ETL: Google Analytics - Snowflake.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "55c6302b-ba07-46d7-96cc-f8f877c0c779",
   "metadata": {},
   "source": [
    "# Portfolio Traffic Analysis using Google Analytics and Snowflake\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "390046e2-36b2-4b32-9cc9-ccc329b083eb",
   "metadata": {
    "tags": []
   },
   "source": [
    "### This project involves extracting traffic data from Google Analytics for my portfolio website, transforming the data, and loading it into Snowflake for analysis and visualization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "69cb6c9a-7cdb-4643-8b6b-ee2e0e37d81c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import necessary libraries\n",
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import snowflake.connector\n",
    "from snowflake.connector import DictCursor\n",
    "from snowflake.connector.pandas_tools import write_pandas\n",
    "from google.analytics.data_v1beta import BetaAnalyticsDataClient\n",
    "from google.analytics.data_v1beta.types import DateRange, Dimension, Metric, RunReportRequest\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bef9724c-942e-4d99-8b6e-ba2c3b299acb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set environment variables for Google Analytics credentials\n",
    "os.environ['GOOGLE_APPLICATION_CREDENTIALS'] = 'Credentials_Path'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4785a8f0-311e-4bd0-bec4-68f1f48374ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Google Analytics API setup [Update them with your Credentials]\n",
    "property_id = \"*********\"\n",
    "client = BetaAnalyticsDataClient()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8fb4109a-53c4-42b6-acc3-5cc28dd462b1",
   "metadata": {},
   "source": [
    "### Part 1: Data Extraction from Google Analytics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "51272c89-7750-45f2-9f9c-9577c0759952",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to run report and convert to DataFrame\n",
    "def run_report_to_df(property_id, dimensions, metrics, start_date=\"2023-01-01\", end_date=\"today\"):\n",
    "    request = RunReportRequest(\n",
    "        property=f\"properties/{property_id}\",\n",
    "        dimensions=[Dimension(name=dim) for dim in dimensions],\n",
    "        metrics=[Metric(name=metric) for metric in metrics],\n",
    "        date_ranges=[DateRange(start_date=start_date, end_date=end_date)],\n",
    "    )\n",
    "    response = client.run_report(request)\n",
    "\n",
    "    if not response.rows:\n",
    "        print(\"No data returned from the API.\")\n",
    "        return pd.DataFrame()\n",
    "\n",
    "    rows = []\n",
    "    for row in response.rows:\n",
    "        dimension_values = [dim.value for dim in row.dimension_values]\n",
    "        metric_values = [metric.value for metric in row.metric_values]\n",
    "        rows.append(dimension_values + metric_values)\n",
    "\n",
    "    return pd.DataFrame(rows, columns=dimensions + metrics)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "59221b1a-5ad2-455a-b809-034b6448e0db",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Attributes to extract\n",
    "dimensions = [\n",
    "    \"date\", \n",
    "    \"country\",\n",
    "    \"city\",\n",
    "    \"newvsreturning\",\n",
    "    \"firstUserSource\",\n",
    "    \"firstUserMedium\", \n",
    "    \"deviceCategory\",\n",
    "    \"percentscrolled\",\n",
    "    \"dayofweekname\"\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5657b9d0-bf7d-4ada-9675-15573bdb89fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "metrics = [\n",
    "    \"activeUsers\", \n",
    "    \"newUsers\",\n",
    "    \"screenPageViews\", \n",
    "    \"sessions\", \n",
    "    \"averageSessionDuration\", \n",
    "    \"bounceRate\",\n",
    "    \"EngagedSessions\",\n",
    "    \"eventCount\",\n",
    "    \"eventCountPerUser\",\n",
    "    \"UserEngagementDuration\"\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fffb6836-d476-40db-b85e-435a13cbc2a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract data\n",
    "df_all_data = run_report_to_df(\n",
    "    property_id,\n",
    "    dimensions=dimensions,\n",
    "    metrics=metrics,\n",
    "    start_date=\"2023-01-01\",\n",
    "    end_date=\"today\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07bbe1e6-d686-49e1-9809-ab6d47c2fcea",
   "metadata": {},
   "source": [
    "### Part 2: Data Transformation and Loading into Snowflake"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "14ae1a3f-a11f-4966-996b-5c3380106cb3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Snowflake connection parameters [Update them with your Credentials]\n",
    "snowflake_account = '*****'\n",
    "snowflake_username = '*****'\n",
    "snowflake_password = '*****'\n",
    "snowflake_role = '*****'\n",
    "snowflake_warehouse = '*****'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "39b2b6b2-2123-4387-a5ad-f1406d950423",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Connect to Snowflake\n",
    "conn = snowflake.connector.connect(\n",
    "    user=snowflake_username,\n",
    "    password=snowflake_password,\n",
    "    account=snowflake_account,\n",
    "    role=snowflake_role,\n",
    "    warehouse=snowflake_warehouse\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b3f47a16-8e70-4ca7-9d67-c06d80d05f9c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a cursor object\n",
    "cur = conn.cursor(DictCursor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b346276d-314e-4627-925e-e8e9a20d4e33",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<snowflake.connector.cursor.DictCursor at 0x7f98714bd3a0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create database, schema, and table in Snowflake\n",
    "cur.execute(\"CREATE DATABASE IF NOT EXISTS Portfolio_Traffic\")\n",
    "cur.execute(\"USE DATABASE Portfolio_Traffic\")\n",
    "cur.execute(\"CREATE SCHEMA IF NOT EXISTS User\")\n",
    "cur.execute(\"USE SCHEMA User\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0757452b-a3ac-4f83-8aa7-444bad0a153e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define and execute table creation query\n",
    "create_table_query = \"\"\"\n",
    "CREATE OR REPLACE TABLE portfolio_analysis (\n",
    "    date DATE,\n",
    "    country STRING,\n",
    "    city STRING,\n",
    "    newvsreturning STRING,\n",
    "    firstUserSource STRING,\n",
    "    firstUserMedium STRING,\n",
    "    deviceCategory STRING,\n",
    "    percentscrolled FLOAT,\n",
    "    dayofweekname STRING,\n",
    "    activeUsers NUMBER,\n",
    "    newUsers NUMBER,\n",
    "    screenPageViews NUMBER,\n",
    "    sessions NUMBER,\n",
    "    averageSessionDuration FLOAT,\n",
    "    bounceRate FLOAT,\n",
    "    EngagedSessions NUMBER,\n",
    "    eventCount NUMBER,\n",
    "    eventCountPerUser FLOAT,\n",
    "    UserEngagementDuration FLOAT\n",
    ")\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e5ac09e9-8f00-4c6e-893c-ff8078124a9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<snowflake.connector.cursor.DictCursor at 0x7f98714bd3a0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cur.execute(create_table_query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "58326298-faec-4110-9a04-55b9ff849e1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data preparation and type conversion for Snowflake\n",
    "df_all_data.columns = map(str.upper, df_all_data.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "fffee32f-ca58-4f3a-8c79-8f6dbc461c84",
   "metadata": {},
   "outputs": [],
   "source": [
    "# List of columns that should be numeric\n",
    "numeric_columns = [\n",
    "    'PERCENTSCROLLED',\n",
    "    'SESSIONS',\n",
    "    'ACTIVEUSERS',\n",
    "    'NEWUSERS',\n",
    "    'AVERAGESESSIONDURATION',\n",
    "    'BOUNCERATE',\n",
    "    'ENGAGEDSESSIONS',\n",
    "    'EVENTCOUNT',\n",
    "    'EVENTCOUNTPERUSER',\n",
    "    'USERENGAGEMENTDURATION'\n",
    "]\n",
    "\n",
    "\n",
    "# Convert empty strings to NaN for numeric columns\n",
    "for column in numeric_columns:\n",
    "    df_all_data[column] = pd.to_numeric(df_all_data[column], errors='coerce')\n",
    "\n",
    "# Replace NaN with NULL (for Snowflake)\n",
    "df_all_data = df_all_data.replace({np.nan: None})\n",
    "\n",
    "df_all_data['DATE'] = pd.to_datetime(df_all_data['DATE'], format='%Y%m%d').dt.date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ddc14480-1ebe-4d7b-9a80-2be18bc10bcf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load data into Snowflake\n",
    "success, nchunks, nrows, _ = write_pandas(conn, df_all_data, 'PORTFOLIO_ANALYSIS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ade60c36-ff27-42cd-9bd8-4ed4a6ccab17",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Close the cursor and the connection\n",
    "cur.close()\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "073f2ebe-430c-4c67-9ce7-9b9756bfdf6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Verification in Snowflake"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ee480928-3b7b-4a2d-9fba-ada89935d175",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Re-establish Snowflake connection\n",
    "ctx = snowflake.connector.connect(\n",
    "    user=snowflake_username,\n",
    "    password=snowflake_password,\n",
    "    account=snowflake_account,\n",
    "    role=snowflake_role,\n",
    "    warehouse=snowflake_warehouse,\n",
    "    database='PORTFOLIO_TRAFFIC',\n",
    "    schema='User'\n",
    ")\n",
    "\n",
    "# Create a cursor object\n",
    "cur = ctx.cursor()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "79bd6960-3253-4065-a0c4-dd4ef5124cd7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample data from Snowflake:\n",
      "         DATE        COUNTRY       CITY NEWVSRETURNING FIRSTUSERSOURCE  \\\n",
      "0  2023-12-17        Algeria  (not set)            new         lnkd.in   \n",
      "1  2023-12-13  United States  (not set)            new        (direct)   \n",
      "2  2023-11-06          India     Mumbai            new         lnkd.in   \n",
      "\n",
      "  FIRSTUSERMEDIUM DEVICECATEGORY  PERCENTSCROLLED DAYOFWEEKNAME  ACTIVEUSERS  \\\n",
      "0        referral         mobile              NaN        Sunday            9   \n",
      "1          (none)        desktop              NaN     Wednesday            7   \n",
      "2        referral         mobile              NaN        Monday            6   \n",
      "\n",
      "   NEWUSERS  SCREENPAGEVIEWS  SESSIONS  AVERAGESESSIONDURATION  BOUNCERATE  \\\n",
      "0         9                9         9                5.859284    0.666667   \n",
      "1         7                7         7                1.140085    0.857143   \n",
      "2         6                6         6               11.301259    0.500000   \n",
      "\n",
      "   ENGAGEDSESSIONS  EVENTCOUNT  EVENTCOUNTPERUSER  USERENGAGEMENTDURATION  \n",
      "0                3          31           3.444444                    11.0  \n",
      "1                1          22           3.142857                    12.0  \n",
      "2                3          23           3.833333                    19.0  \n"
     ]
    }
   ],
   "source": [
    "# Simple query to display a few rows for verification\n",
    "query = \"SELECT * FROM PORTFOLIO_ANALYSIS LIMIT 3;\"\n",
    "cur.execute(query)\n",
    "df_results = cur.fetch_pandas_all()\n",
    "print(\"Sample data from Snowflake:\")\n",
    "print(df_results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "8026b801-c301-476b-b7b5-3dbc4a925d18",
   "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>DATE</th>\n",
       "      <th>COUNTRY</th>\n",
       "      <th>CITY</th>\n",
       "      <th>NEWVSRETURNING</th>\n",
       "      <th>FIRSTUSERSOURCE</th>\n",
       "      <th>FIRSTUSERMEDIUM</th>\n",
       "      <th>DEVICECATEGORY</th>\n",
       "      <th>PERCENTSCROLLED</th>\n",
       "      <th>DAYOFWEEKNAME</th>\n",
       "      <th>ACTIVEUSERS</th>\n",
       "      <th>NEWUSERS</th>\n",
       "      <th>SCREENPAGEVIEWS</th>\n",
       "      <th>SESSIONS</th>\n",
       "      <th>AVERAGESESSIONDURATION</th>\n",
       "      <th>BOUNCERATE</th>\n",
       "      <th>ENGAGEDSESSIONS</th>\n",
       "      <th>EVENTCOUNT</th>\n",
       "      <th>EVENTCOUNTPERUSER</th>\n",
       "      <th>USERENGAGEMENTDURATION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-12-17</td>\n",
       "      <td>Algeria</td>\n",
       "      <td>(not set)</td>\n",
       "      <td>new</td>\n",
       "      <td>lnkd.in</td>\n",
       "      <td>referral</td>\n",
       "      <td>mobile</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>5.859284</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>3</td>\n",
       "      <td>31</td>\n",
       "      <td>3.444444</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-12-13</td>\n",
       "      <td>United States</td>\n",
       "      <td>(not set)</td>\n",
       "      <td>new</td>\n",
       "      <td>(direct)</td>\n",
       "      <td>(none)</td>\n",
       "      <td>desktop</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>1.140085</td>\n",
       "      <td>0.857143</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>3.142857</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-11-06</td>\n",
       "      <td>India</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>new</td>\n",
       "      <td>lnkd.in</td>\n",
       "      <td>referral</td>\n",
       "      <td>mobile</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Monday</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>11.301259</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>3.833333</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         DATE        COUNTRY       CITY NEWVSRETURNING FIRSTUSERSOURCE  \\\n",
       "0  2023-12-17        Algeria  (not set)            new         lnkd.in   \n",
       "1  2023-12-13  United States  (not set)            new        (direct)   \n",
       "2  2023-11-06          India     Mumbai            new         lnkd.in   \n",
       "\n",
       "  FIRSTUSERMEDIUM DEVICECATEGORY  PERCENTSCROLLED DAYOFWEEKNAME  ACTIVEUSERS  \\\n",
       "0        referral         mobile              NaN        Sunday            9   \n",
       "1          (none)        desktop              NaN     Wednesday            7   \n",
       "2        referral         mobile              NaN        Monday            6   \n",
       "\n",
       "   NEWUSERS  SCREENPAGEVIEWS  SESSIONS  AVERAGESESSIONDURATION  BOUNCERATE  \\\n",
       "0         9                9         9                5.859284    0.666667   \n",
       "1         7                7         7                1.140085    0.857143   \n",
       "2         6                6         6               11.301259    0.500000   \n",
       "\n",
       "   ENGAGEDSESSIONS  EVENTCOUNT  EVENTCOUNTPERUSER  USERENGAGEMENTDURATION  \n",
       "0                3          31           3.444444                    11.0  \n",
       "1                1          22           3.142857                    12.0  \n",
       "2                3          23           3.833333                    19.0  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "65893000-a979-4994-87c6-6fc38499e98c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of rows in PORTFOLIO_ANALYSIS TABLE: 8184\n"
     ]
    }
   ],
   "source": [
    "# Query to count the total number of rows for verification\n",
    "query_count = \"SELECT COUNT(*) FROM PORTFOLIO_ANALYSIS;\"\n",
    "cur.execute(query_count)\n",
    "count_result = cur.fetchone()\n",
    "print(f\"Total number of rows in PORTFOLIO_ANALYSIS TABLE: {count_result[0]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "48972692-0425-488d-9171-1a304494c6e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Close the cursor and the connection\n",
    "cur.close()\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50e9e30d-bad9-470d-a76d-55904d60a504",
   "metadata": {},
   "source": [
    "### Part 3: In-depth Data Analysis and Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16fbe4a1-9b9e-461a-8bd7-006c54b4d99e",
   "metadata": {},
   "source": [
    "This section delves into the analysis of four distinct datasets extracted from Google Analytics.\n",
    "Due to the rate limit constraints of the Google Analytics API, the data is segmented into four sets,\n",
    "each focusing on different dimensions and metrics to provide a comprehensive understanding of user\n",
    "behavior and site performance. Visualization techniques are employed to represent the data effectively,\n",
    "providing clear insights."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "dfdfc62f-36bf-401a-a73a-4276cff4b4ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set 1 - User Session and Geographic Information Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "8b3df850-27bf-47f8-ad38-5c9c0671c9f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "dimensions_set1 = [\n",
    "    \"date\", \n",
    "    \"country\", \n",
    "    \"region\", \n",
    "    \"city\",  \n",
    "    \"continent\",  \n",
    "    \"firstUserSource\",\n",
    "    \"firstUserMedium\",\n",
    "    \"deviceCategory\", \n",
    "    \"FirstUserDefaultChannelGroup\"\n",
    "]\n",
    "\n",
    "metrics_set1 = [\n",
    "    \"sessions\",\n",
    "    \"activeUsers\",\n",
    "    \"newUsers\",\n",
    "    \"averageSessionDuration\",\n",
    "    \"bounceRate\",\n",
    "    \"EngagedSessions\",\n",
    "    \"UserEngagementDuration\"\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "45d3dfb1-efba-41e6-bf01-dbd576164042",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       date        country            region        city continent  \\\n",
      "0  20231217        Algeria  Algiers Province   (not set)    Africa   \n",
      "1  20231213  United States         (not set)   (not set)  Americas   \n",
      "2  20231106          India       Maharashtra      Mumbai      Asia   \n",
      "3  20231106  United States        Washington     Seattle  Americas   \n",
      "4  20231113  United States              Iowa  Des Moines  Americas   \n",
      "\n",
      "  firstUserSource firstUserMedium deviceCategory FirstUserDefaultChannelGroup  \\\n",
      "0         lnkd.in        referral         mobile               Organic Social   \n",
      "1        (direct)          (none)        desktop                       Direct   \n",
      "2         lnkd.in        referral         mobile               Organic Social   \n",
      "3        (direct)          (none)         mobile                       Direct   \n",
      "4        (direct)          (none)        desktop                       Direct   \n",
      "\n",
      "  sessions activeUsers newUsers averageSessionDuration           bounceRate  \\\n",
      "0        9           9        9     7.3189108888888894  0.66666666666666663   \n",
      "1        7           7        7     1.9624251428571429   0.8571428571428571   \n",
      "2        6           6        6     12.945288833333331                  0.5   \n",
      "3        6           5        5     30.610651166666667  0.83333333333333337   \n",
      "4        6           6        6     7.7935759999999989                  0.5   \n",
      "\n",
      "  EngagedSessions UserEngagementDuration  \n",
      "0               3                     11  \n",
      "1               1                     12  \n",
      "2               3                     19  \n",
      "3               1                      0  \n",
      "4               3                     43  \n"
     ]
    }
   ],
   "source": [
    "df_set1 = run_report_to_df(\n",
    "    property_id,\n",
    "    dimensions=dimensions_set1,\n",
    "    metrics=metrics_set1,\n",
    "    start_date=\"2023-01-01\",\n",
    "    end_date=\"today\"\n",
    ")\n",
    "print(df_set1.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "280975ab-4690-4a90-8a57-50f18db96271",
   "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>date</th>\n",
       "      <th>country</th>\n",
       "      <th>region</th>\n",
       "      <th>city</th>\n",
       "      <th>continent</th>\n",
       "      <th>firstUserSource</th>\n",
       "      <th>firstUserMedium</th>\n",
       "      <th>deviceCategory</th>\n",
       "      <th>FirstUserDefaultChannelGroup</th>\n",
       "      <th>sessions</th>\n",
       "      <th>activeUsers</th>\n",
       "      <th>newUsers</th>\n",
       "      <th>averageSessionDuration</th>\n",
       "      <th>bounceRate</th>\n",
       "      <th>EngagedSessions</th>\n",
       "      <th>UserEngagementDuration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1579</th>\n",
       "      <td>2023-11-07</td>\n",
       "      <td>Germany</td>\n",
       "      <td>Bavaria</td>\n",
       "      <td>Munich</td>\n",
       "      <td>Europe</td>\n",
       "      <td>lnkd.in</td>\n",
       "      <td>referral</td>\n",
       "      <td>mobile</td>\n",
       "      <td>Organic Social</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4.576017</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>2023-04-24</td>\n",
       "      <td>United States</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>Marinette</td>\n",
       "      <td>Americas</td>\n",
       "      <td>(direct)</td>\n",
       "      <td>(none)</td>\n",
       "      <td>mobile</td>\n",
       "      <td>Direct</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>17.478105</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           date        country     region       city continent  \\\n",
       "1579 2023-11-07        Germany    Bavaria     Munich    Europe   \n",
       "689  2023-04-24  United States  Wisconsin  Marinette  Americas   \n",
       "\n",
       "     firstUserSource firstUserMedium deviceCategory  \\\n",
       "1579         lnkd.in        referral         mobile   \n",
       "689         (direct)          (none)         mobile   \n",
       "\n",
       "     FirstUserDefaultChannelGroup sessions activeUsers newUsers  \\\n",
       "1579               Organic Social        1           1        1   \n",
       "689                        Direct        1           1        0   \n",
       "\n",
       "     averageSessionDuration bounceRate EngagedSessions UserEngagementDuration  \n",
       "1579               4.576017          1               0                      0  \n",
       "689               17.478105          0               1                     12  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_set1.sample(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "1fbf9574-9b27-4518-8d1f-1169f640c7c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(direct)                       2779\n",
       "linkedin.com                   1047\n",
       "lnkd.in                         625\n",
       "github.com                       27\n",
       "m.facebook.com                    2\n",
       "evernote.com                      1\n",
       "google                            1\n",
       "akshayakalpa.kapturecrm.com       1\n",
       "trello.com                        1\n",
       "(not set)                         1\n",
       "Name: firstUserSource, dtype: int64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_set1.firstUserSource.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "175b0a80-0b0e-4e90-9069-ea0026177ebb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set 2 - Page Information and User Behavior Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "669022d3-db13-4190-a1e5-e147f8aec3e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "dimensions_set2 = [\n",
    "    \"date\",\n",
    "    \"pageTitle\",\n",
    "    \"pagePath\",\n",
    "    \"devicemodel\",\n",
    "    \"browser\",\n",
    "    \"newvsreturning\",\n",
    "    \"percentscrolled\",\n",
    "    \"linktext\",\n",
    "    \"linkurl\"\n",
    "]\n",
    "\n",
    "metrics_set2 = [\n",
    "    \"screenPageViews\",\n",
    "    \"sessions\",\n",
    "    \"eventCount\",\n",
    "    \"eventCountPerUser\",\n",
    "    \"ItemListCLickEvents\",\n",
    "    \"ItemListViewEvents\",\n",
    "    \"UserEngagementDuration\"\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "22c52963-965f-4308-8caf-6948c4423bf7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       date                       pageTitle                          pagePath  \\\n",
      "0  20231117  Abhishek Chandragiri Portfolio  /Abhishek-Chandragiri-Portfolio/   \n",
      "1  20231105  Abhishek Chandragiri Portfolio  /Abhishek-Chandragiri-Portfolio/   \n",
      "2  20240110  Abhishek Chandragiri Portfolio  /Abhishek-Chandragiri-Portfolio/   \n",
      "3  20231113  Abhishek Chandragiri Portfolio  /Abhishek-Chandragiri-Portfolio/   \n",
      "4  20240122  Abhishek Chandragiri Portfolio  /Abhishek-Chandragiri-Portfolio/   \n",
      "\n",
      "  devicemodel browser newvsreturning percentscrolled linktext linkurl  \\\n",
      "0   (not set)  Chrome            new                                    \n",
      "1   (not set)  Chrome            new                                    \n",
      "2   (not set)  Chrome            new                                    \n",
      "3   (not set)  Chrome            new                                    \n",
      "4   (not set)  Chrome            new                                    \n",
      "\n",
      "  screenPageViews sessions eventCount   eventCountPerUser ItemListCLickEvents  \\\n",
      "0             134      125        458               3.664                   0   \n",
      "1              87       77        283  3.6753246753246751                   0   \n",
      "2              78       66        255  3.8636363636363638                   0   \n",
      "3              74       64        250             3.90625                   0   \n",
      "4              64       54        205  3.7962962962962963                   0   \n",
      "\n",
      "  ItemListViewEvents UserEngagementDuration  \n",
      "0                  0                   1186  \n",
      "1                  0                    734  \n",
      "2                  0                    945  \n",
      "3                  0                    752  \n",
      "4                  0                    538  \n"
     ]
    }
   ],
   "source": [
    "df_set2 = run_report_to_df(\n",
    "    property_id,\n",
    "    dimensions=dimensions_set2,\n",
    "    metrics=metrics_set2,\n",
    "    start_date=\"2023-01-01\",\n",
    "    end_date=\"today\"\n",
    ")\n",
    "print(df_set2.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "197615d0-537a-4e33-92bd-2893d13e3235",
   "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>date</th>\n",
       "      <th>pageTitle</th>\n",
       "      <th>pagePath</th>\n",
       "      <th>devicemodel</th>\n",
       "      <th>browser</th>\n",
       "      <th>newvsreturning</th>\n",
       "      <th>percentscrolled</th>\n",
       "      <th>linktext</th>\n",
       "      <th>linkurl</th>\n",
       "      <th>screenPageViews</th>\n",
       "      <th>sessions</th>\n",
       "      <th>eventCount</th>\n",
       "      <th>eventCountPerUser</th>\n",
       "      <th>ItemListCLickEvents</th>\n",
       "      <th>ItemListViewEvents</th>\n",
       "      <th>UserEngagementDuration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2251</th>\n",
       "      <td>20231129</td>\n",
       "      <td>Abhishek Chandragiri Portfolio</td>\n",
       "      <td>/Abhishek-Chandragiri-Portfolio/</td>\n",
       "      <td>(not set)</td>\n",
       "      <td>Safari</td>\n",
       "      <td>new</td>\n",
       "      <td>90</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2108</th>\n",
       "      <td>20231122</td>\n",
       "      <td>Abhishek Chandragiri Portfolio</td>\n",
       "      <td>/Abhishek-Chandragiri-Portfolio/</td>\n",
       "      <td>(not set)</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>new</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.linkedin.com/in/abhishek-chandragiri/</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          date                       pageTitle  \\\n",
       "2251  20231129  Abhishek Chandragiri Portfolio   \n",
       "2108  20231122  Abhishek Chandragiri Portfolio   \n",
       "\n",
       "                              pagePath devicemodel browser newvsreturning  \\\n",
       "2251  /Abhishek-Chandragiri-Portfolio/   (not set)  Safari            new   \n",
       "2108  /Abhishek-Chandragiri-Portfolio/   (not set)  Chrome            new   \n",
       "\n",
       "     percentscrolled linktext  \\\n",
       "2251              90            \n",
       "2108                            \n",
       "\n",
       "                                                linkurl screenPageViews  \\\n",
       "2251                                                                  0   \n",
       "2108  https://www.linkedin.com/in/abhishek-chandragiri/               0   \n",
       "\n",
       "     sessions eventCount eventCountPerUser ItemListCLickEvents  \\\n",
       "2251        2          2                 1                   0   \n",
       "2108        2          2                 1                   0   \n",
       "\n",
       "     ItemListViewEvents UserEngagementDuration  \n",
       "2251                  0                     72  \n",
       "2108                  0                     36  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_set2.sample(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "de8b05c6-acfa-4e23-b19c-1c88cb67e7a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "      2483\n",
       "90     844\n",
       "Name: percentscrolled, dtype: int64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_set2['percentscrolled'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "2c19ec91-01fd-425b-a038-89c1c82a43d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "          3309\n",
       "Resume      18\n",
       "Name: linktext, dtype: int64"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_set2.linktext.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "b0e13569-a713-4d6f-98a0-ef5afbef2b7c",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = df_set2[df_set2['linktext'] == 'Resume']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "9c59c1a3-5684-4ce3-b1ed-a20eef860aaa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1031    https://github.com/Abhi0323/RESUME_LATEX/blob/...\n",
       "1053    https://github.com/Abhi0323/RESUME_LATEX/blob/...\n",
       "1056    https://github.com/Abhi0323/RESUME_LATEX/blob/...\n",
       "1084    https://github.com/Abhi0323/RESUME_LATEX/blob/...\n",
       "1109    https://github.com/Abhi0323/RESUME_LATEX/blob/...\n",
       "1155    https://github.com/Abhi0323/RESUME_LATEX/blob/...\n",
       "1156    https://github.com/Abhi0323/RESUME_LATEX/blob/...\n",
       "1169    https://github.com/Abhi0323/RESUME_LATEX/blob/...\n",
       "1232    https://github.com/Abhi0323/RESUME_LATEX/blob/...\n",
       "1305    https://github.com/Abhi0323/RESUME_LATEX/blob/...\n",
       "1328    https://github.com/Abhi0323/RESUME_LATEX/blob/...\n",
       "1343    https://github.com/Abhi0323/RESUME_LATEX/blob/...\n",
       "1365    https://github.com/Abhi0323/RESUME_LATEX/blob/...\n",
       "1366    https://github.com/Abhi0323/RESUME_LATEX/blob/...\n",
       "1402    https://github.com/Abhi0323/RESUME_LATEX/blob/...\n",
       "1437    https://github.com/Abhi0323/RESUME_LATEX/blob/...\n",
       "1486    https://github.com/Abhi0323/RESUME_LATEX/blob/...\n",
       "1531    https://github.com/Abhi0323/RESUME_LATEX/blob/...\n",
       "Name: linkurl, dtype: object"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.linkurl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "c9602120-04b2-4e74-a88e-06938db26f44",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set 3 - Detailed User Session and Time Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "19d95794-13ef-4d55-b8cd-44af5a200ba2",
   "metadata": {},
   "outputs": [],
   "source": [
    "dimensions_set3 = [\n",
    "    \"date\",\n",
    "    \"datehourminute\",\n",
    "    \"hour\",\n",
    "    \"day\",\n",
    "    \"dayofweek\",\n",
    "    \"dayofweekname\",\n",
    "    \"FirstSessionDate\",\n",
    "    \"firstusersourcemedium\",\n",
    "    \"appVersion\"\n",
    "]\n",
    "\n",
    "metrics_set3 = [\n",
    "    \"sessions\",\n",
    "    \"activeUsers\",\n",
    "    \"EngagedSessions\",\n",
    "    \"averageSessionDuration\",\n",
    "    \"UserEngagementDuration\",\n",
    "    \"newUsers\"\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "88640b5d-b4cc-4fe8-90b9-d3cdb377f8cf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       date datehourminute hour day dayofweek dayofweekname FirstSessionDate  \\\n",
      "0  20231213   202312132042   20  13         3     Wednesday         20231213   \n",
      "1  20231217   202312170348    3  17         0        Sunday         20231217   \n",
      "2  20240125   202401250133    1  25         4      Thursday         20240125   \n",
      "3  20231201   202312012032   20  01         5        Friday         20231201   \n",
      "4  20231213   202312130941    9  13         3     Wednesday         20231213   \n",
      "\n",
      "  firstusersourcemedium appVersion sessions activeUsers EngagedSessions  \\\n",
      "0     (direct) / (none)  (not set)        5           5               1   \n",
      "1    lnkd.in / referral  (not set)        4           4               1   \n",
      "2     (direct) / (none)  (not set)        4           4               1   \n",
      "3     (direct) / (none)  (not set)        3           3               2   \n",
      "4     (direct) / (none)  (not set)        3           3               0   \n",
      "\n",
      "  averageSessionDuration UserEngagementDuration newUsers  \n",
      "0             11.7911136                     52        4  \n",
      "1     4.7804505000000006                      4        4  \n",
      "2     7.9615934999999993                     17        4  \n",
      "3     150.93052733333334                     11        2  \n",
      "4     1.3088330000000001                      0        3  \n"
     ]
    }
   ],
   "source": [
    "df_set3 = run_report_to_df(\n",
    "    property_id,\n",
    "    dimensions=dimensions_set3,\n",
    "    metrics=metrics_set3,\n",
    "    start_date=\"2023-01-01\",\n",
    "    end_date=\"today\"\n",
    ")\n",
    "print(df_set3.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "25387848-e969-4648-9e08-abf628771b65",
   "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>date</th>\n",
       "      <th>datehourminute</th>\n",
       "      <th>hour</th>\n",
       "      <th>day</th>\n",
       "      <th>dayofweek</th>\n",
       "      <th>dayofweekname</th>\n",
       "      <th>FirstSessionDate</th>\n",
       "      <th>firstusersourcemedium</th>\n",
       "      <th>appVersion</th>\n",
       "      <th>sessions</th>\n",
       "      <th>activeUsers</th>\n",
       "      <th>EngagedSessions</th>\n",
       "      <th>averageSessionDuration</th>\n",
       "      <th>UserEngagementDuration</th>\n",
       "      <th>newUsers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3815</th>\n",
       "      <td>20240128</td>\n",
       "      <td>202401281431</td>\n",
       "      <td>14</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>20240128</td>\n",
       "      <td>(direct) / (none)</td>\n",
       "      <td>(not set)</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>107.881987</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1762</th>\n",
       "      <td>20240101</td>\n",
       "      <td>202401010257</td>\n",
       "      <td>2</td>\n",
       "      <td>01</td>\n",
       "      <td>1</td>\n",
       "      <td>Monday</td>\n",
       "      <td>20240101</td>\n",
       "      <td>(direct) / (none)</td>\n",
       "      <td>(not set)</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>136.37827</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          date datehourminute hour day dayofweek dayofweekname  \\\n",
       "3815  20240128   202401281431   14  28         0        Sunday   \n",
       "1762  20240101   202401010257    2  01         1        Monday   \n",
       "\n",
       "     FirstSessionDate firstusersourcemedium appVersion sessions activeUsers  \\\n",
       "3815         20240128     (direct) / (none)  (not set)        1           1   \n",
       "1762         20240101     (direct) / (none)  (not set)        1           1   \n",
       "\n",
       "     EngagedSessions averageSessionDuration UserEngagementDuration newUsers  \n",
       "3815               1             107.881987                      2        0  \n",
       "1762               1              136.37827                     68        0  "
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_set3.sample(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "f7160202-aabd-4cb8-9fc7-c379c275c965",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set 4 - Language and Regional Preferences Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "2f8a5b96-83ac-447b-92a3-c983e419ae9c",
   "metadata": {},
   "outputs": [],
   "source": [
    "dimensions_set4 = [\n",
    "    \"date\",\n",
    "    \"country\",\n",
    "    \"city\",\n",
    "    \"languageCode\",\n",
    "    \"browser\",\n",
    "    \"deviceCategory\",\n",
    "    \"FirstUserMedium\",\n",
    "    \"pagereferrer\",\n",
    "    \"region\"\n",
    "]\n",
    "\n",
    "metrics_set4 = [\n",
    "    \"sessions\",\n",
    "    \"activeUsers\",\n",
    "    \"newUsers\",\n",
    "    \"averageSessionDuration\",\n",
    "    \"bounceRate\",\n",
    "    \"TotalUsers\"\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "6b6d52f8-8593-4358-9ef7-0c3ec6295fce",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       date        country        city languageCode          browser  \\\n",
      "0  20231217        Algeria   (not set)        en-us  Android Webview   \n",
      "1  20231106          India      Mumbai        en-in  Android Webview   \n",
      "2  20231106  United States     Seattle        en-us           Safari   \n",
      "3  20231113  United States  Des Moines        en-us           Chrome   \n",
      "4  20231206  United States     Raleigh        en-us           Chrome   \n",
      "\n",
      "  deviceCategory FirstUserMedium     pagereferrer            region sessions  \\\n",
      "0         mobile        referral  http://lnkd.in/  Algiers Province        9   \n",
      "1         mobile        referral  http://lnkd.in/       Maharashtra        6   \n",
      "2         mobile          (none)                         Washington        6   \n",
      "3        desktop          (none)                               Iowa        6   \n",
      "4        desktop          (none)                     North Carolina        6   \n",
      "\n",
      "  activeUsers newUsers averageSessionDuration           bounceRate TotalUsers  \n",
      "0           9        9     7.3189108888888894  0.66666666666666663          9  \n",
      "1           6        6     12.945288833333331                  0.5          6  \n",
      "2           5        5     30.610651166666667  0.83333333333333337          5  \n",
      "3           6        6     7.7935759999999989                  0.5          6  \n",
      "4           2        1     270.93300016666666                  0.5          2  \n"
     ]
    }
   ],
   "source": [
    "df_set4 = run_report_to_df(\n",
    "    property_id,\n",
    "    dimensions=dimensions_set4,\n",
    "    metrics=metrics_set4,\n",
    "    start_date=\"2023-01-01\",\n",
    "    end_date=\"today\"\n",
    ")\n",
    "print(df_set4.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "d2b4e7f2-12e4-49e4-ac7d-1a1f8341be72",
   "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>date</th>\n",
       "      <th>country</th>\n",
       "      <th>city</th>\n",
       "      <th>languageCode</th>\n",
       "      <th>browser</th>\n",
       "      <th>deviceCategory</th>\n",
       "      <th>FirstUserMedium</th>\n",
       "      <th>pagereferrer</th>\n",
       "      <th>region</th>\n",
       "      <th>sessions</th>\n",
       "      <th>activeUsers</th>\n",
       "      <th>newUsers</th>\n",
       "      <th>averageSessionDuration</th>\n",
       "      <th>bounceRate</th>\n",
       "      <th>TotalUsers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2899</th>\n",
       "      <td>20231204</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>New Cairo City</td>\n",
       "      <td>en-us</td>\n",
       "      <td>Edge</td>\n",
       "      <td>desktop</td>\n",
       "      <td>(none)</td>\n",
       "      <td></td>\n",
       "      <td>Cairo Governorate</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>115.579024</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3360</th>\n",
       "      <td>20231220</td>\n",
       "      <td>India</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>en-us</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>desktop</td>\n",
       "      <td>referral</td>\n",
       "      <td>https://www.linkedin.com/</td>\n",
       "      <td>Telangana</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>386.645926</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          date country            city languageCode browser deviceCategory  \\\n",
       "2899  20231204   Egypt  New Cairo City        en-us    Edge        desktop   \n",
       "3360  20231220   India       Hyderabad        en-us  Chrome        desktop   \n",
       "\n",
       "     FirstUserMedium               pagereferrer             region sessions  \\\n",
       "2899          (none)                             Cairo Governorate        1   \n",
       "3360        referral  https://www.linkedin.com/          Telangana        1   \n",
       "\n",
       "     activeUsers newUsers averageSessionDuration bounceRate TotalUsers  \n",
       "2899           1        1             115.579024          0          1  \n",
       "3360           1        1             386.645926          0          1  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_set4.sample(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "72735e9d-b9f7-4679-bfab-b29c8f33c069",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "                                                                                                                                                      1786\n",
       "android-app://com.linkedin.android/                                                                                                                   1150\n",
       "https://www.linkedin.com/                                                                                                                             1092\n",
       "http://lnkd.in/                                                                                                                                        655\n",
       "https://github.com/                                                                                                                                     36\n",
       "https://github.com/Abhi0323                                                                                                                             12\n",
       "https://github.com/Abhi0323/Abhishek-Chandragiri-Portfolio                                                                                              10\n",
       "android-app://com.linkedin.android                                                                                                                       3\n",
       "https://www.google.com/                                                                                                                                  3\n",
       "https://www.overleaf.com/                                                                                                                                3\n",
       "https://github.com/Abhi0323/Abhi0323/blob/main/README.md                                                                                                 2\n",
       "http://m.facebook.com/                                                                                                                                   2\n",
       "https://abhi0323.github.io/Abhishek-Chandragiri-Portfolio/                                                                                               2\n",
       "https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fabhi0323%2Egithub%2Eio%2FAbhishek-Chandragiri-Portfolio%2F&urlhash=wUzK&trk=contact-info       2\n",
       "https://www.evernote.com/                                                                                                                                1\n",
       "http://127.0.0.1:5500/index.html                                                                                                                         1\n",
       "https://github.com/Abhi0323/Abhishek-Chandragiri-Portfolio/tree/main                                                                                     1\n",
       "https://github.com/Abhi0323?tab=overview&from=2023-11-01&to=2023-11-04                                                                                   1\n",
       "https://l.facebook.com/                                                                                                                                  1\n",
       "https://akshayakalpa.kapturecrm.com/                                                                                                                     1\n",
       "https://github.com/Abhi0323/Abhi0323                                                                                                                     1\n",
       "https://github.com/Abhi0323/Abhishek-Chandragiri-Portfolio/blob/main/README.md                                                                           1\n",
       "https://linkedin.com/                                                                                                                                    1\n",
       "https://trello.com/                                                                                                                                      1\n",
       "https://github.com/Abhi0323/Abhishek-Chandragiri-Portfolio/deployments/github-pages                                                                      1\n",
       "Name: pagereferrer, dtype: int64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_set4.pagereferrer.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "ef45b9c1-0116-4a63-9d9c-091e070589b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualization settings for aesthetics\n",
    "sns.set(style=\"whitegrid\")  # Setting the seaborn style for consistent aesthetics\n",
    "\n",
    "\"\"\"\n",
    "Visualization for Set 1: User Session and Geographic Information\n",
    "These visualizations focus on understanding the sources of traffic, the geographic distribution of users,\n",
    "and the devices used to access the portfolio site.\n",
    "\"\"\"\n",
    "\n",
    "# a. Channels and Sources Visualization\n",
    "# This chart shows the distribution of the first user source, providing insights into the most common platforms driving traffic to the site.\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.countplot(data=df_set1, x='firstUserSource')\n",
    "plt.title('Distribution of First User Source')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n",
    "\n",
    "# b. Geographic Distribution Visualization (example for countries)\n",
    "# This chart presents the user distribution by country, highlighting where the site's visitors are geographically located.\n",
    "plt.figure(figsize=(20, 6))\n",
    "sns.countplot(data=df_set1, x='country')\n",
    "plt.title('User Distribution by Country')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()\n",
    "\n",
    "# c. Device Usage Visualization\n",
    "# This chart depicts the session count per device category, showing the device preference among the site's visitors.\n",
    "plt.figure(figsize=(6, 4))\n",
    "sns.countplot(data=df_set1, x='deviceCategory')\n",
    "plt.title('Session Count per Device Category')\n",
    "plt.show()\n",
    "\n",
    "# d. Engagement Metrics Analysis (example for sessions trend)\n",
    "# This line chart shows the trend of sessions over time, providing insights into user engagement patterns.\n",
    "df_set1['date'] = pd.to_datetime(df_set1['date'], format='%Y%m%d')  # Ensure date is in the correct format\n",
    "plt.figure(figsize=(20, 6))\n",
    "sns.lineplot(data=df_set1, x='date', y='sessions', marker='o')\n",
    "plt.title('Trend of Sessions Over Time')\n",
    "plt.show()\n",
    "\n",
    "\"\"\"\n",
    "Visualization for Set 2: Page Information and User Behavior\n",
    "These visualizations aim to understand user behavior on the site, including the new vs. returning visitor ratio and browser usage.\n",
    "\"\"\"\n",
    "\n",
    "# e. New vs. Returning Visitors\n",
    "# This pie chart compares the ratio of new vs. returning visitors, providing insights into visitor retention and acquisition.\n",
    "new_vs_returning_counts = df_set2['newvsreturning'].value_counts()\n",
    "plt.figure(figsize=(5, 5))\n",
    "new_vs_returning_counts.plot(kind='pie', autopct='%1.1f%%', startangle=140)\n",
    "plt.title('New vs. Returning Visitors')\n",
    "plt.ylabel('')  # Hide the y-label\n",
    "plt.show()\n",
    "\n",
    "# f. Browser Usage\n",
    "# This chart illustrates the browser usage among visitors, indicating which browsers are most popular.\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.countplot(data=df_set2, y='browser', order=df_set2['browser'].value_counts().index)\n",
    "plt.title('Browser Usage')\n",
    "plt.xlabel('Count')\n",
    "plt.ylabel('Browser')\n",
    "plt.show()\n",
    "\n",
    "\"\"\"\n",
    "Visualization for Set 4: Language and Regional Preferences\n",
    "This visualization focuses on device category distribution, providing insights into the types of devices used to access the site.\n",
    "\"\"\"\n",
    "\n",
    "# g. Device Category Distribution\n",
    "# This pie chart shows the distribution of sessions across different device categories, highlighting device preferences.\n",
    "device_counts = df_set4['deviceCategory'].value_counts()\n",
    "plt.figure(figsize=(4, 4))\n",
    "device_counts.plot(kind='pie', autopct='%1.1f%%', startangle=140)\n",
    "plt.title('Device Category Distribution')\n",
    "plt.ylabel('')  # Hide the y-label\n",
    "plt.show()\n"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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