{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f4da7634",
   "metadata": {},
   "source": [
    "# Q13: Time Series Data Analysis\n",
    "\n",
    "**Problem Statement:** Analysis and Visualization of Stock Market Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "282c843e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rows and columns: (260, 3)\n",
      "             Close  Volume  MarketIndex\n",
      "Date                                   \n",
      "2024-01-01  102.97  325195     17998.28\n",
      "2024-01-02  105.27  309874     18004.02\n",
      "2024-01-03  105.72  106315     17993.29\n",
      "2024-01-04  106.59  208729     18085.50\n",
      "2024-01-05  106.40  333653     18070.59\n",
      "Date span: 2024-01-01 to 2024-12-27\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "stocks = pd.read_csv(\"Stock_Prices.csv\", parse_dates=[\"Date\"]).sort_values(\"Date\").set_index(\"Date\")\n",
    "print(\"Rows and columns:\", stocks.shape)\n",
    "print(stocks.head().to_string())\n",
    "print(\"Date span:\", stocks.index.min().date(), \"to\", stocks.index.max().date())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "43275f7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot historical prices and 20/50-day rolling averages.\n",
    "stocks[\"MA20\"] = stocks[\"Close\"].rolling(20).mean()\n",
    "stocks[\"MA50\"] = stocks[\"Close\"].rolling(50).mean()\n",
    "stocks[[\"Close\", \"MA20\", \"MA50\"]].plot(figsize=(11, 4), title=\"Closing price and moving averages\")\n",
    "plt.ylabel(\"Price\")\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "dba20bda",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean daily return by weekday:\n",
      " Date\n",
      "Monday      -0.042\n",
      "Tuesday      0.528\n",
      "Wednesday   -0.119\n",
      "Thursday    -0.171\n",
      "Friday       0.588 %\n",
      "Close/volume/market correlations:\n",
      "              Close  Volume  MarketIndex\n",
      "Close        1.000  -0.060        0.915\n",
      "Volume      -0.060   1.000       -0.061\n",
      "MarketIndex  0.915  -0.061        1.000\n"
     ]
    },
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Inspect possible weekday/monthly patterns and correlation with the market.\n",
    "weekday_change = stocks[\"Close\"].pct_change().groupby(stocks.index.day_name()).mean().reindex([\"Monday\", \"Tuesday\", \"Wednesday\", \"Thursday\", \"Friday\"])\n",
    "monthly_close = stocks[\"Close\"].resample(\"MS\").mean()\n",
    "print(\"Mean daily return by weekday:\\n\", (weekday_change * 100).round(3).to_string(), \"%\")\n",
    "print(\"Close/volume/market correlations:\\n\", stocks[[\"Close\", \"Volume\", \"MarketIndex\"]].corr().round(3).to_string())\n",
    "monthly_close.plot.bar(figsize=(10, 3), title=\"Mean closing price by month\")\n",
    "plt.ylabel(\"Price\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "df0e0e34",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Held-out mean absolute error: 1.98\n",
      "            Actual  Forecast\n",
      "Date                        \n",
      "2024-11-18  145.27    145.91\n",
      "2024-11-19  144.78    146.29\n",
      "2024-11-20  148.41    146.67\n",
      "2024-11-21  147.69    147.06\n",
      "2024-11-22  150.78    147.44\n"
     ]
    }
   ],
   "source": [
    "# Holt's linear exponential smoothing: fit only on the training period.\n",
    "train = stocks[\"Close\"].iloc[:-30]\n",
    "test = stocks[\"Close\"].iloc[-30:]\n",
    "alpha, beta = 0.35, 0.08\n",
    "level = float(train.iloc[0])\n",
    "trend = float(train.iloc[1] - train.iloc[0])\n",
    "for value in train.iloc[1:]:\n",
    "    old_level = level\n",
    "    level = alpha * float(value) + (1 - alpha) * (level + trend)\n",
    "    trend = beta * (level - old_level) + (1 - beta) * trend\n",
    "forecast = pd.Series(level + np.arange(1, len(test) + 1) * trend, index=test.index, name=\"Forecast\")\n",
    "mae = (forecast - test).abs().mean()\n",
    "print(\"Held-out mean absolute error:\", round(mae, 2))\n",
    "print(pd.DataFrame({\"Actual\": test, \"Forecast\": forecast}).head().round(2).to_string())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "acd17744",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compare the held-out prices with the exponential-smoothing forecast.\n",
    "ax = train.iloc[-60:].plot(figsize=(10, 4), label=\"Training close\")\n",
    "test.plot(ax=ax, label=\"Actual close\")\n",
    "forecast.plot(ax=ax, label=\"Holt forecast\", linestyle=\"--\")\n",
    "ax.set(title=\"Held-out stock price forecast\", ylabel=\"Price\")\n",
    "ax.legend()\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
}
