{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "stock_chart1.ipynb", "provenance": [], "collapsed_sections": [], "authorship_tag": "ABX9TyPPFizgY021tRpsKcibV4/3", "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": [ "\"Open" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "BBzK39b4WmJN" }, "outputs": [], "source": [ "#Diable the warnings\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n" ] }, { "cell_type": "code", "source": [ "pip install yfinance" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ju8qAhyGWoSz", "outputId": "de7e5786-6792-486b-f0e2-6b1229d375a7" }, "execution_count": 3, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", "Requirement already satisfied: yfinance in /usr/local/lib/python3.7/dist-packages (0.1.72)\n", "Requirement already satisfied: requests>=2.26 in /usr/local/lib/python3.7/dist-packages (from yfinance) (2.28.1)\n", "Requirement already satisfied: lxml>=4.5.1 in /usr/local/lib/python3.7/dist-packages (from yfinance) (4.9.1)\n", "Requirement already satisfied: numpy>=1.15 in /usr/local/lib/python3.7/dist-packages (from yfinance) (1.21.6)\n", "Requirement already satisfied: multitasking>=0.0.7 in /usr/local/lib/python3.7/dist-packages (from yfinance) (0.0.10)\n", "Requirement already satisfied: pandas>=0.24.0 in /usr/local/lib/python3.7/dist-packages (from yfinance) (1.3.5)\n", "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.24.0->yfinance) (2022.1)\n", "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.24.0->yfinance) (2.8.2)\n", "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas>=0.24.0->yfinance) (1.15.0)\n", "Requirement already satisfied: charset-normalizer<3,>=2 in /usr/local/lib/python3.7/dist-packages (from requests>=2.26->yfinance) (2.0.12)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.26->yfinance) (2.10)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.26->yfinance) (2022.6.15)\n", "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.26->yfinance) (1.24.3)\n" ] } ] }, { "cell_type": "code", "source": [ "import numpy as np\n", "import pandas as pd \n", "import pandas_datareader as pdr\n", "import yfinance as yf\n", "\n", "import scipy as sp\n", "from scipy.stats import norm\n", "\n", "from pylab import plt, mpl\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "from pandas.plotting import scatter_matrix\n", "from statsmodels.graphics.tsaplots import plot_acf\n", "\n", "#plt.style.use('seaborn')\n", "plt.style.use('fivethirtyeight')\n", "mpl.rcParams['font.family'] = 'DejaVu Sans'\n", "%matplotlib inline\n", "\n", "pd.set_option('precision', 3)\n", "pd.set_option('display.max_colwidth', 100)" ], "metadata": { "id": "Xdgg8bfEW2wl" }, "execution_count": 4, "outputs": [] }, { "cell_type": "code", "source": [ "def get_prices(tickers, freq_p, st_day, end_day):\n", " mystock = pd.DataFrame()\n", " for t in tickers:\n", " mystock[t] = yf.download(t, start=st_day, end=end_day, interval=freq_p)['Adj Close']\n", " return mystock" ], "metadata": { "id": "KqK8e49nWoVj" }, "execution_count": 5, "outputs": [] }, { "cell_type": "code", "source": [ "tic=['SPY', 'IEF', 'TLT','TSLA', 'AAPL', 'NVDA', 'BAC']\n", "prices= get_prices(tic, freq_p='1d', st_day=\"2011-01-01\", end_day=\"2022-05-31\") # id , 1wk, 1mo\n", "print(prices)\n", "\n", "prices.info()\n", "prices.tail(20)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "mmuQlcUiWoaU", "outputId": "556ae2f8-6219-4030-c9ff-c8f377b49cac" }, "execution_count": 6, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[*********************100%***********************] 1 of 1 completed\n", "[*********************100%***********************] 1 of 1 completed\n", "[*********************100%***********************] 1 of 1 completed\n", "[*********************100%***********************] 1 of 1 completed\n", "[*********************100%***********************] 1 of 1 completed\n", "[*********************100%***********************] 1 of 1 completed\n", "[*********************100%***********************] 1 of 1 completed\n", " SPY IEF TLT TSLA AAPL NVDA BAC\n", "Date \n", "2011-01-03 101.991 76.004 70.107 5.324 10.064 3.632 12.091\n", "2011-01-04 101.935 76.183 70.189 5.334 10.116 3.620 12.134\n", "2011-01-05 102.465 75.362 68.643 5.366 10.199 3.898 12.355\n", "2011-01-06 102.264 75.752 68.943 5.576 10.191 4.437 12.304\n", "2011-01-07 102.063 76.256 69.311 5.648 10.264 4.561 12.142\n", "... ... ... ... ... ... ... ...\n", "2022-05-23 395.213 102.925 116.123 674.900 143.110 168.944 35.665\n", "2022-05-24 392.196 103.812 118.414 628.160 140.360 161.506 35.446\n", "2022-05-25 395.661 104.022 118.883 658.800 140.520 169.714 35.635\n", "2022-05-26 403.567 103.972 118.345 707.730 143.780 178.472 36.460\n", "2022-05-27 413.474 104.122 118.634 759.630 149.640 188.070 36.808\n", "\n", "[2871 rows x 7 columns]\n", "\n", "DatetimeIndex: 2871 entries, 2011-01-03 to 2022-05-27\n", "Data columns (total 7 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 SPY 2871 non-null float64\n", " 1 IEF 2871 non-null float64\n", " 2 TLT 2871 non-null float64\n", " 3 TSLA 2871 non-null float64\n", " 4 AAPL 2871 non-null float64\n", " 5 NVDA 2871 non-null float64\n", " 6 BAC 2871 non-null float64\n", "dtypes: float64(7)\n", "memory usage: 179.4 KB\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ " SPY IEF TLT TSLA AAPL NVDA BAC\n", "Date \n", "2022-05-02 412.697 101.639 116.741 902.94 157.728 195.289 35.933\n", "2022-05-03 414.589 101.758 117.528 909.25 159.246 195.979 36.917\n", "2022-05-04 427.215 102.416 118.175 952.62 165.776 203.297 38.399\n", "2022-05-05 412.030 101.389 114.938 873.28 156.540 188.400 37.325\n", "2022-05-06 409.571 100.811 113.244 865.65 157.280 186.711 37.236\n", "2022-05-09 396.457 101.559 114.240 787.11 152.060 169.464 36.162\n", "2022-05-10 397.373 101.898 115.276 800.04 154.510 175.913 35.555\n", "2022-05-11 391.061 102.526 117.498 734.00 146.500 166.265 35.366\n", "2022-05-12 390.652 102.865 117.279 728.00 142.560 161.716 34.869\n", "2022-05-13 399.992 102.327 115.545 769.59 147.110 177.023 34.969\n", "2022-05-16 398.369 102.755 115.426 724.37 145.540 172.604 34.611\n", "2022-05-17 406.564 101.978 114.031 761.61 149.240 181.732 35.784\n", "2022-05-18 390.175 102.706 116.462 709.81 140.820 169.344 34.680\n", "2022-05-19 387.785 103.075 116.741 709.42 137.350 171.204 34.253\n", "2022-05-20 387.954 103.553 118.066 663.90 137.590 166.905 33.666\n", "2022-05-23 395.213 102.925 116.123 674.90 143.110 168.944 35.665\n", "2022-05-24 392.196 103.812 118.414 628.16 140.360 161.506 35.446\n", "2022-05-25 395.661 104.022 118.883 658.80 140.520 169.714 35.635\n", "2022-05-26 403.567 103.972 118.345 707.73 143.780 178.472 36.460\n", "2022-05-27 413.474 104.122 118.634 759.63 149.640 188.070 36.808" ], "text/html": [ "\n", "
\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
SPYIEFTLTTSLAAAPLNVDABAC
Date
2022-05-02412.697101.639116.741902.94157.728195.28935.933
2022-05-03414.589101.758117.528909.25159.246195.97936.917
2022-05-04427.215102.416118.175952.62165.776203.29738.399
2022-05-05412.030101.389114.938873.28156.540188.40037.325
2022-05-06409.571100.811113.244865.65157.280186.71137.236
2022-05-09396.457101.559114.240787.11152.060169.46436.162
2022-05-10397.373101.898115.276800.04154.510175.91335.555
2022-05-11391.061102.526117.498734.00146.500166.26535.366
2022-05-12390.652102.865117.279728.00142.560161.71634.869
2022-05-13399.992102.327115.545769.59147.110177.02334.969
2022-05-16398.369102.755115.426724.37145.540172.60434.611
2022-05-17406.564101.978114.031761.61149.240181.73235.784
2022-05-18390.175102.706116.462709.81140.820169.34434.680
2022-05-19387.785103.075116.741709.42137.350171.20434.253
2022-05-20387.954103.553118.066663.90137.590166.90533.666
2022-05-23395.213102.925116.123674.90143.110168.94435.665
2022-05-24392.196103.812118.414628.16140.360161.50635.446
2022-05-25395.661104.022118.883658.80140.520169.71435.635
2022-05-26403.567103.972118.345707.73143.780178.47236.460
2022-05-27413.474104.122118.634759.63149.640188.07036.808
\n", "
\n", " \n", " \n", " \n", "\n", " \n", "
\n", "
\n", " " ] }, "metadata": {}, "execution_count": 6 } ] }, { "cell_type": "code", "source": [ "" ], "metadata": { "id": "BappeqJ0WodG" }, "execution_count": 6, "outputs": [] }, { "cell_type": "code", "source": [ "prices.info()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "jwYyndVKX1Tl", "outputId": "1d49ec9c-65d9-42ca-acd2-e9d15f68bc6e" }, "execution_count": 7, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "DatetimeIndex: 2871 entries, 2011-01-03 to 2022-05-27\n", "Data columns (total 7 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 SPY 2871 non-null float64\n", " 1 IEF 2871 non-null float64\n", " 2 TLT 2871 non-null float64\n", " 3 TSLA 2871 non-null float64\n", " 4 AAPL 2871 non-null float64\n", " 5 NVDA 2871 non-null float64\n", " 6 BAC 2871 non-null float64\n", "dtypes: float64(7)\n", "memory usage: 179.4 KB\n" ] } ] }, { "cell_type": "code", "source": [ "prices.plot(figsize=(10, 18), subplots=True)\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "e3-UPaFraRzJ", "outputId": "64613056-f0ba-4623-97fd-bda88744a07c" }, "execution_count": 8, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ],\n", " dtype=object)" ] }, "metadata": {}, "execution_count": 8 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "prices.pct_change().mean().plot(kind='bar', figsize=(10, 6)); " ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 389 }, "id": "WYfrfSaPa43u", "outputId": "22e2d294-89cc-43b0-87fa-228f5f242085" }, "execution_count": 9, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqcAAAF0CAYAAAAep5AYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAarUlEQVR4nO3df7DlZ10f8PeHXROMYALR0rjEJppFDTqCtaDV6ShRk6hjUIkkWs2kaYtTUn+gDoltKRPMFGQUOxqcwUKM1CGJYGU7k4IKTCWtIaBGIYF4d4ia7AQj+aVVCSZ8+sf5Llwu9+7eJffc85yzr9fMzn7P832+z/2c5+7e+z7fn9XdAQCAETxh0QUAAMBhwikAAMMQTgEAGIZwCgDAMPYuuoBj9fDDD7uCCwBgBZx88sm1sc2eUwAAhiGcAgAwDOF0l6ytrS26hOOCeZ4/c7w7zPP8mePdYZ7nb9XmWDgFAGAYwikAAMMQTgEAGIZwCgDAMIRTAACGIZwCADAM4RQAgGEIpwAADEM4BQBgGMIpAADDEE4BABiGcAoAwDCEUwAAhrF30QUALKtTrj00x9FPSm7e+fEfunTfjo8JsJPsOQUAYBjCKQAAwxBOAQAYhnAKAMAwhFMAAIYhnAIAMAzhFACAYQinAAAMQzgFAGAYwikAAMMQTgEAGIZwCgDAMIRTAACGIZwCADAM4RQAgGEIpwAADEM4BQBgGMIpAADDEE4BABiGcAoAwDCEUwAAhiGcAgAwDOEUAIBhCKcAAAxDOAUAYBjCKQAAwxBOAQAYhnAKAMAwhFMAAIYhnAIAMAzhFACAYQinAAAMQzgFAGAYwikAAMMQTgEAGIZwCgDAMIRTAACGIZwCADAM4RQAgGEIpwAADEM4BQBgGMIpAADD2FY4rarzqurOqjpYVVdssv7EqrphWv+eqjpj3borp/Y7q+rcqe30qnpXVd1RVbdX1Y+u6//Uqvqdqlqb/n7K43+bAAAsg6OG06rak+SaJOcnOTvJxVV19oZulyV5sLvPSvKaJK+atj07yUVJnpnkvCSvncZ7NMlPdPfZSb4uyYvXjXlFknd09/4k75heAwBwHNjOntPnJDnY3R/u7o8nuT7JBRv6XJDkumn5zUnOqaqa2q/v7ke6+64kB5M8p7vv7e4/TJLu/pskH0yyb5Oxrkvy/M/urQEAsGz2bqPPviR3r3t9T5LnbtWnux+tqoeTnDq137Jh233rN5xOAXh2kvdMTU/r7nun5Y8kedpWha2trW2j/HEsW73LyjzPnzk+7KRFF3DMfO8+nfnYHeZ5/pZpjvfv33/E9dsJp3NTVU9K8pYkP9bdf71xfXd3VfVW2x/tzY1kbW1tqepdVuZ5/szxOjcfWnQFx8z37lP8W94d5nn+Vm2Ot3NY/1CS09e9fvrUtmmfqtqb5OQk9x9p26r6nMyC6a9392+u6/OXVXXa1Oe0JPdt980AALDcthNO35tkf1WdWVUnZHaB04ENfQ4kuWRafkGSd3Z3T+0XTVfzn5lkf5Jbp/NRX5/kg93980cY65Ikbz3WNwUAwHI66mH96RzSy5O8PcmeJG/o7tur6qok7+vuA5kFzTdW1cEkD2QWYDP1uzHJHZldof/i7n6sqr4xyQ8meX9V3TZ9qZ/u7puSvDLJjVV1WZI/T/J9O/mGAQAY17bOOZ1C400b2l62bvljSS7cYturk1y9oe3mJLVF//uTnLOdugAAWC2eEAUAwDCEUwAAhiGcAgAwDOEUAIBhCKcAAAxDOAUAYBjCKQAAwxBOAQAYhnAKAMAwhFMAAIYhnAIAMAzhFACAYQinAAAMQzgFAGAYwikAAMMQTgEAGIZwCgDAMIRTAACGIZwCADAM4RQAgGEIpwAADEM4BQBgGMIpAADDEE4BABiGcAoAwDCEUwAAhrF30QUAAIt1yrWH5jj6ScnNOz/+Q5fu2/ExGYM9pwAADEM4BQBgGMIpAADDEE4BABiGcAoAwDCEUwAAhiGcAgAwDOEUAIBhCKcAAAxDOAUAYBjCKQAAwxBOAQAYhnAKAMAwhFMAAIYhnAIAMAzhFACAYQinAAAMQzgFAGAYwikAAMMQTgEAGIZwCgDAMIRTAACGIZwCADAM4RQAgGEIpwAADEM4BQBgGMIpAADDEE4BABiGcAoAwDCEUwAAhrGtcFpV51XVnVV1sKqu2GT9iVV1w7T+PVV1xrp1V07td1bVueva31BV91XVBzaM9fKqOlRVt01/vv2zf3sAACyTo4bTqtqT5Jok5yc5O8nFVXX2hm6XJXmwu89K8pokr5q2PTvJRUmemeS8JK+dxkuSX53aNvOa7n7W9OemY3tLAAAsq+3sOX1OkoPd/eHu/niS65NcsKHPBUmum5bfnOScqqqp/frufqS770pycBov3f17SR7YgfcAAMCK2LuNPvuS3L3u9T1JnrtVn+5+tKoeTnLq1H7Lhm33beNrXl5VP5TkfUl+orsf3KzT2traNoYax7LVu6zM8/yZ48NOWnQBx8z37tOZj8P8W152yzQf+/fvP+L67YTT3fbLSV6RpKe/fy7Jv9qs49He3EjW1taWqt5lZZ7nzxyvc/OhRVdwzHzvPsW/5XX8W15qq/ZveTuH9Q8lOX3d66dPbZv2qaq9SU5Ocv82t/003f2X3f1Yd38iya9kOg0AAIDVt51w+t4k+6vqzKo6IbMLnA5s6HMgySXT8guSvLO7e2q/aLqa/8wk+5PceqQvVlWnrXv53Uk+sFVfAABWy1EP60/nkF6e5O1J9iR5Q3ffXlVXJXlfdx9I8vokb6yqg5ld5HTRtO3tVXVjkjuSPJrkxd39WJJU1ZuSfFOSL6iqe5L85+5+fZKfrapnZXZY/8+SvGgn3zAAAOPa1jmn0+2cbtrQ9rJ1yx9LcuEW216d5OpN2i/eov8PbqcmAABWjydEAQAwDOEUAIBhCKcAAAxDOAUAYBjCKQAAwxBOAQAYhnAKAMAwhFMAAIYhnAIAMAzhFACAYQinAAAMQzgFAGAYwikAAMMQTgEAGIZwCgDAMIRTAACGIZwCADAM4RQAgGEIpwAADEM4BQBgGMIpAADDEE4BABiGcAoAwDCEUwAAhiGcAgAwDOEUAIBhCKcAAAxDOAUAYBjCKQAAwxBOAQAYhnAKAMAwhFMAAIYhnAIAMAzhFACAYQinAAAMQzgFAGAYwikAAMMQTgEAGIZwCgDAMIRTAACGIZwCADAM4RQAgGEIpwAADEM4BQBgGMIpAADDEE4BABiGcAoAwDD2LroAADiSU649NKeRT0puns/YD126by7jwvHAnlMAAIYhnAIAMAzhFACAYQinAAAMQzgFAGAYwikAAMMQTgEAGIZwCgDAMIRTAACGsa1wWlXnVdWdVXWwqq7YZP2JVXXDtP49VXXGunVXTu13VtW569rfUFX3VdUHNoz11Kr6napam/5+ymf/9gAAWCZHDadVtSfJNUnOT3J2kour6uwN3S5L8mB3n5XkNUleNW17dpKLkjwzyXlJXjuNlyS/OrVtdEWSd3T3/iTvmF4DAHAc2M6e0+ckOdjdH+7ujye5PskFG/pckOS6afnNSc6pqprar+/uR7r7riQHp/HS3b+X5IFNvt76sa5L8vxjeD8AACyxvdvosy/J3ete35PkuVv16e5Hq+rhJKdO7bds2HbfUb7e07r73mn5I0metlXHtbW1oxY/kmWrd1mZ5/kzx4edtOgCjtlyfu/M8/yZ42W3TPOxf//+I67fTjhdmO7uquqt1h/tzY1kbW1tqepdVuZ5/szxOjcfWnQFx2wpv3fmef7M8VJbtZ/L2zmsfyjJ6eteP31q27RPVe1NcnKS+7e57UZ/WVWnTWOdluS+bdQIAMAK2E44fW+S/VV1ZlWdkNkFTgc29DmQ5JJp+QVJ3tndPbVfNF3Nf2aS/UluPcrXWz/WJUneuo0aAQBYAUcNp939aJLLk7w9yQeT3Njdt1fVVVX1XVO31yc5taoOJnlJpivsu/v2JDcmuSPJ25K8uLsfS5KqelOS30/yZVV1T1VdNo31yiTfWlVrSb5leg0AwHFgW+ecdvdNSW7a0PaydcsfS3LhFtteneTqTdov3qL//UnO2U5dAACsFk+IAgBgGMIpAADDEE4BABiGcAoAwDCEUwAAhiGcAgAwDOEUAIBhCKcAAAxDOAUAYBjCKQAAwxBOAQAYhnAKAMAwhFMAAIYhnAIAMAzhFACAYQinAAAMQzgFAGAYwikAAMMQTgEAGIZwCgDAMIRTAACGIZwCADAM4RQAgGEIpwAADEM4BQBgGMIpAADDEE4BABiGcAoAwDCEUwAAhiGcAgAwDOEUAIBhCKcAAAxDOAUAYBjCKQAAwxBOAQAYhnAKAMAwhFMAAIYhnAIAMAzhFACAYQinAAAMQzgFAGAYwikAAMMQTgEAGMbeRRcAAHA8OOXaQ3Ma+aTk5p0f+6FL9+34mNthzykAAMMQTgEAGIZwCgDAMIRTAACGIZwCADAM4RQAgGEIpwAADEM4BQBgGMIpAADDEE4BABiGx5dusGyPFksW93gxAICdZs8pAADDEE4BABjGtsJpVZ1XVXdW1cGqumKT9SdW1Q3T+vdU1Rnr1l05td9ZVecebcyq+tWququqbpv+POvxvUUAAJbFUc85rao9Sa5J8q1J7kny3qo60N13rOt2WZIHu/usqrooyauSvLCqzk5yUZJnJvmiJL9bVc+YtjnSmD/V3W/egfcHAMAS2c6e0+ckOdjdH+7ujye5PskFG/pckOS6afnNSc6pqprar+/uR7r7riQHp/G2MyYAAMeZ7Vytvy/J3ete35PkuVv16e5Hq+rhJKdO7bds2PbwpeVHGvPqqnpZknckuaK7H9mssLW1tW2Uf6xOmsOY8zWfeVhe5mP+zPFhfl7sDvM8f+Z4dyzXPM9rjvfv33/E9SPeSurKJB9JckKS1yV5aZKrNut4tDf3WZnT7Z7maS7zsKTW1tbMx5yZ43X8vNgd5nn+zPHuWLJ5XtQcb+ew/qEkp697/fSpbdM+VbU3yclJ7j/CtluO2d339swjSa7N7BQAAACOA9sJp+9Nsr+qzqyqEzK7wOnAhj4HklwyLb8gyTu7u6f2i6ar+c9Msj/JrUcas6pOm/6uJM9P8oHH8wYBAFgeRz2sP51DenmStyfZk+QN3X17VV2V5H3dfSDJ65O8saoOJnkgs7CZqd+NSe5I8miSF3f3Y0my2ZjTl/z1qvrCJJXktiQ/vHNvFwCAkW3rnNPuvinJTRvaXrZu+WNJLtxi26uTXL2dMaf2522nJgAAVo8nRAEAMAzhFACAYQinAAAMQzgFAGAYwikAAMMQTgEAGIZwCgDAMIRTAACGIZwCADAM4RQAgGEIpwAADEM4BQBgGMIpAADDEE4BABiGcAoAwDCEUwAAhiGcAgAwDOEUAIBhCKcAAAxDOAUAYBjCKQAAwxBOAQAYhnAKAMAwhFMAAIYhnAIAMAzhFACAYQinAAAMQzgFAGAYwikAAMMQTgEAGIZwCgDAMPYuugBgPk659tCcRj4puXk+Yz906b65jAvA8rDnFACAYQinAAAMQzgFAGAYwikAAMMQTgEAGIZwCgDAMIRTAACGIZwCADAM4RQAgGEIpwAADEM4BQBgGMIpAADDEE4BABjG3kUXwPHnlGsPzXH0k5Kbd378hy7dt+NjAgCfyZ5TAACGIZwCADAM4RQAgGEIpwAADEM4BQBgGMIpAADDEE4BABiGcAoAwDCEUwAAhiGcAgAwDOEUAIBhbCucVtV5VXVnVR2sqis2WX9iVd0wrX9PVZ2xbt2VU/udVXXu0casqjOnMQ5OY57w+N4iAADL4qjhtKr2JLkmyflJzk5ycVWdvaHbZUke7O6zkrwmyaumbc9OclGSZyY5L8lrq2rPUcZ8VZLXTGM9OI0NAMBxoLr7yB2qvj7Jy7v73On1lUnS3f9lXZ+3T31+v6r2JvlIki9McsX6vof7TZt9xphJXpnkr5L84+5+dOPXTpKHH374yAUDALAUTj755NrYtp3D+vuS3L3u9T1T26Z9uvvRJA8nOfUI227VfmqSh6YxtvpaAACsKBdEAQAwjL3b6HMoyenrXj99atuszz3TYf2Tk9x/lG03a78/ySlVtXfae/oZX2uz3b8AAKyG7ew5fW+S/dNV9CdkdoHTgQ19DiS5ZFp+QZJ39uxk1gNJLpqu5j8zyf4kt2415rTNu6YxMo351s/+7QEAsEyOuud0ujDp8iRvT7InyRu6+/aquirJ+7r7QJLXJ3ljVR1M8kBmYTNTvxuT3JHk0SQv7u7HkmSzMacv+dIk11fVzyT5o2lsAACOA0e9Wh84PlXVF3f3Xyy6DgCOLy6IArbyW4su4HhWVd9YVdcsuo5VV1U/tugagE8nnM5BVd20/ilZzEdVfd2ia1hxLj7cZVX17Kp6dVX9WZJXJPnQgks6Hrxk0QUcD3zY2jnTz4gXbdL+oqp65SJq2mkO689BVV2Y5Ook1yX52e7+hwWXtJKq6g+7+2um5d/v7q9fdE2rpKruS3L9Vuu7+0d2sZyVVVXPSHLx9OejSW5I8pPd/U8WWthxoqru7u7Tj96TY1VVz07y/UkuTHJXkt/s7l9cbFXLr6r+IMnX9oYAV1VPSPIn3f2Vi6ls52znVlIco+7+jar6X0n+U5L3VdUbk3xi3fqfX1hxq2X9nr0nLqyK1fX3Sf5g0UUcBz6U5N1JvrO7DyZJVf34Yks6rthDs4O2+LBV3f3NCy1stZy4MZgmSXd/oqpW4oiXcDo/H0/yt0lOTPLkrAun7JgnVNVTMjs95fDyJ/9jdvcDC6tsNdzf3ddttsJ5ejvqezK7w8m7quptme2tXolfMKOoqr/JLIQentfDv9gryecupKjV5cPW/P19Ve3v7rX1jVW1P7OdCkvPYf05qKrzkvx8Zvd5vaq7/27BJa2k6by8T2TzX+Td3V+yuxWtlqq6pbs3Pa+3qv6iu794t2taZVX1eUkuyGyP0/OS/FqS/9Hdv73QwuAYVNXzM/uw9Q1JDn/Y+m/dfeZCC1shVXV+kl9M8jP51NGtr01yZZIf6+6bFlXbThFO56Cq3p3kRd19x6JrgXlwnt58TUcBLkzywu4+Z9H1LLuqemKSH05yVpI/yeze2o8utqrV5sPWfFXVVyb5qSSHzy+9Pcmru/v9i6tq5winczCdc/PqJF+a5P2ZXdyw8ZGvPE5V9S+7+79Py9/Q3f9n3brLu/uXFlfdarPndHdU1Q3d/cJF17HsquqGJP+Q2eHm85P8eXf/6GKrOn74sLU7qur0JBd196sXXcvjJZzOwbTn9NeS/F6S70ry9d39PYutavVsuFr/k8ubvebYVdXfJnlss1VJPre7nbM+Zz4E7Iyqen93f9W0vDfJrX4+zM80x+cn+fKp6YNJ3mZv9c6rqi/MLPhfnOSLMts7/ZOLrerx88tlPp7c3b8yLb+6qv5wodWsrtpiebPXHLs/7e5nL7oI2AGfvJ3f9EjuRday0qpqX5J3Jrk3s0eQV5LvTPJzVfVN3X3vIutbBVX15MwupPz+JM9I8ptJzuzupy+0sB0knM7HE6f7ux3+Cfi5VfXJT+ndLazujN5iebPXHDtzuAvW/2zYuCrJ5+xmLSvsq6vqr6flyuxn8l9Py93dn7+40lbO1Ul+ubt/YX1jVf1IklcmuWQhVa2W+5LcmuQ/Jrm5u7uqvnvBNe0oh/XnoKrelU+/bUmy7hd9dz9v14taQVX1d0kOZjbPXzotZ3r9Jd39eYuqbRVU1T2Z3XViU+7XuzOmnxdbcn9IlklVfai7v3yLdXd295ftdk2rZrqV30VJPi/JmzK7l+zvrNIdauw5nY+XJrn78OGLqrokyfcm+bMkL19cWSvnKxZdwIrbk+RJcYrEXAmfizFdTf7dSS7u7u9YdD0r5Ej32XRbxR0w7ZX+har6ksxC6m8l+aKqemlm55z+6UIL3AH2nM7BdI7pt3T3A1X1LzK7z9u/T/KsJF/R3S9YaIGwDS4q2x1V9c8y+zD7ken1D2X2YfbPk7zcwyR2TlWdkOQ7MjtX79wkb8nskZr/c6GFrZCq+nCSzS7Iqcwe5/2lu1zScWG6tdT3J/m+7j5r0fU8XsLpHFTVH3f3V0/L1yT5q+5++fT6tu5+1iLrWxXrnvryGaviPLLHrar+yAVR8+fD7PxV1bdldjXztyV5V2aHQX+xu89YZF2rqKquPdL67r50t2o5nlTVF2T2VL+VCHUO68/HnqraO90245wk/3bdOnO+Q7r7yYuuYcW5H+Hu2LNu7+gLk7yuu9+S5C1VddsC61olb8vsHqff2N13JUlV/dfFlrSyrjx8FID5qKqvy+zisgeSvCLJG5N8QWaP8f6h7n7bIuvbCYLSfLwpyf+uqo9mdv7Nu5Okqs5K8vAiC4Ptcjh51/gwO39fk9m5eb87HXa+PrNzqtl5t1XVBzL7PfiW7n5o0QWtoF9K8tNJTs7stl3nd/ctVfXlmc370odTh/XnZPpkc1qS3+7uv53anpHkSW4lBRxWVS/L7PzHjyb54iRfM90a5qwk13X3Nyy0wBVTVf88s0P835vkjzO7gOR1i61qdVTVniTfktmHgW9Pcktmgemt3X2ki6XYpvWnB1bVB7v7K9atW4nTsYRTgAWazjn9d/FhdldV1ROS/IckZ3T3ZYuuZxVNF6Cdn1lQ/eYk7+juH1hsVcvveHg6okNGAAvW3bds0rb0t4MZ0fSAlIuTfF+SuzK7Yp856O6PV9UdmT2+9J/G7f92yuGHSqx/oESm109cXFk7RzgFWKx/VFUv2Wqlhx08ftNe6IunPx/N7Gr9co/Z+aiq0zPbW3pxPnWj+O/q7g8ttLAV0d0rf760cAqwWB52MH8fyuzC1O/s7oNJUlU/vtiSVlNV/d8k+5L8RpJ/091/sOCSWELCKcBi3dvdVy26iBX3PZntyXtXVb0ts6v1fRiYjyuSvHtV7rfJYrggCmCBVuXq2mUwPbL0gswONz8vya9ldrX+by+0sBUy3X1iK93dr9i1YlhawinAAlXVU91TdvdV1VOSXJjkhd3tgRM7pKp+YpPmk5L86ySndveTdrkklpBwCgDsuKp6cpIfTXJZkhuT/Fx337fYqlgGzjkFAHZMVT01yUuS/ECS6zJ7sMSDi62KZSKcAgA7oqpendkFaK9L8lXd/f8WXBJLyGF9AGBHVNUnkjyS5NEk6wNGZXZB1OcvpDCWinAKAMAwnrDoAgAA4DDhFACAYQinAAAMQzgFAGAY/x9Sj0DKfX13fAAAAABJRU5ErkJggg==\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "prices.pct_change().std().plot(kind='bar', figsize=(10, 6)); " ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 389 }, "id": "IASVCiSMcQvq", "outputId": "1258f297-c932-4db6-df18-f24f4f1a18f8" }, "execution_count": 10, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "rets = np.log(prices / prices.shift(1)) \n", "rets.cumsum().apply(np.exp).plot(figsize=(12, 13)) " ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 726 }, "id": "qVEGLpBHb1c-", "outputId": "eaed52e1-d841-4d44-d328-485fe6ecf7f6" }, "execution_count": 11, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 11 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "rets.plot.scatter(\"SPY\", \"TSLA\", alpha=0.9);" ], "metadata": { "id": "rH8rW9Kbb1Y_", "colab": { "base_uri": "https://localhost:8080/", "height": 278 }, "outputId": "327e210d-4ec3-4200-aea9-ce2480a62680" }, "execution_count": 28, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "rets.plot.scatter(\"SPY\", \"AAPL\", alpha=0.6);" ], "metadata": { "id": "zr4cas1Ib1V7", "colab": { "base_uri": "https://localhost:8080/", "height": 278 }, "outputId": "312cc29e-57d3-49f0-b50f-bc76d01b09ea" }, "execution_count": 27, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "rets.plot.scatter(\"SPY\", \"IEF\", alpha=0.8);" ], "metadata": { "id": "27mpkc-jb1O4", "colab": { "base_uri": "https://localhost:8080/", "height": 278 }, "outputId": "ee17fa57-42a6-445a-8a7d-928d1cdf1d28" }, "execution_count": 26, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "id": "S3exIJF3U5oE", "outputId": "16aa4137-b947-4ed5-d6fa-d58dd9b0adf2", "colab": { "base_uri": "https://localhost:8080/", "height": 705 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "rets.hist(bins=50, sharex=False, sharey=False, xlabelsize=1, ylabelsize=1, figsize=(12,12))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "7rPSi9xzU5oF" }, "source": [ "The above histogram shows the distribution for each series individually. Next, lets look at the density distribution over the same x axis scale." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "id": "zsjf4UfIU5oF", "outputId": "2aef8d2a-5cb9-43ea-b624-d19226153e8f", "colab": { "base_uri": "https://localhost:8080/", "height": 425 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "rets.plot(kind='density', subplots=True, layout=(4,4), sharex=True, legend=True, fontsize=1, figsize=(15,15))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "lb5WCXJBU5oG" }, "source": [ "We can see that the vix has a much larger variance compared to the other distributions." ] }, { "cell_type": "markdown", "metadata": { "id": "hSk_0K4aU5oG" }, "source": [ "In order to get a sense of the interdependence of the data we look at the scatter plot and the correlation matrix" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "id": "bFd-HibjU5oG", "outputId": "770e3276-225a-4206-e5d8-283599f6c439", "colab": { "base_uri": "https://localhost:8080/", "height": 867 } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 14 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "correlation = rets.corr()\n", "plt.figure(figsize=(15,15))\n", "plt.title('Correlation Matrix')\n", "sns.heatmap(correlation, vmax=1, square=True,annot=True,cmap='cubehelix')" ] }, { "cell_type": "markdown", "metadata": { "id": "WvggRBMbU5oH" }, "source": [ "Looking at the correlation plot above, we see some correlation of the predicted vari‐\n", "able with the lagged 5 days, 15days, 30 days and 60 days return of MSFT. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "id": "rqdx8j8JU5oH", "outputId": "e0807d03-3da9-4dbd-e5e6-01246c5fa1d8", "colab": { "base_uri": "https://localhost:8080/", "height": 745 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "plt.figure(figsize=(15,15))\n", "scatter_matrix(rets,figsize=(12,12))\n", "plt.show()" ] }, { "cell_type": "code", "source": [ "!pip install mplcyberpunk" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "f3GL-TTBZq3y", "outputId": "653e7aac-efac-41b6-aaf0-ee5460dd5e38" }, "execution_count": 16, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", "Requirement already satisfied: mplcyberpunk in /usr/local/lib/python3.7/dist-packages (0.5.1)\n", "Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from mplcyberpunk) (3.2.2)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->mplcyberpunk) (1.4.3)\n", "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->mplcyberpunk) (2.8.2)\n", "Requirement already satisfied: numpy>=1.11 in /usr/local/lib/python3.7/dist-packages (from matplotlib->mplcyberpunk) (1.21.6)\n", "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->mplcyberpunk) (0.11.0)\n", "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->mplcyberpunk) (3.0.9)\n", "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from kiwisolver>=1.0.1->matplotlib->mplcyberpunk) (4.1.1)\n", "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.1->matplotlib->mplcyberpunk) (1.15.0)\n" ] } ] }, { "cell_type": "code", "source": [ "import mplcyberpunk\n", "plt.style.use(\"cyberpunk\")\n", "\n", "rets.plot(kind='density', subplots=True, layout=(4,4), sharex=True, legend=True, fontsize=1, figsize=(15,15))\n", "plt.show()\n", "mplcyberpunk.add_glow_effects()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 674 }, "id": "64XC-xODZq0o", "outputId": "9924146e-fbe8-49fa-d6b8-f6d179a41113" }, "execution_count": 17, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "rets = np.log(prices / prices.shift(1)) \n", "rets.cumsum().apply(np.exp).plot(figsize=(12, 13)) " ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 724 }, "id": "ooWzWHREZqxd", "outputId": "4438d7fc-f4f9-41ac-9119-ce7537851d8e" }, "execution_count": 18, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 18 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] } ] }