Complete- Stock Prices Analytics Dashboard.ipynb

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  "metadata": {
    "colab": {
      "name": "SPAD.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true,
      "authorship_tag": "ABX9TyPHdDca4Oj3x1G57mNY8OjA",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/ishika-mittal/Stock-Prices-Analytics-Dashboard/blob/main/SPAD.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tjgz_VbBjQQF"
      },
      "source": [
        "# **SECTION 1: CLOSING PRICE PREDICTION BASED ON NEURAL NETWORKS**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MP2slKMsr_Y3"
      },
      "source": [
        "Hey! In this section, I will be reading the data for all the tinkering we will be doing ahead and also implement the LSTM Network on it for closing price prediction.\n",
        "\n",
        "\n",
        "The Plan of Action is:\n",
        "*   Data Fetching through yfinance\n",
        "*   Data Preparation\n",
        "*   Building the LSTM Network\n",
        "*   Implementing it on our data"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NJZigTrQugHu"
      },
      "source": [
        "## **Part 1: Data Collection**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4itBtOvEty4P"
      },
      "source": [
        "#Importing Libraries\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "from pandas_datareader import data\n",
        "import matplotlib.pyplot as plt\n",
        "from datetime import datetime\n",
        "from datetime import timedelta\n",
        "import warnings\n",
        "warnings.filterwarnings('ignore')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1NsAu6Nbuqm_",
        "outputId": "daf3bc68-0253-487c-c9fa-72adb615ad51"
      },
      "source": [
        "#Installing yfinance library for fetching historical stock data\n",
        "!pip install yfinance\n",
        "import yfinance as yf"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: yfinance in /usr/local/lib/python3.7/dist-packages (0.1.59)\n",
            "Requirement already satisfied: multitasking>=0.0.7 in /usr/local/lib/python3.7/dist-packages (from yfinance) (0.0.9)\n",
            "Requirement already satisfied: requests>=2.20 in /usr/local/lib/python3.7/dist-packages (from yfinance) (2.23.0)\n",
            "Requirement already satisfied: lxml>=4.5.1 in /usr/local/lib/python3.7/dist-packages (from yfinance) (4.6.3)\n",
            "Requirement already satisfied: pandas>=0.24 in /usr/local/lib/python3.7/dist-packages (from yfinance) (1.1.5)\n",
            "Requirement already satisfied: numpy>=1.15 in /usr/local/lib/python3.7/dist-packages (from yfinance) (1.19.5)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests>=2.20->yfinance) (3.0.4)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.20->yfinance) (2.10)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.20->yfinance) (1.24.3)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.20->yfinance) (2020.12.5)\n",
            "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.24->yfinance) (2018.9)\n",
            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.24->yfinance) (2.8.1)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas>=0.24->yfinance) (1.15.0)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sedI6h3mu57Q"
      },
      "source": [
        "#Function to get the stock data\n",
        "def stock_data(stock, start_date, end_date):\n",
        "\n",
        "    tickerSymbol = stock\n",
        "\n",
        "    #get data on this ticker\n",
        "    tickerData = yf.Ticker(tickerSymbol)\n",
        "\n",
        "    #get the historical prices for this ticker\n",
        "    tickerDf = tickerData.history(period='1d', start=start_date, end=end_date)\n",
        "\n",
        "    return tickerDf"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 234
        },
        "id": "3nqZhWyovKYy",
        "outputId": "40b3bdd2-f53b-43e8-85da-33874c6037dd"
      },
      "source": [
        "#Fetching data\n",
        "\n",
        "df = stock_data(\"ITC.BO\", \"2011-06-08\", \"2021-06-08\")\n",
        "df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
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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>Volume</th>\n",
              "      <th>Dividends</th>\n",
              "      <th>Stock Splits</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",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2011-06-08</th>\n",
              "      <td>101.296763</td>\n",
              "      <td>102.791816</td>\n",
              "      <td>101.244306</td>\n",
              "      <td>102.136093</td>\n",
              "      <td>570295</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-06-09</th>\n",
              "      <td>102.188547</td>\n",
              "      <td>102.686898</td>\n",
              "      <td>101.375440</td>\n",
              "      <td>102.267227</td>\n",
              "      <td>429328</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-06-10</th>\n",
              "      <td>101.420746</td>\n",
              "      <td>102.267240</td>\n",
              "      <td>100.785872</td>\n",
              "      <td>101.394287</td>\n",
              "      <td>687543</td>\n",
              "      <td>1.1</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-06-13</th>\n",
              "      <td>101.314928</td>\n",
              "      <td>101.711729</td>\n",
              "      <td>100.653608</td>\n",
              "      <td>100.971039</td>\n",
              "      <td>669849</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-06-14</th>\n",
              "      <td>101.050409</td>\n",
              "      <td>102.796310</td>\n",
              "      <td>101.050409</td>\n",
              "      <td>102.505325</td>\n",
              "      <td>513403</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                  Open        High         Low  ...  Volume  Dividends  Stock Splits\n",
              "Date                                            ...                                 \n",
              "2011-06-08  101.296763  102.791816  101.244306  ...  570295        0.0           0.0\n",
              "2011-06-09  102.188547  102.686898  101.375440  ...  429328        0.0           0.0\n",
              "2011-06-10  101.420746  102.267240  100.785872  ...  687543        1.1           0.0\n",
              "2011-06-13  101.314928  101.711729  100.653608  ...  669849        0.0           0.0\n",
              "2011-06-14  101.050409  102.796310  101.050409  ...  513403        0.0           0.0\n",
              "\n",
              "[5 rows x 7 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 55
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DyCCYUf6ERG0"
      },
      "source": [
        "## **Part 2: Exploratory Data Analysis**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 514
        },
        "id": "ZoZSJsobEQW2",
        "outputId": "cc7813b8-71ca-417e-9e18-a5ba1c87881d"
      },
      "source": [
        "#plotting fetched data\n",
        "fig = plt.figure(figsize=(16,8))\n",
        "plt.xlabel(\"Year\")\n",
        "plt.ylabel(\"Closing Price in INR\")\n",
        "plt.plot(df['Close'], label='Close Price history')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7f7eb1fb4a50>]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 56
        },
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<Figure size 1152x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MVMgZ3QZFHWw",
        "outputId": "7ecfafd7-0b83-435f-87ae-5de85118b053"
      },
      "source": [
        "#Checking the data types\n",
        "df.dtypes"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Open            float64\n",
              "High            float64\n",
              "Low             float64\n",
              "Close           float64\n",
              "Volume            int64\n",
              "Dividends       float64\n",
              "Stock Splits    float64\n",
              "dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 57
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "qTtOfs6cFRzI",
        "outputId": "487ab082-b580-4b96-c4cd-0dedb3b8298a"
      },
      "source": [
        "#Checking for data consistency, missing values, measures of central tendency, dispersion\n",
        "df.describe()"
      ],
      "execution_count": null,
      "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>Volume</th>\n",
              "      <th>Dividends</th>\n",
              "      <th>Stock Splits</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>2459.000000</td>\n",
              "      <td>2459.000000</td>\n",
              "      <td>2459.000000</td>\n",
              "      <td>2459.000000</td>\n",
              "      <td>2.459000e+03</td>\n",
              "      <td>2459.000000</td>\n",
              "      <td>2459.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>194.164962</td>\n",
              "      <td>196.018209</td>\n",
              "      <td>191.801647</td>\n",
              "      <td>193.811047</td>\n",
              "      <td>8.897098e+05</td>\n",
              "      <td>0.019479</td>\n",
              "      <td>0.000610</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>42.643026</td>\n",
              "      <td>42.862788</td>\n",
              "      <td>42.253953</td>\n",
              "      <td>42.430514</td>\n",
              "      <td>9.861227e+05</td>\n",
              "      <td>0.329482</td>\n",
              "      <td>0.030249</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>97.876044</td>\n",
              "      <td>98.828344</td>\n",
              "      <td>96.447576</td>\n",
              "      <td>97.902496</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>173.095039</td>\n",
              "      <td>174.531831</td>\n",
              "      <td>170.534772</td>\n",
              "      <td>172.617638</td>\n",
              "      <td>3.931850e+05</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>193.823091</td>\n",
              "      <td>195.793749</td>\n",
              "      <td>191.170334</td>\n",
              "      <td>193.276474</td>\n",
              "      <td>5.872400e+05</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>226.322617</td>\n",
              "      <td>228.240783</td>\n",
              "      <td>224.172425</td>\n",
              "      <td>225.665733</td>\n",
              "      <td>1.022740e+06</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>300.448458</td>\n",
              "      <td>307.366833</td>\n",
              "      <td>296.140787</td>\n",
              "      <td>297.881256</td>\n",
              "      <td>1.312159e+07</td>\n",
              "      <td>10.150000</td>\n",
              "      <td>1.500000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              Open         High  ...    Dividends  Stock Splits\n",
              "count  2459.000000  2459.000000  ...  2459.000000   2459.000000\n",
              "mean    194.164962   196.018209  ...     0.019479      0.000610\n",
              "std      42.643026    42.862788  ...     0.329482      0.030249\n",
              "min      97.876044    98.828344  ...     0.000000      0.000000\n",
              "25%     173.095039   174.531831  ...     0.000000      0.000000\n",
              "50%     193.823091   195.793749  ...     0.000000      0.000000\n",
              "75%     226.322617   228.240783  ...     0.000000      0.000000\n",
              "max     300.448458   307.366833  ...    10.150000      1.500000\n",
              "\n",
              "[8 rows x 7 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 58
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dNBCMynoFgHP"
      },
      "source": [
        "## **Part 3: Data Preprocessing**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BYmVzmSVGFfI"
      },
      "source": [
        "#Resetting index to make date a column\n",
        "df.reset_index(level=\"Date\", inplace=True)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rzAlgy0ws8fp"
      },
      "source": [
        "#Dropping columns which are not required\n",
        "df.drop(columns = ['Dividends', 'Stock Splits'], inplace=True)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 234
        },
        "id": "efPKZtKLFZdm",
        "outputId": "c6634989-acd6-4f7f-a082-8b190c3e2463"
      },
      "source": [
        "#Creating a dataset with only Closing Price column and Date as index\n",
        "\n",
        "data = df.sort_index(ascending=True,axis=0)\n",
        "df1 = pd.DataFrame(index=range(0,len(df)),columns=['Date','Close'])\n",
        "for i in range(0,len(data)):\n",
        "    df1[\"Date\"][i]=data['Date'][i]\n",
        "    df1[\"Close\"][i]=data[\"Close\"][i]\n",
        "\n",
        "df1.index=df1.Date\n",
        "df1.drop(\"Date\",axis=1,inplace=True)\n",
        "df1.head()"
      ],
      "execution_count": null,
      "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>Close</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2011-06-08</th>\n",
              "      <td>102.136</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-06-09</th>\n",
              "      <td>102.267</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-06-10</th>\n",
              "      <td>101.394</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-06-13</th>\n",
              "      <td>100.971</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2011-06-14</th>\n",
              "      <td>102.505</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              Close\n",
              "Date               \n",
              "2011-06-08  102.136\n",
              "2011-06-09  102.267\n",
              "2011-06-10  101.394\n",
              "2011-06-13  100.971\n",
              "2011-06-14  102.505"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 61
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "n1Rec1VFKVlp",
        "outputId": "41af0d25-adda-4be7-e228-29cbe7adce2b"
      },
      "source": [
        "#Splitting data into train and test, using manual spliting as time series data is ordered\n",
        "data = df1.values\n",
        "train = data[0:1750,:]\n",
        "test = data[1750:,:]\n",
        "\n",
        "print(train.shape)\n",
        "print(test.shape)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(1750, 1)\n",
            "(709, 1)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Me-hnaG3IxoC"
      },
      "source": [
        "#LSTM is very sensitive to variance and scale of data, hence normalizing it in the range of 0-1\n",
        "from sklearn.preprocessing import MinMaxScaler\n",
        "\n",
        "scaler = MinMaxScaler(feature_range=(0,1))\n",
        "scaled_data = scaler.fit_transform(data)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jGdckohTLROO"
      },
      "source": [
        "#Preparing train data\n",
        "\n",
        "x_train,y_train=[],[]\n",
        "\n",
        "#Setting up a time window, the model will be using past window (in this case 60 days) of data to predict the next closing price\n",
        "window = 60\n",
        "\n",
        "for i in range(window,len(train)):\n",
        "    x_train.append(scaled_data[i-window:i,0])\n",
        "    y_train.append(scaled_data[i,0])\n",
        "\n",
        "#Converting dataframe to numpy array input  \n",
        "x_train,y_train = np.array(x_train),np.array(y_train)\n",
        "# reshaping input to be [samples, time steps, features] which is required for LSTM\n",
        "x_train = np.reshape(x_train,(x_train.shape[0],x_train.shape[1],1))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ltICTSN2Rdq_"
      },
      "source": [
        "#Preparing test data\n",
        "inputs = df1[len(df1) - len(test) - window:].values\n",
        "inputs = inputs.reshape(-1,1)\n",
        "inputs  = scaler.transform(inputs)\n",
        "\n",
        "x_test = []\n",
        "for i in range(window,inputs.shape[0]):\n",
        "    x_test.append(inputs[i-window:i,0])\n",
        "\n",
        "#Converting dataframe to numpy array input\n",
        "x_test = np.array(x_test)\n",
        "#Reshaping input to be [samples, time steps, features] which is required for LSTM\n",
        "x_test = np.reshape(x_test, (x_test.shape[0],x_test.shape[1],1))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Z2FP3-WrMq0K",
        "outputId": "3b00a553-963f-4093-965e-b6174e14e0b7"
      },
      "source": [
        "#Checking the input data\n",
        "print(x_train[0][0])\n",
        "print(y_train[0])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[0.02117023]\n",
            "0.04695898948008387\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vy-nn-OkNBvc"
      },
      "source": [
        "## **Part 4: Building the Model**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PM6oas-YM_C7"
      },
      "source": [
        "#importing libraries\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Dense, Dropout, LSTM"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ydmp6kH3NSv_"
      },
      "source": [
        "#Creating the LSTM Network\n",
        "\n",
        "model = Sequential()\n",
        "model.add(LSTM(units=50, return_sequences=True, input_shape=(x_train.shape[1],1)))\n",
        "model.add(LSTM(units=50))\n",
        "model.add(Dense(1))\n",
        "\n",
        "model.compile(loss='mean_squared_error', optimizer='adam')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kBHy122iNqqL",
        "outputId": "7400d6e2-e48f-4071-e48b-abfb36c01fa2"
      },
      "source": [
        "#Model Summary\n",
        "model.summary()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_1\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "lstm_2 (LSTM)                (None, 60, 50)            10400     \n",
            "_________________________________________________________________\n",
            "lstm_3 (LSTM)                (None, 50)                20200     \n",
            "_________________________________________________________________\n",
            "dense_1 (Dense)              (None, 1)                 51        \n",
            "=================================================================\n",
            "Total params: 30,651\n",
            "Trainable params: 30,651\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pkboO1abODKZ",
        "outputId": "0cd7955d-2f60-4d3b-c507-43e20f8851d6"
      },
      "source": [
        "#Fitting the model\n",
        "model.fit(x_train, y_train, epochs=1, batch_size=64, verbose=2)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "27/27 - 5s - loss: 0.0313\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<keras.callbacks.History at 0x7f7eb1ce8490>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 70
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jaDBvT53QXI0"
      },
      "source": [
        "#Prediction\n",
        "closing_price = model.predict(x_test)\n",
        "train_predict = model.predict(x_train)\n",
        "\n",
        "##Transformback to original form\n",
        "closing_price = scaler.inverse_transform(closing_price)\n",
        "train_predict = scaler.inverse_transform(train_predict)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2FCDsqgJSQww",
        "outputId": "d8755bcd-08b6-4f91-d816-adb3a4b9d815"
      },
      "source": [
        "#Performance Metric on Test Data\n",
        "import math\n",
        "from sklearn.metrics import mean_squared_error\n",
        "\n",
        "mse = math.sqrt(mean_squared_error(test,closing_price))\n",
        "mse"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "12.654447519413388"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 72
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 513
        },
        "id": "j36GKvY1bkjA",
        "outputId": "0698e1ff-156f-48b5-900c-10a2acfbb773"
      },
      "source": [
        "#Plotting the predictions\n",
        "train = df1[:1750]\n",
        "test = df1[1750:]\n",
        "test['Predictions'] = closing_price\n",
        "\n",
        "#Setting labels\n",
        "plt.figure(figsize=(17,8))\n",
        "plt.xlabel(\"Year\")\n",
        "plt.ylabel(\"Closing Price in INR\")\n",
        "plt.title(\"CLOSING PRICE PREDICTION\")\n",
        "\n",
        "#Let's go\n",
        "plt.plot(train['Close'])\n",
        "plt.plot(test[['Close','Predictions']])\n",
        "plt.legend([\"Train Data\", \"Actual Price\", \"Predicted Price\"], loc =\"lower right\")\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1224x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Udpi8es7jDxO"
      },
      "source": [
        "# **SECTION 2: TECHNICAL INDICATORS**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nWzfC4CIuTyG"
      },
      "source": [
        "In this section, I will be implementing the most prominent Techincal Indicators used in Stock Market Techincal Analyis. As we go, I have attempted to breakdown the financial understanding of each indicator too along with supporting resources.\n",
        "\n",
        "...\n",
        "\n",
        "List of Technical Indicators covered:\n",
        "\n",
        "*   Simple Moving Average (SMA)\n",
        "*   Exponential Moving Average (EMA)\n",
        "*   Relative Strength Index (RSI)\n",
        "*   Stochastic Oscillator\n",
        "*   Bollinger Bands\n",
        "*   Moving average convergence divergence (MACD)\n",
        "*   Money Flow Index (MFI)\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 220
        },
        "id": "R0M0TNkMxo6H",
        "outputId": "4ce73413-f00c-427e-c585-e5a3df6e3c4d"
      },
      "source": [
        "#Ftching a 1Y dataset for better representation\n",
        "\n",
        "df = stock_data(\"ITC.BO\", \"2020-06-08\", \"2021-06-08\")\n",
        "df.reset_index(level=\"Date\", inplace=True)\n",
        "df.drop(columns = ['Dividends', 'Stock Splits'], inplace=True)\n",
        "\n",
        "print(df.shape)\n",
        "df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(250, 6)\n"
          ],
          "name": "stdout"
        },
        {
          "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>Volume</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2020-06-08</td>\n",
              "      <td>182.945035</td>\n",
              "      <td>184.074883</td>\n",
              "      <td>178.199672</td>\n",
              "      <td>178.742004</td>\n",
              "      <td>744734</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2020-06-09</td>\n",
              "      <td>179.826649</td>\n",
              "      <td>186.289389</td>\n",
              "      <td>178.696801</td>\n",
              "      <td>179.510300</td>\n",
              "      <td>1341970</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2020-06-10</td>\n",
              "      <td>180.052627</td>\n",
              "      <td>183.668142</td>\n",
              "      <td>179.284339</td>\n",
              "      <td>180.097824</td>\n",
              "      <td>1024793</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2020-06-11</td>\n",
              "      <td>180.775730</td>\n",
              "      <td>181.905578</td>\n",
              "      <td>174.990912</td>\n",
              "      <td>175.894791</td>\n",
              "      <td>855456</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2020-06-12</td>\n",
              "      <td>171.375387</td>\n",
              "      <td>176.482296</td>\n",
              "      <td>169.974373</td>\n",
              "      <td>175.352448</td>\n",
              "      <td>980250</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "        Date        Open        High         Low       Close   Volume\n",
              "0 2020-06-08  182.945035  184.074883  178.199672  178.742004   744734\n",
              "1 2020-06-09  179.826649  186.289389  178.696801  179.510300  1341970\n",
              "2 2020-06-10  180.052627  183.668142  179.284339  180.097824  1024793\n",
              "3 2020-06-11  180.775730  181.905578  174.990912  175.894791   855456\n",
              "4 2020-06-12  171.375387  176.482296  169.974373  175.352448   980250"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 103
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 250
        },
        "id": "E2MPy9GPtutZ",
        "outputId": "e4024bf7-7f0b-4b73-aec5-8019c5adcbf9"
      },
      "source": [
        "#Creating a dataset with only Closing Price column and Date as index\n",
        "\n",
        "data = df.sort_index(ascending=True,axis=0)\n",
        "df1 = pd.DataFrame(index=range(0,len(df)),columns=['Date','Close'])\n",
        "for i in range(0,len(data)):\n",
        "    df1[\"Date\"][i]=data['Date'][i]\n",
        "    df1[\"Close\"][i]=data[\"Close\"][i]\n",
        "\n",
        "df1.index=df1.Date\n",
        "df1.drop(\"Date\",axis=1,inplace=True)\n",
        "print(df1.shape)\n",
        "df1.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(250, 1)\n"
          ],
          "name": "stdout"
        },
        {
          "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>Close</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2020-06-08</th>\n",
              "      <td>178.742</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-06-09</th>\n",
              "      <td>179.51</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-06-10</th>\n",
              "      <td>180.098</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-06-11</th>\n",
              "      <td>175.895</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-06-12</th>\n",
              "      <td>175.352</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              Close\n",
              "Date               \n",
              "2020-06-08  178.742\n",
              "2020-06-09   179.51\n",
              "2020-06-10  180.098\n",
              "2020-06-11  175.895\n",
              "2020-06-12  175.352"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 104
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rkF0Ud9Gjhfr"
      },
      "source": [
        "### **I1: Simple Moving Average (SMA)**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vFJt9UbhBRl5"
      },
      "source": [
        "1. There simple objective to smoothen the fluctuation by determining an avergae price within the given time period.\n",
        "\n",
        "2. They help analyse and predict the trend of the stock. A rising SMA-> uptrend, while a declining SMA-> downtrend.\n",
        "\n",
        "3. You can also plot SMAs with two different time periods to identify crossover. An upward momentum is confirmed with a bullish crossover, which occurs when a short-term moving average crosses above a longer-term moving average. Conversely, downward momentum is confirmed with a bearish crossover, which occurs when a short-term moving average crosses below a longer-term moving average.\n",
        "\n",
        "4. There is no fixed time period for calculating SMA. Shorter moving averages are typically used for short-term trading, while longer-term moving averages are more suited for long-term investors.\n",
        "\n",
        "Detailed Explanation - https://www.investopedia.com/terms/m/movingaverage.asp"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FDMNa_Mnla0s"
      },
      "source": [
        "#Defining the function\n",
        "\n",
        "def MA(data, window_size):\n",
        "\n",
        "  data1 = data\n",
        "  data1 = pd.Series(data1[\"Close\"])\n",
        "\n",
        "  #Calculating Moving average for a given time period\n",
        "  moving_avg = data1.rolling(window = window_size).mean()\n",
        "  #Parsing the results as a new column in the existing data frame\n",
        "  data[\"Moving_Avg\"] = moving_avg\n",
        "\n",
        "  return data"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 388
        },
        "id": "-9QD7XIgowMV",
        "outputId": "e4665e54-658f-4dba-c476-636e1be8d45d"
      },
      "source": [
        "#Implementing the function\n",
        "MA(df1,30)\n",
        "\n",
        "#Note: First window_size values under Moving_avg as empty as they are used in inital calculation\n",
        "df1.iloc[20:30,:]"
      ],
      "execution_count": null,
      "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>Close</th>\n",
              "      <th>Moving_Avg</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2020-07-06</th>\n",
              "      <td>189.843</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-07-07</th>\n",
              "      <td>184.663</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-07-08</th>\n",
              "      <td>186.516</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-07-09</th>\n",
              "      <td>185.756</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-07-10</th>\n",
              "      <td>184.663</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-07-13</th>\n",
              "      <td>187.657</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-07-14</th>\n",
              "      <td>186.279</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-07-15</th>\n",
              "      <td>188.655</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-07-16</th>\n",
              "      <td>184.235</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-07-17</th>\n",
              "      <td>184.378</td>\n",
              "      <td>178.87983</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              Close  Moving_Avg\n",
              "Date                           \n",
              "2020-07-06  189.843         NaN\n",
              "2020-07-07  184.663         NaN\n",
              "2020-07-08  186.516         NaN\n",
              "2020-07-09  185.756         NaN\n",
              "2020-07-10  184.663         NaN\n",
              "2020-07-13  187.657         NaN\n",
              "2020-07-14  186.279         NaN\n",
              "2020-07-15  188.655         NaN\n",
              "2020-07-16  184.235         NaN\n",
              "2020-07-17  184.378   178.87983"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 106
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 513
        },
        "id": "8faO7c0spuVB",
        "outputId": "226975f5-bd2d-4eec-a5cd-1940b0b01c19"
      },
      "source": [
        "#Plotting Moving Average wrt to Closing Price\n",
        "\n",
        "#Setting labels\n",
        "plt.figure(figsize=(17,8))\n",
        "plt.xlabel(\"Year\")\n",
        "plt.ylabel(\"Closing Price in INR\")\n",
        "plt.title(\"MOVING AVERAGE INDICATOR\")\n",
        "\n",
        "#Let's go\n",
        "plt.plot(df1[['Close','Moving_Avg']])\n",
        "plt.legend([\"Closing Price\", \"100 days MA\"], loc =\"lower right\")\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1224x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZyM_1ufvr9SA"
      },
      "source": [
        "### **I2: Exponential Moving Average (EMA)**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Jf9ng7rysn2E"
      },
      "source": [
        "#Defining Function\n",
        "\n",
        "def EMA(data, window_size):\n",
        "\n",
        "  data1 = data\n",
        "  data1 = pd.Series(data1[\"Close\"])\n",
        "\n",
        "  #Calculating Exponential Moving average for a given time period\n",
        "  exponential_ma = data1.ewm(span = window_size, adjust = False).mean()\n",
        "  #Parsing the results as a new column in the existing data frame\n",
        "  data[\"Exponential_MA\"] = exponential_ma\n",
        "\n",
        "  return data"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 234
        },
        "id": "f0MOQFfbt3eI",
        "outputId": "42458480-ebe5-4477-8440-08054a250d62"
      },
      "source": [
        "#Implementing the function\n",
        "EMA(df1,30)\n",
        "df1.head()"
      ],
      "execution_count": null,
      "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>Close</th>\n",
              "      <th>Moving_Avg</th>\n",
              "      <th>Exponential_MA</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2020-06-08</th>\n",
              "      <td>178.742</td>\n",
              "      <td>NaN</td>\n",
              "      <td>178.742004</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-06-09</th>\n",
              "      <td>179.51</td>\n",
              "      <td>NaN</td>\n",
              "      <td>178.791572</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-06-10</th>\n",
              "      <td>180.098</td>\n",
              "      <td>NaN</td>\n",
              "      <td>178.875846</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-06-11</th>\n",
              "      <td>175.895</td>\n",
              "      <td>NaN</td>\n",
              "      <td>178.683520</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-06-12</th>\n",
              "      <td>175.352</td>\n",
              "      <td>NaN</td>\n",
              "      <td>178.468612</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              Close  Moving_Avg  Exponential_MA\n",
              "Date                                           \n",
              "2020-06-08  178.742         NaN      178.742004\n",
              "2020-06-09   179.51         NaN      178.791572\n",
              "2020-06-10  180.098         NaN      178.875846\n",
              "2020-06-11  175.895         NaN      178.683520\n",
              "2020-06-12  175.352         NaN      178.468612"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 109
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 513
        },
        "id": "TiMigKYeuQFk",
        "outputId": "ba95e3b9-23bf-4fc8-aa70-b205f4c98083"
      },
      "source": [
        "#Plotting Exponential Moving Average wrt to Closing Price\n",
        "\n",
        "#Setting labels\n",
        "plt.figure(figsize=(17,8))\n",
        "plt.xlabel(\"Year\")\n",
        "\n",
        "plt.ylabel(\"Closing Price in INR\")\n",
        "plt.title(\"EXPONENTIAL MOVING AVERAGE INDICATOR\")\n",
        "\n",
        "#Let's go\n",
        "plt.plot(df1[['Close','Moving_Avg','Exponential_MA']])\n",
        "plt.legend([\"Closing Price\",\"MA\",\"EMA\"], loc =\"lower right\")\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1224x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mr4ryOqTOdkC"
      },
      "source": [
        "df1 = df1.drop(columns=['Moving_Avg', 'Exponential_MA'])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JsnvK7hECSJY"
      },
      "source": [
        "### **I3: Relative Strength Index (RSI)**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "F8MxqbwgCa-E"
      },
      "source": [
        "#Defining Function\n",
        "\n",
        "def get_RSI(data):\n",
        "  \n",
        "  data1 = data\n",
        "  diff = data1['Close'].diff()\n",
        "    \n",
        "  #Up change is equal to the positive difference, otherwise equal to zero\n",
        "  Up = diff.clip(lower=0)\n",
        "  #Down change is equal to negative deifference, otherwise equal to zero\n",
        "  Down = -1*diff.clip(upper=0)\n",
        "\n",
        "  Up_Change_Avg = Up.ewm(com = 13, adjust = False).mean()\n",
        "  Down_Change_Avg = Down.ewm(com = 13, adjust = False).mean()\n",
        "\n",
        "  Relative_Strength = (Up_Change_Avg/Down_Change_Avg)\n",
        "  RSI = 100 - (100/(1+Relative_Strength))\n",
        "  data['RSI'] = RSI \n",
        "\n",
        "  return data"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 234
        },
        "id": "T56O6cQwEoTv",
        "outputId": "b03bbae5-88e6-441e-dda1-b85e96c5e290"
      },
      "source": [
        "#Implementing the function\n",
        "get_RSI(df1)\n",
        "df1.head()"
      ],
      "execution_count": null,
      "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>Close</th>\n",
              "      <th>RSI</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2020-06-08</th>\n",
              "      <td>178.742</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-06-09</th>\n",
              "      <td>179.51</td>\n",
              "      <td>100.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-06-10</th>\n",
              "      <td>180.098</td>\n",
              "      <td>100.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-06-11</th>\n",
              "      <td>175.895</td>\n",
              "      <td>70.027602</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-06-12</th>\n",
              "      <td>175.352</td>\n",
              "      <td>67.227558</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              Close         RSI\n",
              "Date                           \n",
              "2020-06-08  178.742         NaN\n",
              "2020-06-09   179.51  100.000000\n",
              "2020-06-10  180.098  100.000000\n",
              "2020-06-11  175.895   70.027602\n",
              "2020-06-12  175.352   67.227558"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 113
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 981
        },
        "id": "wXJtTkrGH-_F",
        "outputId": "593a5694-dfef-4e37-d0a0-b98e1235488e"
      },
      "source": [
        "#Plotting RSI \n",
        "\n",
        "#Plotting Closing Price\n",
        "plt.figure(figsize=(17,8))\n",
        "plt.plot(df1['Close'])\n",
        "plt.title('Closing Price Chart')\n",
        "plt.show()\n",
        "\n",
        "#Plotting corresponding RSI values and significant levels\n",
        "plt.figure(figsize=(17,8))\n",
        "plt.title('RSI chart')\n",
        "plt.plot(df1['RSI'])\n",
        "\n",
        "#Significant Level A\n",
        "plt.axhline(0, linestyle='--', alpha=0.1, color = 'g')\n",
        "plt.axhline(20, linestyle='--', alpha=0.5, color = 'r')\n",
        "plt.axhline(30, linestyle='--')\n",
        "\n",
        "#Significant Level B\n",
        "plt.axhline(70, linestyle='--')\n",
        "plt.axhline(80, linestyle='--', alpha=0.5, color = 'g')\n",
        "plt.axhline(100, linestyle='--', alpha=0.1, color = 'r')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1224x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1224x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MDuzGsAaOpmT"
      },
      "source": [
        "df1 = df1.drop(columns=['RSI'])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "c0JV34sDMA6W"
      },
      "source": [
        "### **I4: Stochastic Oscillator**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QItqtfQjMJ6y"
      },
      "source": [
        "#Defining Function\n",
        "\n",
        "def Stochastic_Oscillator(data, ticker):\n",
        "\n",
        "  data1 = data\n",
        "\n",
        "  #Upper and Lower Levels in 14 day window\n",
        "  data1['H14'] = data1['High'].rolling(14).max()\n",
        "  data1['L14'] = data1['Low'].rolling(14).min()\n",
        "\n",
        "  #Current value of Stochastic Oscillator\n",
        "  data1['%K'] = (data1['Close'] - data1['L14'])*100/(data1['H14'] - data1['L14'])\n",
        "  #3-day MA of %K\n",
        "  data1['%D'] = data1['%K'].rolling(3).mean()\n",
        "\n",
        "  ticker['%K'] = data1['%K'].values\n",
        "  ticker['%D'] = data1['%D'].values\n",
        "\n",
        "  return ticker"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 234
        },
        "id": "dEwfSeHIP6OS",
        "outputId": "94d43da9-c4b4-45e3-b263-45b98fa4bc68"
      },
      "source": [
        "#Implementing Function\n",
        "Stochastic_Oscillator(df,df1)\n",
        "df1.tail()"
      ],
      "execution_count": null,
      "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>Close</th>\n",
              "      <th>%K</th>\n",
              "      <th>%D</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2021-06-01</th>\n",
              "      <td>209.374</td>\n",
              "      <td>74.848441</td>\n",
              "      <td>78.859846</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-06-02</th>\n",
              "      <td>203.342</td>\n",
              "      <td>32.131153</td>\n",
              "      <td>66.013085</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-06-03</th>\n",
              "      <td>203.439</td>\n",
              "      <td>17.999966</td>\n",
              "      <td>41.659853</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-06-04</th>\n",
              "      <td>203.147</td>\n",
              "      <td>15.599910</td>\n",
              "      <td>21.910343</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-06-07</th>\n",
              "      <td>205.726</td>\n",
              "      <td>36.799922</td>\n",
              "      <td>23.466599</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              Close         %K         %D\n",
              "Date                                     \n",
              "2021-06-01  209.374  74.848441  78.859846\n",
              "2021-06-02  203.342  32.131153  66.013085\n",
              "2021-06-03  203.439  17.999966  41.659853\n",
              "2021-06-04  203.147  15.599910  21.910343\n",
              "2021-06-07  205.726  36.799922  23.466599"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 117
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 474
        },
        "id": "stqHVu1zQcZb",
        "outputId": "cd132327-d757-4d95-f138-59c30c799b2f"
      },
      "source": [
        "#Plotting Stochastic Oscillator\n",
        "plt.figure(figsize=(25,10))\n",
        "plt.plot(df1[['%K', '%D']])\n",
        "\n",
        "plt.title(\"Stochastic Oscillator\")\n",
        "plt.axhline(20, linestyle='--', color=\"r\")\n",
        "plt.axhline(80, linestyle=\"--\", color=\"r\")\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 1800x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "n3jucb88HdDw"
      },
      "source": [
        "df1.drop(columns=['%K','%D'], inplace=True)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KATMQ6AoV5gP"
      },
      "source": [
        "### **I5: Bollinger Bands**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Xc4wYvnhWDFU"
      },
      "source": [
        "#Defining Function\n",
        "\n",
        "def BollingerB(data,window_size):\n",
        "\n",
        "  #Calculate rolling mean and standard deviation using number of days set above\n",
        "  rolling_mean = data['Close'].rolling(window_size).mean()\n",
        "  rolling_std = data['Close'].rolling(window_size).std()\n",
        "\n",
        "  #create two new DataFrame columns to hold values of upper and lower Bollinger bands\n",
        "  data['Bollinger High'] = rolling_mean + (rolling_std*2)\n",
        "  data['Bollinger Low'] = rolling_mean - (rolling_std*2)\n",
        "\n",
        "  return data"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 234
        },
        "id": "nmRXrWOtGbrz",
        "outputId": "2260f765-09f5-4de7-cfb7-28ad5407c744"
      },
      "source": [
        "#Implementing the function\n",
        "\n",
        "BollingerB(df1,20)\n",
        "df1.tail()"
      ],
      "execution_count": null,
      "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>Close</th>\n",
              "      <th>Bollinger High</th>\n",
              "      <th>Bollinger Low</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2021-06-01</th>\n",
              "      <td>209.374</td>\n",
              "      <td>211.975086</td>\n",
              "      <td>193.697171</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-06-02</th>\n",
              "      <td>203.342</td>\n",
              "      <td>211.468527</td>\n",
              "      <td>195.123147</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-06-03</th>\n",
              "      <td>203.439</td>\n",
              "      <td>211.100131</td>\n",
              "      <td>196.226105</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-06-04</th>\n",
              "      <td>203.147</td>\n",
              "      <td>210.767144</td>\n",
              "      <td>197.147713</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-06-07</th>\n",
              "      <td>205.726</td>\n",
              "      <td>210.811988</td>\n",
              "      <td>197.696355</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              Close  Bollinger High  Bollinger Low\n",
              "Date                                              \n",
              "2021-06-01  209.374      211.975086     193.697171\n",
              "2021-06-02  203.342      211.468527     195.123147\n",
              "2021-06-03  203.439      211.100131     196.226105\n",
              "2021-06-04  203.147      210.767144     197.147713\n",
              "2021-06-07  205.726      210.811988     197.696355"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 121
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 513
        },
        "id": "tesyTK0NF5fo",
        "outputId": "fab930c9-8e76-443e-8f72-c3fa80da00ac"
      },
      "source": [
        "#Plotting\n",
        "\n",
        "plt.figure(figsize=(17,8))\n",
        "\n",
        "plt.plot(df1[['Close','Bollinger High','Bollinger Low']])\n",
        "\n",
        "plt.title(\"Bollinger Bands\")\n",
        "plt.xlabel(\"Year\")\n",
        "plt.ylabel(\"Closing Price\")\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1224x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qAX879AMH6wh"
      },
      "source": [
        "df1.drop(columns= ['Bollinger High','Bollinger Low'], inplace=True)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1OsYmNIOvNH0"
      },
      "source": [
        "### **I6: Moving average convergence divergence (MACD)**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "26miIdUku_tM"
      },
      "source": [
        "#Defining Function\n",
        "\n",
        "def MACD(data, slow, fast, smooth):\n",
        "\n",
        "    exp1 = data['Close'].ewm(span = fast, adjust = False).mean()\n",
        "    exp2 = data['Close'].ewm(span = slow, adjust = False).mean()\n",
        "    macd = pd.DataFrame(exp1-exp2)\n",
        "\n",
        "    signal = pd.DataFrame(macd.ewm(span = smooth, adjust = False).mean())\n",
        "\n",
        "    data['MACD'] = macd.values\n",
        "    data['Signal'] = signal.values\n",
        "\n",
        "    return data"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 234
        },
        "id": "lSPtcwQjxX2Q",
        "outputId": "4025a646-e296-4f54-d218-83bffc02826f"
      },
      "source": [
        "#Implementing the Function\n",
        "\n",
        "MACD(df1, 26, 12, 9)\n",
        "df1.tail()"
      ],
      "execution_count": null,
      "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>Close</th>\n",
              "      <th>MACD</th>\n",
              "      <th>Signal</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2021-06-01</th>\n",
              "      <td>209.374</td>\n",
              "      <td>1.770135</td>\n",
              "      <td>0.817326</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-06-02</th>\n",
              "      <td>203.342</td>\n",
              "      <td>1.447876</td>\n",
              "      <td>0.943436</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-06-03</th>\n",
              "      <td>203.439</td>\n",
              "      <td>1.186655</td>\n",
              "      <td>0.992080</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-06-04</th>\n",
              "      <td>203.147</td>\n",
              "      <td>0.945187</td>\n",
              "      <td>0.982701</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-06-07</th>\n",
              "      <td>205.726</td>\n",
              "      <td>0.950905</td>\n",
              "      <td>0.976342</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              Close      MACD    Signal\n",
              "Date                                   \n",
              "2021-06-01  209.374  1.770135  0.817326\n",
              "2021-06-02  203.342  1.447876  0.943436\n",
              "2021-06-03  203.439  1.186655  0.992080\n",
              "2021-06-04  203.147  0.945187  0.982701\n",
              "2021-06-07  205.726  0.950905  0.976342"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 125
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 513
        },
        "id": "RCZV24AJTs1M",
        "outputId": "63a3eaf1-efdd-40f7-8e29-38c94e983659"
      },
      "source": [
        "#Plotting \n",
        "\n",
        "#Setting labels\n",
        "plt.figure(figsize=(17,8))\n",
        "plt.xlabel(\"Year\")\n",
        "\n",
        "plt.ylabel(\"Closing Price vs MACD\")\n",
        "plt.title(\"MACD INDICATOR\")\n",
        "\n",
        "#Let's go\n",
        "plt.plot(df1[['MACD', 'Signal', 'Close']])\n",
        "plt.legend([\"MACD\",\"Signal Line\",\"Closing Price\"], loc =\"lower right\")\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1224x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UC3b0QTpX9tU"
      },
      "source": [
        "df1.drop(columns = ['MACD','Signal'], inplace=True)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "znObIwzvYTNK"
      },
      "source": [
        "### **I7: Money Flow Index (MFI)**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QmbVyerjYW4a"
      },
      "source": [
        "#Defining Function\n",
        "\n",
        "def MFI(data, period):\n",
        "\n",
        "  #Calculating the typical price\n",
        "  typical_price = (data['Close'] + data['High'] + data['Low']) / 3\n",
        "\n",
        "  #Calculate the money flow\n",
        "  money_flow = typical_price * data['Volume']\n",
        "\n",
        "  #Get all of the positive and negative money flows \n",
        "  positive_flow =[]\n",
        "  negative_flow = []\n",
        "\n",
        "  for i in range(1, len(typical_price)):\n",
        "    if typical_price[i] > typical_price[i-1]: #if the present typical price is greater than yesterdays typical price\n",
        "      positive_flow.append(money_flow[i-1])# Then append money flow at position i-1 to the positive flow list\n",
        "      negative_flow.append(0)\n",
        "    elif typical_price[i] < typical_price[i-1]:#if the present typical price is less than yesterdays typical price\n",
        "      negative_flow.append(money_flow[i-1])# Then append money flow at position i-1 to negative flow list\n",
        "      positive_flow.append(0)\n",
        "    else:\n",
        "      positive_flow.append(0)\n",
        "      negative_flow.append(0)\n",
        "  \n",
        "  #Get all of the positive and negative money flows within the time period\n",
        "  positive_mf =[]\n",
        "  negative_mf = [] \n",
        "\n",
        "  for i in range(period-1, len(positive_flow)):\n",
        "    positive_mf.append(sum(positive_flow[i+1-period : i+1]))\n",
        "  for i in range(period-1, len(negative_flow)):\n",
        "    negative_mf.append(sum(negative_flow[i+1-period : i+1]))\n",
        "\n",
        "  #Calculating MFI\n",
        "  MFI = 100 * (np.array(positive_mf) / (np.array(positive_mf)  + np.array(negative_mf) ))\n",
        "\n",
        "  #Creating a new DataFrame as MFI and df was different indices by delta\n",
        "\n",
        "  new_df = pd.DataFrame()\n",
        "  new_df = data[period:]\n",
        "  new_df['MFI'] = MFI\n",
        "\n",
        "  return MFI, new_df"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 203
        },
        "id": "u5J61xvziCUq",
        "outputId": "6ab3ea0b-af74-4263-b94c-1671800858e7"
      },
      "source": [
        "#Implementing Function\n",
        "\n",
        "Money_Flow_Index, new_df = MFI(df,14)\n",
        "new_df.head()"
      ],
      "execution_count": null,
      "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>Volume</th>\n",
              "      <th>H14</th>\n",
              "      <th>L14</th>\n",
              "      <th>%K</th>\n",
              "      <th>%D</th>\n",
              "      <th>MFI</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>2020-06-26</td>\n",
              "      <td>185.747074</td>\n",
              "      <td>189.136619</td>\n",
              "      <td>174.719756</td>\n",
              "      <td>176.346741</td>\n",
              "      <td>5776272</td>\n",
              "      <td>189.136619</td>\n",
              "      <td>163.330867</td>\n",
              "      <td>50.437879</td>\n",
              "      <td>NaN</td>\n",
              "      <td>63.041321</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>2020-06-29</td>\n",
              "      <td>183.577750</td>\n",
              "      <td>183.577750</td>\n",
              "      <td>177.386176</td>\n",
              "      <td>178.244858</td>\n",
              "      <td>2641793</td>\n",
              "      <td>189.136619</td>\n",
              "      <td>163.330867</td>\n",
              "      <td>57.793282</td>\n",
              "      <td>64.357905</td>\n",
              "      <td>47.483800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>2020-06-30</td>\n",
              "      <td>181.679608</td>\n",
              "      <td>181.679608</td>\n",
              "      <td>175.352458</td>\n",
              "      <td>175.894791</td>\n",
              "      <td>1763570</td>\n",
              "      <td>189.136619</td>\n",
              "      <td>163.330867</td>\n",
              "      <td>48.686525</td>\n",
              "      <td>52.305895</td>\n",
              "      <td>45.179282</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>2020-07-01</td>\n",
              "      <td>176.256339</td>\n",
              "      <td>184.210474</td>\n",
              "      <td>176.120763</td>\n",
              "      <td>183.216202</td>\n",
              "      <td>1762903</td>\n",
              "      <td>189.136619</td>\n",
              "      <td>163.330867</td>\n",
              "      <td>77.057762</td>\n",
              "      <td>61.179189</td>\n",
              "      <td>50.402343</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>2020-07-02</td>\n",
              "      <td>184.662399</td>\n",
              "      <td>186.876899</td>\n",
              "      <td>183.170991</td>\n",
              "      <td>186.198990</td>\n",
              "      <td>1427773</td>\n",
              "      <td>189.136619</td>\n",
              "      <td>163.330867</td>\n",
              "      <td>88.616379</td>\n",
              "      <td>71.453555</td>\n",
              "      <td>55.046204</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         Date        Open        High  ...         %K         %D        MFI\n",
              "14 2020-06-26  185.747074  189.136619  ...  50.437879        NaN  63.041321\n",
              "15 2020-06-29  183.577750  183.577750  ...  57.793282  64.357905  47.483800\n",
              "16 2020-06-30  181.679608  181.679608  ...  48.686525  52.305895  45.179282\n",
              "17 2020-07-01  176.256339  184.210474  ...  77.057762  61.179189  50.402343\n",
              "18 2020-07-02  184.662399  186.876899  ...  88.616379  71.453555  55.046204\n",
              "\n",
              "[5 rows x 11 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 129
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7tOMeLIum6KZ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 309
        },
        "outputId": "c9e2d0e0-5b12-47fc-fe31-e048b2ccfbc1"
      },
      "source": [
        "#Plotting The Money Flow Index\n",
        "df2 = pd.DataFrame()\n",
        "df2['MFI'] = Money_Flow_Index\n",
        "\n",
        "plt.figure(figsize=(12.2,4.5))\n",
        "plt.plot( df2['MFI'],  label='MFI')\n",
        "\n",
        "plt.axhline(10, linestyle='--', color = 'orange')  #Over Sold line (Buy)\n",
        "plt.axhline(20, linestyle='--',color = 'blue')  #Over Sold Line (Buy)\n",
        "plt.axhline(80, linestyle='--', color = 'blue')  #Over Bought line (Sell)\n",
        "plt.axhline(90, linestyle='--', color = 'orange')  #Over Bought line (Sell)\n",
        "\n",
        "plt.title('MFI')\n",
        "plt.ylabel('MFI Values',fontsize=18)\n",
        "plt.legend(df2.columns.values, loc='upper left')\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 878.4x324 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gdGEVQ1TrKP6"
      },
      "source": [
        "# **SECTION 3: DASHBOARD**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BX_mfR17ulKp"
      },
      "source": [
        "In this section, we will be "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CGQgjoWTrGHs"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}