{ "cells": [ { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "def plot_comparison(x, title):\n", " fig, ax = plt.subplots(3, 1, sharex=True)\n", " sns.distplot(x, ax=ax[0])\n", " ax[0].set_title('Histogram + KDE')\n", " sns.boxplot(x, ax=ax[1])\n", " ax[1].set_title('Boxplot')\n", " sns.violinplot(x, ax=ax[2])\n", " ax[2].set_title('Violin plot')\n", " fig.suptitle(title, fontsize=16)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 43, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\ASUS\\AppData\\Local\\Temp\\ipykernel_22876\\3638481651.py:7: UserWarning: \n", "\n", "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n", "\n", "Please adapt your code to use either `displot` (a figure-level function with\n", "similar flexibility) or `histplot` (an axes-level function for histograms).\n", "\n", "For a guide to updating your code to use the new functions, please see\n", "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n", "\n", " sns.distplot(x, ax=ax[0])\n" ] }, { "data": { "text/plain": "
", "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "data=pd.read_excel('index.xlsx')\n", "data['dret']=np.log(data['close'])-np.log(data['close'].shift(periods=1))\n", "# data=data[data['dret']>=-0.1]\n", "# data=data[data['dret']<=0.1]\n", "data.dropna(inplace=True)\n", "r=data['dret'].values\n", "plot_comparison(r*100, 'Return Distribution')" ], "metadata": { "collapsed": false } }, { "cell_type": "code", "execution_count": 50, "outputs": [ { "data": { "text/plain": "
", "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(r)\n", "plt.title('300-plot')\n", "plt.show()\n", "\n" ], "metadata": { "collapsed": false } }, { "cell_type": "code", "execution_count": 44, "outputs": [], "source": [], "metadata": { "collapsed": false } }, { "cell_type": "code", "execution_count": 45, "outputs": [ { "data": { "text/plain": "array([-0.00855645, -0.01906032, 0.00100833, ..., 0.00665158,\n 0.01131478, 0.00814664])" }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "r=r[1:]\n", "r" ], "metadata": { "collapsed": false } }, { "cell_type": "code", "execution_count": 49, "outputs": [ { "data": { "text/plain": "
", "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "sns.violinplot(data=r)\n", "plt.title(\"violin-300\")\n", "plt.show()" ], "metadata": { "collapsed": false } }, { "cell_type": "code", "execution_count": 46, "outputs": [], "source": [], "metadata": { "collapsed": false } } ], "metadata": { "kernelspec": { "name": "base", "language": "python", "display_name": "base" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 0 }