Google Analytics 4 API - Analyzing my blog page data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "324dcbca",
   "metadata": {},
   "source": [
    "### Google Analytics 4 API - Analyzing my blog page data: [emrecanduran.com](https://emrecanduran.com)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a30763c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data and Visualization\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# Date and Time\n",
    "from datetime import date\n",
    "from datetime import timedelta\n",
    "\n",
    "# Google Analytics\n",
    "import os\n",
    "from google.analytics.data_v1beta import BetaAnalyticsDataClient\n",
    "from google.analytics.data_v1beta.types import DateRange\n",
    "from google.analytics.data_v1beta.types import Dimension\n",
    "from google.analytics.data_v1beta.types import Metric\n",
    "from google.analytics.data_v1beta.types import RunReportRequest\n",
    "from google.analytics.data_v1beta.types import OrderBy"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b80f4b58",
   "metadata": {},
   "source": [
    "#### Set up global variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9dcbdce3",
   "metadata": {},
   "outputs": [],
   "source": [
    "os.environ[\"GOOGLE_APPLICATION_CREDENTIALS\"] = 'ga4data-1697287110753-7409c9ffa28c.json'\n",
    "property_id = 'GA4_propery_id' \n",
    "\n",
    "client = BetaAnalyticsDataClient()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "760217a7",
   "metadata": {},
   "source": [
    "#### Run report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9c14757c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def format_report(request):\n",
    "    response = client.run_report(request)\n",
    "    \n",
    "    # Row index\n",
    "    row_index_names = [header.name for header in response.dimension_headers]\n",
    "    row_header = []\n",
    "    for i in range(len(row_index_names)):\n",
    "        row_header.append([row.dimension_values[i].value for row in response.rows])\n",
    "\n",
    "    row_index_named = pd.MultiIndex.from_arrays(np.array(row_header), names = np.array(row_index_names))\n",
    "    \n",
    "    # Row flat data\n",
    "    metric_names = [header.name for header in response.metric_headers]\n",
    "    data_values = []\n",
    "    for i in range(len(metric_names)):\n",
    "        data_values.append([row.metric_values[i].value for row in response.rows])\n",
    "\n",
    "    output = pd.DataFrame(data = np.transpose(np.array(data_values, dtype = 'f')), \n",
    "                          index = row_index_named, columns = metric_names)\n",
    "    return output"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15b61be6",
   "metadata": {},
   "source": [
    "### Monthly New User, Active User, and Session Metrics Comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6ad94f04",
   "metadata": {},
   "outputs": [],
   "source": [
    "start_date = '2023-01-01'\n",
    "end_date = '2023-06-30'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5638bbf6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "property: \"properties/343225696\"\n",
       "dimensions {\n",
       "  name: \"month\"\n",
       "}\n",
       "metrics {\n",
       "  name: \"newUsers\"\n",
       "}\n",
       "metrics {\n",
       "  name: \"activeUsers\"\n",
       "}\n",
       "metrics {\n",
       "  name: \"sessions\"\n",
       "}\n",
       "date_ranges {\n",
       "  start_date: \"2023-01-01\"\n",
       "  end_date: \"2023-06-30\"\n",
       "}\n",
       "order_bys {\n",
       "  dimension {\n",
       "    dimension_name: \"month\"\n",
       "  }\n",
       "}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Run report\n",
    "monthly_metrics_comparison_request = RunReportRequest(\n",
    "        property='properties/'+property_id,\n",
    "        dimensions=[Dimension(name=\"month\")],\n",
    "        metrics=[Metric(name=\"newUsers\"), \n",
    "                 Metric(name=\"activeUsers\"),\n",
    "                 Metric(name='sessions')],\n",
    "        order_bys = [OrderBy(dimension = {'dimension_name': 'month'}, desc=False)],\n",
    "        date_ranges=[DateRange(start_date=start_date, end_date=end_date)],\n",
    "    )\n",
    "\n",
    "monthly_metrics_comparison_request"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9227ab60",
   "metadata": {},
   "outputs": [],
   "source": [
    "monthly_metrics_comparison = format_report(monthly_metrics_comparison_request)\n",
    "\n",
    "# Export & load the data\n",
    "monthly_metrics_comparison.reset_index().to_excel('Monthly_metrics_comparison.xlsx', sheet_name = 'GA4_report_monthly_metrics', engine = 'xlsxwriter')\n",
    "monthly_metrics_comparison = pd.read_excel('Monthly_metrics_comparison.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "53cbf392",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9, 4))\n",
    "\n",
    "metrics = ['newUsers', 'activeUsers', 'sessions'] \n",
    "colors = {'newUsers': 'blue', 'activeUsers': 'green', 'sessions': 'red'}\n",
    "\n",
    "for metric in metrics: \n",
    "    sns.lineplot(data=monthly_metrics_comparison, x='month', y=metric, label=metric, color=colors[metric])\n",
    "    \n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Active Users')\n",
    "plt.title('Monthly New User, Active User, and Session Metrics Comparison')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31fce4b4",
   "metadata": {},
   "source": [
    "- New users: The number of users who interacted with your site or launched your app for the first time (event triggered: first_open or first_visit). \n",
    "\n",
    "- Active users: The number of distinct users who visited your site or app.\n",
    "\n",
    "- Sessions: The number of sessions that began on your site or app (event triggered: session_start)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1cfa39c5",
   "metadata": {},
   "source": [
    "### Top 15 Landing Pages by Active Users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "1ba1dff2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "property: \"properties/343225696\"\n",
       "dimensions {\n",
       "  name: \"landingPage\"\n",
       "}\n",
       "metrics {\n",
       "  name: \"activeUsers\"\n",
       "}\n",
       "metrics {\n",
       "  name: \"bounceRate\"\n",
       "}\n",
       "date_ranges {\n",
       "  start_date: \"2023-01-01\"\n",
       "  end_date: \"2023-06-30\"\n",
       "}\n",
       "order_bys {\n",
       "  dimension {\n",
       "    dimension_name: \"activeUsers\"\n",
       "  }\n",
       "  desc: true\n",
       "}"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Run report\n",
    "landing_page_users_request = RunReportRequest(\n",
    "        property='properties/'+property_id,\n",
    "        dimensions=[Dimension(name=\"landingPage\")],\n",
    "        metrics=[Metric(name=\"activeUsers\"),\n",
    "                 Metric(name=\"bounceRate\")],\n",
    "        order_bys = [OrderBy(dimension = {'dimension_name': 'activeUsers'}, desc=True)],\n",
    "        date_ranges=[DateRange(start_date=start_date, end_date=end_date)],\n",
    "    )\n",
    "\n",
    "landing_page_users_request"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "f408dbe6",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Top 15 Landing Pages and, its Bounce Rate\n"
     ]
    },
    {
     "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>activeUsers</th>\n",
       "      <th>bounceRate</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>landingPage</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>/2021/06/02/mail-nasil-yazilir</th>\n",
       "      <td>755</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/2020/02/22/erasmus-staj-programi-hollanda</th>\n",
       "      <td>651</td>\n",
       "      <td>0.139163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/2019/12/29/nedir-bu-aiesec</th>\n",
       "      <td>622</td>\n",
       "      <td>0.129078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/2020/02/26/erasmus-programi-romanya</th>\n",
       "      <td>613</td>\n",
       "      <td>0.123367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/2021/02/07/europass-cv-nasil-hazirlanir</th>\n",
       "      <td>551</td>\n",
       "      <td>0.081731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(not set)</th>\n",
       "      <td>331</td>\n",
       "      <td>0.883827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/2020/04/29/erasmus-staj-programi-ingiltere</th>\n",
       "      <td>272</td>\n",
       "      <td>0.141379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/2021/04/25/motivasyon-mektubu-nasil-yazilir</th>\n",
       "      <td>253</td>\n",
       "      <td>0.144330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>236</td>\n",
       "      <td>0.721831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/2020/04/10/almanyada-yuksek-lisans</th>\n",
       "      <td>168</td>\n",
       "      <td>0.075269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/2020/02/02/hindistan-deneyimi-aiesec-jaipur</th>\n",
       "      <td>159</td>\n",
       "      <td>0.145631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/2020/02/15/misir-deneyimi-aiesec-ainsham</th>\n",
       "      <td>147</td>\n",
       "      <td>0.086420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/2020/04/20/erasmus-programi-macaristan</th>\n",
       "      <td>146</td>\n",
       "      <td>0.089744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/2021/09/03/erasmus-staj-programi-litvanya</th>\n",
       "      <td>132</td>\n",
       "      <td>0.121429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/2021/02/12/aiesec-danismanlik-ucreti-ve-sure-tablosu</th>\n",
       "      <td>103</td>\n",
       "      <td>0.258929</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    activeUsers  bounceRate\n",
       "landingPage                                                                \n",
       "/2021/06/02/mail-nasil-yazilir                              755    0.250000\n",
       "/2020/02/22/erasmus-staj-programi-hollanda                  651    0.139163\n",
       "/2019/12/29/nedir-bu-aiesec                                 622    0.129078\n",
       "/2020/02/26/erasmus-programi-romanya                        613    0.123367\n",
       "/2021/02/07/europass-cv-nasil-hazirlanir                    551    0.081731\n",
       "(not set)                                                   331    0.883827\n",
       "/2020/04/29/erasmus-staj-programi-ingiltere                 272    0.141379\n",
       "/2021/04/25/motivasyon-mektubu-nasil-yazilir                253    0.144330\n",
       "                                                            236    0.721831\n",
       "/2020/04/10/almanyada-yuksek-lisans                         168    0.075269\n",
       "/2020/02/02/hindistan-deneyimi-aiesec-jaipur                159    0.145631\n",
       "/2020/02/15/misir-deneyimi-aiesec-ainsham                   147    0.086420\n",
       "/2020/04/20/erasmus-programi-macaristan                     146    0.089744\n",
       "/2021/09/03/erasmus-staj-programi-litvanya                  132    0.121429\n",
       "/2021/02/12/aiesec-danismanlik-ucreti-ve-sure-t...          103    0.258929"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "landing_table = format_report(landing_page_users_request)\n",
    "landing_table['activeUsers'] = landing_table['activeUsers'].astype('int')\n",
    "\n",
    "print('\\nTop 15 Landing Pages and, its Bounce Rate')\n",
    "display(landing_table[0:15]) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80bb9b33",
   "metadata": {},
   "source": [
    "#### While you can see bounce rate in UA, this feature has been removed in GA4. You have to create a report in GA4 to see it."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0c7e506",
   "metadata": {},
   "source": [
    "- Landing page: The page path associated with the first pageview in a session.\n",
    "\n",
    "- Bounce rate: The percentage of sessions that were not engaged ((Sessions Minus Engaged sessions) divided by Sessions). This metric is returned as a fraction; for example, 0.2761 means 27.61% of sessions were bounces."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4aa319cc",
   "metadata": {},
   "source": [
    "### Events Comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "460bb35e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "property: \"properties/343225696\"\n",
       "dimensions {\n",
       "  name: \"eventName\"\n",
       "}\n",
       "metrics {\n",
       "  name: \"activeUsers\"\n",
       "}\n",
       "date_ranges {\n",
       "  start_date: \"2023-01-01\"\n",
       "  end_date: \"2023-06-30\"\n",
       "}\n",
       "order_bys {\n",
       "  dimension {\n",
       "    dimension_name: \"activeUsers\"\n",
       "  }\n",
       "  desc: true\n",
       "}"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Run report\n",
    "event_request = RunReportRequest(\n",
    "        property='properties/'+property_id,\n",
    "        dimensions=[Dimension(name=\"eventName\")],\n",
    "        metrics=[Metric(name=\"activeUsers\")],\n",
    "        order_bys = [OrderBy(dimension = {'dimension_name': 'activeUsers'}, desc=True)],\n",
    "        date_ranges=[DateRange(start_date=start_date, end_date=end_date)],\n",
    "    )\n",
    "\n",
    "event_request"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "cac1dc29",
   "metadata": {},
   "outputs": [],
   "source": [
    "event_comparison = format_report(event_request)\n",
    "\n",
    "# Export & load the data\n",
    "event_comparison.reset_index().to_excel('event_comparison.xlsx', sheet_name = 'GA4_report_event', engine = 'xlsxwriter')\n",
    "event_comparison = pd.read_excel('event_comparison.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "id": "0a839269",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "ax = sns.barplot(data=event_comparison, x='activeUsers', y='eventName',estimator=\"sum\", palette='Blues_r')\n",
    "ax.bar_label(ax.containers[0], fontsize=11);\n",
    "\n",
    "plt.title('Event Distribution by Active Users')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ceacb51",
   "metadata": {},
   "source": [
    "### Monthly Traffic Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "384f57cc",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "property: \"properties/343225696\"\n",
       "dimensions {\n",
       "  name: \"month\"\n",
       "}\n",
       "dimensions {\n",
       "  name: \"sessionMedium\"\n",
       "}\n",
       "metrics {\n",
       "  name: \"averageSessionDuration\"\n",
       "}\n",
       "metrics {\n",
       "  name: \"activeUsers\"\n",
       "}\n",
       "date_ranges {\n",
       "  start_date: \"2023-01-01\"\n",
       "  end_date: \"2023-06-30\"\n",
       "}\n",
       "order_bys {\n",
       "  dimension {\n",
       "    dimension_name: \"month\"\n",
       "  }\n",
       "}\n",
       "order_bys {\n",
       "  dimension {\n",
       "    dimension_name: \"sessionMedium\"\n",
       "  }\n",
       "}"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Run report\n",
    "traffic_request = RunReportRequest(\n",
    "        property='properties/'+property_id,\n",
    "        dimensions=[Dimension(name=\"month\"), \n",
    "                    Dimension(name=\"sessionMedium\")],\n",
    "        metrics=[Metric(name=\"averageSessionDuration\"), \n",
    "                 Metric(name=\"activeUsers\")],\n",
    "        order_bys = [OrderBy(dimension = {'dimension_name': 'month'}),\n",
    "                    OrderBy(dimension = {'dimension_name': 'sessionMedium'})],\n",
    "        date_ranges=[DateRange(start_date=start_date, end_date=end_date)],\n",
    "    )\n",
    "\n",
    "traffic_request"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "b49df980",
   "metadata": {},
   "outputs": [],
   "source": [
    "traffic_channels = format_report(traffic_request)\n",
    "\n",
    "# Export & load the data\n",
    "traffic_channels.reset_index().to_excel('traffic_channels.xlsx', sheet_name = 'GA4_report_traffic_channels', engine = 'xlsxwriter')\n",
    "traffic_channels = pd.read_excel('traffic_channels.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "id": "61e31e1a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a pivot table for the data\n",
    "pivot_data = traffic_channels.pivot_table(index='month', columns='sessionMedium', values='activeUsers')\n",
    "\n",
    "# Create the stacked bar plot\n",
    "plt.figure(figsize=(10, 4))\n",
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "ax = pivot_data.plot(kind='bar', stacked=True, colormap='Blues')\n",
    "\n",
    "plt.xlabel(\"Month\")\n",
    "plt.ylabel(\"Active Users\")\n",
    "plt.title(\"Active Users by Session Medium\")\n",
    "plt.legend(title='Session Medium', loc='upper left', bbox_to_anchor=(1, 1))\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0302e9bc",
   "metadata": {},
   "source": [
    "- Medium: The type of traffic."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "084d101e",
   "metadata": {},
   "source": [
    "### Device model, Age and, Gender "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "24a48c49",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Report request\n",
    "\n",
    "mobileDeviceModel_request = RunReportRequest(\n",
    "        property='properties/'+property_id,\n",
    "        dimensions=[Dimension(name=\"mobileDeviceModel\")],\n",
    "        metrics=[Metric(name=\"activeUsers\")],\n",
    "        order_bys = [OrderBy(dimension = {'dimension_name': 'activeUsers'}, desc=True)],\n",
    "        date_ranges=[DateRange(start_date=start_date, end_date=end_date)],\n",
    "    )\n",
    "\n",
    "userAgeBracket_request = RunReportRequest(\n",
    "        property='properties/'+property_id,\n",
    "        dimensions=[Dimension(name=\"userAgeBracket\")],\n",
    "        metrics=[Metric(name=\"activeUsers\")],\n",
    "        order_bys = [OrderBy(dimension = {'dimension_name': 'activeUsers'}, desc=True)],\n",
    "        date_ranges=[DateRange(start_date=start_date, end_date=end_date)],\n",
    "    ) \n",
    "\n",
    "userGender_request = RunReportRequest(\n",
    "        property='properties/'+property_id,\n",
    "        dimensions=[Dimension(name=\"userGender\")],\n",
    "        metrics=[Metric(name=\"activeUsers\")],\n",
    "        order_bys = [OrderBy(dimension = {'dimension_name': 'activeUsers'}, desc=True)],\n",
    "        date_ranges=[DateRange(start_date=start_date, end_date=end_date)],\n",
    "    ) \n",
    "\n",
    "mobileDeviceModel = format_report(mobileDeviceModel_request)\n",
    "userAgeBracket = format_report(userAgeBracket_request)\n",
    "gender = format_report(userGender_request)\n",
    "\n",
    "\n",
    "# Export & load the data\n",
    "\n",
    "mobileDeviceModel.reset_index().to_excel('mobileDeviceModel.xlsx', sheet_name = 'GA4_report_mobileDeviceModel', engine = 'xlsxwriter')\n",
    "mobileDeviceModel = pd.read_excel('mobileDeviceModel.xlsx')\n",
    "\n",
    "userAgeBracket.reset_index().to_excel('userAgeBracket.xlsx', sheet_name = 'GA4_report_userAgeBracket', engine = 'xlsxwriter')\n",
    "userAgeBracket = pd.read_excel('userAgeBracket.xlsx')\n",
    "\n",
    "gender.reset_index().to_excel('gender.xlsx', sheet_name = 'GA4_report_gender', engine = 'xlsxwriter')\n",
    "gender = pd.read_excel('gender.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "id": "87570096",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualization\n",
    "\n",
    "# Create a figure with subplots\n",
    "fig, axes = plt.subplots(1, 3, figsize=(12, 5))  # 1 row, 3 columns of subplots\n",
    "\n",
    "palette = 'Blues_r'\n",
    "rotation = 90\n",
    "\n",
    "# Create barplots\n",
    "top_10_mobile_models = mobileDeviceModel.nlargest(10, 'activeUsers')\n",
    "sns.barplot(x='mobileDeviceModel', y='activeUsers', data=top_10_mobile_models, ax=axes[0], palette=palette)\n",
    "axes[0].set_title('Mobile Device Model')\n",
    "axes[0].set_xticklabels(axes[0].get_xticklabels(), rotation=rotation)\n",
    "\n",
    "sns.barplot(x='userAgeBracket', y='activeUsers', data=userAgeBracket, ax=axes[1], palette=palette)\n",
    "axes[1].set_title('User Age Bracket')\n",
    "axes[1].set_xticklabels(axes[1].get_xticklabels(), rotation=rotation)\n",
    "\n",
    "sns.barplot(x='userGender', y='activeUsers', data=gender, ax=axes[2], palette=palette)\n",
    "axes[2].set_title('User Gender Distribution')\n",
    "axes[2].set_xticklabels(axes[2].get_xticklabels(), rotation=rotation)\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}