{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "![](source/bike.jpeg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# kaggle共享单车数据可视化分析" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**背景**:kaggle网站共享单车项目提供了美国某城市的共享单车2011年到2012年的数据集,该数据包括了租车日期,租车季节,租车气温,租车空气湿度等数据。\n", "\n", "**原项目目标**通过历史租车数据并结合天气数据来预测租车需求\n", "\n", "**本次目标**:对数据进行清洗,计算描述性统计数据,并实现数据的基本可视化(注:不要求用机器学习模型)\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.理解数据" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#先导入各种包\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "#sns.set(style=\"white\")#设置主题,\n", "plt.style.use('seaborn-white')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "训练数据集: (10886, 12) 测试数据集: (6493, 9)\n" ] } ], "source": [ "#查看数据大小\n", "train=pd.read_csv(\"./train.csv\")\n", "test=pd.read_csv(\"./test.csv\")\n", "print('训练数据集:',train.shape,'测试数据集:',test.shape)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datetimeseasonholidayworkingdayweathertempatemphumiditywindspeedcasualregisteredcount
02011-01-01 00:00:0010019.8414.395810.031316
12011-01-01 01:00:0010019.0213.635800.083240
22011-01-01 02:00:0010019.0213.635800.052732
32011-01-01 03:00:0010019.8414.395750.031013
42011-01-01 04:00:0010019.8414.395750.0011
\n", "
" ], "text/plain": [ " datetime season holiday workingday weather temp atemp \\\n", "0 2011-01-01 00:00:00 1 0 0 1 9.84 14.395 \n", "1 2011-01-01 01:00:00 1 0 0 1 9.02 13.635 \n", "2 2011-01-01 02:00:00 1 0 0 1 9.02 13.635 \n", "3 2011-01-01 03:00:00 1 0 0 1 9.84 14.395 \n", "4 2011-01-01 04:00:00 1 0 0 1 9.84 14.395 \n", "\n", " humidity windspeed casual registered count \n", "0 81 0.0 3 13 16 \n", "1 80 0.0 8 32 40 \n", "2 80 0.0 5 27 32 \n", "3 75 0.0 3 10 13 \n", "4 75 0.0 0 1 1 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#查看数据情况\n", "train.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "字段说明:\n", "\n", "datetime:时间\n", "\n", "season:季节,1=春,2=夏,3=秋,4=冬\n", "\n", "holiday:节假日,0:否,1:是\n", "\n", "workingday:工作日,0:否,1:是\n", "\n", "weather:天气,1:晴天,2:阴天 ,3:小雨或小雪 ,4:恶劣天气(大雨、冰雹、暴风雨或者大雪)\n", "\n", "temp:实际温度,摄氏度\n", "\n", "atemp:体感温度,摄氏度\n", "\n", "humidity:湿度,相对湿度\n", "\n", "windspeed:风速\n", "\n", "casual:未注册用户租借数量\n", "\n", "registered:注册用户租借数量\n", "\n", "count:总租借数量" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "训练集数据信息: \n", "\n", "RangeIndex: 10886 entries, 0 to 10885\n", "Data columns (total 12 columns):\n", "datetime 10886 non-null object\n", "season 10886 non-null int64\n", "holiday 10886 non-null int64\n", "workingday 10886 non-null int64\n", "weather 10886 non-null int64\n", "temp 10886 non-null float64\n", "atemp 10886 non-null float64\n", "humidity 10886 non-null int64\n", "windspeed 10886 non-null float64\n", "casual 10886 non-null int64\n", "registered 10886 non-null int64\n", "count 10886 non-null int64\n", "dtypes: float64(3), int64(8), object(1)\n", "memory usage: 1020.6+ KB\n" ] } ], "source": [ "#查看数据总体信息,是否缺数\n", "print('训练集数据信息: ')\n", "train.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "数据比较好,都没有缺失,所以后面不需要进行填补" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 数据清洗" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "时间特征处理" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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datetimeseasonholidayworkingdaycountyearmonthdayhourweekday
02011-01-01 00:00:001001620111105
12011-01-01 01:00:001004020111115
22011-01-01 02:00:001003220111125
32011-01-01 03:00:001001320111135
42011-01-01 04:00:00100120111145
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" ], "text/plain": [ " datetime season holiday workingday count year month day \\\n", "0 2011-01-01 00:00:00 1 0 0 16 2011 1 1 \n", "1 2011-01-01 01:00:00 1 0 0 40 2011 1 1 \n", "2 2011-01-01 02:00:00 1 0 0 32 2011 1 1 \n", "3 2011-01-01 03:00:00 1 0 0 13 2011 1 1 \n", "4 2011-01-01 04:00:00 1 0 0 1 2011 1 1 \n", "\n", " hour weekday \n", "0 0 5 \n", "1 1 5 \n", "2 2 5 \n", "3 3 5 \n", "4 4 5 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#时间特征处理 \"2011-01-20 00:00:00\"时间字段的格式是这样的,日期+时间\n", "#创建一个新的dataframe\n", "periodDf=train[['datetime','season','holiday','workingday','count']].copy()\n", "#把datetime列转为时间格式\n", "periodDf['datetime'] = pd.to_datetime(periodDf['datetime'])\n", "#提取时间中的年、月、日、小时、星期\n", "periodDf['year'] = periodDf['datetime'].map(lambda x: x.year)\n", "periodDf['month'] = periodDf['datetime'].map(lambda x: x.month)\n", "periodDf['day']=periodDf['datetime'].map(lambda x: x.day)\n", "periodDf['hour']=periodDf['datetime'].map(lambda x: x.hour)\n", "periodDf['weekday']=periodDf['datetime'].map(lambda x: x.weekday())\n", "#查看处理后的periodDF数据\n", "periodDf.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**2011、2012各月份共享单车租借量面积图**" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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6r/cVCAS45pprmDJlCqeddhoAn/3sZ3nrrbcYMWIEixcv5tRTT+22cXWnHYbe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\nqVj/HzgwAdieg9YzAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax1=plt.subplots(figsize=(16,4))\n", "df1 = periodDf.groupby(['year','month']).sum()['count'].unstack(0)\n", "df1.plot(kind='area',ax=ax1,alpha=0.6)\n", "ax1.set_title('2011-2012 bikes sharing demand by month')\n", "ax1.set_xlabel('Figure 1')\n", "ax1.set_xticks(list(range(1,13)))\n", "ax1.set_xticklabels(['Jan','Feb','Mar','Apr','May','June','July','Aug','Sep','Oct','Nov','DeC'])\n", "ax1.set_xlim(1,12)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "通过上图分析:我们可以看到2012年共享单车的租借数量比2011年是有提升的,一年中6-10月是租借的高峰期。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 箱线图" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "又称箱形图,是利用数据中的五个统计量:最小值、第一四分位数、中位数、第三四分位数与最大值来描述数据的一种方法,它也可以粗略地看出数据是否具有有对称性,分布的分散程度等信息,特别可以用于对几个样本的比较。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![箱线图](source/boxplot.jpg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**是否节假日箱线图**" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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QMyxGWeuPAABArZaXl6eFCxfqhRdeUN26dXXgwAE999xz+vLLL39TeL2Zbdy4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\nQVarVW5ubvL09FRGRsaNrRw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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig2, ax2=plt.subplots(figsize=(16,6))\n", "df2=periodDf[['count','holiday']]\n", "df2.boxplot(by='holiday',ax=ax2)\n", "ax2.set_title('2011-2012 bike sharing demand by holiday')\n", "ax2.set_xlabel('Figure 2')\n", "ax2.set_xticklabels(['Non holiday','holiday'],rotation='horizontal')\n", "ax2.set_ylim(0,800)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**按星期分箱线图**" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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AAAAAYHqEXwAAAACA6RF+AQAAAACmR/gFAAAAAJge4RcAAAAAYHqE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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig3, ax3=plt.subplots(figsize=(16,6))\n", "df2=periodDf[['count','weekday']]\n", "df2.boxplot(by='weekday',ax=ax3)\n", "ax3.set_title('2011-2012 bike sharing demand by weekday')\n", "ax3.set_xlabel('Figure 3')\n", "ax3.set_xticklabels(['Mon','Tue','Wed','Thu','Fri','Sat','Sun'],rotation='horizontal')\n", "ax3.set_ylim(0,800)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "由上图可知,工作日租车数量基本持平,周末和工作日相差并不大" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**按季节折线图**" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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W5Jw/f57BgweX1vRCCCGEEEKI58TixYupV6/eE7cvtSTHxcUFyA24oJfwCSGEEEIIIV5c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\naGpqkq+99lp50qRJ8jvvvNMjM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig4, ax4=plt.subplots(figsize=(14,4))\n", "df4=periodDf.groupby(['hour', 'season']).mean().unstack()['count']\n", "df4.columns=['Spring','Summer','Fall','Winter']\n", "df4.plot(ax=ax4, style='-.')\n", "#df4.plot(ax=ax4, style=['-','--','-.',':'])\n", "ax4.set_title('2011-2012 bike sharing demand by hours')\n", "ax4.set_xlabel('Figure 4')\n", "ax4.set_xticks(list(range(24)))\n", "ax4.set_xticklabels(list(range(24)))\n", "ax4.set_xlim(0,23)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "由上图可知,租车数量随季节变化趋势大体是一致的,春天租车最少,秋天最多。早高峰(7-9时)和晚高峰(16-19时)租车数量增加显著" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**按工作日折线图**" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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vZXsjkvlkxXHSsotqP2AjHBtZ0WuAH0WFpfy5NbZeYhDiTkmSI4Ro8E6eSCEv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\nOjo6kjcA04/Qu7q6AgBsbGwkP6M0d3Z1d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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig5, ax5=plt.subplots(figsize=(14,4))\n", "df5=periodDf.groupby(['hour', 'holiday']).mean().unstack()['count']\n", "df5.columns=['Non holiday','holiday']\n", "df5.plot(ax=ax5, style=':,')\n", "df52=periodDf.groupby(['hour', 'workingday']).mean().unstack()['count']\n", "df52.columns=['weekend','workingday']\n", "df52.plot(ax=ax5, style='-o')\n", "ax5.set_title('2011-2012 bike sharing demand by hours')\n", "ax5.set_xlabel('Figure 5')\n", "ax5.set_xticks(list(range(24)))\n", "ax5.set_xticklabels(list(range(24)))\n", "ax5.set_xlim(0,23)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "由上图可知,节假日和非节假日影响不大。工作日和周末用车的时段呈递相反趋势,工作日集中在早晚高峰,周末集中在10-16时。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 非时间特征处理" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#天气、温度、湿度、风速信息统计\n", "climateDf=train[['weather','temp','atemp','humidity','windspeed','count']]\n", "climateDf=pd.concat([climateDf,periodDf['hour']],axis=1)" ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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EggUL8PPzY+jQoXTs2JHz588zYsQI4uLiCAoKYurUqVSoUIFffvmFKVOm4Ovr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DQl02WoYCYicrPuvhvuu8/8I75xo9Vp5Fbs2AEffQSlS8OLL6qxqoiIWMwGyf+D716BM3usDiNi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\n69Zl7NixfPHFFyxYsIDs7GwMw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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#查看天气和风速对租车数量的影响#查看天气和风速 \n", "fig6,axes6=plt.subplots(1,2,figsize=(20,6))\n", "ax6,ax7 = axes6.ravel()\n", "ax8 = ax7.twinx()\n", "\n", "df11=climateDf.groupby('weather').sum()['count']\n", "df12=climateDf.groupby('weather').mean()['count']\n", "df1=pd.concat([df11,df12],axis=1).reset_index()\n", "df1.columns=['weather','sum','mean']\n", "df1['sum'].plot(kind='bar',width=0.4,ax=ax6,alpha=0.6,label='')\n", "df1['mean'].plot(style='r-',alpha=0.6,ax=ax6,secondary_y=True,label='mean')\n", "ax6.set_xlim(-0.5,3.5)\n", "ax6.set_xlabel('weather')\n", "ax6.set_xticks(df1.index)\n", "ax6.set_xticklabels(['sunny&cloudy','Fog&overcast','light rain&light snow','bad weather'], rotation='horizontal')\n", "ax6.set_ylabel('total')\n", "ax6.right_ax.set_ylabel('mean')\n", "ax6.set_title('2011-2012 bike sharing demand by weather')\n", "\n", "df21=climateDf.groupby('windspeed').sum()['count']\n", "df22=climateDf.groupby('windspeed').mean()['count']\n", "df2=pd.concat([df21,df22],axis=1).reset_index()\n", "df2.columns=['windspeed','sum','mean']\n", "ax7.stackplot(df2['windspeed'],df2['sum'],alpha=0.7,color='orange')\n", "ax7.set_xlabel('windspeed')\n", "ax7.set_ylabel('total')\n", "ax7.set_xlim(0)\n", "ax7.set_ylim(0)\n", "ax7.set_title('2011-2012 bike sharing demand by windspeed')\n", "\n", "ax8.plot(df2['windspeed'],df2['mean'], alpha=0.6,color='red',label='mean')\n", "ax8.set_ylabel('mean')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "badweather均值非常高,查看badweather数据后,只有一条记录" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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datetimeseasonholidayworkingdayweathertempatemphumiditywindspeedcasualregisteredcount
56312012-01-09 18:00:0010148.211.365866.00326158164
\n", "
" ], "text/plain": [ " datetime season holiday workingday weather temp atemp \\\n", "5631 2012-01-09 18:00:00 1 0 1 4 8.2 11.365 \n", "\n", " humidity windspeed casual registered count \n", "5631 86 6.0032 6 158 164 " ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train[train['weather']==4]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**温度-租借量散点图、湿度-租借量散点图**\n", "\n", "[内置colormap](https://matplotlib.org/gallery/color/colormap_reference.html)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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Qw0eXH6ts0WNzKsfi5viMCVaUUiQjoakehhBCCCGEGLPXgx8wS99ywEuYJXCL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iwBohWMKoeLt18JSkXXVAHkSZBnAV9U4n6Qq1Hd+aaBKMo19DhwU9n55MHJg4wCnhK0jFnCw70s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9fjo6OrDb7XR0dOBwOJiYKPwCi8fjVFRU4PV6icfjlseLL3DK+u3UdDTJPz13iLFwAkmC5koP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xCLu61HzvLF92xmeyrr67rlsyhx2Vi/qF4QOcq556UsSyxNWbQ0Taei2EF7v5dQLEE0luTG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\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qhQ9/LZFU0nX48efFtoYO+cXw/x6ByqRzqK9DkGrRhDxHb2o52pqPwLqHBDkFgCR+Fw+r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\nqqGb3v5RNu86RUV5AVesnc/Zi6fyTlVjWEF3wdk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Ye6AbHnVRdbSVgWEHCWYji+eW4On3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fDQQM0k9RiKUCrd+K5Fl/nzQ51vRLLwWrFTWRwJab+44W9oLJHGv6xo10pjLNzBR3QFqp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\n5P8LfBOB418H62rX4fW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#查看湿度、温度对租车数量的影响\n", "fig,axes=plt.subplots(1,2,figsize=(20,8))\n", "ax1,ax2 = axes.ravel()\n", "\n", "df1=climateDf[['humidity','count']]\n", "ax1.scatter(df1['humidity'],df1['count'],s=df1['count']/5, c=df1['count'], marker='.',alpha=0.6,cmap=plt.cm.ocean)\n", "ax1.set_title('2011-2012 bike sharing demand by humidity')\n", "ax1.set_xlabel('humidity')\n", "ax1.set_ylabel('count')\n", "\n", "df2=climateDf[['temp','count']]\n", "ax2.scatter(df2['temp'],df2['count'],s=df1['count']/5, c=df1['count'], marker='.',alpha=0.6,cmap=plt.cm.hot)\n", "ax2.set_title('2011-2012 bike sharing demand by temperature')\n", "ax2.set_xlabel('temperature')\n", "ax2.set_ylabel('count')\n", "plt.show()" ] } ], "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": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 2 }