 0))\n",
    "event_gp = event_df.groupby(['network_name'])\n",
    "value_series = event_gp.value.sum().sort_values(ascending = False)\n",
    "costs_series = event_gp.adid.nunique()\n",
    "value_df = pd.concat([value_series, costs_series], axis=1)\n",
    "value_df.columns = ['total_points', 'install_count']\n",
    "value_df['resulting_value'] = value_df['total_points'] / value_df['install_count']\n",
    "value_df.sort_values(by=['resulting_value'], ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4:\n",
    "\n",
    "<h3> <mark>first method:</mark></h3> \n",
    "Consider distribution of each amount of 'new_post' or 'get_contact' per user, calculate diff with all_df and other network, average all values to report a weighted average improvement in that category.As we can see, using this method to consider impact, tapsell does not seem to be doing much better than others in get_contact and Adwords has improved about 3.5 percent compared to all networks in terms of post_submit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Relative improvement of Adwords in post_submit compared to all networks:  3.4714981729281504\n",
      "Relative improvement of Adwords in post_submit compared to Tapsell:  4.599828457073358\n",
      "--------------------------------------------\n",
      "Relative improvement of Tapsell in get_contact compared to all networks:  12.708940971190405\n",
      "Relative improvement of Tapsell in get_contact compared to Adwords:  15.236393226844216\n"
     ]
    }
   ],
   "source": [
    "tapsell_df = df[df['network_name'] == 'Tapsell']\n",
    "adwords_df = df[df['network_name'] == 'Adwords UAC Installs']\n",
    "\n",
    "all_series = df.groupby(['adid'])['event_name'].value_counts()\n",
    "tap_series = tapsell_df.groupby(['adid'])['event_name'].value_counts()\n",
    "ad_series = adwords_df.groupby(['adid'])['event_name'].value_counts()\n",
    "\n",
    "all_event_counts = all_series.unstack(level=1)\n",
    "all_event_counts.fillna(0, inplace=True)\n",
    "tap_event_counts = tap_series.unstack(level=1)\n",
    "tap_event_counts.fillna(0, inplace=True)\n",
    "add_event_counts = ad_series.unstack(level=1)\n",
    "add_event_counts.fillna(0, inplace=True)\n",
    "\n",
    "\n",
    "##-------------------------------------------- new_post_submit -------------------------------------------\n",
    "ad_post_submit = add_event_counts['new_post_submit'].value_counts() / len(add_event_counts.index) * 100\n",
    "all_post_submit = all_event_counts['new_post_submit'].value_counts() / len(all_event_counts.index) * 100\n",
    "tap_post_submit = tap_event_counts['new_post_submit'].value_counts() / len(tap_event_counts.index) * 100\n",
    "\n",
    "nps_comp = pd.concat([ad_post_submit.rename('nps_adwords'), \n",
    "                      all_post_submit.rename('nps_all'), tap_post_submit.rename('nps_tap')], axis=1).reset_index()\n",
    "del nps_comp['index']\n",
    "nps_comp.fillna(0, inplace=True)\n",
    "\n",
    "nps_comp['diff_to_all'] = (nps_comp['nps_adwords'] - nps_comp['nps_all']) * nps_comp['nps_adwords'] / 100 \n",
    "nps_comp['diff_to_all'][0] = -(nps_comp['diff_to_all'][0])\n",
    "nps_adall_point = nps_comp['diff_to_all'].mean()\n",
    "\n",
    "nps_comp['diff_to_tap'] = (nps_comp['nps_adwords'] - nps_comp['nps_tap']) * nps_comp['nps_adwords'] / 100 \n",
    "nps_comp['diff_to_tap'][0] = -(nps_comp['diff_to_tap'][0])\n",
    "nps_adtap_point = nps_comp['diff_to_tap'].mean()\n",
    "\n",
    "print('Relative improvement of Adwords in post_submit compared to all networks: ', nps_adall_point * 100)\n",
    "print('Relative improvement of Adwords in post_submit compared to Tapsell: ', nps_adtap_point * 100)\n",
    "print('--------------------------------------------')\n",
    "\n",
    "##-------------------------------------------- get_contact -------------------------------------------\n",
    "ad_get_contact = add_event_counts['get_contact'].value_counts() / len(add_event_counts.index) * 100\n",
    "all_get_contact = all_event_counts['get_contact'].value_counts() / len(all_event_counts.index) * 100\n",
    "tap_get_contact = tap_event_counts['get_contact'].value_counts() / len(tap_event_counts.index) * 100\n",
    "\n",
    "get_comp = pd.concat([ad_get_contact.rename('get_adwords'), \n",
    "                      all_get_contact.rename('get_all'), tap_get_contact.rename('get_tap')], axis=1).reset_index()\n",
    "del get_comp['index']\n",
    "get_comp.fillna(0, inplace=True)\n",
    "\n",
    "get_comp['diff_to_all'] = (get_comp['get_tap'] - get_comp['get_all']) * get_comp['get_tap'] / 100\n",
    "get_comp['diff_to_all'][0] = -(get_comp['diff_to_all'][0])\n",
    "get_tapall_point = get_comp['diff_to_all'].mean() * 100\n",
    "\n",
    "get_comp['diff_to_ad'] = (get_comp['get_tap'] - get_comp['get_adwords']) * get_comp['get_tap'] / 100\n",
    "get_comp['diff_to_ad'][0] = -(get_comp['diff_to_ad'][0])\n",
    "get_tapad_point = get_comp['diff_to_ad'].mean() * 100\n",
    "\n",
    "\n",
    "print('Relative improvement of Tapsell in get_contact compared to all networks: ', get_tapall_point * 100)\n",
    "print('Relative improvement of Tapsell in get_contact compared to Adwords: ', get_tapad_point * 100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3> <mark>Second method:</mark> Use hypothesis testing.</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "p value for get_contact is 0.0646993038362634\n",
      "Entry channel and count of performed get_contacts are independent\n",
      "----------------------------------------------------------------------------\n",
      "p value for post_submit is 2.4248217708587703e-06\n",
      "Entry channel and count of performed post_submits are dependent\n",
      "----------------------------------------------------------------------------\n",
      "p value for get_contact is 0.4426811685062082\n",
      "Entry channel and occurance of get_contacts are independent\n",
      "----------------------------------------------------------------------------\n",
      "p value for post_submit is 1.895535619939454e-13\n",
      "Entry channel and occurance of post_submits are dependent\n",
      "----------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "alpha = 0.05\n",
    "def chi(method_desc):\n",
    "    get_contact_df = combined_nets[['get_contact']]\n",
    "    gc = get_contact_df.groupby(['network'])['get_contact'].value_counts().unstack(level=1)\n",
    "    gc.fillna(0, inplace=True)\n",
    "\n",
    "    data = gc.values\n",
    "    stat, p, dof, expected = chi2_contingency(data) \n",
    "    print(\"p value for get_contact is \" + str(p)) \n",
    "    if p <= alpha: \n",
    "        print('Entry channel and {} get_contacts are dependent'.format(method_desc)) \n",
    "    else: \n",
    "        print('Entry channel and {} get_contacts are independent'.format(method_desc))\n",
    "    print('----------------------------------------------------------------------------')\n",
    "\n",
    "    post_sub_df = combined_nets[['new_post_submit']]\n",
    "    ps = post_sub_df.groupby(['network'])['new_post_submit'].value_counts().unstack(level=1)\n",
    "    ps.fillna(0, inplace=True)\n",
    "\n",
    "    data = ps.values\n",
    "    stat, p, dof, expected = chi2_contingency(data) \n",
    "    print(\"p value for post_submit is \" + str(p)) \n",
    "    if p <= alpha: \n",
    "        print('Entry channel and {} post_submits are dependent'.format(method_desc)) \n",
    "    else: \n",
    "        print('Entry channel and {} post_submits are independent'.format(method_desc))\n",
    "    print('----------------------------------------------------------------------------')\n",
    "\n",
    "    \n",
    "    \n",
    "add_event_counts['network'] = 'Adwords'\n",
    "tap_event_counts['network'] = 'Tapsell'\n",
    "combined_nets = add_event_counts.append(tap_event_counts)\n",
    "combined_nets.set_index('network', inplace=True)\n",
    "chi('count of performed')\n",
    "\n",
    "combined_nets.loc[combined_nets['get_contact'] > 0, 'get_contact'] = 1\n",
    "combined_nets.loc[combined_nets['new_post_submit'] > 0, 'new_post_submit'] = 1\n",
    "chi('occurance of')"
   ]
  }
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