{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ecf4376e",
   "metadata": {},
   "source": [
    "# Download financial data from Yahoo! Finance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6eaecd75",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use(\"seaborn-v0_8\")\n",
    "#plt.style.use(\"seaborn\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "87cb56d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "tickers=[\"AAPL\", \"BA\", \"KO\", \"IBM\", \"DIS\", \"MSFT\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "8a75512e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  1 of 1 completed\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-03</th>\n",
       "      <td>28.950001</td>\n",
       "      <td>29.082500</td>\n",
       "      <td>28.690001</td>\n",
       "      <td>29.037500</td>\n",
       "      <td>26.921547</td>\n",
       "      <td>115127600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>28.962500</td>\n",
       "      <td>29.127501</td>\n",
       "      <td>28.937500</td>\n",
       "      <td>29.004999</td>\n",
       "      <td>26.891417</td>\n",
       "      <td>84472400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>28.980000</td>\n",
       "      <td>29.215000</td>\n",
       "      <td>28.952499</td>\n",
       "      <td>29.152500</td>\n",
       "      <td>27.028164</td>\n",
       "      <td>88774400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-06</th>\n",
       "      <td>29.195000</td>\n",
       "      <td>29.540001</td>\n",
       "      <td>29.117500</td>\n",
       "      <td>29.477501</td>\n",
       "      <td>27.329483</td>\n",
       "      <td>127007600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-09</th>\n",
       "      <td>29.487499</td>\n",
       "      <td>29.857500</td>\n",
       "      <td>29.485001</td>\n",
       "      <td>29.747499</td>\n",
       "      <td>27.579809</td>\n",
       "      <td>134247600</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2024-09-24</th>\n",
       "      <td>228.649994</td>\n",
       "      <td>229.350006</td>\n",
       "      <td>225.729996</td>\n",
       "      <td>227.369995</td>\n",
       "      <td>227.369995</td>\n",
       "      <td>43556100</td>\n",
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       "    <tr>\n",
       "      <th>2024-09-25</th>\n",
       "      <td>224.929993</td>\n",
       "      <td>227.289993</td>\n",
       "      <td>224.020004</td>\n",
       "      <td>226.369995</td>\n",
       "      <td>226.369995</td>\n",
       "      <td>42308700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-26</th>\n",
       "      <td>227.300003</td>\n",
       "      <td>228.500000</td>\n",
       "      <td>225.410004</td>\n",
       "      <td>227.520004</td>\n",
       "      <td>227.520004</td>\n",
       "      <td>36636700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-27</th>\n",
       "      <td>228.460007</td>\n",
       "      <td>229.520004</td>\n",
       "      <td>227.300003</td>\n",
       "      <td>227.789993</td>\n",
       "      <td>227.789993</td>\n",
       "      <td>34026000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>230.039993</td>\n",
       "      <td>233.000000</td>\n",
       "      <td>229.649994</td>\n",
       "      <td>233.000000</td>\n",
       "      <td>233.000000</td>\n",
       "      <td>54541900</td>\n",
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       "</table>\n",
       "<p>1948 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2017-01-03   28.950001   29.082500   28.690001   29.037500   26.921547   \n",
       "2017-01-04   28.962500   29.127501   28.937500   29.004999   26.891417   \n",
       "2017-01-05   28.980000   29.215000   28.952499   29.152500   27.028164   \n",
       "2017-01-06   29.195000   29.540001   29.117500   29.477501   27.329483   \n",
       "2017-01-09   29.487499   29.857500   29.485001   29.747499   27.579809   \n",
       "...                ...         ...         ...         ...         ...   \n",
       "2024-09-24  228.649994  229.350006  225.729996  227.369995  227.369995   \n",
       "2024-09-25  224.929993  227.289993  224.020004  226.369995  226.369995   \n",
       "2024-09-26  227.300003  228.500000  225.410004  227.520004  227.520004   \n",
       "2024-09-27  228.460007  229.520004  227.300003  227.789993  227.789993   \n",
       "2024-09-30  230.039993  233.000000  229.649994  233.000000  233.000000   \n",
       "\n",
       "               Volume  \n",
       "Date                   \n",
       "2017-01-03  115127600  \n",
       "2017-01-04   84472400  \n",
       "2017-01-05   88774400  \n",
       "2017-01-06  127007600  \n",
       "2017-01-09  134247600  \n",
       "...               ...  \n",
       "2024-09-24   43556100  \n",
       "2024-09-25   42308700  \n",
       "2024-09-26   36636700  \n",
       "2024-09-27   34026000  \n",
       "2024-09-30   54541900  \n",
       "\n",
       "[1948 rows x 6 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yf.download(\"AAPL\", start=\"2017-01-01\", end=\"2024-10-01\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "7d05c345",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  6 of 6 completed\n"
     ]
    }
   ],
   "source": [
    "stocks=yf.download(tickers, start=\"2017-01-01\", end=\"2024-10-01\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c5c20f16",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 1948 entries, 2017-01-03 to 2024-09-30\n",
      "Data columns (total 36 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   (Adj Close, AAPL)  1948 non-null   float64\n",
      " 1   (Adj Close, BA)    1948 non-null   float64\n",
      " 2   (Adj Close, DIS)   1948 non-null   float64\n",
      " 3   (Adj Close, IBM)   1948 non-null   float64\n",
      " 4   (Adj Close, KO)    1948 non-null   float64\n",
      " 5   (Adj Close, MSFT)  1948 non-null   float64\n",
      " 6   (Close, AAPL)      1948 non-null   float64\n",
      " 7   (Close, BA)        1948 non-null   float64\n",
      " 8   (Close, DIS)       1948 non-null   float64\n",
      " 9   (Close, IBM)       1948 non-null   float64\n",
      " 10  (Close, KO)        1948 non-null   float64\n",
      " 11  (Close, MSFT)      1948 non-null   float64\n",
      " 12  (High, AAPL)       1948 non-null   float64\n",
      " 13  (High, BA)         1948 non-null   float64\n",
      " 14  (High, DIS)        1948 non-null   float64\n",
      " 15  (High, IBM)        1948 non-null   float64\n",
      " 16  (High, KO)         1948 non-null   float64\n",
      " 17  (High, MSFT)       1948 non-null   float64\n",
      " 18  (Low, AAPL)        1948 non-null   float64\n",
      " 19  (Low, BA)          1948 non-null   float64\n",
      " 20  (Low, DIS)         1948 non-null   float64\n",
      " 21  (Low, IBM)         1948 non-null   float64\n",
      " 22  (Low, KO)          1948 non-null   float64\n",
      " 23  (Low, MSFT)        1948 non-null   float64\n",
      " 24  (Open, AAPL)       1948 non-null   float64\n",
      " 25  (Open, BA)         1948 non-null   float64\n",
      " 26  (Open, DIS)        1948 non-null   float64\n",
      " 27  (Open, IBM)        1948 non-null   float64\n",
      " 28  (Open, KO)         1948 non-null   float64\n",
      " 29  (Open, MSFT)       1948 non-null   float64\n",
      " 30  (Volume, AAPL)     1948 non-null   int64  \n",
      " 31  (Volume, BA)       1948 non-null   int64  \n",
      " 32  (Volume, DIS)      1948 non-null   int64  \n",
      " 33  (Volume, IBM)      1948 non-null   int64  \n",
      " 34  (Volume, KO)       1948 non-null   int64  \n",
      " 35  (Volume, MSFT)     1948 non-null   int64  \n",
      "dtypes: float64(30), int64(6)\n",
      "memory usage: 563.1 KB\n"
     ]
    }
   ],
   "source": [
    "stocks.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "a1695de7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  6 of 6 completed\n"
     ]
    },
    {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-03</th>\n",
       "      <td>26.921547</td>\n",
       "      <td>145.533707</td>\n",
       "      <td>100.789368</td>\n",
       "      <td>112.199326</td>\n",
       "      <td>32.694000</td>\n",
       "      <td>56.828144</td>\n",
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       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>26.891417</td>\n",
       "      <td>147.063461</td>\n",
       "      <td>102.081535</td>\n",
       "      <td>113.588470</td>\n",
       "      <td>32.576675</td>\n",
       "      <td>56.573879</td>\n",
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       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>27.028168</td>\n",
       "      <td>147.146927</td>\n",
       "      <td>102.024536</td>\n",
       "      <td>113.212646</td>\n",
       "      <td>32.654884</td>\n",
       "      <td>56.573879</td>\n",
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       "    <tr>\n",
       "      <th>2017-01-06</th>\n",
       "      <td>27.329487</td>\n",
       "      <td>147.508484</td>\n",
       "      <td>103.544739</td>\n",
       "      <td>113.769669</td>\n",
       "      <td>32.647079</td>\n",
       "      <td>57.064259</td>\n",
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       "    <tr>\n",
       "      <th>2017-01-09</th>\n",
       "      <td>27.579807</td>\n",
       "      <td>146.785324</td>\n",
       "      <td>102.955643</td>\n",
       "      <td>112.508034</td>\n",
       "      <td>32.318577</td>\n",
       "      <td>56.882637</td>\n",
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       "    <tr>\n",
       "      <th>2024-09-24</th>\n",
       "      <td>227.369995</td>\n",
       "      <td>155.809998</td>\n",
       "      <td>93.690002</td>\n",
       "      <td>220.970001</td>\n",
       "      <td>71.330002</td>\n",
       "      <td>429.170013</td>\n",
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       "    <tr>\n",
       "      <th>2024-09-25</th>\n",
       "      <td>226.369995</td>\n",
       "      <td>152.220001</td>\n",
       "      <td>93.919998</td>\n",
       "      <td>221.229996</td>\n",
       "      <td>71.449997</td>\n",
       "      <td>432.109985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-26</th>\n",
       "      <td>227.520004</td>\n",
       "      <td>154.580002</td>\n",
       "      <td>95.199997</td>\n",
       "      <td>223.429993</td>\n",
       "      <td>71.400002</td>\n",
       "      <td>431.309998</td>\n",
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       "    <tr>\n",
       "      <th>2024-09-27</th>\n",
       "      <td>227.789993</td>\n",
       "      <td>156.320007</td>\n",
       "      <td>96.010002</td>\n",
       "      <td>220.839996</td>\n",
       "      <td>71.790001</td>\n",
       "      <td>428.019989</td>\n",
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       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>233.000000</td>\n",
       "      <td>152.039993</td>\n",
       "      <td>96.190002</td>\n",
       "      <td>221.080002</td>\n",
       "      <td>71.860001</td>\n",
       "      <td>430.299988</td>\n",
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      ],
      "text/plain": [
       "                  AAPL          BA         DIS         IBM         KO  \\\n",
       "Date                                                                    \n",
       "2017-01-03   26.921547  145.533707  100.789368  112.199326  32.694000   \n",
       "2017-01-04   26.891417  147.063461  102.081535  113.588470  32.576675   \n",
       "2017-01-05   27.028168  147.146927  102.024536  113.212646  32.654884   \n",
       "2017-01-06   27.329487  147.508484  103.544739  113.769669  32.647079   \n",
       "2017-01-09   27.579807  146.785324  102.955643  112.508034  32.318577   \n",
       "...                ...         ...         ...         ...        ...   \n",
       "2024-09-24  227.369995  155.809998   93.690002  220.970001  71.330002   \n",
       "2024-09-25  226.369995  152.220001   93.919998  221.229996  71.449997   \n",
       "2024-09-26  227.520004  154.580002   95.199997  223.429993  71.400002   \n",
       "2024-09-27  227.789993  156.320007   96.010002  220.839996  71.790001   \n",
       "2024-09-30  233.000000  152.039993   96.190002  221.080002  71.860001   \n",
       "\n",
       "                  MSFT  \n",
       "Date                    \n",
       "2017-01-03   56.828144  \n",
       "2017-01-04   56.573879  \n",
       "2017-01-05   56.573879  \n",
       "2017-01-06   57.064259  \n",
       "2017-01-09   56.882637  \n",
       "...                ...  \n",
       "2024-09-24  429.170013  \n",
       "2024-09-25  432.109985  \n",
       "2024-09-26  431.309998  \n",
       "2024-09-27  428.019989  \n",
       "2024-09-30  430.299988  \n",
       "\n",
       "[1948 rows x 6 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stocks=yf.download(tickers, start=\"2017-01-01\", end=\"2024-10-01\")[\"Adj Close\"]\n",
    "stocks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "557933c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>AAPL</th>\n",
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       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>26.891417</td>\n",
       "      <td>147.063461</td>\n",
       "      <td>102.081535</td>\n",
       "      <td>113.588470</td>\n",
       "      <td>32.576675</td>\n",
       "      <td>56.573879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>27.028168</td>\n",
       "      <td>147.146927</td>\n",
       "      <td>102.024536</td>\n",
       "      <td>113.212646</td>\n",
       "      <td>32.654884</td>\n",
       "      <td>56.573879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-06</th>\n",
       "      <td>27.329487</td>\n",
       "      <td>147.508484</td>\n",
       "      <td>103.544739</td>\n",
       "      <td>113.769669</td>\n",
       "      <td>32.647079</td>\n",
       "      <td>57.064259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-09</th>\n",
       "      <td>27.579807</td>\n",
       "      <td>146.785324</td>\n",
       "      <td>102.955643</td>\n",
       "      <td>112.508034</td>\n",
       "      <td>32.318577</td>\n",
       "      <td>56.882637</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 AAPL          BA         DIS         IBM         KO  \\\n",
       "Date                                                                   \n",
       "2017-01-03  26.921547  145.533707  100.789368  112.199326  32.694000   \n",
       "2017-01-04  26.891417  147.063461  102.081535  113.588470  32.576675   \n",
       "2017-01-05  27.028168  147.146927  102.024536  113.212646  32.654884   \n",
       "2017-01-06  27.329487  147.508484  103.544739  113.769669  32.647079   \n",
       "2017-01-09  27.579807  146.785324  102.955643  112.508034  32.318577   \n",
       "\n",
       "                 MSFT  \n",
       "Date                   \n",
       "2017-01-03  56.828144  \n",
       "2017-01-04  56.573879  \n",
       "2017-01-05  56.573879  \n",
       "2017-01-06  57.064259  \n",
       "2017-01-09  56.882637  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stocks.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "3d6c832e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['AAPL', 'BA', 'DIS', 'IBM', 'KO', 'MSFT'], dtype='object')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stocks.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74a60005",
   "metadata": {},
   "source": [
    "# Visual inspection of financial data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c81646a7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 1948 entries, 2017-01-03 to 2024-09-30\n",
      "Data columns (total 6 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   AAPL    1948 non-null   float64\n",
      " 1   BA      1948 non-null   float64\n",
      " 2   DIS     1948 non-null   float64\n",
      " 3   IBM     1948 non-null   float64\n",
      " 4   KO      1948 non-null   float64\n",
      " 5   MSFT    1948 non-null   float64\n",
      "dtypes: float64(6)\n",
      "memory usage: 106.5 KB\n"
     ]
    }
   ],
   "source": [
    "stocks.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "057e4d44",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>BA</th>\n",
       "      <th>DIS</th>\n",
       "      <th>IBM</th>\n",
       "      <th>KO</th>\n",
       "      <th>MSFT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1948.000000</td>\n",
       "      <td>1948.000000</td>\n",
       "      <td>1948.000000</td>\n",
       "      <td>1948.000000</td>\n",
       "      <td>1948.000000</td>\n",
       "      <td>1948.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>107.562272</td>\n",
       "      <td>236.416587</td>\n",
       "      <td>118.232603</td>\n",
       "      <td>117.509091</td>\n",
       "      <td>47.786156</td>\n",
       "      <td>209.858176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>59.411543</td>\n",
       "      <td>74.170141</td>\n",
       "      <td>27.815567</td>\n",
       "      <td>25.322010</td>\n",
       "      <td>9.693964</td>\n",
       "      <td>110.898939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>26.891417</td>\n",
       "      <td>95.010002</td>\n",
       "      <td>78.699257</td>\n",
       "      <td>73.121849</td>\n",
       "      <td>31.630274</td>\n",
       "      <td>56.573879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>45.461326</td>\n",
       "      <td>178.485001</td>\n",
       "      <td>98.524731</td>\n",
       "      <td>102.075764</td>\n",
       "      <td>38.554745</td>\n",
       "      <td>102.435837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>117.750427</td>\n",
       "      <td>213.309998</td>\n",
       "      <td>108.365456</td>\n",
       "      <td>109.853622</td>\n",
       "      <td>46.864536</td>\n",
       "      <td>208.486435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>159.525154</td>\n",
       "      <td>316.030586</td>\n",
       "      <td>133.365238</td>\n",
       "      <td>122.411865</td>\n",
       "      <td>57.134522</td>\n",
       "      <td>288.977928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>234.548523</td>\n",
       "      <td>430.299957</td>\n",
       "      <td>200.329880</td>\n",
       "      <td>223.429993</td>\n",
       "      <td>72.512878</td>\n",
       "      <td>466.718781</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              AAPL           BA          DIS          IBM           KO  \\\n",
       "count  1948.000000  1948.000000  1948.000000  1948.000000  1948.000000   \n",
       "mean    107.562272   236.416587   118.232603   117.509091    47.786156   \n",
       "std      59.411543    74.170141    27.815567    25.322010     9.693964   \n",
       "min      26.891417    95.010002    78.699257    73.121849    31.630274   \n",
       "25%      45.461326   178.485001    98.524731   102.075764    38.554745   \n",
       "50%     117.750427   213.309998   108.365456   109.853622    46.864536   \n",
       "75%     159.525154   316.030586   133.365238   122.411865    57.134522   \n",
       "max     234.548523   430.299957   200.329880   223.429993    72.512878   \n",
       "\n",
       "              MSFT  \n",
       "count  1948.000000  \n",
       "mean    209.858176  \n",
       "std     110.898939  \n",
       "min      56.573879  \n",
       "25%     102.435837  \n",
       "50%     208.486435  \n",
       "75%     288.977928  \n",
       "max     466.718781  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stocks.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e0c0ef49",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>AAPL</th>\n",
       "      <th>BA</th>\n",
       "      <th>DIS</th>\n",
       "      <th>IBM</th>\n",
       "      <th>KO</th>\n",
       "      <th>MSFT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-03</th>\n",
       "      <td>26.921547</td>\n",
       "      <td>145.533707</td>\n",
       "      <td>100.789368</td>\n",
       "      <td>112.199326</td>\n",
       "      <td>32.694000</td>\n",
       "      <td>56.828144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>26.891417</td>\n",
       "      <td>147.063461</td>\n",
       "      <td>102.081535</td>\n",
       "      <td>113.588470</td>\n",
       "      <td>32.576675</td>\n",
       "      <td>56.573879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>27.028168</td>\n",
       "      <td>147.146927</td>\n",
       "      <td>102.024536</td>\n",
       "      <td>113.212646</td>\n",
       "      <td>32.654884</td>\n",
       "      <td>56.573879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-06</th>\n",
       "      <td>27.329487</td>\n",
       "      <td>147.508484</td>\n",
       "      <td>103.544739</td>\n",
       "      <td>113.769669</td>\n",
       "      <td>32.647079</td>\n",
       "      <td>57.064259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-09</th>\n",
       "      <td>27.579807</td>\n",
       "      <td>146.785324</td>\n",
       "      <td>102.955643</td>\n",
       "      <td>112.508034</td>\n",
       "      <td>32.318577</td>\n",
       "      <td>56.882637</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 AAPL          BA         DIS         IBM         KO  \\\n",
       "Date                                                                   \n",
       "2017-01-03  26.921547  145.533707  100.789368  112.199326  32.694000   \n",
       "2017-01-04  26.891417  147.063461  102.081535  113.588470  32.576675   \n",
       "2017-01-05  27.028168  147.146927  102.024536  113.212646  32.654884   \n",
       "2017-01-06  27.329487  147.508484  103.544739  113.769669  32.647079   \n",
       "2017-01-09  27.579807  146.785324  102.955643  112.508034  32.318577   \n",
       "\n",
       "                 MSFT  \n",
       "Date                   \n",
       "2017-01-03  56.828144  \n",
       "2017-01-04  56.573879  \n",
       "2017-01-05  56.573879  \n",
       "2017-01-06  57.064259  \n",
       "2017-01-09  56.882637  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stocks.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "e8d0ff9a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 2000x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stocks.plot(figsize=(20,15), fontsize=16)\n",
    "plt.legend(fontsize=16)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "4d273637",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AAPL     26.921547\n",
       "BA      145.533707\n",
       "DIS     100.789368\n",
       "IBM     112.199326\n",
       "KO       32.694000\n",
       "MSFT     56.828144\n",
       "Name: 2017-01-03 00:00:00, dtype: float64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stocks.iloc[0,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "8e449c32",
   "metadata": {},
   "outputs": [],
   "source": [
    "stocksNorm=100*stocks/stocks.iloc[0,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "ea754227",
   "metadata": {},
   "outputs": [
    {
     "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>AAPL</th>\n",
       "      <th>BA</th>\n",
       "      <th>DIS</th>\n",
       "      <th>IBM</th>\n",
       "      <th>KO</th>\n",
       "      <th>MSFT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-03</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>99.888081</td>\n",
       "      <td>101.051134</td>\n",
       "      <td>101.282048</td>\n",
       "      <td>101.238104</td>\n",
       "      <td>99.641143</td>\n",
       "      <td>99.552572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>100.396043</td>\n",
       "      <td>101.108486</td>\n",
       "      <td>101.225495</td>\n",
       "      <td>100.903144</td>\n",
       "      <td>99.880358</td>\n",
       "      <td>99.552572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-06</th>\n",
       "      <td>101.515291</td>\n",
       "      <td>101.356921</td>\n",
       "      <td>102.733791</td>\n",
       "      <td>101.399601</td>\n",
       "      <td>99.856485</td>\n",
       "      <td>100.415489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-09</th>\n",
       "      <td>102.445106</td>\n",
       "      <td>100.860019</td>\n",
       "      <td>102.149309</td>\n",
       "      <td>100.275143</td>\n",
       "      <td>98.851705</td>\n",
       "      <td>100.095891</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  AAPL          BA         DIS         IBM          KO  \\\n",
       "Date                                                                     \n",
       "2017-01-03  100.000000  100.000000  100.000000  100.000000  100.000000   \n",
       "2017-01-04   99.888081  101.051134  101.282048  101.238104   99.641143   \n",
       "2017-01-05  100.396043  101.108486  101.225495  100.903144   99.880358   \n",
       "2017-01-06  101.515291  101.356921  102.733791  101.399601   99.856485   \n",
       "2017-01-09  102.445106  100.860019  102.149309  100.275143   98.851705   \n",
       "\n",
       "                  MSFT  \n",
       "Date                    \n",
       "2017-01-03  100.000000  \n",
       "2017-01-04   99.552572  \n",
       "2017-01-05   99.552572  \n",
       "2017-01-06  100.415489  \n",
       "2017-01-09  100.095891  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stocksNorm.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "1f053b6a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stocksNorm.plot(figsize=(20,15), fontsize=16)\n",
    "plt.legend(fontsize=16)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85ff7752",
   "metadata": {},
   "source": [
    "# Calculating returns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7eb4fef",
   "metadata": {},
   "source": [
    "## Simple returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "f378fcdc",
   "metadata": {},
   "outputs": [
    {
     "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>AAPL</th>\n",
       "      <th>BA</th>\n",
       "      <th>DIS</th>\n",
       "      <th>IBM</th>\n",
       "      <th>KO</th>\n",
       "      <th>MSFT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-03</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>-0.001119</td>\n",
       "      <td>0.010511</td>\n",
       "      <td>0.012820</td>\n",
       "      <td>0.012381</td>\n",
       "      <td>-0.003589</td>\n",
       "      <td>-0.004474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>0.005085</td>\n",
       "      <td>0.000568</td>\n",
       "      <td>-0.000558</td>\n",
       "      <td>-0.003309</td>\n",
       "      <td>0.002401</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-06</th>\n",
       "      <td>0.011148</td>\n",
       "      <td>0.002457</td>\n",
       "      <td>0.014900</td>\n",
       "      <td>0.004920</td>\n",
       "      <td>-0.000239</td>\n",
       "      <td>0.008668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-09</th>\n",
       "      <td>0.009159</td>\n",
       "      <td>-0.004902</td>\n",
       "      <td>-0.005689</td>\n",
       "      <td>-0.011089</td>\n",
       "      <td>-0.010062</td>\n",
       "      <td>-0.003183</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                AAPL        BA       DIS       IBM        KO      MSFT\n",
       "Date                                                                  \n",
       "2017-01-03       NaN       NaN       NaN       NaN       NaN       NaN\n",
       "2017-01-04 -0.001119  0.010511  0.012820  0.012381 -0.003589 -0.004474\n",
       "2017-01-05  0.005085  0.000568 -0.000558 -0.003309  0.002401  0.000000\n",
       "2017-01-06  0.011148  0.002457  0.014900  0.004920 -0.000239  0.008668\n",
       "2017-01-09  0.009159 -0.004902 -0.005689 -0.011089 -0.010062 -0.003183"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "simpleReturns=(stocks-stocks.shift(1))/stocks.shift(1) \n",
    "# shift moves all prices BACKWARDS by 1 time unit\n",
    "# diff calculates the difference\n",
    "# ATTENTION: it will introduce NaN\n",
    "simpleReturns.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "0210432c",
   "metadata": {},
   "outputs": [
    {
     "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>AAPL</th>\n",
       "      <th>BA</th>\n",
       "      <th>DIS</th>\n",
       "      <th>IBM</th>\n",
       "      <th>KO</th>\n",
       "      <th>MSFT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-03</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>-0.001119</td>\n",
       "      <td>0.010511</td>\n",
       "      <td>0.012820</td>\n",
       "      <td>0.012381</td>\n",
       "      <td>-0.003589</td>\n",
       "      <td>-0.004474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>0.005085</td>\n",
       "      <td>0.000568</td>\n",
       "      <td>-0.000558</td>\n",
       "      <td>-0.003309</td>\n",
       "      <td>0.002401</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-06</th>\n",
       "      <td>0.011148</td>\n",
       "      <td>0.002457</td>\n",
       "      <td>0.014900</td>\n",
       "      <td>0.004920</td>\n",
       "      <td>-0.000239</td>\n",
       "      <td>0.008668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-09</th>\n",
       "      <td>0.009159</td>\n",
       "      <td>-0.004902</td>\n",
       "      <td>-0.005689</td>\n",
       "      <td>-0.011089</td>\n",
       "      <td>-0.010062</td>\n",
       "      <td>-0.003183</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                AAPL        BA       DIS       IBM        KO      MSFT\n",
       "Date                                                                  \n",
       "2017-01-03       NaN       NaN       NaN       NaN       NaN       NaN\n",
       "2017-01-04 -0.001119  0.010511  0.012820  0.012381 -0.003589 -0.004474\n",
       "2017-01-05  0.005085  0.000568 -0.000558 -0.003309  0.002401  0.000000\n",
       "2017-01-06  0.011148  0.002457  0.014900  0.004920 -0.000239  0.008668\n",
       "2017-01-09  0.009159 -0.004902 -0.005689 -0.011089 -0.010062 -0.003183"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "simpleReturns=stocks.pct_change(periods=1)\n",
    "simpleReturns.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "3d178cac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>AAPL</th>\n",
       "      <th>BA</th>\n",
       "      <th>DIS</th>\n",
       "      <th>IBM</th>\n",
       "      <th>KO</th>\n",
       "      <th>MSFT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-31</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-28</th>\n",
       "      <td>0.133778</td>\n",
       "      <td>0.112351</td>\n",
       "      <td>-0.005061</td>\n",
       "      <td>0.038516</td>\n",
       "      <td>0.009382</td>\n",
       "      <td>-0.004364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-03-31</th>\n",
       "      <td>0.048689</td>\n",
       "      <td>-0.018698</td>\n",
       "      <td>0.029975</td>\n",
       "      <td>-0.031587</td>\n",
       "      <td>0.020367</td>\n",
       "      <td>0.029384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-04-28</th>\n",
       "      <td>-0.000069</td>\n",
       "      <td>0.045064</td>\n",
       "      <td>0.019490</td>\n",
       "      <td>-0.079534</td>\n",
       "      <td>0.016729</td>\n",
       "      <td>0.039478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-05-31</th>\n",
       "      <td>0.067808</td>\n",
       "      <td>0.022921</td>\n",
       "      <td>-0.066263</td>\n",
       "      <td>-0.038486</td>\n",
       "      <td>0.053766</td>\n",
       "      <td>0.026005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-31</th>\n",
       "      <td>0.130222</td>\n",
       "      <td>0.058210</td>\n",
       "      <td>-0.064716</td>\n",
       "      <td>0.013877</td>\n",
       "      <td>0.018779</td>\n",
       "      <td>0.068191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-28</th>\n",
       "      <td>0.095553</td>\n",
       "      <td>0.024773</td>\n",
       "      <td>-0.044462</td>\n",
       "      <td>0.036560</td>\n",
       "      <td>0.019289</td>\n",
       "      <td>0.076651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-31</th>\n",
       "      <td>0.054411</td>\n",
       "      <td>0.047195</td>\n",
       "      <td>-0.052047</td>\n",
       "      <td>0.110957</td>\n",
       "      <td>0.048547</td>\n",
       "      <td>-0.063989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-30</th>\n",
       "      <td>0.032353</td>\n",
       "      <td>-0.088458</td>\n",
       "      <td>-0.035329</td>\n",
       "      <td>0.061194</td>\n",
       "      <td>0.085856</td>\n",
       "      <td>-0.001095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>0.017467</td>\n",
       "      <td>-0.124899</td>\n",
       "      <td>0.064284</td>\n",
       "      <td>0.093752</td>\n",
       "      <td>-0.001619</td>\n",
       "      <td>0.031548</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>93 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                AAPL        BA       DIS       IBM        KO      MSFT\n",
       "Date                                                                  \n",
       "2017-01-31       NaN       NaN       NaN       NaN       NaN       NaN\n",
       "2017-02-28  0.133778  0.112351 -0.005061  0.038516  0.009382 -0.004364\n",
       "2017-03-31  0.048689 -0.018698  0.029975 -0.031587  0.020367  0.029384\n",
       "2017-04-28 -0.000069  0.045064  0.019490 -0.079534  0.016729  0.039478\n",
       "2017-05-31  0.067808  0.022921 -0.066263 -0.038486  0.053766  0.026005\n",
       "...              ...       ...       ...       ...       ...       ...\n",
       "2024-05-31  0.130222  0.058210 -0.064716  0.013877  0.018779  0.068191\n",
       "2024-06-28  0.095553  0.024773 -0.044462  0.036560  0.019289  0.076651\n",
       "2024-07-31  0.054411  0.047195 -0.052047  0.110957  0.048547 -0.063989\n",
       "2024-08-30  0.032353 -0.088458 -0.035329  0.061194  0.085856 -0.001095\n",
       "2024-09-30  0.017467 -0.124899  0.064284  0.093752 -0.001619  0.031548\n",
       "\n",
       "[93 rows x 6 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# to calculate monthly changes\n",
    "stocks.resample(\"BM\").last().pct_change(periods=1) # BM is business month, i.e. month ignoring saturday and sunday"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0027925d",
   "metadata": {},
   "source": [
    "## Log returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "e635c7f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "e362767a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>BA</th>\n",
       "      <th>DIS</th>\n",
       "      <th>IBM</th>\n",
       "      <th>KO</th>\n",
       "      <th>MSFT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-03</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>-0.001120</td>\n",
       "      <td>0.010456</td>\n",
       "      <td>0.012739</td>\n",
       "      <td>0.012305</td>\n",
       "      <td>-0.003595</td>\n",
       "      <td>-0.004484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>0.005072</td>\n",
       "      <td>0.000567</td>\n",
       "      <td>-0.000559</td>\n",
       "      <td>-0.003314</td>\n",
       "      <td>0.002398</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-06</th>\n",
       "      <td>0.011087</td>\n",
       "      <td>0.002454</td>\n",
       "      <td>0.014790</td>\n",
       "      <td>0.004908</td>\n",
       "      <td>-0.000239</td>\n",
       "      <td>0.008631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-09</th>\n",
       "      <td>0.009118</td>\n",
       "      <td>-0.004915</td>\n",
       "      <td>-0.005706</td>\n",
       "      <td>-0.011151</td>\n",
       "      <td>-0.010113</td>\n",
       "      <td>-0.003188</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                AAPL        BA       DIS       IBM        KO      MSFT\n",
       "Date                                                                  \n",
       "2017-01-03       NaN       NaN       NaN       NaN       NaN       NaN\n",
       "2017-01-04 -0.001120  0.010456  0.012739  0.012305 -0.003595 -0.004484\n",
       "2017-01-05  0.005072  0.000567 -0.000559 -0.003314  0.002398  0.000000\n",
       "2017-01-06  0.011087  0.002454  0.014790  0.004908 -0.000239  0.008631\n",
       "2017-01-09  0.009118 -0.004915 -0.005706 -0.011151 -0.010113 -0.003188"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "logReturns=np.log(stocks)-np.log(stocks.shift(1))\n",
    "logReturns.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e16c86a",
   "metadata": {},
   "source": [
    "## Average return and volatility"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "5afdbc2c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 1948 entries, 2017-01-03 to 2024-09-30\n",
      "Data columns (total 6 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   AAPL    1947 non-null   float64\n",
      " 1   BA      1947 non-null   float64\n",
      " 2   DIS     1947 non-null   float64\n",
      " 3   IBM     1947 non-null   float64\n",
      " 4   KO      1947 non-null   float64\n",
      " 5   MSFT    1947 non-null   float64\n",
      "dtypes: float64(6)\n",
      "memory usage: 106.5 KB\n"
     ]
    }
   ],
   "source": [
    "simpleReturns.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "a9377a5c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "    }\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>AAPL</th>\n",
       "      <th>BA</th>\n",
       "      <th>DIS</th>\n",
       "      <th>IBM</th>\n",
       "      <th>KO</th>\n",
       "      <th>MSFT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>-0.001119</td>\n",
       "      <td>0.010512</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.012381</td>\n",
       "      <td>-0.003588</td>\n",
       "      <td>-0.004474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>0.005085</td>\n",
       "      <td>0.000567</td>\n",
       "      <td>-0.000559</td>\n",
       "      <td>-0.003309</td>\n",
       "      <td>0.002401</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-06</th>\n",
       "      <td>0.011148</td>\n",
       "      <td>0.002458</td>\n",
       "      <td>0.014900</td>\n",
       "      <td>0.004920</td>\n",
       "      <td>-0.000240</td>\n",
       "      <td>0.008668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-09</th>\n",
       "      <td>0.009160</td>\n",
       "      <td>-0.004903</td>\n",
       "      <td>-0.005689</td>\n",
       "      <td>-0.011089</td>\n",
       "      <td>-0.010062</td>\n",
       "      <td>-0.003183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-10</th>\n",
       "      <td>0.001009</td>\n",
       "      <td>0.004737</td>\n",
       "      <td>0.000185</td>\n",
       "      <td>-0.012705</td>\n",
       "      <td>-0.006777</td>\n",
       "      <td>-0.000319</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                AAPL        BA       DIS       IBM        KO      MSFT\n",
       "Date                                                                  \n",
       "2017-01-04 -0.001119  0.010512  0.012821  0.012381 -0.003588 -0.004474\n",
       "2017-01-05  0.005085  0.000567 -0.000559 -0.003309  0.002401  0.000000\n",
       "2017-01-06  0.011148  0.002458  0.014900  0.004920 -0.000240  0.008668\n",
       "2017-01-09  0.009160 -0.004903 -0.005689 -0.011089 -0.010062 -0.003183\n",
       "2017-01-10  0.001009  0.004737  0.000185 -0.012705 -0.006777 -0.000319"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "simpleReturns=simpleReturns.dropna() # WARNING: this operation removes a row if JUST one of the columns has a NaN\n",
    "# much better doing it on each single stock\n",
    "simpleReturns.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "2cfa87b2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 1947 entries, 2017-01-04 to 2024-09-30\n",
      "Data columns (total 6 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   AAPL    1947 non-null   float64\n",
      " 1   BA      1947 non-null   float64\n",
      " 2   DIS     1947 non-null   float64\n",
      " 3   IBM     1947 non-null   float64\n",
      " 4   KO      1947 non-null   float64\n",
      " 5   MSFT    1947 non-null   float64\n",
      "dtypes: float64(6)\n",
      "memory usage: 106.5 KB\n"
     ]
    }
   ],
   "source": [
    "simpleReturns.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "458a09d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Frequency'>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# histogram does not make sense for all of them together, so we do it only for one\n",
    "simpleReturns[\"AAPL\"].plot(kind=\"hist\", bins=100, figsize=(20,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "dc492b63",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Frequency'>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "simpleReturns.plot(kind=\"hist\", bins=100, figsize=(20,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "586b0921",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Frequency'>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "simpleReturns.plot(kind=\"hist\", bins=100, figsize=(20,10),alpha=0.4,xlim=[-0.05,0.05])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "b93b5504",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AAPL    0.001282\n",
       "BA      0.000406\n",
       "DIS     0.000150\n",
       "IBM     0.000469\n",
       "KO      0.000474\n",
       "MSFT    0.001193\n",
       "dtype: float64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "simpleReturns.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "5aa93072",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AAPL    0.018617\n",
       "BA      0.027672\n",
       "DIS     0.018680\n",
       "IBM     0.015500\n",
       "KO      0.011771\n",
       "MSFT    0.017452\n",
       "dtype: float64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "simpleReturns.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "feea5087",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AAPL    0.000347\n",
       "BA      0.000766\n",
       "DIS     0.000349\n",
       "IBM     0.000240\n",
       "KO      0.000139\n",
       "MSFT    0.000305\n",
       "dtype: float64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "simpleReturns.var()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "ed82d071",
   "metadata": {},
   "outputs": [],
   "source": [
    "annualAverageSimpleReturnsWrong=simpleReturns.mean()*260  # nooooooooooo!!!!!!!!!!!!!!\n",
    "annualAverageSimpleReturns=(1+simpleReturns.mean())**260-1  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "7a2a2423",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AAPL    0.333390\n",
      "BA      0.105529\n",
      "DIS     0.038976\n",
      "IBM     0.121956\n",
      "KO      0.123306\n",
      "MSFT    0.310066\n",
      "dtype: float64\n",
      "AAPL    0.395393\n",
      "BA      0.111274\n",
      "DIS     0.039743\n",
      "IBM     0.129672\n",
      "KO      0.131197\n",
      "MSFT    0.363263\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(annualAverageSimpleReturnsWrong)\n",
    "print(annualAverageSimpleReturns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "8701b11f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AAPL    0.300197\n",
      "BA      0.446203\n",
      "DIS     0.301207\n",
      "IBM     0.249923\n",
      "KO      0.189805\n",
      "MSFT    0.281407\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "annualAverageVolatility=np.sqrt(simpleReturns.var()*260)\n",
    "print(annualAverageVolatility)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "412f4da1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AAPL    0.288192\n",
      "BA      0.005840\n",
      "DIS    -0.006237\n",
      "IBM     0.090572\n",
      "KO      0.105166\n",
      "MSFT    0.270343\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "annualAverageLogReturns=logReturns.mean()*260\n",
    "print(annualAverageLogReturns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "78bd12d0",
   "metadata": {},
   "outputs": [
    {
     "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>Return</th>\n",
       "      <th>Volatility</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AAPL</th>\n",
       "      <td>0.395393</td>\n",
       "      <td>0.300197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BA</th>\n",
       "      <td>0.111274</td>\n",
       "      <td>0.446203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DIS</th>\n",
       "      <td>0.039743</td>\n",
       "      <td>0.301207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IBM</th>\n",
       "      <td>0.129672</td>\n",
       "      <td>0.249923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KO</th>\n",
       "      <td>0.131197</td>\n",
       "      <td>0.189805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSFT</th>\n",
       "      <td>0.363263</td>\n",
       "      <td>0.281407</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Return  Volatility\n",
       "AAPL  0.395393    0.300197\n",
       "BA    0.111274    0.446203\n",
       "DIS   0.039743    0.301207\n",
       "IBM   0.129672    0.249923\n",
       "KO    0.131197    0.189805\n",
       "MSFT  0.363263    0.281407"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# we put everything into a dataframe\n",
    "summaryTable = pd.DataFrame({\"Return\":annualAverageSimpleReturns,\"Volatility\":annualAverageVolatility})\n",
    "summaryTable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "e854d0bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Volatility', ylabel='Return'>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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REwYeUI2PnDAwY4fVd1JHAADAngjqAOAw8LlPjsnJoz+wX/uePPoD+dwnx3RyRwAAwB8S1AHAYaC6uipXTv5Qzhw/uMO3wfY+sjZnjR+cKyd/KNXVVQe5QwAA4MAeWAMAdBnV1VX56z8dmwl/NCCPz1uZZa83ZePm5t3W9e1Vl+OO6ZOJE4a63RUAAN5HgjoAOMyMHVafscPq07S1OQuXvZWlqzdmx47W1NRU5fjBffPB4/p7uysAAFSAoA4ADlN9etTl1A8ek1M/eEylWwEAAOIZdQAAAABQCII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAVQ0be+btu2LTNnzszcuXOzatWq9OzZM+PGjcuUKVNyxhln7FfNZ555JrNmzcoLL7yQLVu2ZMCAAfn4xz+eqVOnZuTIkXvc59lnn82UKVParXv22Wfn9ttv36+eAAAAAGBfKhbUbd26NVOnTs2LL76Ybt26ZfTo0dmwYUOefvrpPP3005k2bVquuuqqsmredtttmTFjRpKkX79+GT16dFauXJkHH3wwjzzySP7+7/8+EydO3G2/V155JUly9NFHZ+jQoXusPWrUqDK/IQAAAAB0XMWCuhtuuCEvvvhiTjjhhNxxxx0ZNGhQkuSRRx7JN7/5zcyYMSPjx4/Paaed1qF6zzzzTFtId9111+ULX/hCampq0tzcnOnTp2fWrFm57rrrcuKJJ+aYY47ZZd+dQd2UKVNy2WWXdeK3BAAAAICOqcgz6lasWJFHH3001dXVmT59eltIlySTJk3KJZdckiRtwVtHzJw5M0ly3nnn5ZJLLklNTU2SpK6uLt/4xjdy/PHHZ/v27Zk9e/Zu+y5atChJMnbs2P3+TgAAAABwICoS1M2ZMyctLS056aST9nhL6UUXXZQkmT9/flavXt2hmuPHj89ZZ52VCy64YLdtVVVVGTNmTJLsVm/Hjh35/e9/nyQZPXp0Wd8DAAAAADpLRW59XbBgQZLklFNO2eP2gQMHZvDgwWloaMi8efMyadKkfda88sor97qtpaUlL7/8cpJk+PDhu2xbtmxZtm/fnt69e+fYY4/t2BcAAAAAgE5WkaBu+fLlSZJhw4btdc3OoO611147oGOtWLEi06dPz2uvvZajjz56tyvudj6fbtSoUVm4cGEeffTRvPrqq6murs7o0aMzadIkt8QCAAAAcNBVJKhbv359kqR///57XdOvX78kSWNj434d45Zbbsljjz2WhoaGlEqlnHzyyfne976X+vr6XdbtDOoWLVqUT3/607tse+qpp/KTn/wkl112Wa655pr96gMAAAAAOqIiQd3bb7+d5N0XPexN9+7dd1lbrmeeeSYrV65s+3nNmjX5j//4jxx//PG7rNsZ1DU3N+fyyy/PhRdemIEDB2bNmjW57777cvfdd+fOO+9Mr169cumll3b4+NXVVamurtqv3tl/NTXVu/wK7Ju5gfKZGyifuYHymRsoX1efm4oEdTU1NSmVSqmq2nuQ1dramiSprt6/f7G33HJLW+D2yCOP5Mc//nG+//3vZ+3atbn++uvb1p155pkZMGBAPvGJT2TixIltnw8fPjzXX3996uvrc+utt+ZHP/pRLrjggnavAnyv/v17tvv9OLj69Dmy0i1Al2NuoHzmBspnbqB85gbK11XnpiJBXY8ePbJx48Zs3759r2uam5uT/NeVdeUaOnRokncDty9/+csZPnx4vv71r+fee+/N5z73ubaXSlx88cXt1vniF7+Yf/qnf8rWrVvzq1/9Kueff36Hjv/WW1tcUVcBNTXV6dPnyDQ1bUtLS6nS7UCXYG6gfOYGymduoHzmBspX1Lmpr+/ZoXUVCerq6+uzcePGbNiwYa9rdj6b7qijjuqUY06aNCn/9//9f2fdunV5/vnnd3v7697U1dVl1KhR+e1vf5tVq1Z1+HilUmtKpdb9bZcD1NJSyo4dxRlI6ArMDZTP3ED5zA2Uz9xA+brq3FTkht2RI0cmSbvBV0NDQ5JkxIgR+6zX2tqatWvX5vnnn0+ptPf/IwwePDhJ8uabb+7yeXtX9iVpq1lbW5FcEwAAAIDDQEWCuhNPPDFJsmDBgj1uX7t2bVavXp0kOfnkk/dZ7/XXX8/pp5+eiy66KC+99NJe1+0M/wYMGJDk3RdJnHLKKfnwhz+chQsX7nGf7du3Z8mSJUmSUaNG7bMXAAAAANgfFQnqzjnnnCTJvHnzsnTp0t2233///UmSCRMmZMiQIfusN2jQoLar9B544IE9rnnssceybt26dOvWLR//+MeTvHtl386XVcyePXuP+917773Ztm1b6uvrc+qpp+6zFwAAAADYHxUJ6kaMGJHzzjsvLS0tmTZtWpYvX962bc6cOZk5c2aS5Iorrtht3xUrVmTJkiVZt27dLp9feeWVSZKHH344d9xxR9555522bY899li++c1vJkkuvfTSfOADH0jy7vPnpk6dmuTdQO7uu+9uu821VCrlvvvuyy233JIk+drXvpYjjjiiM74+AAAAAOymqrW1tSJvPGhsbMyUKVOyePHi1NTUZMyYMWlqamq7PfWaa67J5Zdfvtt+Z511VhoaGjJ58uTcdNNNu2z7wQ9+kNtvvz1J0rt37wwbNizr1q3LG2+8kST5zGc+k7/7u79ru4ouSVpaWnLddddl7ty5SZJ+/fplyJAhaWhoSGNjY6qqqnLVVVflqquuKuv7vfHGprLW0zlqa6tTX98zjY1buuRDI6ESzA2Uz9xA+cwNlM/cQPmKOjdHH927Q+sq9naE+vr6PPjgg7nrrrvy85//PEuWLEltbW0mTJiQiy++OBMnTiy75pe//OV87GMfy6xZs/LCCy9k0aJF6du3b84+++z81V/9Vf77f//vu+1TU1OTW265JX/yJ3+Sf/mXf8lLL72URYsWpV+/fjn33HMzZcqUjB8/vjO+MgAAAADsVcWuqDvUuaKuMoqanEORmRson7mB8pkbKJ+5gfIVdW46ekVdRZ5RBwAAAADsSlAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFEBtJQ++bdu2zJw5M3Pnzs2qVavSs2fPjBs3LlOmTMkZZ5yxXzWfeeaZzJo1Ky+88EK2bNmSAQMG5OMf/3imTp2akSNH7nW/xYsX54477sizzz6bpqamDBgwIKeffnquuOKKDBw4cH+/IgAAAAB0SMWuqNu6dWs+//nP57bbbsuqVasyevTo9OjRI08//XQuu+yy3HbbbWXXvO222zJ16tQ8+eSTSZLRo0enqakpDz74YCZNmpTHH398j/s999xzufDCC/PYY4+lVCplzJgxaWxszAMPPJDzzz8/L7/88gF9VwAAAADYl4oFdTfccENefPHFnHDCCXniiScye/bsPPnkk7n55ptTW1ubGTNm5Ne//nWH6z3zzDOZMWNGkuS6667Lr3/968yePTu//vWv8/nPfz7bt2/Pddddl9dff32X/TZs2JAvfelL2b59ey699NI8/fTTefjhh/PUU09l4sSJ2bhxY6ZNm5bm5uZO/f4AAAAA8F4VCepWrFiRRx99NNXV1Zk+fXoGDRrUtm3SpEm55JJLkqQteOuImTNnJknOO++8XHLJJampqUmS1NXV5Rvf+EaOP/74bN++PbNnz95lv3vuuScbN27MSSedlGuvvTa1te/eDdyrV69Mnz49Q4YMycqVKzNnzpwD+s4AAAAA0J6KBHVz5sxJS0tLTjrppIwaNWq37RdddFGSZP78+Vm9enWHao4fPz5nnXVWLrjggt22VVVVZcyYMUmyW72dwd2FF1642351dXVtn//sZz/rUB8AAAAAsD8q8jKJBQsWJElOOeWUPW4fOHBgBg8enIaGhsybNy+TJk3aZ80rr7xyr9taWlranjM3fPjwts/XrVuXhoaGJO8GfXuy8/P58+fnnXfeSbdu3fbZCwAAAACUqyJX1C1fvjxJMmzYsL2uGTx4cJLktddeO6BjrVixItdcc01ee+21HH300btccbdixYok715xN3To0Hb7aG5uzpo1aw6oFwAAAADYm4pcUbd+/fokSf/+/fe6pl+/fkmSxsbG/TrGLbfcksceeywNDQ0plUo5+eST873vfS/19fW79dGrV6/U1dW128fOXtoLF9+ruroq1dVV+9U7+6+mpnqXX4F9MzdQPnMD5TM3UD5zA+Xr6nNTkaDu7bffTpK9hmNJ0r17913WluuZZ57JypUr235es2ZN/uM//iPHH39822fbtm3b5Vh7csQRR+y2viP69++ZqipBXaX06XNkpVuALsfcQPnMDZTP3ED5zA2Ur6vOTUWCupqampRKpXaDrNbW1iRJdfX+JaC33HJLBg4cmDVr1uSRRx7Jj3/843z/+9/P2rVrc/3117f1kaTDgVo5vbz11hZX1FVATU11+vQ5Mk1N29LSUqp0O9AlmBson7mB8pkbKJ+5gfIVdW7q63t2aF1FgroePXpk48aN2b59+17XNDc3J2n/arf27Hzm3PDhw/PlL385w4cPz9e//vXce++9+dznPpfhw4enR48eSdJuH++9ou+9V9ftS6nUmlKpdb9658C1tJSyY0dxBhK6AnMD5TM3UD5zA+UzN1C+rjo3Fblhd+dz4jZs2LDXNTufTXfUUUd1yjEnTZqUAQMGpKWlJc8///wufWzevDnvvPNOu30k7T9TDwAAAAAOREWCupEjRyZJVq1atdc1DQ0NSZIRI0bss15ra2vWrl2b559/PqXS3tPSnW9wffPNN5Ok7Xl1pVJpr2903dlH9+7dM2jQoH32AgAAAAD7oyJB3YknnpgkWbBgwR63r127NqtXr06SnHzyyfus9/rrr+f000/PRRddlJdeemmv63aGbgMGDEiS9O3bty0IfOGFF/a4z87PTzzxxLZn2gEAAABAZ6tIUHfOOeckSebNm5elS5futv3+++9PkkyYMCFDhgzZZ71Bgwa1XaX3wAMP7HHNY489lnXr1qVbt275+Mc/vlsvP/3pT3fbp7m5OQ899FCSZPLkyfvsAwAAAAD2V0WCuhEjRuS8885LS0tLpk2bluXLl7dtmzNnTmbOnJkkueKKK3bbd8WKFVmyZEnWrVu3y+dXXnllkuThhx/OHXfcscsz5x577LF885vfTJJceuml+cAHPtC2bcqUKenbt2+ee+65fPe73217icXmzZtz7bXXZuXKlRk6dGjOP//8Tvr2AAAAALC7qtbW1oq8mrSxsTFTpkzJ4sWLU1NTkzFjxqSpqant9tRrrrkml19++W77nXXWWWloaMjkyZNz00037bLtBz/4QW6//fYkSe/evTNs2LCsW7cub7zxRpLkM5/5TP7u7/4u1dW75pNPPvlkpk2blnfeeSf9+vXLkCFDsmzZsmzZsiV9+vTJ/fffn9GjR5f1/d54Y1NZ6+kctbXVqa/vmcbGLV3y7S5QCeYGymduoHzmBspnbqB8RZ2bo4/u3aF1FbmiLnn3jasPPvhgrrrqqowYMSJLlixJY2NjJkyYkB/+8Id7DOn25ctf/nLuvvvunH322enWrVsWLVqUUqmUs88+OzNnzswNN9ywW0iXJGeeeWYeeuih/Nmf/Vlqa2vzyiuvpEePHpk8eXIefvjhskM6AAAAAChXxa6oO9S5oq4yipqcQ5GZGyifuYHymRson7mB8hV1bgp/RR0AAAAA8F8EdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAqit5MG3bduWmTNnZu7cuVm1alV69uyZcePGZcqUKTnjjDP2q+Zvf/vbzJo1K88//3zefPPNdO/ePaNGjcqf//mf57Of/Wzq6up22+fZZ5/NlClT2q179tln5/bbb9+vngAAAABgXyoW1G3dujVTp07Niy++mG7dumX06NHZsGFDnn766Tz99NOZNm1arrrqqrJqzpo1KzfddFNKpVKOOOKIjBw5Mo2NjVmwYEEWLFiQn/3sZ/nnf/7n9OrVa5f9XnnllSTJ0UcfnaFDh+6x9qhRo/bviwIAAABAB1QsqLvhhhvy4osv5oQTTsgdd9yRQYMGJUkeeeSRfPOb38yMGTMyfvz4nHbaaR2q9/zzz+fGG29Ma2trLrnkknz5y19uu3ruf/2v/5XrrrsuL774Yr797W/nlltu2WXfnUHdlClTctlll3XitwQAAACAjqnIM+pWrFiRRx99NNXV1Zk+fXpbSJckkyZNyiWXXJIkmTFjRodr3nXXXWltbc2ZZ56Z6667bpdbXD/2sY/l5ptvTpLMnTs3a9as2WXfRYsWJUnGjh27398JAAAAAA5ERYK6OXPmpKWlJSeddNIebym96KKLkiTz58/P6tWrO1Tz2WefTZKcd955e9x+6qmnpmfPnkmSl156qe3zHTt25Pe//32SZPTo0R3/EgAAAADQiSoS1C1YsCBJcsopp+xx+8CBAzN48OAkybx58/ZZr1Qq5R/+4R/yne98Jx/5yEf2uKa1tbXt9y0tLW2/X7ZsWbZv357evXvn2GOP7ehXAAAAAIBOVZFn1C1fvjxJMmzYsL2uGTx4cBoaGvLaa6/ts151dXVOP/30dtc89dRT2bJlS5Jdr5zb+Xy6UaNGZeHChXn00Ufz6quvprq6OqNHj86kSZPcEgsAAADAQVeRoG79+vVJkv79++91Tb9+/ZIkjY2NB3y8LVu25MYbb0ySjBs3Lscff3zbtp1B3aJFi/LpT396l/2eeuqp/OQnP8lll12Wa665pqxjVldXpbq66gA7p1w1NdW7/Arsm7mB8pkbKJ+5gfKZGyhfV5+bigR1b7/9dpLs8sKHP9S9e/dd1u6v5ubmfOUrX8myZctSU1OT66+/fpftO4O65ubmXH755bnwwgszcODArFmzJvfdd1/uvvvu3HnnnenVq1cuvfTSDh+3f/+eqaoS1FVKnz5HVroF6HLMDZTP3ED5zA2Uz9xA+brq3FQkqKupqUmpVGo3yNr5TLnq6v1PQN9+++1cffXV+c///M8kyXXXXbfbc/HOPPPMDBgwIJ/4xCcyceLEts+HDx+e66+/PvX19bn11lvzox/9KBdccEG7VwG+11tvbXFFXQXU1FSnT58j09S0LS0tpUq3A12CuYHymRson7mB8pkbKF9R56a+vmeH1lUkqOvRo0c2btyY7du373VNc3Nzkv+6sq5c69evz5e+9KW2F1dceeWV+cIXvrDbuosvvrjdOl/84hfzT//0T9m6dWt+9atf5fzzz+/Q8Uul1pRKrfteyEHR0lLKjh3FGUjoCswNlM/cQPnMDZTP3ED5uurcVOSG3fr6+iTJhg0b9rpm57PpjjrqqLLrL1myJH/5l3+ZBQsWpKqqKt/4xjdy9dVX71evdXV1GTVqVJJk1apV+1UDAAAAAPalIkHdyJEjk7QffDU0NCRJRowYUVbtZ599Np/97GfT0NCQ7t2759Zbb83UqVPb3ae9K/uSpFR6N4Gtra3IBYgAAAAAHAYqEtSdeOKJSdJ2W+ofWrt2bVavXp0kOfnkkztcd968ebnsssvS1NSUfv36ZdasWTnnnHP2uv6VV17JKaeckg9/+MNZuHDhHtds3749S5YsSZK2K+sAAAAAoLNVJKjbGZ7NmzcvS5cu3W37/fffnySZMGFChgwZ0qGaK1euzJe+9KW8/fbbOeaYY/LAAw/sM+QbOXJk28sqZs+evcc19957b7Zt25b6+vqceuqpHeoFAAAAAMpVkaBuxIgROe+889LS0pJp06Zl+fLlbdvmzJmTmTNnJkmuuOKK3fZdsWJFlixZknXr1u3y+be+9a1s2rQpRxxxRP7xH/+x7fba9tTV1bXdFnvvvffm7rvvbrvNtVQq5b777sstt9ySJPna176WI444Yr++LwAAAADsS1Vra2tFXk3a2NiYKVOmZPHixampqcmYMWPS1NTU9my6a665Jpdffvlu+5111llpaGjI5MmTc9NNNyVJfve73+XCCy9MkvTr12+fId3ll1+eM844I0nS0tKS6667LnPnzm3bf8iQIWloaEhjY2Oqqqpy1VVX5aqrrirr+73xxqay1tM5amurU1/fM42NW7rk212gEswNlM/cQPnMDZTP3ED5ijo3Rx/du0PrKvZ2hPr6+jz44IO566678vOf/zxLlixJbW1tJkyYkIsvvjgTJ07scK3f/OY3bb/fsGFD5s+f3+769evXt/2+pqYmt9xyS/7kT/4k//Iv/5KXXnopixYtSr9+/XLuuedmypQpGT9+fPlfEAAAAADKULEr6g51rqirjKIm51Bk5gbKZ26gfOYGymduoHxFnZuOXlFXkWfUAQAAAAC7EtQBAAAAQAEI6gAAAACgAAR1AAAAAFAAgjoAAAAAKABBHQAAAAAUgKAOAAAAAApAUAcAAAAABSCoAwAAAIACENQBAAAAQAEI6gAAAACgAAR1AAAAAFAAgjoAAAAAKABBHQAAAAAUgKAOAAAAAApAUAcAAAAABSCoAwAAAIACENQBAAAAQAEI6gAAAACgAAR1AAAAAFAAgjoAAAAAKABBHQAAAAAUgKAOAAAAAApAUAcAAAAABSCoAwAAAIACENQBAAAAQAEI6gAAAACgAAR1AAAAAFAAgjoAAAAAKABBHQAAAAAUgKAOAAAAAApAUAcAAAAABSCoAwAAAIACENQBAAAAQAEI6gAAAACgAAR1AAAAAFAAgjoAAAAAKIDacnd49dVX8/3vfz+vvfZaSqXSLtv+/d//vdMaAwAAAIDDSdlB3be//e0ceeSRueyyy1JbW/buAAAAAMAelJ20LVq0KP/5n/+ZXr16HYx+AAAAAOCwVPYz6gYMGJDm5uaD0QsAAAAAHLbKvqLu4osvzpVXXpkpU6bkAx/4wC7bPvrRj3ZaYwAAAABwOCk7qPvud7+bJHnhhRd2+byqqiovv/xy53QFAAAAAIeZsoO6J554IkOHDj0YvQAAAADAYavsZ9R95jOfyebNmw9GLwAAAABw2Co7qOvXr1/Wrl17MHoBAAAAgMNW2be+jh49Ov/b//a/5aSTTsqAAQN22XbjjTd2WmMAAAAAcDgpO6jr0aNH/vRP//Rg9AIAAAAAh62ygzpXzQEAAABA5ys7qLvtttv2uu2qq646oGYAAAAA4HBVdlD37LPP7vLzhg0bsmTJkpxzzjmd1hQAAAAAHG7KDuruueee3T6bM2fObgEeAAAAANBx1Z1R5C/+4i/y7//+751RCgAAAAAOS50S1M2bNy89evTojFIAAAAAcFgq+9bXs846K1VVVW0/v/POO3nzzTdzxRVXdGpjAAAAAHA4KTuomzZt2i4/V1dX5/jjj8+4ceM6rSkAAAAAONyUHdS99dZb+eIXv7jb57feemu+8pWvdEZPAAAAAHDY6VBQ99Zbb2XJkiVJkhkzZuTEE09Ma2tr2/ZNmzZl1qxZgjoAAAAA2E8dCurq6upy9dVXp7GxMUly8cUX77b9M5/5TOd3BwAAAACHiQ4Fdb169cozzzyTJDnnnHPyP/7H/zioTQEAAADA4aa63B12hnQbN27MSy+9lFKplObm5k5vDAAAAAAOJ2UHdVu3bs3Xvva1/PEf/3EuvvjivPbaa/mTP/mTLF269GD0BwAAAACHhbKDuptvvjlbt27Nz3/+83Tr1i1Dhw7NmWeeme9973sHoz8AAAAAOCx06Bl17/Xkk0/mX//1X9O3b99UVVWlW7du+du//ducfvrpB6M/AAAAADgslH1FXalUSl1dXZKktbV1t88AAAAAgPKVHdR97GMfyw033JBt27alqqoqSXLrrbdmwoQJnd4cAAAAABwuyg7qvvGNb2TJkiX56Ec/mk2bNuXkk0/Ob37zm3z9618/GP0BAAAAwGGh7GfU1dTU5MEHH8zvfve7NDQ05JhjjsmYMWNyyy235P/4P/6Pg9EjAAAAABzyOnxF3csvv5yzzz47p556aj772c9m+PDhOffcc9OjR4985jOfyaOPPnow+wQAAACAQ1qHg7rvfe97GTNmTO6444706tUrd955Z/7X//pf+au/+qv07t07s2fPPph9AgAAAMAhrcO3vr788st54okn0r9///zRH/1RLr744jz00EO5+OKL85WvfCXV1WU/7g4AAAAA+P/rcFBXKpXSv3//JMkxxxyT119/PV/96lfzN3/zNwetOQAAAAA4XHT4Mriqqqpdfu7WrVv++q//utMbAgAAAIDD0X7fr9qtW7d069atM3sBAAAAgMNWh2993bFjRx555JG2n995551dfk6SSZMmdVJbAAAAAHB46XBQ94EPfCA//OEP236ur6/f5eeqqipBHQAAAADspw4Hdb/85S8PZh8AAAAAcFjb72fUAQAAAACdR1AHAAAAAAUgqAMAAACAAujwM+oOhm3btmXmzJmZO3duVq1alZ49e2bcuHGZMmVKzjjjjP2q+dvf/jazZs3K888/nzfffDPdu3fPqFGj8ud//uf57Gc/m7q6uj3ut3jx4txxxx159tln09TUlAEDBuT000/PFVdckYEDBx7I1wQAAACAfapqbW1trcSBt27dmqlTp+bFF19Mt27dMnr06GzYsCGrV69OkkybNi1XXXVVWTVnzZqVm266KaVSKUcccUSGDx+exsbGrFu3Lkly4okn5p//+Z/Tq1evXfZ77rnn8jd/8zfZvn176uvrc+yxx2bZsmXZunVr+vbtm1mzZuWEE04oq5c33thU1no6R21tderre6axcUt27ChVuh3oEswNlM/cQPnMDZTP3ED5ijo3Rx/du0PrKnbr6w033JAXX3wxJ5xwQp544onMnj07Tz75ZG6++ebU1tZmxowZ+fWvf93hes8//3xuvPHGlEqlXHLJJfnNb36TRx99NE899VRmzZqVAQMG5MUXX8y3v/3tXfbbsGFDvvSlL2X79u259NJL8/TTT+fhhx/OU089lYkTJ2bjxo2ZNm1ampubO/tfAQAAAAC0qUhQt2LFijz66KOprq7O9OnTM2jQoLZtkyZNyiWXXJIkmTFjRodr3nXXXWltbc2ZZ56Z6667bpdbXD/2sY/l5ptvTpLMnTs3a9asadt2zz33ZOPGjTnppJNy7bXXprb23buBe/XqlenTp2fIkCFZuXJl5syZc0DfGQAAAADaU5Ggbs6cOWlpaclJJ52UUaNG7bb9oosuSpLMnz+/7VbYfXn22WeTJOedd94et5966qnp2bNnkuSll15q+3z27NlJkgsvvHC3ferq6to+/9nPftahPgAAAABgf1QkqFuwYEGS5JRTTtnj9oEDB2bw4MFJknnz5u2zXqlUyj/8wz/kO9/5Tj7ykY/scc17H8XX0tKSJFm3bl0aGhqSJOPHj9/jfjs/nz9/ft5555199gIAAAAA+6Mib31dvnx5kmTYsGF7XTN48OA0NDTktdde22e96urqnH766e2ueeqpp7Jly5YkyejRo5O8ewtuklRVVWXo0KF77SNJmpubs2bNmnZ7BgAAAID9VZGgbv369UmS/v3773VNv379kiSNjY0HfLwtW7bkxhtvTJKMGzcuxx9//C599OrVa5dn2u2pj529dDSoq66uSnV11QF0zf6oqane5Vdg38wNlM/cQPnMDZTP3ED5uvrcVCSoe/vtt5Nkr+FYknTv3n2Xtfurubk5X/nKV7Js2bLU1NTk+uuvb9u2bdu2XY61J0ccccRu6zuif/+eqaoS1FVKnz5HVroF6HLMDZTP3ED5zA2Uz9xA+brq3FQkqKupqUmpVGo3yNr5TLnq6v1PQN9+++1cffXV+c///M8kyXXXXbfLc/FqamqSpMOBWjm9vPXWFlfUVUBNTXX69DkyTU3b0tJSqnQ70CWYGyifuYHymRson7mB8hV1burre3ZoXUWCuh49emTjxo3Zvn37Xtc0Nzcnaf9qt/asX78+X/rSl9peXHHllVfmC1/4wm59JGm3j/de0ffeq+v2pVRqTanUuu+FHBQtLaXs2FGcgYSuwNxA+cwNlM/cQPnMDZSvq85NRW7Yra+vT5Js2LBhr2t2PpvuqKOOKrv+kiVL8pd/+ZdZsGBBqqqq8o1vfCNXX331XvvYvHnzXt/o+t5n5LX3TD0AAAAAOBAVCepGjhyZJFm1atVe1zQ0NCRJRowYUVbtZ599Np/97GfT0NCQ7t2759Zbb83UqVP3uHbnSyVKpVLWrFnTbh/du3fPoEGDyuoFAAAAADqqIkHdiSeemCRtt6X+obVr12b16tVJkpNPPrnDdefNm5fLLrssTU1N6devX2bNmpVzzjlnr+v79u3bFgS+8MILe1yz8/MTTzyx7Zl2AAAAANDZKhLU7QzP5s2bl6VLl+62/f7770+STJgwIUOGDOlQzZUrV+ZLX/pS3n777RxzzDF54IEHOhTy7ezlpz/96W7bmpub89BDDyVJJk+e3KE+AAAAAGB/VCSoGzFiRM4777y0tLRk2rRpWb58edu2OXPmZObMmUmSK664Yrd9V6xYkSVLlmTdunW7fP6tb30rmzZtyhFHHJF//Md/bLu9dl+mTJmSvn375rnnnst3v/vdtpdYbN68Oddee21WrlyZoUOH5vzzz9/frwsAAAAA+1TV2tpakVeTNjY2ZsqUKVm8eHFqamoyZsyYNDU1tT0T7pprrsnll1++235nnXVWGhoaMnny5Nx0001Jkt/97ne58MILkyT9+vXbZ0h3+eWX54wzzmj7+cknn8y0adPyzjvvpF+/fhkyZEiWLVuWLVu2pE+fPrn//vszevTosr7fG29sKms9naO2tjr19T3T2LilS77dBSrB3ED5zA2Uz9xA+cwNlK+oc3P00b07tK72IPexV/X19XnwwQdz11135ec//3mWLFmS2traTJgwIRdffHEmTpzY4Vq/+c1v2n6/YcOGzJ8/v93169ev3+XnM888Mw899FDuvPPOzJs3L6+88krq6+vzp3/6p7nyyiszdOjQ8r4cAAAAAJSpYlfUHepcUVcZRU3OocjMDZTP3ED5zA2Uz9xA+Yo6Nx29oq4iz6gDAAAAAHYlqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFEBtJQ++bdu2zJw5M3Pnzs2qVavSs2fPjBs3LlOmTMkZZ5zRKcf46le/mrlz5+bf/u3fMnz48D2uefbZZzNlypR265x99tm5/fbbO6UnAAAAAPhDFQvqtm7dmqlTp+bFF19Mt27dMnr06GzYsCFPP/10nn766UybNi1XXXXVAR3jgQceyNy5c/e57pVXXkmSHH300Rk6dOge14waNeqAegEAAACA9lQsqLvhhhvy4osv5oQTTsgdd9yRQYMGJUkeeeSRfPOb38yMGTMyfvz4nHbaaftV/yc/+UluuummDq3dGdRNmTIll1122X4dDwAAAAAOREWeUbdixYo8+uijqa6uzvTp09tCuiSZNGlSLrnkkiTJjBkzyq69bt26XH311bnxxhvT2traoX0WLVqUJBk7dmzZxwMAAACAzlCRoG7OnDlpaWnJSSedtMdbSi+66KIkyfz587N69eoO133iiScyceLEPP744+nbt2++/e1v73OfHTt25Pe//32SZPTo0R0+FgAAAAB0pooEdQsWLEiSnHLKKXvcPnDgwAwePDhJMm/evA7XfeWVV7Jt27acf/75mTt3bodeSLFs2bJs3749vXv3zrHHHtvhYwEAAABAZ6rIM+qWL1+eJBk2bNhe1wwePDgNDQ157bXXOlz3Ix/5SObMmdN2C+uqVav2uc/O59ONGjUqCxcuzKOPPppXX3011dXVGT16dCZNmuSWWAAAAAAOuooEdevXr0+S9O/ff69r+vXrlyRpbGzscN1TTz217F52BnWLFi3Kpz/96V22PfXUU/nJT36Syy67LNdcc01Zdaurq1JdXVV2PxyYmprqXX4F9s3cQPnMDZTP3ED5zA2Ur6vPTUWCurfffjtJUldXt9c13bt332XtwbIzqGtubs7ll1+eCy+8MAMHDsyaNWty33335e67786dd96ZXr165dJLL+1w3f79e6aqSlBXKX36HFnpFqDLMTdQPnMD5TM3UD5zA+XrqnNTkaCupqYmpVKp3SBr5xtbq6sPbgJ65plnZsCAAfnEJz6RiRMntn0+fPjwXH/99amvr8+tt96aH/3oR7ngggvavQrwvd56a4sr6iqgpqY6ffocmaambWlpKVW6HegSzA2Uz9xA+cwNlM/cQPmKOjf19T07tK4iQV2PHj2ycePGbN++fa9rmpubk/zXlXUHy8UXX9zu9i9+8Yv5p3/6p2zdujW/+tWvcv7553eobqnUmlKptTNaZD+0tJSyY0dxBhK6AnMD5TM3UD5zA+UzN1C+rjo3Fblht76+PkmyYcOGva7Z+Wy6o4466v1oaa/q6uoyatSoJB17OQUAAAAA7I+KBHUjR45M0n7w1dDQkCQZMWLEQe+nvSv7kqRUejeBra2tyAWIAAAAABwGKhLUnXjiiUmSBQsW7HH72rVrs3r16iTJySeffND6eOWVV3LKKafkwx/+cBYuXLjHNdu3b8+SJUuSpO3KOgAAAADobBUJ6s4555wkybx587J06dLdtt9///1JkgkTJmTIkCEHrY+RI0e2vaxi9uzZe1xz7733Ztu2bamvr8+pp5560HoBAAAA4PBWkaBuxIgROe+889LS0pJp06Zl+fLlbdvmzJmTmTNnJkmuuOKK3fZdsWJFlixZknXr1h1wH3V1dZk6dWqSdwO5u+++u+0211KplPvuuy+33HJLkuRrX/tajjjiiAM+JgAAAADsScUeuvatb30rixcvzuLFi3PuuedmzJgxaWpqans23TXXXJPTTjttt/2mTp2ahoaGTJ48OTfddNMB93H55ZdnyZIlmTt3br73ve/lRz/6UYYMGZKGhoY0Njamqqoq06ZNy1/+5V8e8LEAAAAAYG8qFtTV19fnwQcfzF133ZWf//znWbJkSWprazNhwoRcfPHFmThx4vvSR01NTW655Zb8yZ/8Sf7lX/4lL730UhYtWpR+/frl3HPPzZQpUzJ+/Pj3pRcAAAAADl9Vra2trZVu4lD0xhubKt3CYam2tjr19T3T2LglO3aUKt0OdAnmBspnbqB85gbKZ26gfEWdm6OP7t2hdRV5Rh0AAAAAsCtBHQAAAAAUgKAOAAAAAApAUAcAAAAABSCoAwAAAIACENQBAAAAQAEI6gAAAACgAAR1AAAAAFAAgjoAAAAAKABBHQAAAAAUgKAOAAAAAApAUAcAAAAABSCoAwAAAIACENQBAAAAQAEI6gAAAACgAAR1AAAAAFAAtZVugGJr2tqcl5auz9LVTdnR0pramqqMPLZPxo08Kn161FW6PQAAAIBDhqCOPVq0ojGPz1uRZa9vysbNzbts++X8hvTtVZfjjumdiROGZeyw+gp1CQAAAHDoENSxi5ZSKff/4tU89/LabNq2Y6/rNm5uzoLfr8+Sho356AkDc9Enx6S6uup97BQAAADg0CKoo01LqZTbH34pL/z+zQ7vs2nbjvxyfkMaN23PlZM/JKyDLuK9t7WXWlvTq0f3DD6qR04YUe+2dgAAgAoR1NHm/l+8WlZI914vvPpm7vvF4vz1n47t5K6AztTebe1J3NYOAABQQYI6krz7H+/Pvbz2gGo89/LaTPijAf7jHgrIbe0AAADFV13pBiiGx+etaPc/3jti07YdeXzeyk7qCOgsO29rf3J+Q4fnfOdt7T+a/buUSq0HuUMAAAASQR1591lVy17f1Cm1lr3elKatu99OB1ROZ9zWDgAAwMEnqCMvLV2/x2dV7Y+Nm5uzcNlbnVILOHCddVv7ohWNndQRAAAAeyOoI0tXN3VqvSUNGzu1HrD/3NYOAADQdQjqyI6Wzn3+VEsn1wP2j9vaAQAAuhZBHamt6dw3OtZ0cj1g/7itHQAAoGsR1JGRx/bp1HrHD+7bqfWA/eO2dgAAgK5FUEfGjTwqfXvVdUqtvr3q8sHj+ndKLeDAuK0dAACgaxHUkT496nLcMb07pdZxx/RJnx6dE/oBB8Zt7QAAAF2LoI4kycQJw9L7yNoDqtH7yNpMnDC0kzoCDpTb2gEAALoWQR1JkrHD6vOREwYeUI2PnDAwY4fVd1JHwIFyWzsAAEDXIqijzec+OSYnj/7Afu178ugP5HOfHNPJHQEHwm3tAAAAXYugjjbV1VW5cvKHcub4wR2+Dbb3kbU5a/zgXDn5Q6mu9vwqKBq3tQMAAHQdB/Zfbxxyqqur8td/OjYT/mhAHp+3Msteb8rGzc27revbqy7HHdMnEycMdbsrFNjO29qfnN+w3zXc1g4AAPD+ENSxR2OH1WfssPo0bW3OwmVvZenqjdmxozU1NVU5fnDffPC4/m6Dgy7ic58ckw2btueFV98se1+3tQMAALx/BHW0q0+Pupz6wWNy6gePqXQrwH7aeVv7fb9YnOdeXptN23bsc5/eR9bmoycMzEWfHOO2dgAAgPeJoA7gMOC2dgAAgOIT1AEcRvZ0W3tLqTW9enTPkKN75I+G1butHQAAoEIEdQCHoffe1l5bW536+p5pbNySHTtKlW4NAADgsFVd6QYAAAAAAEEdAAAAABSCoA4AAAAACkBQBwAAAAAFIKgDAAAAgAIQ1AEAAABAAQjqAAAAAKAABHUAAAAAUACCOgAAAAAoAEEdAAAAABSAoA4AAAAACkBQBwAAAAAFIKgDAAAAgAIQ1AEAAABAAQjqAAAAAKAAaivdAAAAAACHt6atzXlp6fosXd2UHS2tqa2pyshj+2TcyKPSp0ddpdt73wjqAAAAAKiIRSsa8/i8FVn2+qZs3Ny8y7Zfzm9I3151Oe6Y3pk4YVjGDquvUJfvH0EdAAAAAO+rllIp9//i1Tz38tps2rZjr+s2bm7Ogt+vz5KGjfnoCQNz0SfHpLq66n3s9P0lqAMAAADgfdNSKuX2h1/KC79/s8P7bNq2I7+c35DGTdtz5eQPHbJhnZdJAAAAAPC+uf8Xr5YV0r3XC6++mft+sbiTOyoOQR0AAAAA74tFKxrz3MtrD6jGcy+vzaIVjZ3UUbEI6gAAAAB4Xzw+b0W7z6TriE3bduTxeSs7qaNiEdQBAAAAcNA1bW3Ostc3dUqtZa83pWlr874XdjGCOgAAAAAOupeWrs/GzZ0Trm3c3JyFy97qlFpFIqgDAAAA4KBburqpU+stadjYqfWKQFAHAAAAwEG3o6W1U+u1dHK9IhDUAQAAAHDQ1dZUdWq9mk6uVwSCOgAAAAAOupHH9unUescP7tup9YpAUAcAAADAQTdu5FHp26uuU2r17VWXDx7Xv1NqFYmgDgAAAICDrk+Puhx3TO9OqXXcMX3Sp0fnhH5FIqgDAAAA4H0xccKw9D6y9oBq9D6yNhMnDO2kjopFUAcAAADA+2LssPp85ISBB1TjIycMzNhh9Z3UUbEI6gAAAAB433zuk2Ny8ugP7Ne+J4/+QD73yTGd3FFxCOoAAAAAeN9UV1flyskfypnjB3f4NtjeR9bmrPGDc+XkD6W6uuogd1g5B3ZTMAAAAACUqbq6Kn/9p2Mz4Y8G5PF5K7Ps9aZs3Ny827q+vepy3DF9MnHC0EP2dtf3EtQBAAAAUBFjh9Vn7LD6NG1tzsJlb2Xp6o3ZsaM1NTVVOX5w33zwuP6H5Ntd90ZQBwAAAEBF9elRl1M/eExO/eAxlW6lojyjDgAAAAAKoKJB3bZt2zJjxoycc845GTduXP74j/84X/ziF/M//+f/7LRjfPWrX83YsWOzfPnydtctXrw411xzTU477bSMGzcuZ511Vv7u7/4ua9eu7bReAAAAAGBvKhbUbd26NZ///Odz2223ZdWqVRk9enR69OiRp59+Opdddlluu+22Az7GAw88kLlz5+5z3XPPPZcLL7wwjz32WEqlUsaMGZPGxsY88MADOf/88/Pyyy8fcC8AAAAA0J6KBXU33HBDXnzxxZxwwgl54oknMnv27Dz55JO5+eabU1tbmxkzZuTXv/71ftf/yU9+kv/z//w/97luw4YN+dKXvpTt27fn0ksvzdNPP52HH344Tz31VCZOnJiNGzdm2rRpaW7e/c0jAAAAANBZKhLUrVixIo8++miqq6szffr0DBo0qG3bpEmTcskllyRJZsyYUXbtdevW5eqrr86NN96Y1tbWfa6/5557snHjxpx00km59tprU1v77vs1evXqlenTp2fIkCFZuXJl5syZU3YvAAAAANBRFQnq5syZk5aWlpx00kkZNWrUbtsvuuiiJMn8+fOzevXqDtd94oknMnHixDz++OPp27dvvv3tb+9zn9mzZydJLrzwwt221dXVtX3+s5/9rMN9AAAAAEC5KhLULViwIElyyimn7HH7wIEDM3jw4CTJvHnzOlz3lVdeybZt23L++edn7ty5OeOMM9pdv27dujQ0NCRJxo8fv8c1Oz+fP39+3nnnnQ73AgAAAADlqK3EQXe+gXXYsGF7XTN48OA0NDTktdde63Ddj3zkI5kzZ07Gjh2bJFm1alW761esWJEkqaqqytChQ/faR5I0NzdnzZo17fYMAAAAAPurIkHd+vXrkyT9+/ff65p+/folSRobGztc99RTT92vPnr16pW6urp2+9jZi6AOAAAAgIOhIkHd22+/nSR7DceSpHv37rusPRi2bdu2y7H25IgjjthtfUdUV1elurpq/5tjv9TUVO/yK7Bv5gbKZ26gfOYGymduoHxdfW4qEtTV1NSkVCqlqmrvQdbON7ZWVx+8f7E1NTVJ0m4f71VOL/379+xwXTpfnz5HVroF6HLMDZTP3ED5zA2Uz9xA+brq3FQkqOvRo0c2btyY7du373VNc3NzkvavduuMPpK028d7r+h779V1+/LWW1tcUVcBNTXV6dPnyDQ1bUtLS6nS7UCXYG6gfOYGymduoHzmBspX1Lmpr+/ZoXUVCerq6+uzcePGbNiwYa9rdj6b7qijjjqofSTJ5s2b884776Rbt2577SNp/5l6f6hUak2p1HrgTbJfWlpK2bGjOAMJXYG5gfKZGyifuYHymRsoX1edm4rcsDty5Mgk7b+VtaGhIUkyYsSIg9bH8ccfnyQplUpZs2ZNu3107949gwYNOmi9AAAAAHB4q0hQd+KJJyZJFixYsMfta9euzerVq5MkJ5988kHro2/fvm1B4AsvvLDHNTs/P/HEE9ueaQcAAAAAna0iQd0555yTJJk3b16WLl262/b7778/STJhwoQMGTLkfenlpz/96W7bmpub89BDDyVJJk+efFD7AAAAAODwVpGgbsSIETnvvPPS0tKSadOmZfny5W3b5syZk5kzZyZJrrjiit32XbFiRZYsWZJ169Z1Si9TpkxJ375989xzz+W73/1u20ssNm/enGuvvTYrV67M0KFDc/7553fK8QAAAABgTyryMokk+da3vpXFixdn8eLFOffcczNmzJg0NTW1PRPummuuyWmnnbbbflOnTk1DQ0MmT56cm2666YD7OOqoo3LzzTdn2rRpueeee/Kv//qvGTJkSJYtW5YtW7akT58+ueOOO/b4ogkAAAAA6CwVuaIuefeNqw8++GCuuuqqjBgxIkuWLEljY2MmTJiQH/7wh7n88svft17OPPPMPPTQQ/mzP/uz1NbW5pVXXkmPHj0yefLkPPzwwxk9evT71gsAAAAAh6eq1tbW1ko3cSh6441NlW7hsFRbW536+p5pbNzSJV/DDJVgbqB85gbKZ26gfOYGylfUuTn66N4dWlexK+oAAAAAgP8iqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKQFAHAAAAAAUgqAMAAACAAhDUAQAAAEABCOoAAAAAoAAEdQAAAABQAII6AAAAACgAQR0AAAAAFICgDgAAAAAKoLaSB9+2bVtmzpyZuXPnZtWqVenZs2fGjRuXKVOm5IwzztivmqtXr86PfvSjPPXUU3nrrbdSX1+fU089Nf/7//6/5/jjj9/jPs8++2ymTJnSbt2zzz47t99++371BAAAAAD7UrGgbuvWrZk6dWpefPHFdOvWLaNHj86GDRvy9NNP5+mnn860adNy1VVXlVVz6dKl+au/+qts2LAhvXv3ztixY7Nq1arMmTMn/+N//I/86Ec/yn//7/99t/1eeeWVJMnRRx+doUOH7rH2qFGjyv+SAAAAANBBFQvqbrjhhrz44os54YQTcscdd2TQoEFJkkceeSTf/OY3M2PGjIwfPz6nnXZah+rt2LEjl19+eTZs2JBPfepT+c53vpMjjjgizc3Nufnmm3Pvvffmq1/9av7t3/4t9fX1u+y7M6ibMmVKLrvsss79ogAAAADQARV5Rt2KFSvy6KOPprq6OtOnT28L6ZJk0qRJueSSS5IkM2bM6HDNRx99NMuXL8+xxx6b733vezniiCOSJHV1dfnWt76VU045JU1NTfnJT36y276LFi1KkowdO/YAvhUAAAAA7L+KBHVz5sxJS0tLTjrppD3eUnrRRRclSebPn5/Vq1d3qObs2bOTJJ/61KdSV1e3y7aqqqp89rOfTZLMnTt3l207duzI73//+yTJ6NGjy/siAAAAANBJKhLULViwIElyyimn7HH7wIEDM3jw4CTJvHnz9lmvVCrlt7/9bbs1x48fnyRZuXJl1qxZ0/b5smXLsn379vTu3TvHHntsh78DAAAAAHSmijyjbvny5UmSYcOG7XXN4MGD09DQkNdee22f9dauXZu333673ZqDBg1KTU1NWlpa8tprr7Xdbrvz+XSjRo3KwoUL8+ijj+bVV19NdXV1Ro8enUmTJrklFgAAAICDriJB3fr165Mk/fv33+uafv36JUkaGxs7XK+9mjU1Nendu3c2bNiwS82dQd2iRYvy6U9/epd9nnrqqfzkJz/JZZddlmuuuWaffbxXdXVVqqurytqHA1dTU73Lr8C+mRson7mB8pkbKJ+5gfJ19bmpSFC38+q3P3yW3Ht17959l7Udqffe/dqruW3btrbPdgZ1zc3Nufzyy3PhhRdm4MCBWbNmTe67777cfffdufPOO9OrV69ceuml++xlp/79e6aqSlBXKX36HFnpFqDLMTdQPnMD5TM3UD5zA+XrqnNTkaCupqYmpVKp3SCrtbU1SVJdve8E9L1ryq155plnZsCAAfnEJz6RiRMntn0+fPjwXH/99amvr8+tt96aH/3oR7ngggvavQrwvd56a4sr6iqgpqY6ffocmaambWlpKVW6HegSzA2Uz9xA+cwNlM/cQPmKOjf19T07tK4iQV2PHj2ycePGbN++fa9rmpubk7R/hdx76+20ffv2vV6pt6eaF198cbu1v/jFL+af/umfsnXr1vzqV7/K+eefv89+kqRUak2p1NqhtXS+lpZSduwozkBCV2BuoHzmBspnbqB85gbK11XnpiI37NbX1ydJNmzYsNc1O58jd9RRR3W4Xns1d+zYkU2bNnW45k51dXUZNWpUkmTVqlUd3g8AAAAAylGRoG7kyJFJ2g++GhoakiQjRozYZ72BAwemd+/e7dZcs2ZNWlpa9lizvSv7kqRUejeBra2tyAWIAAAAABwGKhLUnXjiiUmSBQsW7HH72rVrs3r16iTJySef3KGaH/7wh5MkL7zwwh637/x88ODBGThwYJJ3XyRxyimn5MMf/nAWLly4x/22b9+eJUuWJEnblXUAAAAA0NkqEtSdc845SZJ58+Zl6dKlu22///77kyQTJkzIkCFDOlTz3HPPTZI8/PDDbc+ie6//5//5f5IkkydPbvts5MiRbS+WmD179h7r3nvvvdm2bVvq6+tz6qmndqgXAAAAAChXRYK6ESNG5LzzzktLS0umTZuW5cuXt22bM2dOZs6cmSS54oordtt3xYoVWbJkSdatW7fL55/61KcybNiwrFy5Mtdee202b96c5N0XSHz3u9/N888/n969e+/y8oi6urpMnTo1ybuB3N133912m2upVMp9992XW265JUnyta99LUcccUTn/UsAAAAAgPeoam1trcirSRsbGzNlypQsXrw4NTU1GTNmTJqamtqeTXfNNdfk8ssv322/s846Kw0NDZk8eXJuuummXbb99re/zd/8zd9k06ZN6dGjR0aOHJlVq1Zlw4YN6datW2bOnJmPfexju+zT0tKS6667LnPnzk2S9OvXL0OGDElDQ0MaGxtTVVWVq666KldddVVZ3++NNzaVtZ7OUVtbnfr6nmls3NIl3+4ClWBuoHzmBspnbqB85gbKV9S5Ofro3h1aV5Er6pJ339T64IMP5qqrrsqIESOyZMmSNDY2ZsKECfnhD3+4x5BuXz784Q9nzpw5ufDCC9OnT58sWrQoVVVVmThxYv7f//f/3S2kS5KamprccsstufXWW/Pxj388SbJo0aLU1tbm3HPPzf333192SAcAAAAA5arYFXWHOlfUVUZRk3MoMnMD5Xvv3LzV9HZeWro+S1c3ZUdLa2prqjLy2D4ZN/Ko9OlRV+lWoTCcb6B85gbKV9S56egVdbUHuQ8AgEPSS0vezE+fWJSla5qycfOuL7L65fyG9O1Vl+OO6Z2JE4Zl7LD6CnUJAEBXIqgDAChDS6mU+36+OL95ZV2atuz+pvmdNm5uzoLfr8+Sho356AkDc9Enx6S6uup97BQAgK5GUAcA0EEtpVJuf/ilvPD7Nzu8z6ZtO/LL+Q1p3LQ9V07+kLAOAIC9qtjLJAAAupr7f/FqWSHde73w6pu57xeLO7kjAAAOJYI6AIAOWLSiMc+9vPaAajz38tosWtHYSR0BAHCoEdQBAHTA4/NWZNO2HQdUY9O2HXl83spO6ggAgEONoA4AYB+atjZn2eubOqXWsteb0rR17y+hAADg8CWoAwDYh5eWrs/GzZ0Trm3c3JyFy97qlFoAABxaBHUAAPuwdHVTp9Zb0rCxU+sBAHBoENQBAOzDjpbWTq3X0sn1AAA4NAjqAAD2obamqlPr1XRyPQAADg2COgCAfRh5bJ9OrXf84L6dWg8AgEODoA4AYB/GjTwqfXvVdUqtvr3q8sHj+ndKLQAADi2COgCAfejToy7HHdO7U2odd0yf9OnROaEfAACHFkEdAEAHTJwwLL2PrD2gGr2PrM3ECUM7qSMAAA41gjoAgA4YO6w+Hzlh4AHV+MgJAzN2WH0ndQQAwKFGUAcA0EGf++SYnDz6A/u178mjP5DPfXJMJ3cEAMChRFAHANBB1dVVuXLyh3L2KUPSp2fHnjPX+8janDV+cK6c/KFUV1cd5A4BAOjKDuxBKwAAh5nq6qp8/tw/yif/eHh++sSiLF3TlI2bm3db17dXXY47pk8mThjqdlcAADpEUAcAsB/GHf+BDO5/ZN5qejsLl72Vpas3ZseO1tTUVOX4wX3zweP6e7srAABlEdQBAByAPj3qcuoHj8mpHzym0q0AANDFeUYdAAAAABSAoA4AAAAACkBQBwAAAAAFIKgDAAAAgAIQ1AEAAABAAQjqAAAAAKAABHUAAAAAUACCOgAAAAAoAEEdAAAAABSAoA4AAAAACkBQBwAAAAAFIKgDAAAAgAIQ1AEAAABAAQjqAAAAAKAABHUAAAAAUACCOgAAAAAoAEEdAAAAABSAoA4AAAAACkBQBwAAAAAFIKgDAAAAgAIQ1AEAAABAAQjqAAAAAKAABHUAAAAAUABVra2trZVuAgAAAAAOd66oAwAAAIACENQBAAAAQAEI6gAAAACgAAR1AAAAAFAAgjoAAAAAKABBHQAAAAAUgKAOAAAAAApAUAcAAAAABSCoAwAAAIACENQBAAAAQAHUVroBDl/btm3LzJkzM3fu3KxatSo9e/bMuHHjMmXKlJxxxhn7VfO3v/1tZs2aleeffz5vvvlmunfvnlGjRuXP//zP89nPfjZ1dXV73G/x4sW544478uyzz6apqSkDBgzI6aefniuuuCIDBw48kK8Jnaooc/Pss89mypQp7dY9++yzc/vtt+9XT9DZDsbsPPPMM5k1a1ZeeOGFbNmyJQMGDMjHP/7xTJ06NSNHjtzrfs45dBVFmRvnHLqSgzE3f2j16tU5//zzs3nz5vz7v/97hgwZssd1zjd0FUWZm6Kcb6paW1tbD+oRYA+2bt2aqVOn5sUXX0y3bt0yevTobNiwIatXr06STJs2LVdddVVZNWfNmpWbbroppVIpRxxxRIYPH57GxsasW7cuSXLiiSfmn//5n9OrV69d9nvuuefyN3/zN9m+fXvq6+tz7LHHZtmyZdm6dWv69u2bWbNm5YQTTuicLw4HoEhzM2vWrPxf/9f/laOPPjpDhw7dY+2PfvSj+epXv7of3xQ618GYndtuuy0zZsxIkvTr1y/HHntsVq5cmU2bNqV79+75+7//+0ycOHG3/Zxz6CqKNDfOOXQVB2Nu/lBra2u+8IUv5JlnnkmSvQYOzjd0FUWam8Kcb1qhAr7+9a+3jhkzpvUv/uIvWlevXt32+ezZs1v/23/7b61jxoxp/dWvftXhes8991zr2LFjW8eMGdP6/e9/v3X79u1t25555pnWj3/8461jxoxpveaaa3bZr7GxsfWjH/1o65gxY1r//u//vvWdd95pbW1tbd20aVPrtGnTWseMGdN69tln71IPKqUoc9Pa2tr6t3/7t61jxoxp/cd//McD+1LwPujs2fn1r3/dOmbMmNYxY8a0/vjHP27dsWNHa2tra+v27dtbv/e977WOGTOm9UMf+lDrmjVrdtnPOYeupChz09rqnEPX0dlzsyf33HNP2yyNGTOmdeXKlbutcb6hKynK3LS2Fud84xl1vO9WrFiRRx99NNXV1Zk+fXoGDRrUtm3SpEm55JJLkqTtb1w74q677kpra2vOPPPMXHfddbvcqvexj30sN998c5Jk7ty5WbNmTdu2e+65Jxs3bsxJJ52Ua6+9NrW1794N3qtXr0yfPj1DhgzJypUrM2fOnAP6znCgijQ3SbJo0aIkydixY/f7O8H74WDMzsyZM5Mk5513Xi655JLU1NQkSerq6vKNb3wjxx9/fLZv357Zs2fvsp9zDl1FkeYmcc6hazgYc/OHli9fnunTp+fII49sd53zDV1FkeYmKc75RlDH+27OnDlpaWnJSSedlFGjRu22/aKLLkqSzJ8/v+1y13159tlnk7z7h789OfXUU9OzZ88kyUsvvdT2+c4/DF544YW77VNXV9f2+c9+9rMO9QEHS5HmZseOHfn973+fJBk9enTHvwRUwMGYnfHjx+ess87KBRdcsNu2qqqqjBkzJkl2q+ecQ1dRpLlxzqGrOBhz816lUil/+7d/m23btuWaa65pd63zDV1FkeamSOcbQR3vuwULFiRJTjnllD1uHzhwYAYPHpwkmTdv3j7rlUql/MM//EO+853v5CMf+cge17S+51GMLS0tSZJ169aloaEhybt/eNyTnZ/Pnz8/77zzzj57gYOlKHOTJMuWLcv27dvTu3fvHHvssR39ClARnT07SXLllVfmjjvuyGmnnbbbtpaWlrz88stJkuHDh7d97pxDV1KUuUmcc+g6DsbcvNddd92V+fPn51Of+lTOPvvsva5zvqErKcrcJMU633jrK++75cuXJ0mGDRu21zWDBw9OQ0NDXnvttX3Wq66uzumnn97umqeeeipbtmxJ8l/p+IoVK5K8+7e4e3tQ5M7/p9Dc3Jw1a9a02zMcTEWZmyR55ZVXkiSjRo3KwoUL8+ijj+bVV19NdXV1Ro8enUmTJlX8cnHYqbNnpz0rVqzI9OnT89prr+Xoo4/e5coh5xy6kqLMTeKcQ9dxMOfm1VdfzQ9/+MMcffTR+da3vpVNmzbtda3zDV1JUeYmKdb5RlDH+279+vVJkv79++91Tb9+/ZIkjY2NB3y8LVu25MYbb0ySjBs3Lscff/wuffTq1WuXZ3PtqY+dvTiJUSlFmZvkv05iixYtyqc//eld9nvqqafyk5/8JJdddtk+Ly+H98P7MTu33HJLHnvssTQ0NKRUKuXkk0/O9773vdTX1+/Wh3MOXUFR5iZxzqHrOFhzs2PHjnz9619Pc3NzvvOd76Rv377tBg7ON3QlRZmbpFjnG7e+8r57++23k2SvJ44k6d69+y5r91dzc3O+8pWvZNmyZampqcn111/ftm3btm27HGtPjjjiiN3WQyUUZW6S/zqJNTc35/LLL88vfvGL/O53v8u//du/5fOf/3xaW1tz55135sc//vEB9QGd4f2YnWeeeSYrV65MqVRKkqxZsyb/8R//scsa5xy6kqLMTeKcQ9dxsObmjjvuyMKFCzN58uSceeaZ+1zvfENXUpS5SYp1vnFFHe+7mpqalEqlVFVV7XXNzmdjVVfvf5b89ttv5+qrr85//ud/Jkmuu+66Xe593/m2sfb6eK8D6QUOVFHmJknOPPPMDBgwIJ/4xCcyceLEts+HDx+e66+/PvX19bn11lvzox/9KBdccEG7f0MGB9v7MTu33HJLBg4cmDVr1uSRRx7Jj3/843z/+9/P2rVr24Ju5xy6kqLMTeKcQ9dxMOZm4cKFufPOOzNw4MDd/uK0vT4S5xu6hqLMTVKs842p5H3Xo0ePJMn27dv3uqa5uTlJ+38T1J7169fn85//fP7n//yfSd59gPEXvvCFsvt4b2r/3r95gvdbUeYmSS6++OLceOONu5zA3uuLX/xievTokW3btuVXv/rVfvUCneX9mJ2hQ4emrq4uw4cPz5e//OV897vfTZLce++9bc9ecc6hKynK3CTOOXQdnT03zc3N+frXv54dO3bkO9/5Tvr06dNpfTjfUBRFmZukWOcbQR3vu53PHtmwYcNe1+y8//yoo44qu/6SJUvyl3/5l1mwYEGqqqryjW98I1dfffVe+9i8efNe33b03vvg/Q0tlVSUuemIurq6tterr1q1ar9qQGc52LOzJ5MmTcqAAQPS0tKS559/fpc+nHPoCooyNx3hnENRdPbc/OAHP8irr76aCy64IGeccUbZfTjf0BUUZW464v0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      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# summaryTable.plot.scatter(x=\"Volatility\",y=\"Return\", figsize=(15,10),fontsize=18,s=200)\n",
    "summaryTable.plot(kind=\"scatter\",x=\"Volatility\",y=\"Return\", figsize=(15,10),fontsize=18,s=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "9cb22266",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "summaryTable.plot(kind=\"scatter\",x=\"Volatility\",y=\"Return\", figsize=(15,10),fontsize=18,s=200)\n",
    "for i in summaryTable.index:\n",
    "    plt.annotate(i,xy=(summaryTable.loc[i,\"Volatility\"]+0.002,summaryTable.loc[i,\"Return\"]+0.002),size=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b8c8822",
   "metadata": {},
   "source": [
    "## Correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "30dacff4",
   "metadata": {},
   "outputs": [
    {
     "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>AAPL</th>\n",
       "      <th>BA</th>\n",
       "      <th>DIS</th>\n",
       "      <th>IBM</th>\n",
       "      <th>KO</th>\n",
       "      <th>MSFT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>-0.001119</td>\n",
       "      <td>0.010512</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.012381</td>\n",
       "      <td>-0.003588</td>\n",
       "      <td>-0.004474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>0.005085</td>\n",
       "      <td>0.000567</td>\n",
       "      <td>-0.000559</td>\n",
       "      <td>-0.003309</td>\n",
       "      <td>0.002401</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-06</th>\n",
       "      <td>0.011148</td>\n",
       "      <td>0.002458</td>\n",
       "      <td>0.014900</td>\n",
       "      <td>0.004920</td>\n",
       "      <td>-0.000240</td>\n",
       "      <td>0.008668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-09</th>\n",
       "      <td>0.009160</td>\n",
       "      <td>-0.004903</td>\n",
       "      <td>-0.005689</td>\n",
       "      <td>-0.011089</td>\n",
       "      <td>-0.010062</td>\n",
       "      <td>-0.003183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-10</th>\n",
       "      <td>0.001009</td>\n",
       "      <td>0.004737</td>\n",
       "      <td>0.000185</td>\n",
       "      <td>-0.012705</td>\n",
       "      <td>-0.006777</td>\n",
       "      <td>-0.000319</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                AAPL        BA       DIS       IBM        KO      MSFT\n",
       "Date                                                                  \n",
       "2017-01-04 -0.001119  0.010512  0.012821  0.012381 -0.003588 -0.004474\n",
       "2017-01-05  0.005085  0.000567 -0.000559 -0.003309  0.002401  0.000000\n",
       "2017-01-06  0.011148  0.002458  0.014900  0.004920 -0.000240  0.008668\n",
       "2017-01-09  0.009160 -0.004903 -0.005689 -0.011089 -0.010062 -0.003183\n",
       "2017-01-10  0.001009  0.004737  0.000185 -0.012705 -0.006777 -0.000319"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "simpleReturns.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "3c68efeb",
   "metadata": {},
   "outputs": [
    {
     "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>AAPL</th>\n",
       "      <th>BA</th>\n",
       "      <th>DIS</th>\n",
       "      <th>IBM</th>\n",
       "      <th>KO</th>\n",
       "      <th>MSFT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AAPL</th>\n",
       "      <td>0.000347</td>\n",
       "      <td>0.000206</td>\n",
       "      <td>0.000146</td>\n",
       "      <td>0.000115</td>\n",
       "      <td>0.000082</td>\n",
       "      <td>0.000234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BA</th>\n",
       "      <td>0.000206</td>\n",
       "      <td>0.000766</td>\n",
       "      <td>0.000248</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000132</td>\n",
       "      <td>0.000184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DIS</th>\n",
       "      <td>0.000146</td>\n",
       "      <td>0.000248</td>\n",
       "      <td>0.000349</td>\n",
       "      <td>0.000117</td>\n",
       "      <td>0.000089</td>\n",
       "      <td>0.000149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IBM</th>\n",
       "      <td>0.000115</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.000117</td>\n",
       "      <td>0.000240</td>\n",
       "      <td>0.000089</td>\n",
       "      <td>0.000118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KO</th>\n",
       "      <td>0.000082</td>\n",
       "      <td>0.000132</td>\n",
       "      <td>0.000089</td>\n",
       "      <td>0.000089</td>\n",
       "      <td>0.000139</td>\n",
       "      <td>0.000083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSFT</th>\n",
       "      <td>0.000234</td>\n",
       "      <td>0.000184</td>\n",
       "      <td>0.000149</td>\n",
       "      <td>0.000118</td>\n",
       "      <td>0.000083</td>\n",
       "      <td>0.000305</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          AAPL        BA       DIS       IBM        KO      MSFT\n",
       "AAPL  0.000347  0.000206  0.000146  0.000115  0.000082  0.000234\n",
       "BA    0.000206  0.000766  0.000248  0.000180  0.000132  0.000184\n",
       "DIS   0.000146  0.000248  0.000349  0.000117  0.000089  0.000149\n",
       "IBM   0.000115  0.000180  0.000117  0.000240  0.000089  0.000118\n",
       "KO    0.000082  0.000132  0.000089  0.000089  0.000139  0.000083\n",
       "MSFT  0.000234  0.000184  0.000149  0.000118  0.000083  0.000305"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "simpleReturns.cov()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "0ffe5060",
   "metadata": {},
   "outputs": [
    {
     "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>AAPL</th>\n",
       "      <th>BA</th>\n",
       "      <th>DIS</th>\n",
       "      <th>IBM</th>\n",
       "      <th>KO</th>\n",
       "      <th>MSFT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AAPL</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.400723</td>\n",
       "      <td>0.420590</td>\n",
       "      <td>0.398067</td>\n",
       "      <td>0.373325</td>\n",
       "      <td>0.719864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BA</th>\n",
       "      <td>0.400723</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.480206</td>\n",
       "      <td>0.420248</td>\n",
       "      <td>0.405312</td>\n",
       "      <td>0.380707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DIS</th>\n",
       "      <td>0.420590</td>\n",
       "      <td>0.480206</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.403602</td>\n",
       "      <td>0.405716</td>\n",
       "      <td>0.457078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IBM</th>\n",
       "      <td>0.398067</td>\n",
       "      <td>0.420248</td>\n",
       "      <td>0.403602</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.486244</td>\n",
       "      <td>0.434740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KO</th>\n",
       "      <td>0.373325</td>\n",
       "      <td>0.405312</td>\n",
       "      <td>0.405716</td>\n",
       "      <td>0.486244</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.401768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSFT</th>\n",
       "      <td>0.719864</td>\n",
       "      <td>0.380707</td>\n",
       "      <td>0.457078</td>\n",
       "      <td>0.434740</td>\n",
       "      <td>0.401768</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          AAPL        BA       DIS       IBM        KO      MSFT\n",
       "AAPL  1.000000  0.400723  0.420590  0.398067  0.373325  0.719864\n",
       "BA    0.400723  1.000000  0.480206  0.420248  0.405312  0.380707\n",
       "DIS   0.420590  0.480206  1.000000  0.403602  0.405716  0.457078\n",
       "IBM   0.398067  0.420248  0.403602  1.000000  0.486244  0.434740\n",
       "KO    0.373325  0.405312  0.405716  0.486244  1.000000  0.401768\n",
       "MSFT  0.719864  0.380707  0.457078  0.434740  0.401768  1.000000"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "simpleReturns.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "93182013",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(simpleReturns.corr())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "fa0e79ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1., 0., 0., 0., 0., 0.],\n",
       "       [0., 1., 0., 0., 0., 0.],\n",
       "       [0., 0., 1., 0., 0., 0.],\n",
       "       [0., 0., 0., 1., 0., 0.],\n",
       "       [0., 0., 0., 0., 1., 0.],\n",
       "       [0., 0., 0., 0., 0., 1.]])"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.eye(len(simpleReturns.corr()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "331c3d9f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn\n",
    "plt.figure(figsize=(15,10))\n",
    "seaborn.heatmap(simpleReturns.corr(),cmap=\"Reds\", annot=True, vmin=0, vmax=1, annot_kws={\"size\":18}, \n",
    "                mask = np.eye(len(simpleReturns.corr())) )\n",
    "                # \"Reds\",YlGnBu\",\"Blues\",\"coolwarm\",\"BuPu\",\"Greens\",\"Oranges\",\"Reds\",\"Purples\",\"YlOrBr\",\"PiYG\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1bef3b7c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8ee95434",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "a936bf0d",
   "metadata": {},
   "source": [
    "# Cose che per il corso non servono ma che possono essere utili"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9afd5e16",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  6 of 6 completed\n"
     ]
    },
    {
     "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 tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"6\" halign=\"left\">Adj Close</th>\n",
       "      <th colspan=\"4\" halign=\"left\">Close</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"4\" halign=\"left\">Open</th>\n",
       "      <th colspan=\"6\" halign=\"left\">Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>BA</th>\n",
       "      <th>DIS</th>\n",
       "      <th>IBM</th>\n",
       "      <th>KO</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>AAPL</th>\n",
       "      <th>BA</th>\n",
       "      <th>DIS</th>\n",
       "      <th>IBM</th>\n",
       "      <th>...</th>\n",
       "      <th>DIS</th>\n",
       "      <th>IBM</th>\n",
       "      <th>KO</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>AAPL</th>\n",
       "      <th>BA</th>\n",
       "      <th>DIS</th>\n",
       "      <th>IBM</th>\n",
       "      <th>KO</th>\n",
       "      <th>MSFT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-03</th>\n",
       "      <td>26.921547</td>\n",
       "      <td>145.533676</td>\n",
       "      <td>100.789375</td>\n",
       "      <td>112.199310</td>\n",
       "      <td>32.693996</td>\n",
       "      <td>56.828152</td>\n",
       "      <td>29.037500</td>\n",
       "      <td>156.970001</td>\n",
       "      <td>106.080002</td>\n",
       "      <td>159.837479</td>\n",
       "      <td>...</td>\n",
       "      <td>105.300003</td>\n",
       "      <td>159.655838</td>\n",
       "      <td>41.500000</td>\n",
       "      <td>62.790001</td>\n",
       "      <td>115127600</td>\n",
       "      <td>3426100</td>\n",
       "      <td>8884300</td>\n",
       "      <td>3069278</td>\n",
       "      <td>14711000</td>\n",
       "      <td>20694100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>26.891418</td>\n",
       "      <td>147.063416</td>\n",
       "      <td>102.081543</td>\n",
       "      <td>113.588493</td>\n",
       "      <td>32.576672</td>\n",
       "      <td>56.573887</td>\n",
       "      <td>29.004999</td>\n",
       "      <td>158.619995</td>\n",
       "      <td>107.440002</td>\n",
       "      <td>161.816437</td>\n",
       "      <td>...</td>\n",
       "      <td>106.639999</td>\n",
       "      <td>160.391968</td>\n",
       "      <td>41.880001</td>\n",
       "      <td>62.480000</td>\n",
       "      <td>84472400</td>\n",
       "      <td>3189800</td>\n",
       "      <td>8322000</td>\n",
       "      <td>3536944</td>\n",
       "      <td>9959400</td>\n",
       "      <td>21340000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>27.028170</td>\n",
       "      <td>147.146927</td>\n",
       "      <td>102.024529</td>\n",
       "      <td>113.212662</td>\n",
       "      <td>32.654900</td>\n",
       "      <td>56.573887</td>\n",
       "      <td>29.152500</td>\n",
       "      <td>158.710007</td>\n",
       "      <td>107.379997</td>\n",
       "      <td>161.281067</td>\n",
       "      <td>...</td>\n",
       "      <td>107.169998</td>\n",
       "      <td>161.806885</td>\n",
       "      <td>41.660000</td>\n",
       "      <td>62.189999</td>\n",
       "      <td>88774400</td>\n",
       "      <td>2796000</td>\n",
       "      <td>6303000</td>\n",
       "      <td>2805686</td>\n",
       "      <td>8968300</td>\n",
       "      <td>24876000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-06</th>\n",
       "      <td>27.329485</td>\n",
       "      <td>147.508514</td>\n",
       "      <td>103.544739</td>\n",
       "      <td>113.769691</td>\n",
       "      <td>32.647060</td>\n",
       "      <td>57.064251</td>\n",
       "      <td>29.477501</td>\n",
       "      <td>159.100006</td>\n",
       "      <td>108.980003</td>\n",
       "      <td>162.074570</td>\n",
       "      <td>...</td>\n",
       "      <td>108.019997</td>\n",
       "      <td>161.271515</td>\n",
       "      <td>41.700001</td>\n",
       "      <td>62.299999</td>\n",
       "      <td>127007600</td>\n",
       "      <td>2426000</td>\n",
       "      <td>9551300</td>\n",
       "      <td>3080993</td>\n",
       "      <td>10246600</td>\n",
       "      <td>19922900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-09</th>\n",
       "      <td>27.579805</td>\n",
       "      <td>146.785309</td>\n",
       "      <td>102.955643</td>\n",
       "      <td>112.508034</td>\n",
       "      <td>32.318562</td>\n",
       "      <td>56.882641</td>\n",
       "      <td>29.747499</td>\n",
       "      <td>158.320007</td>\n",
       "      <td>108.360001</td>\n",
       "      <td>160.277252</td>\n",
       "      <td>...</td>\n",
       "      <td>108.580002</td>\n",
       "      <td>162.017212</td>\n",
       "      <td>41.230000</td>\n",
       "      <td>62.759998</td>\n",
       "      <td>134247600</td>\n",
       "      <td>2839400</td>\n",
       "      <td>6195200</td>\n",
       "      <td>3336635</td>\n",
       "      <td>14822500</td>\n",
       "      <td>20382700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-24</th>\n",
       "      <td>227.369995</td>\n",
       "      <td>155.809998</td>\n",
       "      <td>93.690002</td>\n",
       "      <td>220.970001</td>\n",
       "      <td>71.330002</td>\n",
       "      <td>429.170013</td>\n",
       "      <td>227.369995</td>\n",
       "      <td>155.809998</td>\n",
       "      <td>93.690002</td>\n",
       "      <td>220.970001</td>\n",
       "      <td>...</td>\n",
       "      <td>93.339996</td>\n",
       "      <td>219.779999</td>\n",
       "      <td>71.220001</td>\n",
       "      <td>433.000000</td>\n",
       "      <td>43556100</td>\n",
       "      <td>7414900</td>\n",
       "      <td>7860300</td>\n",
       "      <td>3183900</td>\n",
       "      <td>13330600</td>\n",
       "      <td>17015800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-25</th>\n",
       "      <td>226.369995</td>\n",
       "      <td>152.220001</td>\n",
       "      <td>93.919998</td>\n",
       "      <td>221.229996</td>\n",
       "      <td>71.449997</td>\n",
       "      <td>432.109985</td>\n",
       "      <td>226.369995</td>\n",
       "      <td>152.220001</td>\n",
       "      <td>93.919998</td>\n",
       "      <td>221.229996</td>\n",
       "      <td>...</td>\n",
       "      <td>93.639999</td>\n",
       "      <td>221.169998</td>\n",
       "      <td>71.709999</td>\n",
       "      <td>429.829987</td>\n",
       "      <td>42308700</td>\n",
       "      <td>9587700</td>\n",
       "      <td>8408200</td>\n",
       "      <td>2537800</td>\n",
       "      <td>12329100</td>\n",
       "      <td>13396400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-26</th>\n",
       "      <td>227.520004</td>\n",
       "      <td>154.580002</td>\n",
       "      <td>95.199997</td>\n",
       "      <td>223.429993</td>\n",
       "      <td>71.400002</td>\n",
       "      <td>431.309998</td>\n",
       "      <td>227.520004</td>\n",
       "      <td>154.580002</td>\n",
       "      <td>95.199997</td>\n",
       "      <td>223.429993</td>\n",
       "      <td>...</td>\n",
       "      <td>94.459999</td>\n",
       "      <td>222.110001</td>\n",
       "      <td>70.860001</td>\n",
       "      <td>435.089996</td>\n",
       "      <td>36636700</td>\n",
       "      <td>11414400</td>\n",
       "      <td>10061600</td>\n",
       "      <td>2673200</td>\n",
       "      <td>10815200</td>\n",
       "      <td>14492000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-27</th>\n",
       "      <td>227.789993</td>\n",
       "      <td>156.320007</td>\n",
       "      <td>96.010002</td>\n",
       "      <td>220.839996</td>\n",
       "      <td>71.790001</td>\n",
       "      <td>428.019989</td>\n",
       "      <td>227.789993</td>\n",
       "      <td>156.320007</td>\n",
       "      <td>96.010002</td>\n",
       "      <td>220.839996</td>\n",
       "      <td>...</td>\n",
       "      <td>95.489998</td>\n",
       "      <td>223.000000</td>\n",
       "      <td>71.540001</td>\n",
       "      <td>431.519989</td>\n",
       "      <td>34026000</td>\n",
       "      <td>7637000</td>\n",
       "      <td>10155400</td>\n",
       "      <td>3830300</td>\n",
       "      <td>11175700</td>\n",
       "      <td>14896100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>233.000000</td>\n",
       "      <td>152.039993</td>\n",
       "      <td>96.190002</td>\n",
       "      <td>221.080002</td>\n",
       "      <td>71.860001</td>\n",
       "      <td>430.299988</td>\n",
       "      <td>233.000000</td>\n",
       "      <td>152.039993</td>\n",
       "      <td>96.190002</td>\n",
       "      <td>221.080002</td>\n",
       "      <td>...</td>\n",
       "      <td>96.849998</td>\n",
       "      <td>220.649994</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>428.209991</td>\n",
       "      <td>54541900</td>\n",
       "      <td>10902200</td>\n",
       "      <td>7982300</td>\n",
       "      <td>3543400</td>\n",
       "      <td>18015300</td>\n",
       "      <td>16807300</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1948 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             Adj Close                                                 \\\n",
       "                  AAPL          BA         DIS         IBM         KO   \n",
       "Date                                                                    \n",
       "2017-01-03   26.921547  145.533676  100.789375  112.199310  32.693996   \n",
       "2017-01-04   26.891418  147.063416  102.081543  113.588493  32.576672   \n",
       "2017-01-05   27.028170  147.146927  102.024529  113.212662  32.654900   \n",
       "2017-01-06   27.329485  147.508514  103.544739  113.769691  32.647060   \n",
       "2017-01-09   27.579805  146.785309  102.955643  112.508034  32.318562   \n",
       "...                ...         ...         ...         ...        ...   \n",
       "2024-09-24  227.369995  155.809998   93.690002  220.970001  71.330002   \n",
       "2024-09-25  226.369995  152.220001   93.919998  221.229996  71.449997   \n",
       "2024-09-26  227.520004  154.580002   95.199997  223.429993  71.400002   \n",
       "2024-09-27  227.789993  156.320007   96.010002  220.839996  71.790001   \n",
       "2024-09-30  233.000000  152.039993   96.190002  221.080002  71.860001   \n",
       "\n",
       "                             Close                                      ...  \\\n",
       "                  MSFT        AAPL          BA         DIS         IBM  ...   \n",
       "Date                                                                    ...   \n",
       "2017-01-03   56.828152   29.037500  156.970001  106.080002  159.837479  ...   \n",
       "2017-01-04   56.573887   29.004999  158.619995  107.440002  161.816437  ...   \n",
       "2017-01-05   56.573887   29.152500  158.710007  107.379997  161.281067  ...   \n",
       "2017-01-06   57.064251   29.477501  159.100006  108.980003  162.074570  ...   \n",
       "2017-01-09   56.882641   29.747499  158.320007  108.360001  160.277252  ...   \n",
       "...                ...         ...         ...         ...         ...  ...   \n",
       "2024-09-24  429.170013  227.369995  155.809998   93.690002  220.970001  ...   \n",
       "2024-09-25  432.109985  226.369995  152.220001   93.919998  221.229996  ...   \n",
       "2024-09-26  431.309998  227.520004  154.580002   95.199997  223.429993  ...   \n",
       "2024-09-27  428.019989  227.789993  156.320007   96.010002  220.839996  ...   \n",
       "2024-09-30  430.299988  233.000000  152.039993   96.190002  221.080002  ...   \n",
       "\n",
       "                  Open                                        Volume  \\\n",
       "                   DIS         IBM         KO        MSFT       AAPL   \n",
       "Date                                                                   \n",
       "2017-01-03  105.300003  159.655838  41.500000   62.790001  115127600   \n",
       "2017-01-04  106.639999  160.391968  41.880001   62.480000   84472400   \n",
       "2017-01-05  107.169998  161.806885  41.660000   62.189999   88774400   \n",
       "2017-01-06  108.019997  161.271515  41.700001   62.299999  127007600   \n",
       "2017-01-09  108.580002  162.017212  41.230000   62.759998  134247600   \n",
       "...                ...         ...        ...         ...        ...   \n",
       "2024-09-24   93.339996  219.779999  71.220001  433.000000   43556100   \n",
       "2024-09-25   93.639999  221.169998  71.709999  429.829987   42308700   \n",
       "2024-09-26   94.459999  222.110001  70.860001  435.089996   36636700   \n",
       "2024-09-27   95.489998  223.000000  71.540001  431.519989   34026000   \n",
       "2024-09-30   96.849998  220.649994  72.000000  428.209991   54541900   \n",
       "\n",
       "                                                             \n",
       "                  BA       DIS      IBM        KO      MSFT  \n",
       "Date                                                         \n",
       "2017-01-03   3426100   8884300  3069278  14711000  20694100  \n",
       "2017-01-04   3189800   8322000  3536944   9959400  21340000  \n",
       "2017-01-05   2796000   6303000  2805686   8968300  24876000  \n",
       "2017-01-06   2426000   9551300  3080993  10246600  19922900  \n",
       "2017-01-09   2839400   6195200  3336635  14822500  20382700  \n",
       "...              ...       ...      ...       ...       ...  \n",
       "2024-09-24   7414900   7860300  3183900  13330600  17015800  \n",
       "2024-09-25   9587700   8408200  2537800  12329100  13396400  \n",
       "2024-09-26  11414400  10061600  2673200  10815200  14492000  \n",
       "2024-09-27   7637000  10155400  3830300  11175700  14896100  \n",
       "2024-09-30  10902200   7982300  3543400  18015300  16807300  \n",
       "\n",
       "[1948 rows x 36 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stocks=yf.download(tickers, start=\"2017-01-01\", end=\"2024-10-01\")\n",
    "stocks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6fd51c41",
   "metadata": {},
   "outputs": [],
   "source": [
    "stocks.to_csv(\"23ReturnVolatility.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "32802f16",
   "metadata": {},
   "outputs": [],
   "source": [
    "stocks=pd.read_csv(\"23ReturnVolatility.csv\", header=[0,1],index_col=[0],parse_dates=[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4b46dac0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MultiIndex([('Adj Close', 'AAPL'),\n",
       "            ('Adj Close',   'BA'),\n",
       "            ('Adj Close',  'DIS'),\n",
       "            ('Adj Close',  'IBM'),\n",
       "            ('Adj Close',   'KO'),\n",
       "            ('Adj Close', 'MSFT'),\n",
       "            (    'Close', 'AAPL'),\n",
       "            (    'Close',   'BA'),\n",
       "            (    'Close',  'DIS'),\n",
       "            (    'Close',  'IBM'),\n",
       "            (    'Close',   'KO'),\n",
       "            (    'Close', 'MSFT'),\n",
       "            (     'High', 'AAPL'),\n",
       "            (     'High',   'BA'),\n",
       "            (     'High',  'DIS'),\n",
       "            (     'High',  'IBM'),\n",
       "            (     'High',   'KO'),\n",
       "            (     'High', 'MSFT'),\n",
       "            (      'Low', 'AAPL'),\n",
       "            (      'Low',   'BA'),\n",
       "            (      'Low',  'DIS'),\n",
       "            (      'Low',  'IBM'),\n",
       "            (      'Low',   'KO'),\n",
       "            (      'Low', 'MSFT'),\n",
       "            (     'Open', 'AAPL'),\n",
       "            (     'Open',   'BA'),\n",
       "            (     'Open',  'DIS'),\n",
       "            (     'Open',  'IBM'),\n",
       "            (     'Open',   'KO'),\n",
       "            (     'Open', 'MSFT'),\n",
       "            (   'Volume', 'AAPL'),\n",
       "            (   'Volume',   'BA'),\n",
       "            (   'Volume',  'DIS'),\n",
       "            (   'Volume',  'IBM'),\n",
       "            (   'Volume',   'KO'),\n",
       "            (   'Volume', 'MSFT')],\n",
       "           )"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stocks.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "cb5b87e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([('Adj Close', 'AAPL'),   ('Adj Close', 'BA'),  ('Adj Close', 'DIS'),\n",
       "        ('Adj Close', 'IBM'),   ('Adj Close', 'KO'), ('Adj Close', 'MSFT'),\n",
       "           ('Close', 'AAPL'),       ('Close', 'BA'),      ('Close', 'DIS'),\n",
       "            ('Close', 'IBM'),       ('Close', 'KO'),     ('Close', 'MSFT'),\n",
       "            ('High', 'AAPL'),        ('High', 'BA'),       ('High', 'DIS'),\n",
       "             ('High', 'IBM'),        ('High', 'KO'),      ('High', 'MSFT'),\n",
       "             ('Low', 'AAPL'),         ('Low', 'BA'),        ('Low', 'DIS'),\n",
       "              ('Low', 'IBM'),         ('Low', 'KO'),       ('Low', 'MSFT'),\n",
       "            ('Open', 'AAPL'),        ('Open', 'BA'),       ('Open', 'DIS'),\n",
       "             ('Open', 'IBM'),        ('Open', 'KO'),      ('Open', 'MSFT'),\n",
       "          ('Volume', 'AAPL'),      ('Volume', 'BA'),     ('Volume', 'DIS'),\n",
       "           ('Volume', 'IBM'),      ('Volume', 'KO'),    ('Volume', 'MSFT')],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stocks.columns.to_flat_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ab7d07ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "stocks.columns=pd.MultiIndex.from_tuples(stocks.columns.to_flat_index())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "2844faec",
   "metadata": {},
   "outputs": [],
   "source": [
    "stocks=stocks.swaplevel(axis=1).sort_index(axis=1) # axis=1 is the column index, axis=0 is the row index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "209c73bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"6\" halign=\"left\">AAPL</th>\n",
       "      <th colspan=\"4\" halign=\"left\">BA</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"4\" halign=\"left\">KO</th>\n",
       "      <th colspan=\"6\" halign=\"left\">MSFT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Close</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Close</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>...</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Close</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-03</th>\n",
       "      <td>26.921547</td>\n",
       "      <td>29.037500</td>\n",
       "      <td>29.082500</td>\n",
       "      <td>28.690001</td>\n",
       "      <td>28.950001</td>\n",
       "      <td>115127600</td>\n",
       "      <td>145.533676</td>\n",
       "      <td>156.970001</td>\n",
       "      <td>157.139999</td>\n",
       "      <td>155.210007</td>\n",
       "      <td>...</td>\n",
       "      <td>41.810001</td>\n",
       "      <td>41.279999</td>\n",
       "      <td>41.500000</td>\n",
       "      <td>14711000</td>\n",
       "      <td>56.828152</td>\n",
       "      <td>62.580002</td>\n",
       "      <td>62.840000</td>\n",
       "      <td>62.130001</td>\n",
       "      <td>62.790001</td>\n",
       "      <td>20694100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>26.891418</td>\n",
       "      <td>29.004999</td>\n",
       "      <td>29.127501</td>\n",
       "      <td>28.937500</td>\n",
       "      <td>28.962500</td>\n",
       "      <td>84472400</td>\n",
       "      <td>147.063416</td>\n",
       "      <td>158.619995</td>\n",
       "      <td>159.229996</td>\n",
       "      <td>157.809998</td>\n",
       "      <td>...</td>\n",
       "      <td>41.970001</td>\n",
       "      <td>41.590000</td>\n",
       "      <td>41.880001</td>\n",
       "      <td>9959400</td>\n",
       "      <td>56.573887</td>\n",
       "      <td>62.299999</td>\n",
       "      <td>62.750000</td>\n",
       "      <td>62.119999</td>\n",
       "      <td>62.480000</td>\n",
       "      <td>21340000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>27.028170</td>\n",
       "      <td>29.152500</td>\n",
       "      <td>29.215000</td>\n",
       "      <td>28.952499</td>\n",
       "      <td>28.980000</td>\n",
       "      <td>88774400</td>\n",
       "      <td>147.146927</td>\n",
       "      <td>158.710007</td>\n",
       "      <td>159.699997</td>\n",
       "      <td>157.399994</td>\n",
       "      <td>...</td>\n",
       "      <td>41.860001</td>\n",
       "      <td>41.529999</td>\n",
       "      <td>41.660000</td>\n",
       "      <td>8968300</td>\n",
       "      <td>56.573887</td>\n",
       "      <td>62.299999</td>\n",
       "      <td>62.660000</td>\n",
       "      <td>62.029999</td>\n",
       "      <td>62.189999</td>\n",
       "      <td>24876000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-06</th>\n",
       "      <td>27.329485</td>\n",
       "      <td>29.477501</td>\n",
       "      <td>29.540001</td>\n",
       "      <td>29.117500</td>\n",
       "      <td>29.195000</td>\n",
       "      <td>127007600</td>\n",
       "      <td>147.508514</td>\n",
       "      <td>159.100006</td>\n",
       "      <td>159.660004</td>\n",
       "      <td>157.889999</td>\n",
       "      <td>...</td>\n",
       "      <td>41.810001</td>\n",
       "      <td>41.540001</td>\n",
       "      <td>41.700001</td>\n",
       "      <td>10246600</td>\n",
       "      <td>57.064251</td>\n",
       "      <td>62.840000</td>\n",
       "      <td>63.150002</td>\n",
       "      <td>62.040001</td>\n",
       "      <td>62.299999</td>\n",
       "      <td>19922900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-09</th>\n",
       "      <td>27.579805</td>\n",
       "      <td>29.747499</td>\n",
       "      <td>29.857500</td>\n",
       "      <td>29.485001</td>\n",
       "      <td>29.487499</td>\n",
       "      <td>134247600</td>\n",
       "      <td>146.785309</td>\n",
       "      <td>158.320007</td>\n",
       "      <td>159.240005</td>\n",
       "      <td>158.169998</td>\n",
       "      <td>...</td>\n",
       "      <td>41.580002</td>\n",
       "      <td>41.209999</td>\n",
       "      <td>41.230000</td>\n",
       "      <td>14822500</td>\n",
       "      <td>56.882641</td>\n",
       "      <td>62.639999</td>\n",
       "      <td>63.080002</td>\n",
       "      <td>62.540001</td>\n",
       "      <td>62.759998</td>\n",
       "      <td>20382700</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 AAPL                                                         \\\n",
       "            Adj Close      Close       High        Low       Open     Volume   \n",
       "Date                                                                           \n",
       "2017-01-03  26.921547  29.037500  29.082500  28.690001  28.950001  115127600   \n",
       "2017-01-04  26.891418  29.004999  29.127501  28.937500  28.962500   84472400   \n",
       "2017-01-05  27.028170  29.152500  29.215000  28.952499  28.980000   88774400   \n",
       "2017-01-06  27.329485  29.477501  29.540001  29.117500  29.195000  127007600   \n",
       "2017-01-09  27.579805  29.747499  29.857500  29.485001  29.487499  134247600   \n",
       "\n",
       "                    BA                                      ...         KO  \\\n",
       "             Adj Close       Close        High         Low  ...       High   \n",
       "Date                                                        ...              \n",
       "2017-01-03  145.533676  156.970001  157.139999  155.210007  ...  41.810001   \n",
       "2017-01-04  147.063416  158.619995  159.229996  157.809998  ...  41.970001   \n",
       "2017-01-05  147.146927  158.710007  159.699997  157.399994  ...  41.860001   \n",
       "2017-01-06  147.508514  159.100006  159.660004  157.889999  ...  41.810001   \n",
       "2017-01-09  146.785309  158.320007  159.240005  158.169998  ...  41.580002   \n",
       "\n",
       "                                                 MSFT                        \\\n",
       "                  Low       Open    Volume  Adj Close      Close       High   \n",
       "Date                                                                          \n",
       "2017-01-03  41.279999  41.500000  14711000  56.828152  62.580002  62.840000   \n",
       "2017-01-04  41.590000  41.880001   9959400  56.573887  62.299999  62.750000   \n",
       "2017-01-05  41.529999  41.660000   8968300  56.573887  62.299999  62.660000   \n",
       "2017-01-06  41.540001  41.700001  10246600  57.064251  62.840000  63.150002   \n",
       "2017-01-09  41.209999  41.230000  14822500  56.882641  62.639999  63.080002   \n",
       "\n",
       "                                            \n",
       "                  Low       Open    Volume  \n",
       "Date                                        \n",
       "2017-01-03  62.130001  62.790001  20694100  \n",
       "2017-01-04  62.119999  62.480000  21340000  \n",
       "2017-01-05  62.029999  62.189999  24876000  \n",
       "2017-01-06  62.040001  62.299999  19922900  \n",
       "2017-01-09  62.540001  62.759998  20382700  \n",
       "\n",
       "[5 rows x 36 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stocks.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "7857a96e",
   "metadata": {},
   "outputs": [],
   "source": [
    "adjClose = stocks.iloc[:,stocks.columns.get_level_values(1)=='Adj Close'].copy()  \n",
    "adjClose=adjClose.droplevel(level=1,axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b9cfb143",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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