{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "data = np.loadtxt('day.csv',\n", " dtype='int,str,int,int,int,int,int,int,int,float,float,float,float,int,int,int',\n", " delimiter=',',\n", " skiprows=1,\n", " unpack=1)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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P2oRUGOQGKoA1CW/r6MPH27y1/uWJLKz65jQpVt4103gFiaxVqPrpOsfycwn7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\nADQajWaQogWARqPRDFL+P97HMbRjuuz2AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = data[0]\n", "y = data[15]\n", "plt.plot(x,y)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "dataTran = np.delete(data,1,0).astype(float)\n", "dataTran = np.delete(dataTran,0,0).astype(float)\n", "corrMat = np.corrcoef(dataTran)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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ES1LRrH8Q2LOy3CRJegY9TUguBjxkZv8C3mfWpnY99ge+H83h8lSkzwBPRvjK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\nxrWaq3GtpuZsmCp5DsG1m2/gw27WLcq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wtnLq0d03WmYmfa6Na7x6XLND8Xno+0X4Ovh4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\nJEmSJqSRTJIkacL/Abxj+CuMnDrJAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feats = [\"season\",\"year\",\"month\",\"is holiday\",\"is weekday\",\"is working day\", \"weather intensity\",\"temp\",\"atemp\",\"humidity\",\"windspeed\",\"casual users\",\"registered users\",\"total bikes\"]\n", "\n", "fig, ax = plt.subplots()\n", "im = ax.imshow(corrMat)\n", "\n", "ax.set_xticks(np.arange(len(feats)))\n", "ax.set_yticks(np.arange(len(feats)))\n", "ax.set_xticklabels(feats)\n", "ax.set_yticklabels(feats)\n", "\n", "plt.setp(ax.get_xticklabels(),rotation=45,ha=\"right\",rotation_mode=\"anchor\")\n", "\n", "#fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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0JFXcnkyAeY2kD5DdRG8Nd0/uU0Qcphx5vj1Zv359KXG8SK0qpzp2ktYAlgXO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\nY/4/zt2Xf45I9h4AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "weatherSits = (\"Clear to Partly Cloudy\", \"Misty or Cloudy\", \"Rain to Light Snow\", \"Heavy Rain to Snow Storm\")\n", "ypos = np.arange(len(weatherSits))\n", "\n", "weathTypeAmt = [ 0, 0, 0, 0 ]\n", "for i in range(len(dataTran[13])):\n", " weathTypeAmt[int(dataTran[6][i] - 1)] += 1\n", "\n", "plt.bar(ypos,weathTypeAmt,align='center',alpha=0.5)\n", "plt.xticks(ypos, weatherSits,rotation=-20)\n", "plt.ylabel('Total Bike Riders')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "image/png": 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KG6p6z8+WOTGaZrnmhDn9QWvG7eBm/NHbqV3otN6tyjWmq5w6tHWKbMV0qNsu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LZIP4o6AXwUeKvu47crv1djZl83s0Nmdmhubi7S4EQ6PVpbpB/FbhHY3R91973uvnd6errX4UjC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\nqNMAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = dataTran[7]\n", "y = dataTran[13]\n", "plt.scatter(x,y,alpha=0.5)\n", "plt.show()" ] }, { "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": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }