visualion for pageviews in GA4 and UA

Visualization code to compare GA4 and Universal analytics page views

views_visualization.ipynb

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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ga = pd.read_excel('views_ga4_ua.xlsx',sheet_name='GA4')\n",
+    "ua = pd.read_excel('views_ga4_ua.xlsx',sheet_name='UA')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ga=ga.set_index('Views')\n",
+    "ua=ua.set_index('Views')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ga = ga.T\n",
+    "ua = ua.T"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def visualize(index,ga_val,ua_val,region):\n",
+    "    sns.set_style(\"whitegrid\")\n",
+    "    plt.figure(figsize=(10,5))\n",
+    "    sns.lineplot(x=index,y=ga_val, label = 'GA-4',color = 'blue')\n",
+    "    sns.lineplot(x=index,y=ua_val, label = 'UA',color = 'orangered')\n",
+    "    plt.title(region +' - Page Views (2023)')\n",
+    "    plt.legend(loc = 'upper left')\n",
+    "    plt.xlabel('Months')\n",
+    "    plt.ylabel('Page Views')\n",
+    "    plt.tight_layout()\n",
+    "    plt.savefig(\"graph/\"+region+\".jpeg\", format='jpeg')\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for (gaCol,gaData),(uaCol,uaData) in zip(ga.items(),ua.items()):\n",
+    "    visualize(gaData.index, gaData.values, uaData.values, gaCol)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}