{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "65abd2c6",
   "metadata": {},
   "source": [
    "# Q11: Data Visualization using matplotlib\n",
    "\n",
    "**Problem Statement:** Analyzing Air Quality Index (AQI) Trends in a City"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d06d7a3b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape: (150, 5)\n",
      "      Date  PM2.5  PM10   CO  AQI\n",
      "2025-01-01   42.1  76.3 1.25  120\n",
      "2025-01-02   46.3  82.3 1.25  121\n",
      "2025-01-03   32.1  71.7 0.99  101\n",
      "2025-01-04   37.9  58.5 1.02  111\n",
      "2025-01-05   41.5  53.5 1.03  119\n",
      "        PM2.5    PM10      CO     AQI\n",
      "count  150.00  150.00  150.00  150.00\n",
      "mean    37.98   65.49    1.02  104.01\n",
      "std     11.22   21.52    0.19   26.37\n",
      "min     11.00   12.00    0.56   29.00\n",
      "25%     29.35   51.70    0.89   86.00\n",
      "50%     38.25   63.95    1.02  103.00\n",
      "75%     45.70   80.68    1.17  123.75\n",
      "max     64.30  111.00    1.49  162.00\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "air = pd.read_csv(\"City_Air_Quality.csv\", parse_dates=[\"Date\"])\n",
    "print(\"Shape:\", air.shape)\n",
    "print(air.head().to_string(index=False))\n",
    "print(air[[\"PM2.5\", \"PM10\", \"CO\", \"AQI\"]].describe().round(2).to_string())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4dbabac4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Overall AQI time series and individual pollutant trends.\n",
    "fig, axes = plt.subplots(3, 1, figsize=(11, 9))\n",
    "air.plot(x=\"Date\", y=\"AQI\", ax=axes[0], legend=False, color=\"firebrick\", title=\"AQI over time\")\n",
    "air.plot(x=\"Date\", y=[\"PM2.5\", \"PM10\"], ax=axes[1], title=\"Particulate matter over time\")\n",
    "air.plot(x=\"Date\", y=\"CO\", ax=axes[2], legend=False, color=\"teal\", title=\"CO over time\")\n",
    "axes[0].set_ylabel(\"AQI\")\n",
    "axes[1].set_ylabel(\"µg/m³\")\n",
    "axes[2].set_ylabel(\"CO\")\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e0369b30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compare monthly AQI and AQI distributions across PM2.5 categories.\n",
    "air[\"Month\"] = air[\"Date\"].dt.to_period(\"M\").astype(str)\n",
    "fig, axes = plt.subplots(1, 2, figsize=(11, 4))\n",
    "air.groupby(\"Month\")[\"AQI\"].mean().plot.bar(ax=axes[0], color=\"slateblue\", title=\"Mean AQI by month\")\n",
    "axes[0].set_ylabel(\"Mean AQI\")\n",
    "axes[0].tick_params(axis=\"x\", rotation=45)\n",
    "air[\"PM25Band\"] = pd.cut(air[\"PM2.5\"], bins=[0, 25, 40, 60, np.inf], labels=[\"Low\", \"Moderate\", \"High\", \"Very high\"])\n",
    "bands = [(label, air.loc[air[\"PM25Band\"] == label, \"AQI\"]) for label in air[\"PM25Band\"].cat.categories]\n",
    "bands = [(label, values) for label, values in bands if not values.empty]\n",
    "axes[1].boxplot([values for _, values in bands], tick_labels=[label for label, _ in bands])\n",
    "axes[1].set_title(\"AQI by PM2.5 category\")\n",
    "axes[1].set_ylabel(\"AQI\")\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "609ca5bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Explore the relationship between particulate matter and AQI.\n",
    "fig, axes = plt.subplots(1, 2, figsize=(11, 4))\n",
    "axes[0].scatter(air[\"PM2.5\"], air[\"AQI\"], c=air[\"CO\"], cmap=\"viridis\", alpha=0.7)\n",
    "axes[0].set(xlabel=\"PM2.5\", ylabel=\"AQI\", title=\"AQI versus PM2.5 (color = CO)\")\n",
    "correlation = air[[\"PM2.5\", \"PM10\", \"CO\", \"AQI\"]].corr()\n",
    "image = axes[1].imshow(correlation, cmap=\"coolwarm\", vmin=-1, vmax=1)\n",
    "axes[1].set_xticks(range(4), correlation.columns, rotation=35)\n",
    "axes[1].set_yticks(range(4), correlation.columns)\n",
    "axes[1].set_title(\"Measurement correlations\")\n",
    "fig.colorbar(image, ax=axes[1], shrink=0.8)\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
}
