{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import statistics as stat\n", "import matplotlib.pyplot as plt\n", "from scipy import stats\n", "\n", "def show_time_lines(title, x_label, y_label, x_values, y_values, \n", " regression='yes', mv_amt_1=0, mv_amt_2=0, \n", " alpha_1=0, alpha_2=0, \n", " size=()):\n", " \"\"\"\n", " @param title the chart title.\n", " @param x_label the x-axis label.\n", " @param y_label the y-axis label.\n", " @param x_values the independent x values to plot.\n", " @param y_values the dependent y values to plot.\n", " \"\"\"\n", " if size != ():\n", " figure = plt.figure(figsize=size)\n", "\n", " last = []\n", " plt.xticks(x_values)\n", " \n", " # First show the data line.\n", " plt.plot(x_values, y_values, linewidth=5)\n", " \n", " last_1 = []\n", " last_2 = []\n", " linear_line = []\n", " mv_avg_line_1 = []\n", " mv_avg_line_2 = []\n", " smooth_line_1 = []\n", " smooth_line_2 = []\n", "\n", " if regression == 'yes':\n", " linear_regression = stats.linregress(x=x_values,\n", " y=y_values)\n", " m = linear_regression.slope\n", " b = linear_regression.intercept\n", "\n", " \n", " # Calculate the least squares trend line, \n", " # the simple moving average line,\n", " # and the exponentially smoothed line.\n", " for i in range(len(x_values)):\n", " x = x_values[i]\n", " y = y_values[i]\n", " \n", " # Linear line\n", " if regression == 'yes': \n", " y_hat = m*x + b\n", " linear_line.append(y_hat)\n", " \n", " # Moving average line #1\n", " if mv_amt_1 != 0:\n", " last_1.append(y)\n", " \n", " if len(last_1) == mv_amt_1:\n", " mv_avg_line_1.append(stat.mean(last_1))\n", " last_1.pop(0)\n", " \n", " # Moving average line #2\n", " if mv_amt_2 != 0:\n", " last_2.append(y)\n", " \n", " if len(last_2) == mv_amt_2:\n", " mv_avg_line_2.append(stat.mean(last_2))\n", " last_2.pop(0)\n", "\n", " # Exponentially smoothed line #1\n", " if alpha_1 != 0:\n", " if i == 0:\n", " y_smooth_1 = y\n", " else:\n", " y_smooth_1 = alpha_1*y + (1 - alpha_1)*y_smooth_1\n", " \n", " smooth_line_1.append(y_smooth_1)\n", " \n", " # Exponentially smoothed line #2\n", " if alpha_2 != 0:\n", " if i == 0:\n", " y_smooth_2 = y\n", " else:\n", " y_smooth_2 = alpha_2*y + (1 - alpha_2)*y_smooth_2\n", " \n", " smooth_line_2.append(y_smooth_2)\n", "\n", " if regression == 'yes':\n", " plt.plot(xs, linear_line, color='red')\n", " \n", " if mv_amt_1 != 0:\n", " plt.plot(xs[mv_amt_1 - 1:], mv_avg_line_1, color='lightgreen')\n", " \n", " if mv_amt_2 != 0:\n", " plt.plot(xs[mv_amt_2 - 1:], mv_avg_line_2, color='green')\n", " \n", " if alpha_1 != 0:\n", " plt.plot(xs, smooth_line_1, color='gray', linestyle='--')\n", " \n", " if alpha_2 != 0:\n", " plt.plot(xs, smooth_line_2, color='black', linestyle='--')\n", "\n", " plt.title(title)\n", " plt.xlabel(x_label)\n", " plt.ylabel(y_label)\n", "\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xs = list(range(2010, 2019))\n", "ys = [38.8, 49.1, 79.2, 80.9, 108.2, 80.2, 120.6, 140.9, 151.6]\n", "\n", "show_time_lines('Revenue in Millions of Dollars', 'Years', '$ Millions', xs, ys)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xs = list(range(-29, 1, 1))\n", "ys = [22.27, 22.19, 22.08, 22.17, 22.18, 22.13, 22.23, 22.43, 22.24, 22.29, \n", " 22.15, 22.39, 22.38, 22.61, 23.36, 24.05, 23.75, 23.83, 23.95, 23.63, \n", " 23.82, 23.87, 23.65, 23.19, 23.10, 23.33, 22.68, 23.10, 22.40, 22.17]\n", "\n", "show_time_lines('Stock Price Over the Past 30 Days with a 5-Day Moving Average', \n", " 'Days ago', 'Price', xs, ys, \n", " regression='no', mv_amt_1=5, size=(15, 10))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xs = list(range(-29, 1, 1))\n", "ys = [22.27, 22.19, 22.08, 22.17, 22.18, 22.13, 22.23, 22.43, 22.24, 22.29, \n", " 22.15, 22.39, 22.38, 22.61, 23.36, 24.05, 23.75, 23.83, 23.95, 23.63, \n", " 23.82, 23.87, 23.65, 23.19, 23.10, 23.33, 22.68, 23.10, 22.40, 22.17]\n", "\n", "show_time_lines('Stock Price Over the Past 30 Days with 5- and 10-Day Moving Averages', \n", " 'Days ago', 'Price', xs, ys, \n", " regression='no', mv_amt_1=5, mv_amt_2=10, size=(15, 10))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xs = list(range(-29, 1, 1))\n", "ys = [22.27, 22.19, 22.08, 22.17, 22.18, 22.13, 22.23, 22.43, 22.24, 22.29, \n", " 22.15, 22.39, 22.38, 22.61, 23.36, 24.05, 23.75, 23.83, 23.95, 23.63, \n", " 23.82, 23.87, 23.65, 23.19, 23.10, 23.33, 22.68, 23.10, 22.40, 22.17]\n", "\n", "show_time_lines('Stock Price Over the Past 30 Days with 0.5 Exponential Smoothing', \n", " 'Days ago', 'Price', xs, ys, \n", " regression='no', alpha_1=0.5, size=(15, 10))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xs = list(range(-29, 1, 1))\n", "ys = [22.27, 22.19, 22.08, 22.17, 22.18, 22.13, 22.23, 22.43, 22.24, 22.29, \n", " 22.15, 22.39, 22.38, 22.61, 23.36, 24.05, 23.75, 23.83, 23.95, 23.63, \n", " 23.82, 23.87, 23.65, 23.19, 23.10, 23.33, 22.68, 23.10, 22.40, 22.17]\n", "\n", "show_time_lines('Stock Price Over the Past 30 Days with 0.5 and 0.2 Exponential Smoothing', \n", " 'Days ago', 'Price', xs, ys, \n", " regression='no', alpha_1=0.5, alpha_2=0.2, size=(15, 10))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xs = list(range(-29, 1, 1))\n", "ys = [22.27, 22.19, 22.08, 22.17, 22.18, 22.13, 22.23, 22.43, 22.24, 22.29, \n", " 22.15, 22.39, 22.38, 22.61, 23.36, 24.05, 23.75, 23.83, 23.95, 23.63, \n", " 23.82, 23.87, 23.65, 23.19, 23.10, 23.33, 22.68, 23.10, 22.40, 22.17]\n", "\n", "show_time_lines('Stock Price Over the Past 30 Days', \n", " 'Days ago', 'Price', xs, ys, \n", " mv_amt_1=5, mv_amt_2=10, \n", " regression='no', alpha_1=0.5, alpha_2=0.2, size=(15, 10))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }