Data_Preprocessing_And_EDA.ipynb

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   "name": "Data_Preprocessing_And_EDA.ipynb",
   "provenance": [],
   "collapsed_sections": [],
   "include_colab_link": true
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  "kernelspec": {
   "name": "python3",
   "language": "python",
   "display_name": "Python 3 (ipykernel)"
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 },
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "view-in-github",
    "colab_type": "text"
   },
   "source": [
    "<a href=\"https://colab.research.google.com/github/amanjain252002/Stock-Price-Prediction/blob/main/Data_Preprocessing_And_EDA.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "r3dkGmaOy4Tj",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "outputId": "e40cc5ae-d4f6-4cca-c50d-bba59896e898"
   },
   "source": [
    "from google.colab import drive\n",
    "drive.mount('/content/drive')"
   ],
   "execution_count": 1,
   "outputs": [
    {
     "output_type": "stream",
     "text": [
      "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
     ],
     "name": "stdout"
    }
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "UParaEW2yZ7O"
   },
   "source": [
    "import numpy as np\r\n",
    "\r\n",
    "import pandas as pd\r\n",
    "import matplotlib.pyplot as plt\r\n",
    "import seaborn as sns"
   ],
   "execution_count": 2,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "j0TEt-h-VJcE"
   },
   "source": [
    "#Data Preprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "3Rr1pxEPYSdU"
   },
   "source": [
    "##Data Loading"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "n5AreMqlzaXd"
   },
   "source": [
    "AAPL = pd.read_csv(\"/content/drive/MyDrive/Database/AAPL.csv\")\r\n",
    "TSLA = pd.read_csv(\"/content/drive/MyDrive/Database/TSLA.csv\")\r\n",
    "GOOG = pd.read_csv(\"/content/drive/MyDrive/Database/GOOG.csv\")\r\n",
    "MSFT = pd.read_csv(\"/content/drive/MyDrive/Database/MSFT.csv\")\r\n",
    "AMZN = pd.read_csv(\"/content/drive/MyDrive/Database/AMZN.csv\")"
   ],
   "execution_count": 3,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "wPovSDOEVf_o"
   },
   "source": [
    "##Apple"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 195
    },
    "id": "67FGAZtuz4XH",
    "outputId": "a4f30f61-8146-4335-addb-5134ed628916"
   },
   "source": [
    "AAPL.head()"
   ],
   "execution_count": 4,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</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",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>26-Feb-2021</td>\n",
       "      <td>122.59</td>\n",
       "      <td>124.85</td>\n",
       "      <td>121.20</td>\n",
       "      <td>121.26</td>\n",
       "      <td>121.26</td>\n",
       "      <td>16,43,20,000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>25-Feb-2021</td>\n",
       "      <td>124.68</td>\n",
       "      <td>126.46</td>\n",
       "      <td>120.54</td>\n",
       "      <td>120.99</td>\n",
       "      <td>120.99</td>\n",
       "      <td>14,73,06,500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>24-Feb-2021</td>\n",
       "      <td>124.94</td>\n",
       "      <td>125.56</td>\n",
       "      <td>122.23</td>\n",
       "      <td>125.35</td>\n",
       "      <td>125.35</td>\n",
       "      <td>11,06,91,500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23-Feb-2021</td>\n",
       "      <td>123.76</td>\n",
       "      <td>126.71</td>\n",
       "      <td>118.39</td>\n",
       "      <td>125.86</td>\n",
       "      <td>125.86</td>\n",
       "      <td>15,78,59,100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>22-Feb-2021</td>\n",
       "      <td>128.01</td>\n",
       "      <td>129.72</td>\n",
       "      <td>125.60</td>\n",
       "      <td>126.00</td>\n",
       "      <td>126.00</td>\n",
       "      <td>10,36,07,600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Date    Open    High     Low   Close  Adj. Close        Volume\n",
       "0  26-Feb-2021  122.59  124.85  121.20  121.26      121.26  16,43,20,000\n",
       "1  25-Feb-2021  124.68  126.46  120.54  120.99      120.99  14,73,06,500\n",
       "2  24-Feb-2021  124.94  125.56  122.23  125.35      125.35  11,06,91,500\n",
       "3  23-Feb-2021  123.76  126.71  118.39  125.86      125.86  15,78,59,100\n",
       "4  22-Feb-2021  128.01  129.72  125.60  126.00      126.00  10,36,07,600"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 4
    }
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "cGzCr4wqz7aN",
    "outputId": "d36f447a-bfab-4d6e-83ad-2ad93a30c2d3"
   },
   "source": [
    "AAPL.info()"
   ],
   "execution_count": 5,
   "outputs": [
    {
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 9800 entries, 0 to 9799\n",
      "Data columns (total 7 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   Date        9800 non-null   object \n",
      " 1   Open        9800 non-null   object \n",
      " 2   High        9725 non-null   float64\n",
      " 3   Low         9725 non-null   float64\n",
      " 4   Close       9725 non-null   float64\n",
      " 5   Adj. Close  9725 non-null   float64\n",
      " 6   Volume      9725 non-null   object \n",
      "dtypes: float64(4), object(3)\n",
      "memory usage: 536.1+ KB\n"
     ],
     "name": "stdout"
    }
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "fWZV37Sf1dNI"
   },
   "source": [
    "# Drop NULL rows\r\n",
    "AAPL.dropna(inplace = True)"
   ],
   "execution_count": 6,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "vjqd4Iwv0Pd_"
   },
   "source": [
    "# Change Dtype of Columns\r\n",
    "AAPL[\"Date\"] = pd.to_datetime(AAPL[\"Date\"])\r\n",
    "AAPL[\"Volume\"] = AAPL[\"Volume\"].str.replace(',', '')\r\n",
    "AAPL = AAPL.astype({\"Open\": float, \"Volume\": float})"
   ],
   "execution_count": 7,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "nIW5x9nqk0_U"
   },
   "source": [
    "# Sort the Database by Date\r\n",
    "AAPL = AAPL.sort_values(by = 'Date', ignore_index = True)"
   ],
   "execution_count": 8,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "Ak7JL6j4Assr"
   },
   "source": [
    "# Drop rows having Date < '2015-01-01'\r\n",
    "AAPL = AAPL[AAPL[\"Date\"] >= '2015-01-01'].reset_index(drop = True)"
   ],
   "execution_count": 9,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 284
    },
    "id": "xi4cQyhi0Acu",
    "outputId": "5494cba5-8cfb-48e2-8724-2b4003a90028"
   },
   "source": [
    "AAPL.describe()"
   ],
   "execution_count": 10,
   "outputs": [
    {
     "output_type": "execute_result",
     "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>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",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1.549000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>50.160265</td>\n",
       "      <td>50.700723</td>\n",
       "      <td>49.618696</td>\n",
       "      <td>50.182447</td>\n",
       "      <td>48.781143</td>\n",
       "      <td>1.449887e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>28.029971</td>\n",
       "      <td>28.433917</td>\n",
       "      <td>27.552589</td>\n",
       "      <td>28.007536</td>\n",
       "      <td>28.560715</td>\n",
       "      <td>7.095025e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>22.500000</td>\n",
       "      <td>22.920000</td>\n",
       "      <td>22.370000</td>\n",
       "      <td>22.580000</td>\n",
       "      <td>21.130000</td>\n",
       "      <td>4.544800e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>30.000000</td>\n",
       "      <td>30.130000</td>\n",
       "      <td>29.810000</td>\n",
       "      <td>29.990000</td>\n",
       "      <td>27.910000</td>\n",
       "      <td>9.667000e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>42.020000</td>\n",
       "      <td>42.550000</td>\n",
       "      <td>41.630000</td>\n",
       "      <td>42.100000</td>\n",
       "      <td>40.600000</td>\n",
       "      <td>1.272076e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>55.100000</td>\n",
       "      <td>55.710000</td>\n",
       "      <td>54.370000</td>\n",
       "      <td>55.170000</td>\n",
       "      <td>53.980000</td>\n",
       "      <td>1.731832e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>143.600000</td>\n",
       "      <td>145.090000</td>\n",
       "      <td>141.370000</td>\n",
       "      <td>143.160000</td>\n",
       "      <td>142.950000</td>\n",
       "      <td>6.488252e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Open         High  ...   Adj. Close        Volume\n",
       "count  1549.000000  1549.000000  ...  1549.000000  1.549000e+03\n",
       "mean     50.160265    50.700723  ...    48.781143  1.449887e+08\n",
       "std      28.029971    28.433917  ...    28.560715  7.095025e+07\n",
       "min      22.500000    22.920000  ...    21.130000  4.544800e+07\n",
       "25%      30.000000    30.130000  ...    27.910000  9.667000e+07\n",
       "50%      42.020000    42.550000  ...    40.600000  1.272076e+08\n",
       "75%      55.100000    55.710000  ...    53.980000  1.731832e+08\n",
       "max     143.600000   145.090000  ...   142.950000  6.488252e+08\n",
       "\n",
       "[8 rows x 6 columns]"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 10
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "8kogTb1BVp-s"
   },
   "source": [
    "##Tesla"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 195
    },
    "id": "rsMsnDBR0K74",
    "outputId": "a6613b83-2d1d-4559-f5a5-6422867fd912"
   },
   "source": [
    "TSLA.head()"
   ],
   "execution_count": 11,
   "outputs": [
    {
     "output_type": "execute_result",
     "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>Date</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",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>26-Feb-2021</td>\n",
       "      <td>700.00</td>\n",
       "      <td>706.70</td>\n",
       "      <td>659.51</td>\n",
       "      <td>675.50</td>\n",
       "      <td>675.50</td>\n",
       "      <td>4,10,11,300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>25-Feb-2021</td>\n",
       "      <td>726.15</td>\n",
       "      <td>737.21</td>\n",
       "      <td>670.58</td>\n",
       "      <td>682.22</td>\n",
       "      <td>682.22</td>\n",
       "      <td>3,86,19,900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>24-Feb-2021</td>\n",
       "      <td>711.85</td>\n",
       "      <td>745.00</td>\n",
       "      <td>694.17</td>\n",
       "      <td>742.02</td>\n",
       "      <td>742.02</td>\n",
       "      <td>3,66,77,100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23-Feb-2021</td>\n",
       "      <td>662.13</td>\n",
       "      <td>713.61</td>\n",
       "      <td>619.00</td>\n",
       "      <td>698.84</td>\n",
       "      <td>698.84</td>\n",
       "      <td>6,63,97,000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>22-Feb-2021</td>\n",
       "      <td>762.64</td>\n",
       "      <td>768.50</td>\n",
       "      <td>710.20</td>\n",
       "      <td>714.50</td>\n",
       "      <td>714.50</td>\n",
       "      <td>3,70,11,700</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Date    Open    High     Low   Close  Adj. Close       Volume\n",
       "0  26-Feb-2021  700.00  706.70  659.51  675.50      675.50  4,10,11,300\n",
       "1  25-Feb-2021  726.15  737.21  670.58  682.22      682.22  3,86,19,900\n",
       "2  24-Feb-2021  711.85  745.00  694.17  742.02      742.02  3,66,77,100\n",
       "3  23-Feb-2021  662.13  713.61  619.00  698.84      698.84  6,63,97,000\n",
       "4  22-Feb-2021  762.64  768.50  710.20  714.50      714.50  3,70,11,700"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 11
    }
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "jwT_7xZL4Czb",
    "outputId": "6de8bc42-9184-4874-d0be-a5707a96a076"
   },
   "source": [
    "TSLA.info()"
   ],
   "execution_count": 12,
   "outputs": [
    {
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2686 entries, 0 to 2685\n",
      "Data columns (total 7 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   Date        2686 non-null   object \n",
      " 1   Open        2686 non-null   object \n",
      " 2   High        2685 non-null   float64\n",
      " 3   Low         2685 non-null   float64\n",
      " 4   Close       2685 non-null   float64\n",
      " 5   Adj. Close  2685 non-null   float64\n",
      " 6   Volume      2685 non-null   object \n",
      "dtypes: float64(4), object(3)\n",
      "memory usage: 147.0+ KB\n"
     ],
     "name": "stdout"
    }
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "4dDxwLbI4FEA"
   },
   "source": [
    "# Drop NULL rows\r\n",
    "TSLA.dropna(inplace = True)"
   ],
   "execution_count": 13,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "FlU7Ghku4Jfi"
   },
   "source": [
    "# Change Dtype of Columns\r\n",
    "TSLA[\"Date\"] = pd.to_datetime(TSLA[\"Date\"])\r\n",
    "TSLA[\"Volume\"] = TSLA[\"Volume\"].str.replace(',', '')\r\n",
    "TSLA = TSLA.astype({\"Open\": float, \"Volume\": float})"
   ],
   "execution_count": 14,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "CJ2UPRKnmD77"
   },
   "source": [
    "# Sort the Database by Date\r\n",
    "TSLA = TSLA.sort_values(by = 'Date', ignore_index = True)"
   ],
   "execution_count": 15,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "5Or3Gr3BBPht"
   },
   "source": [
    "# Drop rows having Date < '2015-01-01'\r\n",
    "TSLA = TSLA[TSLA[\"Date\"] >= '2015-01-01'].reset_index(drop = True)"
   ],
   "execution_count": 16,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 284
    },
    "id": "-t93vdN14TK0",
    "outputId": "f40e7fc9-2e7b-49e3-dfbd-60b72612222e"
   },
   "source": [
    "TSLA.describe()"
   ],
   "execution_count": 17,
   "outputs": [
    {
     "output_type": "execute_result",
     "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>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",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1.549000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>110.810891</td>\n",
       "      <td>113.270362</td>\n",
       "      <td>108.205281</td>\n",
       "      <td>110.953628</td>\n",
       "      <td>110.953628</td>\n",
       "      <td>3.992077e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>157.089086</td>\n",
       "      <td>160.828238</td>\n",
       "      <td>152.917803</td>\n",
       "      <td>157.395272</td>\n",
       "      <td>157.395272</td>\n",
       "      <td>2.937944e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>28.460000</td>\n",
       "      <td>30.990000</td>\n",
       "      <td>28.210000</td>\n",
       "      <td>28.730000</td>\n",
       "      <td>28.730000</td>\n",
       "      <td>3.540000e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>45.760000</td>\n",
       "      <td>46.310000</td>\n",
       "      <td>44.990000</td>\n",
       "      <td>45.700000</td>\n",
       "      <td>45.700000</td>\n",
       "      <td>2.127200e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>57.600000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>56.560000</td>\n",
       "      <td>57.930000</td>\n",
       "      <td>57.930000</td>\n",
       "      <td>3.079200e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>70.510000</td>\n",
       "      <td>71.440000</td>\n",
       "      <td>69.250000</td>\n",
       "      <td>70.360000</td>\n",
       "      <td>70.360000</td>\n",
       "      <td>4.735750e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>891.380000</td>\n",
       "      <td>900.400000</td>\n",
       "      <td>871.600000</td>\n",
       "      <td>883.090000</td>\n",
       "      <td>883.090000</td>\n",
       "      <td>3.046940e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Open         High  ...   Adj. Close        Volume\n",
       "count  1549.000000  1549.000000  ...  1549.000000  1.549000e+03\n",
       "mean    110.810891   113.270362  ...   110.953628  3.992077e+07\n",
       "std     157.089086   160.828238  ...   157.395272  2.937944e+07\n",
       "min      28.460000    30.990000  ...    28.730000  3.540000e+06\n",
       "25%      45.760000    46.310000  ...    45.700000  2.127200e+07\n",
       "50%      57.600000    59.000000  ...    57.930000  3.079200e+07\n",
       "75%      70.510000    71.440000  ...    70.360000  4.735750e+07\n",
       "max     891.380000   900.400000  ...   883.090000  3.046940e+08\n",
       "\n",
       "[8 rows x 6 columns]"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 17
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "h7XWFysRV_-k"
   },
   "source": [
    "##Google"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 195
    },
    "id": "p6phOr5R4ddY",
    "outputId": "b1603734-44ff-4534-c2d3-3488133b713b"
   },
   "source": [
    "GOOG.head()"
   ],
   "execution_count": 18,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>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",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>26-Feb-2021</td>\n",
       "      <td>2,050.52</td>\n",
       "      <td>2,071.01</td>\n",
       "      <td>2,016.06</td>\n",
       "      <td>2,036.86</td>\n",
       "      <td>2,036.86</td>\n",
       "      <td>20,83,500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>25-Feb-2021</td>\n",
       "      <td>2,067.45</td>\n",
       "      <td>2,094.88</td>\n",
       "      <td>2,021.29</td>\n",
       "      <td>2,031.36</td>\n",
       "      <td>2,031.36</td>\n",
       "      <td>18,26,000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>24-Feb-2021</td>\n",
       "      <td>2,041.83</td>\n",
       "      <td>2,100.78</td>\n",
       "      <td>2,038.13</td>\n",
       "      <td>2,095.17</td>\n",
       "      <td>2,095.17</td>\n",
       "      <td>12,47,400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23-Feb-2021</td>\n",
       "      <td>2,025.01</td>\n",
       "      <td>2,082.01</td>\n",
       "      <td>2,002.02</td>\n",
       "      <td>2,070.86</td>\n",
       "      <td>2,070.86</td>\n",
       "      <td>16,66,500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>22-Feb-2021</td>\n",
       "      <td>2,067.00</td>\n",
       "      <td>2,091.42</td>\n",
       "      <td>2,062.14</td>\n",
       "      <td>2,064.88</td>\n",
       "      <td>2,064.88</td>\n",
       "      <td>13,66,200</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Date      Open      High       Low     Close Adj. Close     Volume\n",
       "0  26-Feb-2021  2,050.52  2,071.01  2,016.06  2,036.86   2,036.86  20,83,500\n",
       "1  25-Feb-2021  2,067.45  2,094.88  2,021.29  2,031.36   2,031.36  18,26,000\n",
       "2  24-Feb-2021  2,041.83  2,100.78  2,038.13  2,095.17   2,095.17  12,47,400\n",
       "3  23-Feb-2021  2,025.01  2,082.01  2,002.02  2,070.86   2,070.86  16,66,500\n",
       "4  22-Feb-2021  2,067.00  2,091.42  2,062.14  2,064.88   2,064.88  13,66,200"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 18
    }
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "TbE97Tls4g0A",
    "outputId": "5ca1fa2b-770d-4242-84cc-c38ff68d2476"
   },
   "source": [
    "GOOG.info()"
   ],
   "execution_count": 19,
   "outputs": [
    {
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4162 entries, 0 to 4161\n",
      "Data columns (total 7 columns):\n",
      " #   Column      Non-Null Count  Dtype \n",
      "---  ------      --------------  ----- \n",
      " 0   Date        4162 non-null   object\n",
      " 1   Open        4162 non-null   object\n",
      " 2   High        4160 non-null   object\n",
      " 3   Low         4160 non-null   object\n",
      " 4   Close       4160 non-null   object\n",
      " 5   Adj. Close  4160 non-null   object\n",
      " 6   Volume      4160 non-null   object\n",
      "dtypes: object(7)\n",
      "memory usage: 227.7+ KB\n"
     ],
     "name": "stdout"
    }
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "sSlF2Rce4k6m"
   },
   "source": [
    "# Drop NULL rows\r\n",
    "GOOG.dropna(inplace = True)"
   ],
   "execution_count": 20,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "1OnVQ3ru4qvD"
   },
   "source": [
    "# Change Dtype of Columns\r\n",
    "GOOG[\"Date\"] = pd.to_datetime(GOOG[\"Date\"])\r\n",
    "\r\n",
    "for col in [\"Open\", \"High\", \"Low\", \"Close\", \"Adj. Close\", \"Volume\"]:\r\n",
    "  GOOG[col] = GOOG[col].str.replace(',', '')\r\n",
    "\r\n",
    "GOOG = GOOG.astype({\"Open\": float, \"High\": float, \"Low\": float, \"Close\": float, \"Adj. Close\": float, \"Volume\": float})"
   ],
   "execution_count": 21,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "8cHQTwc4mNWR"
   },
   "source": [
    "# Sort the Database by Date\r\n",
    "GOOG = GOOG.sort_values(by = 'Date', ignore_index = True)"
   ],
   "execution_count": 22,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "73k4o-IiBXfu"
   },
   "source": [
    "# Drop rows having Date < '2015-01-01'\r\n",
    "GOOG = GOOG[GOOG[\"Date\"] >= '2015-01-01'].reset_index(drop = True)"
   ],
   "execution_count": 23,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 284
    },
    "id": "3OmnDam740zm",
    "outputId": "4f752b8f-7fac-40fb-c399-28d8cb7aa1d0"
   },
   "source": [
    "GOOG.describe()"
   ],
   "execution_count": 24,
   "outputs": [
    {
     "output_type": "execute_result",
     "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>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",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1.549000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1030.784235</td>\n",
       "      <td>1041.013719</td>\n",
       "      <td>1021.141375</td>\n",
       "      <td>1031.490529</td>\n",
       "      <td>1031.490529</td>\n",
       "      <td>1.735614e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>335.922147</td>\n",
       "      <td>340.932426</td>\n",
       "      <td>332.354344</td>\n",
       "      <td>336.823772</td>\n",
       "      <td>336.823772</td>\n",
       "      <td>8.338749e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>493.300000</td>\n",
       "      <td>494.620000</td>\n",
       "      <td>486.230000</td>\n",
       "      <td>491.200000</td>\n",
       "      <td>491.200000</td>\n",
       "      <td>3.468000e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>756.540000</td>\n",
       "      <td>764.230000</td>\n",
       "      <td>750.000000</td>\n",
       "      <td>758.090000</td>\n",
       "      <td>758.090000</td>\n",
       "      <td>1.241200e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1037.490000</td>\n",
       "      <td>1049.480000</td>\n",
       "      <td>1023.140000</td>\n",
       "      <td>1037.080000</td>\n",
       "      <td>1037.080000</td>\n",
       "      <td>1.525200e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1207.140000</td>\n",
       "      <td>1219.760000</td>\n",
       "      <td>1200.130000</td>\n",
       "      <td>1208.670000</td>\n",
       "      <td>1208.670000</td>\n",
       "      <td>1.972100e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2119.270000</td>\n",
       "      <td>2152.680000</td>\n",
       "      <td>2104.360000</td>\n",
       "      <td>2128.310000</td>\n",
       "      <td>2128.310000</td>\n",
       "      <td>1.116490e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Open         High  ...   Adj. Close        Volume\n",
       "count  1549.000000  1549.000000  ...  1549.000000  1.549000e+03\n",
       "mean   1030.784235  1041.013719  ...  1031.490529  1.735614e+06\n",
       "std     335.922147   340.932426  ...   336.823772  8.338749e+05\n",
       "min     493.300000   494.620000  ...   491.200000  3.468000e+05\n",
       "25%     756.540000   764.230000  ...   758.090000  1.241200e+06\n",
       "50%    1037.490000  1049.480000  ...  1037.080000  1.525200e+06\n",
       "75%    1207.140000  1219.760000  ...  1208.670000  1.972100e+06\n",
       "max    2119.270000  2152.680000  ...  2128.310000  1.116490e+07\n",
       "\n",
       "[8 rows x 6 columns]"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 24
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "bUTepyI1WJBN"
   },
   "source": [
    "##Microsoft"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 195
    },
    "id": "AeND8Xiv5eeZ",
    "outputId": "d6584ecb-ba95-484d-cb55-03d014615b69"
   },
   "source": [
    "MSFT.head()"
   ],
   "execution_count": 25,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>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",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>26-Feb-2021</td>\n",
       "      <td>231.53</td>\n",
       "      <td>235.37</td>\n",
       "      <td>229.54</td>\n",
       "      <td>232.38</td>\n",
       "      <td>232.38</td>\n",
       "      <td>3,78,11,200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>25-Feb-2021</td>\n",
       "      <td>232.08</td>\n",
       "      <td>234.59</td>\n",
       "      <td>227.88</td>\n",
       "      <td>228.99</td>\n",
       "      <td>228.99</td>\n",
       "      <td>3,94,81,600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>24-Feb-2021</td>\n",
       "      <td>230.01</td>\n",
       "      <td>235.20</td>\n",
       "      <td>229.00</td>\n",
       "      <td>234.55</td>\n",
       "      <td>234.55</td>\n",
       "      <td>2,63,01,400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23-Feb-2021</td>\n",
       "      <td>230.33</td>\n",
       "      <td>234.83</td>\n",
       "      <td>228.73</td>\n",
       "      <td>233.27</td>\n",
       "      <td>233.27</td>\n",
       "      <td>3,01,91,200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>22-Feb-2021</td>\n",
       "      <td>237.42</td>\n",
       "      <td>237.93</td>\n",
       "      <td>232.40</td>\n",
       "      <td>234.51</td>\n",
       "      <td>234.51</td>\n",
       "      <td>3,64,23,100</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Date    Open    High     Low   Close  Adj. Close       Volume\n",
       "0  26-Feb-2021  231.53  235.37  229.54  232.38      232.38  3,78,11,200\n",
       "1  25-Feb-2021  232.08  234.59  227.88  228.99      228.99  3,94,81,600\n",
       "2  24-Feb-2021  230.01  235.20  229.00  234.55      234.55  2,63,01,400\n",
       "3  23-Feb-2021  230.33  234.83  228.73  233.27      233.27  3,01,91,200\n",
       "4  22-Feb-2021  237.42  237.93  232.40  234.51      234.51  3,64,23,100"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 25
    }
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "0iUmq2ES9Yqk",
    "outputId": "952a452d-af17-41c8-a3e8-edf68a053d83"
   },
   "source": [
    "MSFT.info()"
   ],
   "execution_count": 26,
   "outputs": [
    {
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 8890 entries, 0 to 8889\n",
      "Data columns (total 7 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   Date        8890 non-null   object \n",
      " 1   Open        8890 non-null   object \n",
      " 2   High        8812 non-null   float64\n",
      " 3   Low         8812 non-null   float64\n",
      " 4   Close       8812 non-null   float64\n",
      " 5   Adj. Close  8812 non-null   float64\n",
      " 6   Volume      8812 non-null   object \n",
      "dtypes: float64(4), object(3)\n",
      "memory usage: 486.3+ KB\n"
     ],
     "name": "stdout"
    }
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "u3KkKKpE9bwQ"
   },
   "source": [
    "# Drop NULL rows\r\n",
    "MSFT.dropna(inplace = True)"
   ],
   "execution_count": 27,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "gB9yscuJ9gmy"
   },
   "source": [
    "# Change Dtype of Columns\r\n",
    "MSFT[\"Date\"] = pd.to_datetime(MSFT[\"Date\"])\r\n",
    "MSFT[\"Open\"] = MSFT[\"Open\"].str.replace(',', '')\r\n",
    "MSFT[\"Volume\"] = MSFT[\"Volume\"].str.replace(',', '')\r\n",
    "MSFT = MSFT.astype({\"Open\": float, \"Volume\": float})"
   ],
   "execution_count": 28,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "gyYJOqMHmRkj"
   },
   "source": [
    "# Sort the Database by Date\r\n",
    "MSFT = MSFT.sort_values(by = 'Date', ignore_index = True)"
   ],
   "execution_count": 29,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "f8614NTHBts-"
   },
   "source": [
    "# Drop rows having Date < '2015-01-01'\r\n",
    "MSFT = MSFT[MSFT[\"Date\"] >= '2015-01-01'].reset_index(drop = True)"
   ],
   "execution_count": 30,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 284
    },
    "id": "IkUwJqgZ92M5",
    "outputId": "18a6e258-aeaa-4e95-df26-510d7e4837de"
   },
   "source": [
    "MSFT.describe()"
   ],
   "execution_count": 31,
   "outputs": [
    {
     "output_type": "execute_result",
     "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>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",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1549.00000</td>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1.549000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>102.995320</td>\n",
       "      <td>103.99847</td>\n",
       "      <td>101.948806</td>\n",
       "      <td>103.031343</td>\n",
       "      <td>99.744235</td>\n",
       "      <td>3.053693e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>55.125024</td>\n",
       "      <td>55.79860</td>\n",
       "      <td>54.423005</td>\n",
       "      <td>55.144477</td>\n",
       "      <td>56.333505</td>\n",
       "      <td>1.474586e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>40.340000</td>\n",
       "      <td>40.74000</td>\n",
       "      <td>39.720000</td>\n",
       "      <td>40.290000</td>\n",
       "      <td>35.810000</td>\n",
       "      <td>7.425600e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>56.080000</td>\n",
       "      <td>56.63000</td>\n",
       "      <td>55.610000</td>\n",
       "      <td>56.190000</td>\n",
       "      <td>51.520000</td>\n",
       "      <td>2.146110e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>89.800000</td>\n",
       "      <td>90.88000</td>\n",
       "      <td>88.400000</td>\n",
       "      <td>89.710000</td>\n",
       "      <td>85.960000</td>\n",
       "      <td>2.696110e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>137.190000</td>\n",
       "      <td>138.35000</td>\n",
       "      <td>135.930000</td>\n",
       "      <td>137.080000</td>\n",
       "      <td>134.800000</td>\n",
       "      <td>3.475450e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>245.030000</td>\n",
       "      <td>246.13000</td>\n",
       "      <td>242.920000</td>\n",
       "      <td>244.990000</td>\n",
       "      <td>244.430000</td>\n",
       "      <td>1.691640e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Open        High  ...   Adj. Close        Volume\n",
       "count  1549.000000  1549.00000  ...  1549.000000  1.549000e+03\n",
       "mean    102.995320   103.99847  ...    99.744235  3.053693e+07\n",
       "std      55.125024    55.79860  ...    56.333505  1.474586e+07\n",
       "min      40.340000    40.74000  ...    35.810000  7.425600e+06\n",
       "25%      56.080000    56.63000  ...    51.520000  2.146110e+07\n",
       "50%      89.800000    90.88000  ...    85.960000  2.696110e+07\n",
       "75%     137.190000   138.35000  ...   134.800000  3.475450e+07\n",
       "max     245.030000   246.13000  ...   244.430000  1.691640e+08\n",
       "\n",
       "[8 rows x 6 columns]"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 31
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "wEerA__LWRDU"
   },
   "source": [
    "##Amazon"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 195
    },
    "id": "YtlE7TjZ-HXT",
    "outputId": "7aa881da-f7a0-4873-d237-e5e8ae18b215"
   },
   "source": [
    "AMZN.head()"
   ],
   "execution_count": 32,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>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",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>26-Feb-2021</td>\n",
       "      <td>3,095.20</td>\n",
       "      <td>3,122.44</td>\n",
       "      <td>3,036.70</td>\n",
       "      <td>3,092.93</td>\n",
       "      <td>3,092.93</td>\n",
       "      <td>42,73,500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>25-Feb-2021</td>\n",
       "      <td>3,136.74</td>\n",
       "      <td>3,178.26</td>\n",
       "      <td>3,047.76</td>\n",
       "      <td>3,057.16</td>\n",
       "      <td>3,057.16</td>\n",
       "      <td>45,07,100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>24-Feb-2021</td>\n",
       "      <td>3,166.75</td>\n",
       "      <td>3,171.23</td>\n",
       "      <td>3,125.38</td>\n",
       "      <td>3,159.53</td>\n",
       "      <td>3,159.53</td>\n",
       "      <td>30,03,000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23-Feb-2021</td>\n",
       "      <td>3,127.03</td>\n",
       "      <td>3,204.73</td>\n",
       "      <td>3,093.60</td>\n",
       "      <td>3,194.50</td>\n",
       "      <td>3,194.50</td>\n",
       "      <td>46,69,500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>22-Feb-2021</td>\n",
       "      <td>3,208.13</td>\n",
       "      <td>3,232.32</td>\n",
       "      <td>3,172.26</td>\n",
       "      <td>3,180.74</td>\n",
       "      <td>3,180.74</td>\n",
       "      <td>35,04,600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Date      Open      High       Low     Close Adj. Close     Volume\n",
       "0  26-Feb-2021  3,095.20  3,122.44  3,036.70  3,092.93   3,092.93  42,73,500\n",
       "1  25-Feb-2021  3,136.74  3,178.26  3,047.76  3,057.16   3,057.16  45,07,100\n",
       "2  24-Feb-2021  3,166.75  3,171.23  3,125.38  3,159.53   3,159.53  30,03,000\n",
       "3  23-Feb-2021  3,127.03  3,204.73  3,093.60  3,194.50   3,194.50  46,69,500\n",
       "4  22-Feb-2021  3,208.13  3,232.32  3,172.26  3,180.74   3,180.74  35,04,600"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 32
    }
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Tqtcgfwf-NdN",
    "outputId": "11d626a9-585f-4835-d576-83254b9ce427"
   },
   "source": [
    "AMZN.info()"
   ],
   "execution_count": 33,
   "outputs": [
    {
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5989 entries, 0 to 5988\n",
      "Data columns (total 7 columns):\n",
      " #   Column      Non-Null Count  Dtype \n",
      "---  ------      --------------  ----- \n",
      " 0   Date        5989 non-null   object\n",
      " 1   Open        5989 non-null   object\n",
      " 2   High        5986 non-null   object\n",
      " 3   Low         5986 non-null   object\n",
      " 4   Close       5986 non-null   object\n",
      " 5   Adj. Close  5986 non-null   object\n",
      " 6   Volume      5986 non-null   object\n",
      "dtypes: object(7)\n",
      "memory usage: 327.6+ KB\n"
     ],
     "name": "stdout"
    }
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "w4qYALEL-PwL"
   },
   "source": [
    "# Drop NULL rows\r\n",
    "AMZN.dropna(inplace = True)"
   ],
   "execution_count": 34,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "45vEGCIa-Ugw"
   },
   "source": [
    "# Change Dtype of Columns\r\n",
    "AMZN[\"Date\"] = pd.to_datetime(AMZN[\"Date\"])\r\n",
    "\r\n",
    "for col in [\"Open\", \"High\", \"Low\", \"Close\", \"Adj. Close\", \"Volume\"]:\r\n",
    "  AMZN[col] = AMZN[col].str.replace(',', '')\r\n",
    "\r\n",
    "AMZN = AMZN.astype({\"Open\": float, \"High\": float, \"Low\": float, \"Close\": float, \"Adj. Close\": float, \"Volume\": float})"
   ],
   "execution_count": 35,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "OQ-2RHy7mV6I"
   },
   "source": [
    "# Sort the Database by Date\r\n",
    "AMZN = AMZN.sort_values(by = 'Date', ignore_index = True)"
   ],
   "execution_count": 36,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "tvUNKCSYBz5e"
   },
   "source": [
    "# Drop rows having Date < '2015-01-01'\r\n",
    "AMZN = AMZN[AMZN[\"Date\"] >= '2015-01-01'].reset_index(drop = True)"
   ],
   "execution_count": 37,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 284
    },
    "id": "iJe56pmj-qC1",
    "outputId": "a3aba21b-c9e4-45eb-b26b-5db274bda1f2"
   },
   "source": [
    "AMZN.describe()"
   ],
   "execution_count": 38,
   "outputs": [
    {
     "output_type": "execute_result",
     "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>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",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1549.000000</td>\n",
       "      <td>1.549000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1423.236514</td>\n",
       "      <td>1438.067463</td>\n",
       "      <td>1406.292744</td>\n",
       "      <td>1422.724538</td>\n",
       "      <td>1422.724538</td>\n",
       "      <td>4.301081e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>834.372402</td>\n",
       "      <td>844.761504</td>\n",
       "      <td>822.021255</td>\n",
       "      <td>833.312139</td>\n",
       "      <td>833.312139</td>\n",
       "      <td>2.204558e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>286.280000</td>\n",
       "      <td>290.790000</td>\n",
       "      <td>285.250000</td>\n",
       "      <td>286.950000</td>\n",
       "      <td>286.950000</td>\n",
       "      <td>8.813000e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>740.140000</td>\n",
       "      <td>746.100000</td>\n",
       "      <td>732.750000</td>\n",
       "      <td>739.610000</td>\n",
       "      <td>739.610000</td>\n",
       "      <td>2.865900e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1368.000000</td>\n",
       "      <td>1396.030000</td>\n",
       "      <td>1344.010000</td>\n",
       "      <td>1371.990000</td>\n",
       "      <td>1371.990000</td>\n",
       "      <td>3.718100e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1852.690000</td>\n",
       "      <td>1871.320000</td>\n",
       "      <td>1832.650000</td>\n",
       "      <td>1858.000000</td>\n",
       "      <td>1858.000000</td>\n",
       "      <td>5.070300e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3547.000000</td>\n",
       "      <td>3552.250000</td>\n",
       "      <td>3486.690000</td>\n",
       "      <td>3531.450000</td>\n",
       "      <td>3531.450000</td>\n",
       "      <td>2.385610e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Open         High  ...   Adj. Close        Volume\n",
       "count  1549.000000  1549.000000  ...  1549.000000  1.549000e+03\n",
       "mean   1423.236514  1438.067463  ...  1422.724538  4.301081e+06\n",
       "std     834.372402   844.761504  ...   833.312139  2.204558e+06\n",
       "min     286.280000   290.790000  ...   286.950000  8.813000e+05\n",
       "25%     740.140000   746.100000  ...   739.610000  2.865900e+06\n",
       "50%    1368.000000  1396.030000  ...  1371.990000  3.718100e+06\n",
       "75%    1852.690000  1871.320000  ...  1858.000000  5.070300e+06\n",
       "max    3547.000000  3552.250000  ...  3531.450000  2.385610e+07\n",
       "\n",
       "[8 rows x 6 columns]"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 38
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "G1TnSUJUWZjT"
   },
   "source": [
    "#Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "TU5sBLoxHWWT"
   },
   "source": [
    "Companies = [AAPL, TSLA, GOOG, MSFT, AMZN]\r\n",
    "Companies_Title = [\"Apple\", \"Tesla\", \"Google\", \"Microsoft\", \"Amazon\"]"
   ],
   "execution_count": 39,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 716
    },
    "id": "Txroq1_o-tvd",
    "outputId": "dec52472-2c9e-42c2-b7b7-65ae9beed2a2"
   },
   "source": [
    "# Lets view historical view of the closing prices\r\n",
    "\r\n",
    "plt.figure(figsize=(20, 12))\r\n",
    "for index, company in enumerate(Companies):\r\n",
    "  plt.subplot(3, 2, index + 1)\r\n",
    "  plt.plot(company[\"Date\"], company[\"Adj. Close\"])\r\n",
    "  plt.title(Companies_Title[index])\r\n",
    "  plt.ylabel('Adj. Close')"
   ],
   "execution_count": 40,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x864 with 5 Axes>"
      ]
     },
     "metadata": {
      "tags": [],
      "needs_background": "light"
     }
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "-EYsfC9dfbHd"
   },
   "source": [
    "We can see from the  above graph that Telsa shares have tremendous growth in the 2020-2021 period.\r\n",
    "\r\n",
    "If we follow the news, it can be due to\r\n",
    "\r\n",
    "\r\n",
    "1.   Emission Credit Sales\r\n",
    "2.   Tesla entering the Fast-Growing Compact SUV Market\r\n",
    "3.   Starting production in China\r\n",
    "\r\n",
    "For the rest of the Companies, we can see that COVID-19 is the primary factor affecting the 2020-2021 period.\r\n",
    "\r\n"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 716
    },
    "id": "T_7QBBszJZdD",
    "outputId": "1fdef202-33ea-4127-f460-9d6172a7130b"
   },
   "source": [
    "# Now lets plot the total volume of stock being traded each day \r\n",
    "\r\n",
    "plt.figure(figsize=(20, 12))\r\n",
    "for index, company in enumerate(Companies):\r\n",
    "  plt.subplot(3, 2, index + 1)\r\n",
    "  plt.plot(company[\"Date\"], company[\"Volume\"])\r\n",
    "  plt.title(Companies_Title[index])\r\n",
    "  plt.ylabel('Volume')"
   ],
   "execution_count": 41,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x864 with 5 Axes>"
      ]
     },
     "metadata": {
      "tags": [],
      "needs_background": "light"
     }
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "RPEReM4fhBsj"
   },
   "source": [
    "Now, we have seen the visualizations for the closing price and volume traded each day, let's go ahead and calculate the moving average of the stock."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dMJUuA_GlYke"
   },
   "source": [
    "### What was the moving average of the various stocks ?"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "dQ2TZ-0uLJRh"
   },
   "source": [
    "Moving_Average_Day = [10, 20, 50]\r\n",
    "for Moving_Average in Moving_Average_Day:\r\n",
    "  for company in Companies:\r\n",
    "    column_name = f'Moving Average for {Moving_Average} days'\r\n",
    "    company[column_name] = company[\"Adj. Close\"].rolling(Moving_Average).mean()"
   ],
   "execution_count": 42,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 716
    },
    "id": "KuMDzBetNwbo",
    "outputId": "42f1d759-41f1-448b-99e6-9333468c27fd"
   },
   "source": [
    "plt.figure(figsize=(20, 12))\r\n",
    "for index, company in enumerate(Companies):\r\n",
    "  plt.subplot(3, 2, index + 1)\r\n",
    "  plt.plot(company[\"Date\"], company[\"Adj. Close\"])\r\n",
    "  plt.plot(company[\"Date\"], company[\"Moving Average for 10 days\"])\r\n",
    "  plt.plot(company[\"Date\"], company[\"Moving Average for 20 days\"])\r\n",
    "  plt.plot(company[\"Date\"], company[\"Moving Average for 50 days\"])\r\n",
    "  plt.title(Companies_Title[index])\r\n",
    "  plt.legend((\"Adj. Close\", \"Moving Average for 10 days\", \"Moving Average for 20 days\", \"Moving Average for 50 days\"))"
   ],
   "execution_count": 43,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x864 with 5 Axes>"
      ]
     },
     "metadata": {
      "tags": [],
      "needs_background": "light"
     }
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "lUkLurJamh4Q"
   },
   "source": [
    "### What was the daily return of the stock on average ?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Y6tPCkdZmzdX"
   },
   "source": [
    "Now that we've done some baseline analysis, let's go ahead and dive a little deeper. We're now going to analyze the risk of the stock. In order to do so we'll need to take a closer look at the daily changes of the stock, and not just its absolute value."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "GqU9sJhkOuF6"
   },
   "source": [
    "# pct_change() function calculates the percentage change between the current and a prior element.\r\n",
    "# This function by default calculates the percentage change from the immediately previous row. \r\n",
    "\r\n",
    "for company in Companies:\r\n",
    "  company[\"Daily Return\"] = company[\"Adj. Close\"].pct_change()"
   ],
   "execution_count": 44,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 716
    },
    "id": "ndGIffSkPCSX",
    "outputId": "c1566458-d0e0-46b0-8aaf-94fada925b16"
   },
   "source": [
    "plt.figure(figsize=(20, 12))\r\n",
    "for index, company in enumerate(Companies):\r\n",
    "  plt.subplot(3, 2, index + 1)\r\n",
    "  plt.plot(company[\"Date\"], company[\"Daily Return\"])\r\n",
    "  plt.title(Companies_Title[index])\r\n",
    "  plt.ylabel('Daily Return')"
   ],
   "execution_count": 45,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x864 with 5 Axes>"
      ]
     },
     "metadata": {
      "tags": [],
      "needs_background": "light"
     }
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7ian-g3OoUDa"
   },
   "source": [
    "Now, let's get an overall at the average daily return using a histogram."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 893
    },
    "id": "aCZZHoWjPWwo",
    "outputId": "2bcc8e77-494c-4be4-e9b5-9fcf07da7156"
   },
   "source": [
    "# distplot is a deprecated function, so to ignore warnings, the filterwarnings function is used.\r\n",
    "\r\n",
    "import warnings\r\n",
    "warnings.filterwarnings('ignore')\r\n",
    "\r\n",
    "plt.figure(figsize=(20, 15))\r\n",
    "for index, company in enumerate(Companies):\r\n",
    "  plt.subplot(3, 2, index + 1)\r\n",
    "  sns.distplot(company[\"Daily Return\"].dropna(), color = \"purple\")\r\n",
    "  plt.title(Companies_Title[index])"
   ],
   "execution_count": 46,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x1080 with 5 Axes>"
      ]
     },
     "metadata": {
      "tags": [],
      "needs_background": "light"
     }
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "hB1sENYBGY1u"
   },
   "source": [
    "Kurtosis is a statistical measure that defines how heavily the tails of a distribution differ from the tails of a normal distribution. In other words kurtosis identifies whether the tails of a given distribution contain extreme values."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "9Nr7ExXjB1ng",
    "outputId": "33ddf578-86fa-45ac-c6a2-a623e26126e7"
   },
   "source": [
    "print(\"Kurtosis Value\")\r\n",
    "for index, company in enumerate(Companies):\r\n",
    "  print(f'{Companies_Title[index]}: {company[\"Daily Return\"].kurtosis()}')"
   ],
   "execution_count": 47,
   "outputs": [
    {
     "output_type": "stream",
     "text": [
      "Kurtosis Value\n",
      "Apple: 6.405686938843391\n",
      "Tesla: 5.764945983385828\n",
      "Google: 10.086026546409723\n",
      "Microsoft: 10.603491741447666\n",
      "Amazon: 7.135284710744968\n"
     ],
     "name": "stdout"
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "rlKuy38GAqbk"
   },
   "source": [
    "The above graph and the positive kurtosis value indicate that getting extreme daily return values is rare."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ekiyGKRkqJrP"
   },
   "source": [
    "### What was the correlation between diffrent stocks closing price ?"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 195
    },
    "id": "cACinU88P-w0",
    "outputId": "3b48c692-94f0-49d4-c55f-ca701929571c"
   },
   "source": [
    "# Companies_return contain closing price of all the companies\r\n",
    "Companies_returns = pd.DataFrame()\r\n",
    "Companies_returns[\"AAPL\"] = AAPL[\"Adj. Close\"]\r\n",
    "Companies_returns[\"TSLA\"] = TSLA[\"Adj. Close\"]\r\n",
    "Companies_returns[\"GOOG\"] = GOOG[\"Adj. Close\"]\r\n",
    "Companies_returns[\"MSFT\"] = MSFT[\"Adj. Close\"]\r\n",
    "Companies_returns[\"AMZN\"] = AMZN[\"Adj. Close\"]\r\n",
    "Companies_returns.head()"
   ],
   "execution_count": 48,
   "outputs": [
    {
     "output_type": "execute_result",
     "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>TSLA</th>\n",
       "      <th>GOOG</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>AMZN</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>24.86</td>\n",
       "      <td>43.86</td>\n",
       "      <td>523.37</td>\n",
       "      <td>41.44</td>\n",
       "      <td>308.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>24.16</td>\n",
       "      <td>42.02</td>\n",
       "      <td>512.46</td>\n",
       "      <td>41.06</td>\n",
       "      <td>302.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>24.16</td>\n",
       "      <td>42.26</td>\n",
       "      <td>500.59</td>\n",
       "      <td>40.46</td>\n",
       "      <td>295.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>24.50</td>\n",
       "      <td>42.19</td>\n",
       "      <td>499.73</td>\n",
       "      <td>40.97</td>\n",
       "      <td>298.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>25.44</td>\n",
       "      <td>42.12</td>\n",
       "      <td>501.30</td>\n",
       "      <td>42.18</td>\n",
       "      <td>300.46</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    AAPL   TSLA    GOOG   MSFT    AMZN\n",
       "0  24.86  43.86  523.37  41.44  308.52\n",
       "1  24.16  42.02  512.46  41.06  302.19\n",
       "2  24.16  42.26  500.59  40.46  295.29\n",
       "3  24.50  42.19  499.73  40.97  298.42\n",
       "4  25.44  42.12  501.30  42.18  300.46"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 48
    }
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 195
    },
    "id": "DH_kK5CjR89D",
    "outputId": "c4e554a8-6cb4-482a-98c6-bee315dc4941"
   },
   "source": [
    "# Companies_Daily_returns contains percentage daily returns of all the companies\r\n",
    "Companies_Daily_returns = Companies_returns.pct_change()\r\n",
    "Companies_Daily_returns.head()"
   ],
   "execution_count": 49,
   "outputs": [
    {
     "output_type": "execute_result",
     "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>TSLA</th>\n",
       "      <th>GOOG</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>AMZN</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\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>1</th>\n",
       "      <td>-0.028158</td>\n",
       "      <td>-0.041952</td>\n",
       "      <td>-0.020846</td>\n",
       "      <td>-0.009170</td>\n",
       "      <td>-0.020517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.005712</td>\n",
       "      <td>-0.023163</td>\n",
       "      <td>-0.014613</td>\n",
       "      <td>-0.022833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.014073</td>\n",
       "      <td>-0.001656</td>\n",
       "      <td>-0.001718</td>\n",
       "      <td>0.012605</td>\n",
       "      <td>0.010600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.038367</td>\n",
       "      <td>-0.001659</td>\n",
       "      <td>0.003142</td>\n",
       "      <td>0.029534</td>\n",
       "      <td>0.006836</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       AAPL      TSLA      GOOG      MSFT      AMZN\n",
       "0       NaN       NaN       NaN       NaN       NaN\n",
       "1 -0.028158 -0.041952 -0.020846 -0.009170 -0.020517\n",
       "2  0.000000  0.005712 -0.023163 -0.014613 -0.022833\n",
       "3  0.014073 -0.001656 -0.001718  0.012605  0.010600\n",
       "4  0.038367 -0.001659  0.003142  0.029534  0.006836"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 49
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "DSq4s7Q_s19N"
   },
   "source": [
    "Now, let's do a correlation plot, to get actual numerical values for the correlation between the stocks closing price"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 286
    },
    "id": "xd_uqJfNTEOD",
    "outputId": "041e9961-bf53-4d21-94d5-b5aa6a941f71"
   },
   "source": [
    "sns.heatmap(Companies_returns.corr(), annot=True, cmap=\"YlGnBu\")"
   ],
   "execution_count": 50,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc9aca54fd0>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 50
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "tags": [],
      "needs_background": "light"
     }
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xYoMurRktMUf"
   },
   "source": [
    "Finally, let's do a correlation plot, to get actual numerical values for the correlation between the stocks daily returns."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 286
    },
    "id": "uBLA3r3iT8xe",
    "outputId": "729bd305-4deb-4942-8acf-9ffcf379fae5"
   },
   "source": [
    "sns.heatmap(Companies_Daily_returns.corr(), annot=True, cmap=\"YlGnBu\")"
   ],
   "execution_count": 51,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc9a4173650>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "execution_count": 51
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "tags": [],
      "needs_background": "light"
     }
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "IAKbeVcnrtxA"
   },
   "source": [
    "From the above plot, we can see that Microsoft and Google had the strongest correlation in stocks daily returns."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "0vM1L-cJxbRU"
   },
   "source": [
    "### How much value do we put at risk by investing in a paticular stock ?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gklKhUQCyfvG"
   },
   "source": [
    "There are many ways we can quantify risk, one of the most basic ways using the information we've gathered on daily percentage returns is by comparing the expected return with the standard deviation of the daily returns."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 334
    },
    "id": "23Ja7rQfUSJO",
    "outputId": "b2b20f2b-577f-42be-bfc3-da195bbe36a7"
   },
   "source": [
    "Returns = Companies_Daily_returns.dropna()\r\n",
    "\r\n",
    "plt.figure(figsize=(20, 5))\r\n",
    "plt.scatter(Returns.mean(), Returns.std())\r\n",
    "plt.xlabel('Expected return')\r\n",
    "plt.ylabel('Risk')\r\n",
    "\r\n",
    "for label, x, y in zip(Companies_Title, Returns.mean(), Returns.std()):\r\n",
    "    plt.annotate(label, xy = (x, y), xytext = (10, 0), textcoords = 'offset points')"
   ],
   "execution_count": 52,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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kSVLb6dAPK4+IgTTfrvfpVk7XAfUVxz8G+mbmEOAe/rTSqmWbn4qIhohoWL58eVt3WZIkSZIkSZtRzSBqKVC5KqlPUdZqnYjoAvQAXi6O+wB3Aedm5rOVF0XEUKBLZjZuKMvMlytWTX0HGNFapzLzlsyszczaXr167ejYJEmSJEmStJ2qGUTNAQ6LiH4R0ZXmFUzTW9SZDowv9s8AZmZmRsR+wN3AxMx8qJW2z2bT1VBExIEVh6cCT7XBGCRJkiRJktRGqvbWvMxcGxETaH7jXQ3w3cycHxHXAA2ZOR2YBNweEYuAV2gOqwAmAIcCV0XEVUXZiZn5u2L/Y8DJLT7y0og4FVhbtHVelYYmSZIkSZKkHRCbPut791JbW5sNDQ3t3Q1JkiRJkqROIyIaM7O2tXMd+mHlkiRJkiRJ6jwMoiRJkiRJklQKgyhJkiRJkiSVwiBKkiRJkiRJpTCIkiRJkiRJUikMoiRJkiRJklQKgyhJkiRJkiSVYpuCqIgY0UrZh9u+O5IkSZIkSeqstnVF1LcjYtCGg4g4G/jn6nRJkiRJkiRJnVGXbax3BjA1Ij4OHA2cC5xYtV5JkiRJkiSp09mmICozn4uIOmAa8BvgxMxcVdWeSZIkSZIkqVPZYhAVEU1AVhS9E6gBHokIMnNINTsnSZIkSZKkzmNrK6J8ILkkSZIkSZLaxBYfVp6ZL2TmCzQHVr8t9vsBY4GVJfRPkiRJkiRJncS2vjXvh8C6iDgUuAU4CPhe1XolSZIkSZKkTmdbg6j1mbkW+Cjw9cy8HDiwet2SJEmSJElSZ7OtQdSaiDgbOBf4SVG2Z3W6JEmSJEmSpM5oW4OovwH+Cvi/mfnriOgH3F69bkmSJEmSJKmz2dpb8wDIzAXApRXHvwauq1anJEmSJEmS1PlsMYiKiO9n5sciognIluczc0jVeiZJkiRJkqROZWsroi4rfn642h2RJEmSJElS57bFICozlxU/X6gsj4g9gLOBF1q7TpIkSZIkSWppiw8rj4g/i4grI+IbEXFiNLsEeA74WDldlCRJkiRJUmewtVvzbgd+D/wCuBD4RyCAcZk5r8p9kyRJkiRJUieytSDqkMwcDBAR3wGWAX+Rmaur3jNJkiRJkiR1Klu8NQ9Ys2EnM9cBSwyhJEmSJEmStCO2FkQNjYg/FNtrwJAN+xHxh601HhFjImJhRCyKiImtnO8WEVOK849ERN+i/ISIaIyIpuLncRXXzCranFds79pSW5IkSZIkSeoYtvbWvJodbTgiaoCbgBOAJcCciJiemQsqql0A/D4zD42IOuA64CxgBfCRzHwxIgYBM4DeFdd9IjMbWnzk5tqSJEmSJElSB7C1FVE7YySwKDOfy8y3gMnA2BZ1xgK3FftTgdEREZk5NzNfLMrnA90jottWPq/VtnZ6FJIkSZIkSWoT1QyiegOLK46XsOmqpk3qZOZaYCXQs0Wd04HHMvPNirL/Km7L++eKsGlb2iIiPhURDRHRsHz58h0bmSRJkiRJkrZbNYOonRYRA2m+xe7TFcWfKN7kd3SxnbM9bWbmLZlZm5m1vXr1arvOSpIkSZIkaYuqGUQtBQ6qOO5TlLVaJyK6AD2Al4vjPsBdwLmZ+eyGCzJzafHzNeB7NN8CuMW2JEmSJEmS1P6qGUTNAQ6LiH4R0RWoA6a3qDMdGF/snwHMzMyMiP2Au4GJmfnQhsoR0SUi9i/29wQ+DDy5pbaqMC5JkiRJkiTtgC2+NW9nZObaiJhA8xvvaoDvZub8iLgGaMjM6cAk4PaIWAS8QnNYBTABOBS4KiKuKspOBP4IzChCqBrg58C3i/Oba0uSJEmSJEkdQOzOi4Zqa2uzoaGhvbshSZIkSZLUaUREY2bWtnauQz+sXJIkSZIkSZ2HQZQkSZIkSZJKYRAlSZIkSZKkUhhESZIkSZIkqRQGUZIkSZIkSSqFQZQkSZIkSZJKYRAlSZIkSZKkUhhESZIkSZIkqRQGUZIkSZIkSSqFQZQkSZIkSZJKYRAlSZIkSZKkUhhESZIkSZIkqRQGUZIkSZIkSSqFQZQkSZIkSZJKYRAlSZIkSZKkUhhESZIkSZIkqRQGUZIkSZIkSSqFQZQkSZIkSZJKYRAlSZIkSZKkUhhESZIkSZIkqRQGUZIkSZIkSSqFQZQkSZIkSZJKYRAlSZIkSZKkUhhESZIkSZIkqRQGUZIkSZIkSSpFVYOoiBgTEQsjYlFETGzlfLeImFKcfyQi+hblJ0REY0Q0FT+PK8r/T0TcHRG/ioj5EXFtRVvnRcTyiJhXbBdWc2ySJEmSJEnaPlULoiKiBrgJ+BAwADg7Iga0qHYB8PvMPBS4EbiuKF8BfCQzBwPjgdsrrvlKZr4XGA58ICI+VHFuSmYOK7bvtP2oJEmSJEmStKOquSJqJLAoM5/LzLeAycDYFnXGArcV+1OB0RERmTk3M18syucD3SOiW2a+kZn3ARRtPgb0qeIYJEmSJEmS1EaqGUT1BhZXHC8pylqtk5lrgZVAzxZ1Tgcey8w3KwsjYj/gI8C9lXUj4omImBoRB+38ECRJkiRJktRWOvTDyiNiIM236326RXkXoB74WmY+VxT/GOibmUOAe/jTSquWbX4qIhoiomH58uXV67wkSZIkSZI2Uc0gailQuSqpT1HWap0iXOoBvFwc9wHuAs7NzGdbXHcL8Exm/vuGgsx8uWLV1HeAEa11KjNvyczazKzt1avXDg1MkiRJkiRJ26+aQdQc4LCI6BcRXYE6YHqLOtNpfhg5wBnAzMzM4ra7u4GJmflQ5QUR8SWaA6u/a1F+YMXhqcBTbTYSSZIkSZIk7bQu1Wo4M9dGxARgBlADfDcz50fENUBDZk4HJgG3R8Qi4BWawyqACcChwFURcVVRdiLQFfgi8CvgsYgA+EbxhrxLI+JUYG3R1nnVGpskSZIkSZK2X2Rme/eh3dTW1mZDQ0N7d0OSJEmSJKnTiIjGzKxt7VyHfli5JEmSJEmSOg+DKEmSJEmSJJXCIEqSJEmSJEmlMIiSJEmSJElSKQyiJEmSJEmSVAqDKEmSJEmSJJXCIEqSJEmSJEmlMIiSJEmSJElSKQyiJEmSJEmSVAqDKEmSJEmSJJXCIEqSJEmSJEmlMIiSJEmSJElSKQyiJEmSJEmSVAqDKEmSJEmSJJXCIEqSJEmSJEmlMIiSJEmSJElSKQyiJEmSJEmSVAqDKEmSJEmSJJXCIEqSJEmSJEmlMIiSJEmSJElSKQyiJEmSJEmSVAqDKEmSJEmSJJXCIEqSJEmSJEmlMIiSJEmSJElSKQyiJEmSJEmSVAqDKEmSJEmSJJWiqkFURIyJiIURsSgiJrZyvltETCnOPxIRfYvyEyKiMSKaip/HVVwzoihfFBFfi4goyt8ZEfdExDPFz3dUc2ySJEmSJEnaPlULoiKiBrgJ+BAwADg7Iga0qHYB8PvMPBS4EbiuKF8BfCQzBwPjgdsrrvlP4G+Bw4ptTFE+Ebg3Mw8D7i2OJUmSJEmS1EFUc0XUSGBRZj6XmW8Bk4GxLeqMBW4r9qcCoyMiMnNuZr5YlM8Huherpw4E/iwzf5mZCfz/wLhW2rqtolySJEmSJEkdQDWDqN7A4orjJUVZq3Uycy2wEujZos7pwGOZ+WZRf8lm2jwgM5cV+78FDtjZAUiSJEmSJKntdOiHlUfEQJpv1/v09lxXrJbKzbT5qYhoiIiG5cuXt0EvJUmS2t60adOICH71q1+1d1ckSZLaTDWDqKXAQRXHfYqyVutERBegB/BycdwHuAs4NzOfrajfZzNtvlTcukfx83etdSozb8nM2sys7dWr1w4OTZIkqbrq6+s56qijqK+vb++uSJIktZlqBlFzgMMiol9EdAXqgOkt6kyn+WHkAGcAMzMzI2I/4G5gYmY+tKFycevdHyLiL4u35Z0L/KiVtsZXlEuSJO1SXn/9dWbPns2kSZOYPHkyALNmzWLUqFGMHTuWQw45hIkTJ3LHHXcwcuRIBg8ezLPPNv93ux//+McceeSRDB8+nOOPP56XXnoJgJNPPplhw4YxbNgwevTowW233cbq1av5m7/5GwYPHszw4cO57777ALj11lv56Ec/ypgxYzjssMP4h3/4h/b5RUiSpE6nakFU8cynCcAM4Cng+5k5PyKuiYhTi2qTgJ4RsQj4PH96090E4FDgqoiYV2zvKs5dDHwHWAQ8C/xPUX4tcEJEPAMcXxxLkiTtcn70ox8xZswYDj/8cHr27EljYyMAjz/+ODfffDNPPfUUt99+O08//TSPPvooF154IV//+tcBOOqoo/jlL3/J3Llzqaur4/rrrwfgpz/9KfPmzWPSpEkcfPDBjBs3jptuuomIoKmpifr6esaPH8/q1asBmDdvHlOmTKGpqYkpU6awePHi1jsrSZK0HbpUs/HM/Cnw0xZlV1XsrwbObOW6LwFf2kybDcCgVspfBkbvZJclSZLa1LS5S7lhxkJefHUV796vO5ef1J9xw1u+v2VT9fX1XHbZZQDU1dVRX1/Phz/8YY444ggOPPBAAN7znvdw4oknAjB48OCNq5mWLFnCWWedxbJly3jrrbfo16/fxnZXrFjBOeecw/e//3169OjB7NmzueSSSwB473vfy8EHH8zTTz8NwOjRo+nRowcAAwYM4IUXXuCggyqfuiBJkrT9qhpESZIk7c6mzV3KlXc2sWrNOgCWvrqKK+9sAthsGPXKK68wc+ZMmpqaiAjWrVtHRHDKKafQrVu3jfX22GOPjcd77LEHa9euBeCSSy7h85//PKeeeiqzZs3i6quvBmDdunXU1dVx1VVXMWjQ2/6b3ttUflZNTc3G9iVJknZGh35rniRJ0q7shhkLN4ZQG6xas44bZizc7DVTp07lnHPO4YUXXuD5559n8eLF9OvXjwcffHCbPnPlypX07t0cct12220byydOnMiQIUOoq6vbWHb00Udzxx13APD000/zm9/8hv79+2/z+CRJkraXQZQkSVKVvPjqqu0qh+bb8k477bRNyk4//fRtfnve1VdfzZlnnsmIESPYf//9N5Z/5Stf4Wc/+9nGB5ZPnz6diy++mPXr1zN48GDOOussbr311k1WQkmSJLW1yMz27kO7qa2tzYaGhvbuhiRJ6qQ+cO1MlrYSOvXerzsPTTyuHXokSZJUfRHRmJm1rZ1zRZQkSVKVXH5Sf7rvWbNJWfc9a7j8JG9/kyRJuyeDKElMmzaNiOBXv/rVDrdx3nnnMXXq1DbslSTt+sYN782XPzqY3vt1J2heCfXljw7e6lvzJEmSOivfmieJ+vp6jjrqKOrr6/nXf/3X9u6OJHUq44b3NniSJEkquCJK2s29/vrrzJ49m0mTJjF58mQAZs2axTHHHMMpp5xC//79ueiii1i/fj0A++yzD5/73OcYOHAgo0ePZvny5W9rs7GxkVGjRjFixAhOOukkli1bVuqYJEmSJEkdk0GUtJv70Y9+xJgxYzj88MPp2bMnjY2NADz66KN8/etfZ8GCBTz77LPceeedAPzxj3+ktraW+fPnM2rUqLetoFqzZg2XXHIJU6dOpbGxkfPPP58vfvGLpY9LkiRJktTxGERJu7n6+nrq6uoAqKur2/h68JEjR3LIIYdQU1PD2WefzezZswHYY489OOusswD45Cc/ubF8g4ULF/Lkk09ywgknMGzYML70pS+xZMmSEkckSZIkSeqofEaU1IlMm7uUG2Ys5MVXV/Hu/bpz+Un9t/hckldeeYWZM2fS1NRERLBu3ToiglNOOYWI2KRuy+PNlWcmAwcO5Be/+MXOD0iSJEmS1Km4IkrqJKbNXcqVdzax9NVVJLD01VVceWcT0+Yu3ew1U6dO5ZxzzuGFF17g+eefZ/HixfTr148HH3yQRx99lF//+tesX7+eKVOmcNRRRwGwfv36jW/H+973vrexfIP+/fuzfPnyjUHUmjVrmD9/fnUGLUmSJEnapRhESZ3EDTMWsmrNuk3KVq1Zxw0zFm72mvr6ek477bRNyk4//XTq6+s54ogjmDBhAu973/vo16/fxnp77703jz76KIMGDWLmzJlcddVVm1zftWtXpk6dyhVXXMHQoUMZNmwYDz/8cBuNUpIkSZK0K4vMbO8+tCEqxH8AABNYSURBVJva2tpsaGho725IbaLfxLtp7f/NAfz62lO2q61Zs2bxla98hZ/85CdvO7fPPvvw+uuv71gnJUmSJEmdXkQ0ZmZta+dcESV1Eu/er/t2lUuSJEmSVDaDKKmTuPyk/nTfs2aTsu571nD5Sf23u60PfvCDra6GAlwNJUmSJEnaYb41T+okNrwdb3vemidJkiRJUpkMoqROZNzw3gZPkiRJkqQOy1vzJEmSJEmSVAqDKEmSJEmSJJXCIEqSJEmSJEmlMIiSJEmSJElSKQyiJHUaEcEnP/nJjcdr166lV69efPjDHwZg+vTpXHvttaX36wc/+AHve9/7OPbYY5k1axYPP/xw6X2QJEmSpI7AIEpSp7H33nvz5JNPsmrVKgDuueceevf+01sETz31VCZOnLhNbWUm69evb5N+TZo0iW9/+9vcd999BlGSJEmSdmsGUZI6lZNPPpm7774bgPr6es4+++yN52699VYmTJgAwEsvvcRpp53G0KFDGTp0KA8//DDPP/88/fv359xzz2XQoEEsXryYyy+/nEGDBjF48GCmTJkCwLJlyzjmmGMYNmwYgwYN4sEHH9z4eYMHD2bQoEFcccUVAFxzzTXMnj2bCy64gDPPPJObb76ZG2+8kWHDhm28TpIkSZJ2FwZRkjqVuro6Jk+ezOrVq3niiSc48sgjW6136aWXMmrUKB5//HEee+wxBg4cCMAzzzzDxRdfzPz582loaGDevHk8/vjj/PznP+fyyy9n2bJlfO973+Okk07aeG7YsGG8+OKLXHHFFcycOZN58+YxZ84cpk2bxlVXXUVtbS133HEHP/jBD7jooov43Oc+x7x58zj66KPL/NVIkiRJUrurahAVEWMiYmFELIqIt90PExHdImJKcf6RiOhblPeMiPsi4vWI+EZF/X0jYl7FtiIi/r04d15ELK84d2E1xyapYxoyZAjPP/889fX1nHzyyZutN3PmTD7zmc8AUFNTQ48ePQA4+OCD+cu//EsAZs+ezdlnn01NTQ0HHHAAo0aNYs6cORxxxBH813/9F1dffTVNTU3su+++zJkzhw9+8IP06tWLLl268IlPfIIHHnig+gOWJEmSpF1Il2o1HBE1wE3ACcASYE5ETM/MBRXVLgB+n5mHRkQdcB1wFrAa+GdgULEBkJmvAcMqPqMRuLOivSmZOaFKQ5JUomlzl3LDjIW8+Ooq3r1fdy4/qT/jhvfe+oU0PwvqC1/4ArNmzeLll1/ers/de++9t1rnmGOO4YEHHuDuu+/mvPPO4/Of//zGIEuSJEmStHnVXBE1EliUmc9l5lvAZGBsizpjgduK/anA6IiIzPxjZs6mOZBqVUQcDrwL8CEr2+mll17i4x//OIcccggjRozgr/7qr7jrrrva9DP69u3LihUr2rRN7T6mzV3KlXc2sfTVVSSw9NVVXHlnE9PmLt2m688//3z+5V/+hcGDB2+2zujRo/nP//xPANatW8fKlSvfVufoo49mypQprFu3juXLl/PAAw8wcuRIXnjhBQ444AD+9m//lgsvvJDHHnuMkSNHcv/997NixQrWrVtHfX09o0aNelub++67L6+99tq2/SIkSZIkqZOpZhDVG1hccbykKGu1TmauBVYCPbex/TqaV0BlRdnpEfFEREyNiIN2rNudW2Yybtw4jjnmGJ577jkaGxuZPHkyS5Ysae+uSRvdMGMhq9as26Rs1Zp13DBj4TZd36dPHy699NIt1vmP//gP7rvvPgYPHsyIESNYsGDB2+qcdtppDBkyhKFDh3Lcccdx/fXX8+d//ufMmjWLoUOHMnz4cKZMmcJll13GgQceyLXXXsuxxx7L0KFDGTFiBGPHtsze4SMf+Qh33XWXDyuXJEmStFuKTXOcNmw44gxgTGZeWByfAxxZeetcRDxZ1FlSHD9b1FlRHJ8H1LZ2u11ELADOyczG4rgn8HpmvhkRnwbOyszjWrnuU8CnAP7iL/5ixAsvvNCWw+7w7r33Xq655hruv//+t51bvXo1n/nMZ2hoaKBLly589atf5dhjj91s+RtvvMF5553Hk08+Sf/+/XnxxRe56aabqK2tpW/fvjQ0NLD//vvz3//933zta1/jrbfe4sgjj+Sb3/wmNTU17TB67Sr6Tbyb1v4yBfDra08puzuSJEmSpO0QEY2ZWdvauWquiFoKVK5K6lOUtVonIroAPYCtPtAlIoYCXTaEUACZ+XJmvlkcfgcY0dq1mXlLZtZmZm2vXr22dSydxvz583n/+9/f6rmbbrqJiKCpqYn6+nrGjx/P6tWrN1v+zW9+k3e84x0sWLCAf/u3f6OxsfFtbT711FNMmTKFhx56iHnz5lFTU8Mdd9xR7WFqF/fu/bpvV7kkSZIkaddQtYeVA3OAwyKiH82BUx3w8RZ1pgPjgV8AZwAzc9uWaJ0N1FcWRMSBmbmsODwVeGon+r7L2JkHOgN89rOfZfbs2XTt2pU+ffpwySWXAPDe976Xgw8+mKeffprZs2dvtvyyyy4DYNCgQQwZMuRt7d977700NjZyxBFHALBq1Sre9a537eyw1cldflJ/rryzaZPb87rvWcPlJ/Vvx15JkiRJknZW1YKozFwbEROAGUAN8N3MnB8R1wANmTkdmATcHhGLgFdoDqsAiIjngT8DukbEOODEijfufQxo+V72SyPiVGBt0dZ51RpbR7Hhgc4b/mV9wwOdgc2GUQMHDuSHP/zhxuObbrqJFStWUFtbS58+fdq8j5nJ+PHj+fKXv9zmbavz2jB/dyZklSRJkiR1PNW8NY/M/GlmHp6Z78nM/1uUXVWEUGTm6sw8MzMPzcyRmflcxbV9M/OdmblPZvapCKHIzEMy81ctPuvKzByYmUMz89iW5zujHXmg83HHHcfq1as3vi0M4I033gCa3xC24ba5p59+mt/85jf0799/s+Uf+MAH+P73vw/AggULaGpqetvnjR49mqlTp/K73/0OgFdeeYXd7blc2jHjhvfmoYnH8etrT+GhiccZQkmSJElSJ1DVIErV9eKrq7arHCAimDZtGvfffz/9+vVj5MiRjB8/nuuuu46LL76Y9evXM3jwYM466yxuvfVWunXrtsXy5cuXM2DAAP7pn/6JgQMH0qNHj00+b8CAAXzpS1/ixBNPZMiQIZxwwgksW7ZsM72TJEmSJEmdWdXemrcrqK2tzYaGhvbuxg77wLUzWdpK6NR7v+48NPFtLwxsc+vWrWPNmjXstddePPvssxx//PEsXLiQrl27Vv2zJUmSJElSx7Slt+ZV82HlqrL2fqDzG2+8wbHHHsuaNWvITL75zW8aQkmSJEmSpM0yiNqFtfcDnffdd1925RVlkiRJkiSpXAZRu7hxw3v7EGdJkiRJkrRL8GHlkiRJkiRJKoVBlCRJkiRJkkphECVJkiRJkqRSGERJkiRJkiSpFAZRkiRJkiRJKoVBlCRJkiRJkkphECVJkiRJkqRSGERJkiRJkiSpFJGZ7d2HdhMRy4EX2rkb+wMr2rkP6pycW6oG55WqwXmlanBeqVqcW6oG55WqoT3n1cGZ2au1E7t1ENURRERDZta2dz/U+Ti3VA3OK1WD80rV4LxStTi3VA3OK1VDR51X3ponSZIkSZKkUhhESZIkSZIkqRQGUe3vlvbugDot55aqwXmlanBeqRqcV6oW55aqwXmlauiQ88pnREmSJEmSJKkUroiSJEmSJElSKQyi2kBEjImIhRGxKCImtnK+W0RMKc4/EhF9K85dWZQvjIiTKsq/GxG/i4gnW7T1zoi4JyKeKX6+o5pjU/speV7dEBG/iognIuKuiNivmmNT+ylzXlWc//uIyIjYvxpjUvsre15FxCXF36z5EXF9tcal9lfyPwuHRcQvI2JeRDRExMhqjk3tp63nVUQcFBH3RcSC4u/SZRX1/e6+myh5XvndfTdR5ryquK76390z020nNqAGeBY4BOgKPA4MaFHnYuDmYr8OmFLsDyjqdwP6Fe3UFOeOAd4PPNmireuBicX+ROC69v4duHWKeXUi0KXYv8551Tm3sudVce4gYAbwArB/e/8O3Hb9eQUcC/wc6FYcv6u9fwdunWZu/Qz4ULF/MjCrvX8HbrvGvAIOBN5f1NkXeHpDm/jdfbfY2mFe+d19N9jKnldFWSnf3V0RtfNGAosy87nMfAuYDIxtUWcscFuxPxUYHRFRlE/OzDcz89fAoqI9MvMB4JVWPq+yrduAcW05GHUYpc6rzPxZZq4tDn8J9GnrAalDKPvvFcCNwD8APpCw8yp7Xn0GuDYz3yzq/a6tB6QOo+y5lcCfFfs9gBfbcjDqMNp8XmXmssx8DCAzXwOeAnq30pbf3TuvUueV3913G2X/vYKSvrsbRO283sDiiuMlbPo/5CZ1ij8YK4Ge23htSwdk5rJi/7fAATvWbXVwZc+rSucD/7Od/dWuodR5FRFjgaWZ+fjOdVsdXNl/rw4Hji6Wn98fEUfsRN/VsZU9t/4OuCEiFgNfAa7c4Z6rI6vqvCpuixkOPFIU+d1991D2vKrkd/fOq9R5VeZ39y7V/gBVT2ZmRLjKQG0mIr4IrAXuaO++aNcWEf8H+Eeal45LbakL8E7gL4EjgO9HxCFZrCeXdsJngM9l5g8j4mPAJOD4du6TdiERsQ/wQ+DvMvMPLc/73V07Ykvzyu/u2lEt51XZ391dEbXzltJ8H+UGfYqyVutERBeal3u/vI3XtvRSRBxYtHUg4C0JnVPZ84qIOA/4MPAJ/4Wu0ypzXr2H5vvRH4+I54v6j0XEn+9E/9Uxlf33aglwZzZ7FFgP+CD8zqnsuTUeuLPY/wHFrXzqdKoyryJiT5r/pe6OzLyzoo7f3XcPZc8rv7vvHsqcV6V+dzeI2nlzgMMiol9EdKX5AWHTW9SZTvOXG4AzgJnFH4vpQF3xpPt+wGHAo1v5vMq2xgM/aoMxqOMpdV5FxBia7wU+NTPfaMNxqGMpbV5lZlNmvisz+2ZmX5rDg/dn5m/bdkjqAMr+5+A0mh9YTkQcTvPDO1e0yUjU0ZQ9t14ERhX7xwHPtMEY1PG0+bwqnscyCXgqM7+6hbb87t55lTqv/O6+2yhtXpX+3X17nmzuttmn2Z9M89PmnwW+WJRdQ/MfBoC9aP4va4to/hJ0SMW1XyyuW0jxppaivB5YBqwpJsEFRXlP4F6avxz9HHhne4/frVPMq0U030M8r9hubu/xu+3686rF5z6Pb83rtFvJf6+6Av8NPAk8BhzX3uN36zRz6yigkea3DD0CjGjv8bvtGvOqmDsJPFHxXerk4pzf3XeTreR55Xf33WQrc161+NznqeJ39yg+RJIkSZIkSaoqb82TJEmSJElSKQyiJEmSJEmSVAqDKEmSJEmSJJXCIEqSJEmSJEmlMIiSJEmSJElSKQyiJEmSChGxLiLmVWwTS/jM/SLi4h247uqI+MJOfO64iBiwo9dLkiTtiC7t3QFJkqQOZFVmDiv5M/cDLga+2dYNR0SXzFy7mdPjgJ8AC9qoPUmSpK1yRZQkSdIWRESPiFgYEf2L4/qI+Nti//WIuDEi5kfEvRHRqyh/T0T8b0Q0RsSDEfHeovyAiLgrIh4vtr8GrgXeU6zAuqGod3lEzImIJyLiXyv68sWIeDoiZgP9N9PfWyPi5oh4BLi+tb4Un3sqcEPxue+JiFkRUVu0sX9EPF/snxcR0yNiJnBvcXxn0eYzEXF9NX7vkiSpc3JFlCRJ0p90j4h5FcdfzswpETEBuDUi/gN4R2Z+uzi/N9CQmZ+LiKuAfwEmALcAF2XmMxFxJM2rnY4Dvgbcn5mnRUQNsA8wERi0YSVWRJwIHAaMBAKYHhHHAH8E6oBhNH+Hewxo3Mw4+gB/nZnrIuLeln3JzOMiYjrwk8ycWnzuln4v7weGZOYrEXFe0YfhwJvAwoj4emYu3srvVpIkySBKkiSpQqu35mXmPRFxJnATMLTi1HpgSrH/38CdEbEP8NfADyrCnW7Fz+OAc4s21wErI+IdLT7uxGKbWxzvQ3MwtS9wV2a+AVAESZvzgyKE2lJftsc9mflKxfG9mbmy6McC4GDAIEqSJG2VQZQkSdJWRMQewPuAN4B3AEs2UzVpfvTBqzvxrKmgeSXWt1r04e+2o40/Fj+3py9r+dNjG/baTHsbvFmxvw6/U0qSpG3kM6IkSZK27nPAU8DHgf+KiD2L8j2AM4r9jwOzM/MPwK+LFVREsw2rqO4FPlOU10RED+A1mlc7bTADOL9YzURE9I6IdwEPAOMiontE7At8ZGud3kpfWn7u88CIYv8MJEmSqsAgSpIk6U+6Fw/v3rBdWzyk/ELg7zPzQZoDoX8q6v8RGBkRT9J82901RfkngAsi4nFgPjC2KL8MODYimmh+vtOAzHwZeCginoyIGzLzZ8D3gF8U9aYC+2bmYzTfBvg48D/AnG0c0+b6Mhm4PCLmRsR7gK8An4mIucD+2/NLkyRJ2laRme3dB0mSpF1SRLyemfu0dz8kSZJ2Fa6IkiRJkiRJUilcESVJkiRJkqRSuCJK+n/t2LEAAAAAwCB/61nsKowAAACAhYgCAAAAYCGiAAAAAFiIKAAAAAAWIgoAAACAhYgCAAAAYBHwHN69+pRzmgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": [],
      "needs_background": "light"
     }
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "oGONmkHF0DTf"
   },
   "source": [
    "From the above graph, we can see that Tesla has the highest expected returns and the highest risk factor. Google has the lowest expected returns and the lowest risk factor."
   ]
  }
 ]
}