notebook_analysis_stock_dollar_cost_average_with_graph.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Version 3: Dollar Cost Averaging\n",
    "\n",
    "---\n",
    "\n",
    "- Investment Strategy: dollar-cost-averaging, or buying into the market on a regular basis, regardless of fluctuations.<br>\n",
    "- Methodology: Simulate a dollar-cost-average strategy by investing $25 each Tuesday.  I decided on Tuesday to avoid the markets being closed on some Monday holidays.  I am also assuming the daily average daily price as the purchase price.<br>\n",
    "- Follow-up Question:  After getting started with this strategy, is there ever a time when my invested dollars are greater than the value of my investments?  In other words:  are there periods of time where I am siting on a loss?  See graph for information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Loading libraries\n",
    "\n",
    "import yfinance as yf \n",
    "import pandas as pd\n",
    "import openpyxl\n",
    "import datetime as dt\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# AI description of the libraries\n",
    "# `yfinance`: This is a popular open-source library that allows you to access the financial data available on Yahoo Finance. You can download historical market data, get real-time data, and more.\n",
    "# `pandas`: This is a powerful data manipulation library in Python. It provides data structures and functions needed to manipulate structured data, including functions for reading and writing data in a variety of formats.\n",
    "# `openpyxl`: This is a Python library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files. It is used when you want to work with Excel files (.xlsx, .xlsm) in Python.\n",
    "# `datetime`: This is a module in Python's standard library for working with dates and times. It provides classes for manipulating dates and times in both simple and complex ways."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I am using two low cost ETFs for this analysis.<br>\n",
    "- SPLG is a low cost ETF that tracks the S&P 500 index.\n",
    "- XLG is a low cost, ETF that tracks the 50 largest companies in the S&P 500 index.\n",
    "- QQQ is an ETF that tracks the NASDAQ 100.  (QQQM is a lower cost ETF but does not have 10 years of history)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Methodology:<br>\n",
    "1. Download 10 years of SPLG data.<br>\n",
    "2. Implement the methodology.<br>\n",
    "3. Check the results.<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Capital Gains</th>\n",
       "      <th>Day of Week</th>\n",
       "      <th>Avg Price</th>\n",
       "      <th>Shares Purchased</th>\n",
       "      <th>Cumulative Shares</th>\n",
       "      <th>Market Value</th>\n",
       "      <th>Cumulative Invested</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2495</th>\n",
       "      <td>2024-05-07 04:00:00</td>\n",
       "      <td>SPLG</td>\n",
       "      <td>60.869999</td>\n",
       "      <td>61.000000</td>\n",
       "      <td>60.740002</td>\n",
       "      <td>60.840000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>60.855000</td>\n",
       "      <td>0.410813</td>\n",
       "      <td>423.252912</td>\n",
       "      <td>25750.707260</td>\n",
       "      <td>12850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2500</th>\n",
       "      <td>2024-05-14 04:00:00</td>\n",
       "      <td>SPLG</td>\n",
       "      <td>61.279999</td>\n",
       "      <td>61.610001</td>\n",
       "      <td>61.230000</td>\n",
       "      <td>61.549999</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>61.414999</td>\n",
       "      <td>0.407067</td>\n",
       "      <td>423.659979</td>\n",
       "      <td>26076.271394</td>\n",
       "      <td>12875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2505</th>\n",
       "      <td>2024-05-21 04:00:00</td>\n",
       "      <td>SPLG</td>\n",
       "      <td>62.250000</td>\n",
       "      <td>62.520000</td>\n",
       "      <td>62.230000</td>\n",
       "      <td>62.509998</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>62.379999</td>\n",
       "      <td>0.400769</td>\n",
       "      <td>424.060749</td>\n",
       "      <td>26508.036686</td>\n",
       "      <td>12900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2509</th>\n",
       "      <td>2024-05-28 04:00:00</td>\n",
       "      <td>SPLG</td>\n",
       "      <td>62.389999</td>\n",
       "      <td>62.400002</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>62.330002</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>62.360001</td>\n",
       "      <td>0.400898</td>\n",
       "      <td>424.461647</td>\n",
       "      <td>26456.695213</td>\n",
       "      <td>12925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2514</th>\n",
       "      <td>2024-06-04 04:00:00</td>\n",
       "      <td>SPLG</td>\n",
       "      <td>61.939999</td>\n",
       "      <td>62.240002</td>\n",
       "      <td>61.740002</td>\n",
       "      <td>62.160000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>62.049999</td>\n",
       "      <td>0.402901</td>\n",
       "      <td>424.864548</td>\n",
       "      <td>26409.580210</td>\n",
       "      <td>12950</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Date Symbol       Open       High        Low      Close  \\\n",
       "2495 2024-05-07 04:00:00   SPLG  60.869999  61.000000  60.740002  60.840000   \n",
       "2500 2024-05-14 04:00:00   SPLG  61.279999  61.610001  61.230000  61.549999   \n",
       "2505 2024-05-21 04:00:00   SPLG  62.250000  62.520000  62.230000  62.509998   \n",
       "2509 2024-05-28 04:00:00   SPLG  62.389999  62.400002  62.000000  62.330002   \n",
       "2514 2024-06-04 04:00:00   SPLG  61.939999  62.240002  61.740002  62.160000   \n",
       "\n",
       "      Capital Gains Day of Week  Avg Price  Shares Purchased  \\\n",
       "2495            0.0     Tuesday  60.855000          0.410813   \n",
       "2500            0.0     Tuesday  61.414999          0.407067   \n",
       "2505            0.0     Tuesday  62.379999          0.400769   \n",
       "2509            0.0     Tuesday  62.360001          0.400898   \n",
       "2514            0.0     Tuesday  62.049999          0.402901   \n",
       "\n",
       "      Cumulative Shares  Market Value  Cumulative Invested  \n",
       "2495         423.252912  25750.707260                12850  \n",
       "2500         423.659979  26076.271394                12875  \n",
       "2505         424.060749  26508.036686                12900  \n",
       "2509         424.461647  26456.695213                12925  \n",
       "2514         424.864548  26409.580210                12950  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Download 10 years of SPLG stock data\n",
    "ticker = yf.Ticker(\"SPLG\")\n",
    "data = ticker.history(period=\"10y\", interval=\"1d\")\n",
    "df = pd.DataFrame(data)\n",
    "df.drop(['Dividends', 'Stock Splits', 'Volume'], axis=1, inplace=True)\n",
    "df.insert(0, 'Date_add', df.index)\n",
    "df.insert(1, 'Symbol', 'SPLG')\n",
    "df.to_csv('yf_splg.csv', index=False)\n",
    "\n",
    "\n",
    "# Load historical data\n",
    "df = pd.read_csv('yf_splg.csv', parse_dates=['Date_add'])\n",
    "df.rename(columns={'Date_add': 'Date'}, inplace=True)\n",
    "df['Date'] = pd.to_datetime(df['Date'], utc=True).dt.tz_convert(None)\n",
    "\n",
    "# Filter for Tuesdays\n",
    "df['Day of Week'] = df['Date'].dt.day_name()\n",
    "tuesdays_df = df[df['Day of Week'] == 'Tuesday'].copy()\n",
    "\n",
    "# Calculate daily average price\n",
    "tuesdays_df.loc[:, 'Avg Price'] = (tuesdays_df['Open'] + tuesdays_df['Close']) / 2\n",
    "\n",
    "# Simulate DCA purchases\n",
    "investment_amount = 25\n",
    "tuesdays_df.loc[:, 'Shares Purchased'] = investment_amount / tuesdays_df['Avg Price']\n",
    "tuesdays_df.loc[:, 'Cumulative Shares'] = tuesdays_df['Shares Purchased'].cumsum()\n",
    "\n",
    "# Calculate the market value of the cumulative shares\n",
    "tuesdays_df.loc[:, 'Market Value'] = tuesdays_df['Cumulative Shares'] * tuesdays_df['Close']\n",
    "\n",
    "# Calculate the cumulative invested amount (correcting the calculation)\n",
    "tuesdays_df.loc[:, 'Cumulative Invested'] = investment_amount * (tuesdays_df.reset_index().index + 1)\n",
    "\n",
    "# Add debugging information\n",
    "#print(tuesdays_df[['Date', 'Avg Price', 'Shares Purchased', 'Cumulative Shares', 'Market Value', 'Cumulative Invested']].head(10))\n",
    "\n",
    "# Plot the DCA strategy results\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "\n",
    "ax.plot(tuesdays_df['Date'], tuesdays_df['Cumulative Invested'], label='Cumulative Invested', color='blue')\n",
    "ax.plot(tuesdays_df['Date'], tuesdays_df['Market Value'], label='Market Value (SPLG Close)', color='green')\n",
    "ax.set_title('Dollar-Cost Averaging Strategy: Cumulative Invested Amount vs. Market Value Over Time ($25 WEEKLY)')\n",
    "ax.set_xlabel('Date')\n",
    "ax.set_ylabel('Value ($)')\n",
    "ax.legend()\n",
    "ax.grid(True)\n",
    "\n",
    "plt.show()\n",
    "\n",
    "# Display the final few rows of the DataFrame for inspection\n",
    "tuesdays_df.tail()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Date</th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Capital Gains</th>\n",
       "      <th>Avg Price</th>\n",
       "      <th>Shares Purchased</th>\n",
       "      <th>Cumulative Shares</th>\n",
       "      <th>Market Value</th>\n",
       "      <th>Cumulative Invested</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>2024</td>\n",
       "      <td>2</td>\n",
       "      <td>2024-02-01 05:00:00</td>\n",
       "      <td>SPLG</td>\n",
       "      <td>56.808544</td>\n",
       "      <td>57.366665</td>\n",
       "      <td>56.718847</td>\n",
       "      <td>57.366665</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.087605</td>\n",
       "      <td>1.751694</td>\n",
       "      <td>391.386286</td>\n",
       "      <td>22452.525924</td>\n",
       "      <td>11700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>2024</td>\n",
       "      <td>3</td>\n",
       "      <td>2024-03-01 05:00:00</td>\n",
       "      <td>SPLG</td>\n",
       "      <td>59.678875</td>\n",
       "      <td>60.177196</td>\n",
       "      <td>59.629044</td>\n",
       "      <td>60.137329</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.908102</td>\n",
       "      <td>1.669223</td>\n",
       "      <td>393.055510</td>\n",
       "      <td>23637.308533</td>\n",
       "      <td>11800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>2024</td>\n",
       "      <td>4</td>\n",
       "      <td>2024-04-01 04:00:00</td>\n",
       "      <td>SPLG</td>\n",
       "      <td>61.619999</td>\n",
       "      <td>61.680000</td>\n",
       "      <td>61.270000</td>\n",
       "      <td>61.419998</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.519999</td>\n",
       "      <td>1.625488</td>\n",
       "      <td>394.680997</td>\n",
       "      <td>24241.306127</td>\n",
       "      <td>11900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>2024</td>\n",
       "      <td>5</td>\n",
       "      <td>2024-05-01 04:00:00</td>\n",
       "      <td>SPLG</td>\n",
       "      <td>58.980000</td>\n",
       "      <td>59.770000</td>\n",
       "      <td>58.799999</td>\n",
       "      <td>58.840000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>58.910000</td>\n",
       "      <td>1.697505</td>\n",
       "      <td>396.378502</td>\n",
       "      <td>23322.911112</td>\n",
       "      <td>12000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>2024</td>\n",
       "      <td>6</td>\n",
       "      <td>2024-06-03 04:00:00</td>\n",
       "      <td>SPLG</td>\n",
       "      <td>62.230000</td>\n",
       "      <td>62.240002</td>\n",
       "      <td>61.480000</td>\n",
       "      <td>62.070000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.150000</td>\n",
       "      <td>1.609010</td>\n",
       "      <td>397.987512</td>\n",
       "      <td>24703.084771</td>\n",
       "      <td>12100</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Year  Month                Date Symbol       Open       High        Low  \\\n",
       "116  2024      2 2024-02-01 05:00:00   SPLG  56.808544  57.366665  56.718847   \n",
       "117  2024      3 2024-03-01 05:00:00   SPLG  59.678875  60.177196  59.629044   \n",
       "118  2024      4 2024-04-01 04:00:00   SPLG  61.619999  61.680000  61.270000   \n",
       "119  2024      5 2024-05-01 04:00:00   SPLG  58.980000  59.770000  58.799999   \n",
       "120  2024      6 2024-06-03 04:00:00   SPLG  62.230000  62.240002  61.480000   \n",
       "\n",
       "         Close  Capital Gains  Avg Price  Shares Purchased  Cumulative Shares  \\\n",
       "116  57.366665            0.0  57.087605          1.751694         391.386286   \n",
       "117  60.137329            0.0  59.908102          1.669223         393.055510   \n",
       "118  61.419998            0.0  61.519999          1.625488         394.680997   \n",
       "119  58.840000            0.0  58.910000          1.697505         396.378502   \n",
       "120  62.070000            0.0  62.150000          1.609010         397.987512   \n",
       "\n",
       "     Market Value  Cumulative Invested  \n",
       "116  22452.525924                11700  \n",
       "117  23637.308533                11800  \n",
       "118  24241.306127                11900  \n",
       "119  23322.911112                12000  \n",
       "120  24703.084771                12100  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load historical data\n",
    "df = pd.read_csv('yf_splg.csv', parse_dates=['Date_add'])\n",
    "df.rename(columns={'Date_add': 'Date'}, inplace=True)\n",
    "df['Date'] = pd.to_datetime(df['Date'], utc=True).dt.tz_convert(None)\n",
    "\n",
    "# Filter for the first trading day of each month\n",
    "df['Month'] = df['Date'].dt.month\n",
    "df['Year'] = df['Date'].dt.year\n",
    "first_days_df = df.groupby(['Year', 'Month']).first().reset_index()\n",
    "\n",
    "# Calculate daily average price\n",
    "first_days_df.loc[:, 'Avg Price'] = (first_days_df['Open'] + first_days_df['Close']) / 2\n",
    "\n",
    "# Simulate DCA purchases\n",
    "investment_amount = 100\n",
    "first_days_df.loc[:, 'Shares Purchased'] = investment_amount / first_days_df['Avg Price']\n",
    "first_days_df.loc[:, 'Cumulative Shares'] = first_days_df['Shares Purchased'].cumsum()\n",
    "\n",
    "# Calculate the market value of the cumulative shares\n",
    "first_days_df.loc[:, 'Market Value'] = first_days_df['Cumulative Shares'] * first_days_df['Close']\n",
    "\n",
    "# Calculate the cumulative invested amount\n",
    "first_days_df.loc[:, 'Cumulative Invested'] = investment_amount * (first_days_df.reset_index().index + 1)\n",
    "\n",
    "# Add debugging information\n",
    "#print(first_days_df[['Date', 'Avg Price', 'Shares Purchased', 'Cumulative Shares', 'Market Value', 'Cumulative Invested']].head(10))\n",
    "\n",
    "# Plot the DCA strategy results\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "\n",
    "ax.plot(first_days_df['Date'], first_days_df['Cumulative Invested'], label='Cumulative Invested', color='blue')\n",
    "ax.plot(first_days_df['Date'], first_days_df['Market Value'], label='Market Value (SPLG Close)', color='green')\n",
    "ax.set_title('Dollar-Cost Averaging Strategy: Cumulative Invested Amount vs. Market Value Over Time ($100 Monthly)')\n",
    "ax.set_xlabel('Date')\n",
    "ax.set_ylabel('Value ($)')\n",
    "ax.legend()\n",
    "ax.grid(True)\n",
    "\n",
    "plt.show()\n",
    "\n",
    "# Display the final few rows of the DataFrame for inspection\n",
    "first_days_df.tail()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Capital Gains</th>\n",
       "      <th>Day of Week</th>\n",
       "      <th>Avg Price</th>\n",
       "      <th>Shares Purchased</th>\n",
       "      <th>Cumulative Shares</th>\n",
       "      <th>Market Value</th>\n",
       "      <th>Cumulative Invested</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2495</th>\n",
       "      <td>2024-05-07 04:00:00</td>\n",
       "      <td>XLG</td>\n",
       "      <td>42.139999</td>\n",
       "      <td>42.230000</td>\n",
       "      <td>42.009998</td>\n",
       "      <td>42.099998</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>42.119999</td>\n",
       "      <td>0.593542</td>\n",
       "      <td>674.225279</td>\n",
       "      <td>28384.883214</td>\n",
       "      <td>12850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2500</th>\n",
       "      <td>2024-05-14 04:00:00</td>\n",
       "      <td>XLG</td>\n",
       "      <td>42.310001</td>\n",
       "      <td>42.639999</td>\n",
       "      <td>42.270000</td>\n",
       "      <td>42.599998</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>42.455000</td>\n",
       "      <td>0.588859</td>\n",
       "      <td>674.814138</td>\n",
       "      <td>28747.081237</td>\n",
       "      <td>12875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2505</th>\n",
       "      <td>2024-05-21 04:00:00</td>\n",
       "      <td>XLG</td>\n",
       "      <td>43.169998</td>\n",
       "      <td>43.419998</td>\n",
       "      <td>43.130001</td>\n",
       "      <td>43.410000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>43.289999</td>\n",
       "      <td>0.577501</td>\n",
       "      <td>675.391638</td>\n",
       "      <td>29318.750916</td>\n",
       "      <td>12900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2509</th>\n",
       "      <td>2024-05-28 04:00:00</td>\n",
       "      <td>XLG</td>\n",
       "      <td>43.680000</td>\n",
       "      <td>43.849998</td>\n",
       "      <td>43.520000</td>\n",
       "      <td>43.849998</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>43.764999</td>\n",
       "      <td>0.571233</td>\n",
       "      <td>675.962871</td>\n",
       "      <td>29640.970864</td>\n",
       "      <td>12925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2514</th>\n",
       "      <td>2024-06-04 04:00:00</td>\n",
       "      <td>XLG</td>\n",
       "      <td>43.480000</td>\n",
       "      <td>43.720001</td>\n",
       "      <td>43.360001</td>\n",
       "      <td>43.669998</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>43.574999</td>\n",
       "      <td>0.573723</td>\n",
       "      <td>676.536595</td>\n",
       "      <td>29544.351844</td>\n",
       "      <td>12950</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Date Symbol       Open       High        Low      Close  \\\n",
       "2495 2024-05-07 04:00:00    XLG  42.139999  42.230000  42.009998  42.099998   \n",
       "2500 2024-05-14 04:00:00    XLG  42.310001  42.639999  42.270000  42.599998   \n",
       "2505 2024-05-21 04:00:00    XLG  43.169998  43.419998  43.130001  43.410000   \n",
       "2509 2024-05-28 04:00:00    XLG  43.680000  43.849998  43.520000  43.849998   \n",
       "2514 2024-06-04 04:00:00    XLG  43.480000  43.720001  43.360001  43.669998   \n",
       "\n",
       "      Capital Gains Day of Week  Avg Price  Shares Purchased  \\\n",
       "2495            0.0     Tuesday  42.119999          0.593542   \n",
       "2500            0.0     Tuesday  42.455000          0.588859   \n",
       "2505            0.0     Tuesday  43.289999          0.577501   \n",
       "2509            0.0     Tuesday  43.764999          0.571233   \n",
       "2514            0.0     Tuesday  43.574999          0.573723   \n",
       "\n",
       "      Cumulative Shares  Market Value  Cumulative Invested  \n",
       "2495         674.225279  28384.883214                12850  \n",
       "2500         674.814138  28747.081237                12875  \n",
       "2505         675.391638  29318.750916                12900  \n",
       "2509         675.962871  29640.970864                12925  \n",
       "2514         676.536595  29544.351844                12950  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Download 10 years of XLG stock data\n",
    "ticker = yf.Ticker(\"XLG\")\n",
    "data = ticker.history(period=\"10y\", interval=\"1d\")\n",
    "df = pd.DataFrame(data)\n",
    "df.drop(['Dividends', 'Stock Splits', 'Volume'], axis=1, inplace=True)\n",
    "df.insert(0, 'Date_add', df.index)\n",
    "df.insert(1, 'Symbol', 'XLG')\n",
    "df.to_csv('yf_xlg.csv', index=False)\n",
    "\n",
    "\n",
    "# Load historical data\n",
    "df = pd.read_csv('yf_xlg.csv', parse_dates=['Date_add'])\n",
    "df.rename(columns={'Date_add': 'Date'}, inplace=True)\n",
    "df['Date'] = pd.to_datetime(df['Date'], utc=True).dt.tz_convert(None)\n",
    "\n",
    "# Filter for Tuesdays\n",
    "df['Day of Week'] = df['Date'].dt.day_name()\n",
    "tuesdays_df = df[df['Day of Week'] == 'Tuesday'].copy()\n",
    "\n",
    "# Calculate daily average price\n",
    "tuesdays_df.loc[:, 'Avg Price'] = (tuesdays_df['Open'] + tuesdays_df['Close']) / 2\n",
    "\n",
    "# Simulate DCA purchases\n",
    "investment_amount = 25\n",
    "tuesdays_df.loc[:, 'Shares Purchased'] = investment_amount / tuesdays_df['Avg Price']\n",
    "tuesdays_df.loc[:, 'Cumulative Shares'] = tuesdays_df['Shares Purchased'].cumsum()\n",
    "\n",
    "# Calculate the market value of the cumulative shares\n",
    "tuesdays_df.loc[:, 'Market Value'] = tuesdays_df['Cumulative Shares'] * tuesdays_df['Close']\n",
    "\n",
    "# Calculate the cumulative invested amount (correcting the calculation)\n",
    "tuesdays_df.loc[:, 'Cumulative Invested'] = investment_amount * (tuesdays_df.reset_index().index + 1)\n",
    "\n",
    "# Add debugging information\n",
    "#print(tuesdays_df[['Date', 'Avg Price', 'Shares Purchased', 'Cumulative Shares', 'Market Value', 'Cumulative Invested']].head(10))\n",
    "\n",
    "# Plot the DCA strategy results\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "\n",
    "ax.plot(tuesdays_df['Date'], tuesdays_df['Cumulative Invested'], label='Cumulative Invested', color='blue')\n",
    "ax.plot(tuesdays_df['Date'], tuesdays_df['Market Value'], label='Market Value (XLG Close)', color='green')\n",
    "ax.set_title('Dollar-Cost Averaging Strategy: Cumulative Invested Amount vs. Market Value Over Time ($25 WEEKLY)')\n",
    "ax.set_xlabel('Date')\n",
    "ax.set_ylabel('Value ($)')\n",
    "ax.legend()\n",
    "ax.grid(True)\n",
    "\n",
    "plt.show()\n",
    "\n",
    "# Display the final few rows of the DataFrame for inspection\n",
    "tuesdays_df.tail()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Capital Gains</th>\n",
       "      <th>Day of Week</th>\n",
       "      <th>Avg Price</th>\n",
       "      <th>Shares Purchased</th>\n",
       "      <th>Cumulative Shares</th>\n",
       "      <th>Market Value</th>\n",
       "      <th>Cumulative Invested</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>2470</th>\n",
       "      <td>2024-04-02 04:00:00</td>\n",
       "      <td>XLG</td>\n",
       "      <td>440.079987</td>\n",
       "      <td>441.429993</td>\n",
       "      <td>438.029999</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>440.594986</td>\n",
       "      <td>0.056741</td>\n",
       "      <td>76.231347</td>\n",
       "      <td>33626.408495</td>\n",
       "      <td>12725</td>\n",
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       "    <tr>\n",
       "      <th>2475</th>\n",
       "      <td>2024-04-09 04:00:00</td>\n",
       "      <td>XLG</td>\n",
       "      <td>442.959991</td>\n",
       "      <td>443.239990</td>\n",
       "      <td>437.440002</td>\n",
       "      <td>442.230011</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>442.595001</td>\n",
       "      <td>0.056485</td>\n",
       "      <td>76.287832</td>\n",
       "      <td>33736.768942</td>\n",
       "      <td>12750</td>\n",
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       "    <tr>\n",
       "      <th>2480</th>\n",
       "      <td>2024-04-16 04:00:00</td>\n",
       "      <td>XLG</td>\n",
       "      <td>430.899994</td>\n",
       "      <td>433.760010</td>\n",
       "      <td>429.700012</td>\n",
       "      <td>431.100006</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>431.000000</td>\n",
       "      <td>0.058005</td>\n",
       "      <td>76.345837</td>\n",
       "      <td>32912.690796</td>\n",
       "      <td>12775</td>\n",
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       "    <tr>\n",
       "      <th>2485</th>\n",
       "      <td>2024-04-23 04:00:00</td>\n",
       "      <td>XLG</td>\n",
       "      <td>420.769989</td>\n",
       "      <td>426.279999</td>\n",
       "      <td>418.869995</td>\n",
       "      <td>425.070007</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>422.919998</td>\n",
       "      <td>0.059113</td>\n",
       "      <td>76.404950</td>\n",
       "      <td>32477.452585</td>\n",
       "      <td>12800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2490</th>\n",
       "      <td>2024-04-30 04:00:00</td>\n",
       "      <td>XLG</td>\n",
       "      <td>431.149994</td>\n",
       "      <td>432.559998</td>\n",
       "      <td>424.510010</td>\n",
       "      <td>424.589996</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>427.869995</td>\n",
       "      <td>0.058429</td>\n",
       "      <td>76.463379</td>\n",
       "      <td>32465.585723</td>\n",
       "      <td>12825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2495</th>\n",
       "      <td>2024-05-07 04:00:00</td>\n",
       "      <td>XLG</td>\n",
       "      <td>440.700012</td>\n",
       "      <td>441.970001</td>\n",
       "      <td>439.579987</td>\n",
       "      <td>440.320007</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>440.510010</td>\n",
       "      <td>0.056752</td>\n",
       "      <td>76.520131</td>\n",
       "      <td>33693.344728</td>\n",
       "      <td>12850</td>\n",
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       "    <tr>\n",
       "      <th>2500</th>\n",
       "      <td>2024-05-14 04:00:00</td>\n",
       "      <td>XLG</td>\n",
       "      <td>442.649994</td>\n",
       "      <td>446.470001</td>\n",
       "      <td>442.459991</td>\n",
       "      <td>445.929993</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>444.289993</td>\n",
       "      <td>0.056270</td>\n",
       "      <td>76.576401</td>\n",
       "      <td>34147.713825</td>\n",
       "      <td>12875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2505</th>\n",
       "      <td>2024-05-21 04:00:00</td>\n",
       "      <td>XLG</td>\n",
       "      <td>453.040009</td>\n",
       "      <td>455.989990</td>\n",
       "      <td>452.839996</td>\n",
       "      <td>455.799988</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>454.419998</td>\n",
       "      <td>0.055015</td>\n",
       "      <td>76.631416</td>\n",
       "      <td>34928.598447</td>\n",
       "      <td>12900</td>\n",
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       "    <tr>\n",
       "      <th>2509</th>\n",
       "      <td>2024-05-28 04:00:00</td>\n",
       "      <td>XLG</td>\n",
       "      <td>459.179993</td>\n",
       "      <td>459.739990</td>\n",
       "      <td>456.690002</td>\n",
       "      <td>459.679993</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>459.429993</td>\n",
       "      <td>0.054415</td>\n",
       "      <td>76.685831</td>\n",
       "      <td>35250.942319</td>\n",
       "      <td>12925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2514</th>\n",
       "      <td>2024-06-04 04:00:00</td>\n",
       "      <td>XLG</td>\n",
       "      <td>452.869995</td>\n",
       "      <td>455.579987</td>\n",
       "      <td>451.130005</td>\n",
       "      <td>454.369995</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>453.619995</td>\n",
       "      <td>0.055112</td>\n",
       "      <td>76.740943</td>\n",
       "      <td>34868.782077</td>\n",
       "      <td>12950</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Date Symbol        Open        High         Low  \\\n",
       "2470 2024-04-02 04:00:00    XLG  440.079987  441.429993  438.029999   \n",
       "2475 2024-04-09 04:00:00    XLG  442.959991  443.239990  437.440002   \n",
       "2480 2024-04-16 04:00:00    XLG  430.899994  433.760010  429.700012   \n",
       "2485 2024-04-23 04:00:00    XLG  420.769989  426.279999  418.869995   \n",
       "2490 2024-04-30 04:00:00    XLG  431.149994  432.559998  424.510010   \n",
       "2495 2024-05-07 04:00:00    XLG  440.700012  441.970001  439.579987   \n",
       "2500 2024-05-14 04:00:00    XLG  442.649994  446.470001  442.459991   \n",
       "2505 2024-05-21 04:00:00    XLG  453.040009  455.989990  452.839996   \n",
       "2509 2024-05-28 04:00:00    XLG  459.179993  459.739990  456.690002   \n",
       "2514 2024-06-04 04:00:00    XLG  452.869995  455.579987  451.130005   \n",
       "\n",
       "           Close  Capital Gains Day of Week   Avg Price  Shares Purchased  \\\n",
       "2470  441.109985            0.0     Tuesday  440.594986          0.056741   \n",
       "2475  442.230011            0.0     Tuesday  442.595001          0.056485   \n",
       "2480  431.100006            0.0     Tuesday  431.000000          0.058005   \n",
       "2485  425.070007            0.0     Tuesday  422.919998          0.059113   \n",
       "2490  424.589996            0.0     Tuesday  427.869995          0.058429   \n",
       "2495  440.320007            0.0     Tuesday  440.510010          0.056752   \n",
       "2500  445.929993            0.0     Tuesday  444.289993          0.056270   \n",
       "2505  455.799988            0.0     Tuesday  454.419998          0.055015   \n",
       "2509  459.679993            0.0     Tuesday  459.429993          0.054415   \n",
       "2514  454.369995            0.0     Tuesday  453.619995          0.055112   \n",
       "\n",
       "      Cumulative Shares  Market Value  Cumulative Invested  \n",
       "2470          76.231347  33626.408495                12725  \n",
       "2475          76.287832  33736.768942                12750  \n",
       "2480          76.345837  32912.690796                12775  \n",
       "2485          76.404950  32477.452585                12800  \n",
       "2490          76.463379  32465.585723                12825  \n",
       "2495          76.520131  33693.344728                12850  \n",
       "2500          76.576401  34147.713825                12875  \n",
       "2505          76.631416  34928.598447                12900  \n",
       "2509          76.685831  35250.942319                12925  \n",
       "2514          76.740943  34868.782077                12950  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Download 10 years of QQQ stock data\n",
    "ticker = yf.Ticker(\"QQQ\")\n",
    "data = ticker.history(period=\"10y\", interval=\"1d\")\n",
    "df = pd.DataFrame(data)\n",
    "df.drop(['Dividends', 'Stock Splits', 'Volume'], axis=1, inplace=True)\n",
    "df.insert(0, 'Date_add', df.index)\n",
    "df.insert(1, 'Symbol', 'XLG')\n",
    "df.to_csv('yf_qqq.csv', index=False)\n",
    "\n",
    "\n",
    "# Load historical data\n",
    "df = pd.read_csv('yf_qqq.csv', parse_dates=['Date_add'])\n",
    "df.rename(columns={'Date_add': 'Date'}, inplace=True)\n",
    "df['Date'] = pd.to_datetime(df['Date'], utc=True).dt.tz_convert(None)\n",
    "\n",
    "# Filter for Tuesdays\n",
    "df['Day of Week'] = df['Date'].dt.day_name()\n",
    "tuesdays_df = df[df['Day of Week'] == 'Tuesday'].copy()\n",
    "\n",
    "# Calculate daily average price\n",
    "tuesdays_df.loc[:, 'Avg Price'] = (tuesdays_df['Open'] + tuesdays_df['Close']) / 2\n",
    "\n",
    "# Simulate DCA purchases\n",
    "investment_amount = 25\n",
    "tuesdays_df.loc[:, 'Shares Purchased'] = investment_amount / tuesdays_df['Avg Price']\n",
    "tuesdays_df.loc[:, 'Cumulative Shares'] = tuesdays_df['Shares Purchased'].cumsum()\n",
    "\n",
    "# Calculate the market value of the cumulative shares\n",
    "tuesdays_df.loc[:, 'Market Value'] = tuesdays_df['Cumulative Shares'] * tuesdays_df['Close']\n",
    "\n",
    "# Calculate the cumulative invested amount (correcting the calculation)\n",
    "tuesdays_df.loc[:, 'Cumulative Invested'] = investment_amount * (tuesdays_df.reset_index().index + 1)\n",
    "\n",
    "# Add debugging information\n",
    "#print(tuesdays_df[['Date', 'Avg Price', 'Shares Purchased', 'Cumulative Shares', 'Market Value', 'Cumulative Invested']].head(10))\n",
    "\n",
    "# Plot the DCA strategy results\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "\n",
    "ax.plot(tuesdays_df['Date'], tuesdays_df['Cumulative Invested'], label='Cumulative Invested', color='blue')\n",
    "ax.plot(tuesdays_df['Date'], tuesdays_df['Market Value'], label='Market Value (QQQ Close)', color='green')\n",
    "ax.set_title('Dollar-Cost Averaging Strategy: Cumulative Invested Amount vs. Market Value Over Time ($25 WEEKLY)')\n",
    "ax.set_xlabel('Date')\n",
    "ax.set_ylabel('Value ($)')\n",
    "ax.legend()\n",
    "ax.grid(True)\n",
    "\n",
    "plt.show()\n",
    "\n",
    "# Display the final few rows of the DataFrame for inspection\n",
    "tuesdays_df.tail(10)\n"
   ]
  }
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