{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c957f19c",
   "metadata": {},
   "source": [
    "# Q8: Interacting with Web APIs\n",
    "\n",
    "**Problem Statement:** Analyzing Weather Data from OpenWeatherMap API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ef2a9fd3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No OPENWEATHER_API_KEY set; using synthetic local sample.\n",
      "Location: Pune records: 40\n"
     ]
    }
   ],
   "source": [
    "# Request the API when a key is available; otherwise use the offline sample.\n",
    "import json\n",
    "import os\n",
    "import requests\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "api_key = os.getenv(\"OPENWEATHER_API_KEY\")\n",
    "if api_key:\n",
    "    try:\n",
    "        response = requests.get(\n",
    "            \"https://api.openweathermap.org/data/2.5/forecast\",\n",
    "            params={\"q\": \"Pune,IN\", \"appid\": api_key, \"units\": \"metric\"},\n",
    "            timeout=20,\n",
    "        )\n",
    "        response.raise_for_status()\n",
    "        weather_json = response.json()\n",
    "        print(\"Live OpenWeatherMap forecast loaded.\")\n",
    "    except requests.RequestException as error:\n",
    "        print(\"Live request failed; using local sample:\", error)\n",
    "        weather_json = json.loads(open(\"OpenWeatherMap_sample.json\", encoding=\"utf-8\").read())\n",
    "else:\n",
    "    print(\"No OPENWEATHER_API_KEY set; using synthetic local sample.\")\n",
    "    weather_json = json.loads(open(\"OpenWeatherMap_sample.json\", encoding=\"utf-8\").read())\n",
    "print(\"Location:\", weather_json[\"city\"][\"name\"], \"records:\", len(weather_json[\"list\"]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "05ace83c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                     time  temperature_c  humidity_pct  wind_m_s  rain_mm\n",
      "2025-04-01 00:00:00+00:00           22.9            66       2.3      2.2\n",
      "2025-04-01 03:00:00+00:00           27.9            55       5.0      0.0\n",
      "2025-04-01 06:00:00+00:00           30.2            52       3.5      0.0\n",
      "2025-04-01 09:00:00+00:00           26.9            54       2.0      0.0\n",
      "2025-04-01 12:00:00+00:00           25.3            73       4.7      0.0\n",
      "Missing measurements: 0\n"
     ]
    }
   ],
   "source": [
    "# Extract temperature, humidity, wind and precipitation from each response item.\n",
    "rows = []\n",
    "for item in weather_json[\"list\"]:\n",
    "    rows.append({\n",
    "        \"time\": pd.to_datetime(item[\"dt\"], unit=\"s\", utc=True),\n",
    "        \"temperature_c\": item.get(\"main\", {}).get(\"temp\"),\n",
    "        \"humidity_pct\": item.get(\"main\", {}).get(\"humidity\"),\n",
    "        \"wind_m_s\": item.get(\"wind\", {}).get(\"speed\"),\n",
    "        \"rain_mm\": item.get(\"rain\", {}).get(\"3h\", 0),\n",
    "    })\n",
    "weather = pd.DataFrame(rows).sort_values(\"time\")\n",
    "numeric = [\"temperature_c\", \"humidity_pct\", \"wind_m_s\", \"rain_mm\"]\n",
    "weather[numeric] = weather[numeric].apply(pd.to_numeric, errors=\"coerce\")\n",
    "weather[numeric] = weather[numeric].interpolate(limit_direction=\"both\").fillna(0)\n",
    "print(weather.head().to_string(index=False))\n",
    "print(\"Missing measurements:\", int(weather[numeric].isna().sum().sum()))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9aa74ba7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                           temp_mean  temp_min  temp_max  humidity_mean  wind_mean  rain_total\n",
      "time                                                                                          \n",
      "2025-04-01 00:00:00+00:00      24.40      19.0      30.2          65.00       3.00         6.0\n",
      "2025-04-02 00:00:00+00:00      25.40      21.1      30.1          66.75       3.26         1.1\n",
      "2025-04-03 00:00:00+00:00      25.14      20.6      29.9          62.62       2.74         3.3\n",
      "2025-04-04 00:00:00+00:00      24.74      19.3      30.2          65.00       3.12         3.2\n",
      "2025-04-05 00:00:00+00:00      24.46      18.6      28.9          65.75       2.62         3.3\n",
      "Overall temperature range: 18.6 to 30.2 °C\n"
     ]
    }
   ],
   "source": [
    "# Model daily summaries and inspect changes over the forecast period.\n",
    "daily = weather.set_index(\"time\").resample(\"D\").agg({\n",
    "    \"temperature_c\": [\"mean\", \"min\", \"max\"],\n",
    "    \"humidity_pct\": \"mean\",\n",
    "    \"wind_m_s\": \"mean\",\n",
    "    \"rain_mm\": \"sum\",\n",
    "})\n",
    "daily.columns = [\"temp_mean\", \"temp_min\", \"temp_max\", \"humidity_mean\", \"wind_mean\", \"rain_total\"]\n",
    "print(daily.round(2).to_string())\n",
    "print(\"Overall temperature range:\", weather[\"temperature_c\"].min(), \"to\", weather[\"temperature_c\"].max(), \"°C\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7899ee87",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot weather trends and daily rainfall.\n",
    "fig, axes = plt.subplots(2, 1, figsize=(10, 7))\n",
    "weather.plot(x=\"time\", y=\"temperature_c\", ax=axes[0], legend=False, color=\"tomato\")\n",
    "axes[0].set_title(\"Forecast temperature\")\n",
    "axes[0].set_ylabel(\"°C\")\n",
    "daily[\"rain_total\"].plot.bar(ax=axes[1], color=\"steelblue\", title=\"Daily precipitation\")\n",
    "axes[1].set_ylabel(\"mm\")\n",
    "axes[1].tick_params(axis=\"x\", rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "738557b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show the location, then visualize correlations between weather variables.\n",
    "coords = weather_json[\"city\"][\"coord\"]\n",
    "fig, axes = plt.subplots(1, 2, figsize=(11, 4))\n",
    "axes[0].scatter(coords[\"lon\"], coords[\"lat\"], s=140, color=\"darkorange\")\n",
    "axes[0].annotate(weather_json[\"city\"][\"name\"], (coords[\"lon\"], coords[\"lat\"]), xytext=(5, 5), textcoords=\"offset points\")\n",
    "axes[0].set(xlabel=\"Longitude\", ylabel=\"Latitude\", title=\"Forecast location\")\n",
    "axes[0].grid(alpha=0.3)\n",
    "correlation = weather[numeric].corr()\n",
    "image = axes[1].imshow(correlation, vmin=-1, vmax=1, cmap=\"coolwarm\")\n",
    "axes[1].set_xticks(range(len(numeric)), numeric, rotation=35, ha=\"right\")\n",
    "axes[1].set_yticks(range(len(numeric)), numeric)\n",
    "axes[1].set_title(\"Weather 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
}
