{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "cd0d943b",
   "metadata": {},
   "source": [
    "# Q12: Data Aggregation\n",
    "\n",
    "**Problem Statement:** Analyzing Sales Performance by Region in a Retail Company"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "34a5fcd8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Transactions: 320\n",
      "TransactionID TransactionDate Region ProductCategory  QuantitySold  UnitPrice  SalesAmount\n",
      "       RS0001      2025-05-06  North     Electronics             5   13052.75     65263.75\n",
      "       RS0002      2025-05-17  South     Electronics             3   17059.11     51177.33\n",
      "       RS0003      2025-01-05  North       Groceries             3     401.71      1205.13\n",
      "       RS0004      2025-01-27   West       Groceries             1     534.48       534.48\n",
      "       RS0005      2025-02-22  North     Electronics             1   12518.23     12518.23\n",
      "Regions: ['East', 'North', 'South', 'West']\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "retail = pd.read_csv(\"Retail_Sales_Data.csv\", parse_dates=[\"TransactionDate\"])\n",
    "print(\"Transactions:\", len(retail))\n",
    "print(retail.head().to_string(index=False))\n",
    "print(\"Regions:\", sorted(retail[\"Region\"].unique()))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0c6406fd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        TotalSales  Transactions\n",
      "Region                          \n",
      "East    1698905.09            91\n",
      "South   1377072.57            81\n",
      "West    1284922.31            76\n",
      "North   1076181.45            72\n",
      "Top-performing region: East\n"
     ]
    }
   ],
   "source": [
    "# Total sales and transaction counts by region.\n",
    "by_region = retail.groupby(\"Region\").agg(TotalSales=(\"SalesAmount\", \"sum\"), Transactions=(\"TransactionID\", \"count\"))\n",
    "by_region = by_region.sort_values(\"TotalSales\", ascending=False)\n",
    "print(by_region.round(2).to_string())\n",
    "print(\"Top-performing region:\", by_region.index[0])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3e04d40d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compare the regional distribution as both bars and shares.\n",
    "fig, axes = plt.subplots(1, 2, figsize=(11, 4))\n",
    "by_region[\"TotalSales\"].plot.bar(ax=axes[0], title=\"Sales by region\", color=\"steelblue\")\n",
    "axes[0].set_ylabel(\"Total sales\")\n",
    "by_region[\"TotalSales\"].plot.pie(ax=axes[1], title=\"Regional sales share\", autopct=\"%1.0f%%\")\n",
    "axes[1].set_ylabel(\"\")\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6bb5d91e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ProductCategory   Clothing  Electronics  Furniture  Groceries\n",
      "Region                                                       \n",
      "East             170426.18   1181603.03  324492.99   22382.89\n",
      "North             88969.85    610659.57  354800.79   21751.24\n",
      "South            130530.86    835316.94  387559.17   23665.60\n",
      "West             173872.12    736480.36  357921.97   16647.86\n"
     ]
    },
    {
     "data": {
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Group by both region and product category to expose the sales mix.\n",
    "regional_category = retail.pivot_table(index=\"Region\", columns=\"ProductCategory\", values=\"SalesAmount\", aggfunc=\"sum\", fill_value=0)\n",
    "print(regional_category.round(2).to_string())\n",
    "fig, axes = plt.subplots(1, 2, figsize=(13, 4))\n",
    "regional_category.plot.bar(stacked=True, ax=axes[0], title=\"Stacked sales mix\")\n",
    "regional_category.plot.bar(ax=axes[1], title=\"Grouped category comparison\")\n",
    "for axis in axes:\n",
    "    axis.set_ylabel(\"Sales amount\")\n",
    "    axis.tick_params(axis=\"x\", rotation=0)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "file_extension": ".py",
   "name": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
