2-出租车数据的集计与基础图表绘制（matplotlib）.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在这个教程中，你将会学到如何使用python的matplotlib包和seaborn包对出租车GPS数据绘制数据统计图表\n",
    "\n",
    "<div class=\"alert alert-info\"><h2>提供的基础数据是：</h2><p>    数据：<br>  \n",
    "    1.出租车GPS数据(抽样)<br> \n",
    "    2.出租车OD数据<br></p></div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T03:30:35.465033Z",
     "start_time": "2020-02-29T03:30:34.223497Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>VehicleNum</th>\n",
       "      <th>Stime</th>\n",
       "      <th>Lng</th>\n",
       "      <th>Lat</th>\n",
       "      <th>OpenStatus</th>\n",
       "      <th>Speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>22271</td>\n",
       "      <td>22:54:04</td>\n",
       "      <td>114.167000</td>\n",
       "      <td>22.718399</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>22271</td>\n",
       "      <td>18:26:26</td>\n",
       "      <td>114.190598</td>\n",
       "      <td>22.647800</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>22271</td>\n",
       "      <td>18:35:18</td>\n",
       "      <td>114.201401</td>\n",
       "      <td>22.649700</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>22271</td>\n",
       "      <td>16:02:46</td>\n",
       "      <td>114.233498</td>\n",
       "      <td>22.725901</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>22271</td>\n",
       "      <td>21:41:17</td>\n",
       "      <td>114.233597</td>\n",
       "      <td>22.720900</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   VehicleNum     Stime         Lng        Lat  OpenStatus  Speed\n",
       "0       22271  22:54:04  114.167000  22.718399           0      0\n",
       "1       22271  18:26:26  114.190598  22.647800           0      4\n",
       "2       22271  18:35:18  114.201401  22.649700           0      0\n",
       "3       22271  16:02:46  114.233498  22.725901           0     24\n",
       "4       22271  21:41:17  114.233597  22.720900           0     19"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#读取GPS数据\n",
    "import pandas as pd\n",
    "data = pd.read_csv(r'data-sample/TaxiData-Sample',header = None)\n",
    "data.columns = ['VehicleNum', 'Stime', 'Lng', 'Lat', 'OpenStatus', 'Speed']\n",
    "data.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T03:30:37.845764Z",
     "start_time": "2020-02-29T03:30:37.153006Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>VehicleNum</th>\n",
       "      <th>Stime</th>\n",
       "      <th>SLng</th>\n",
       "      <th>SLat</th>\n",
       "      <th>ELng</th>\n",
       "      <th>ELat</th>\n",
       "      <th>Etime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>22223</td>\n",
       "      <td>00:03:23</td>\n",
       "      <td>114.167465</td>\n",
       "      <td>22.562468</td>\n",
       "      <td>114.225235</td>\n",
       "      <td>22.552750</td>\n",
       "      <td>00:10:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>22223</td>\n",
       "      <td>00:11:33</td>\n",
       "      <td>114.227150</td>\n",
       "      <td>22.554167</td>\n",
       "      <td>114.229218</td>\n",
       "      <td>22.560217</td>\n",
       "      <td>00:15:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>22223</td>\n",
       "      <td>00:17:13</td>\n",
       "      <td>114.231354</td>\n",
       "      <td>22.562166</td>\n",
       "      <td>114.255798</td>\n",
       "      <td>22.590967</td>\n",
       "      <td>00:29:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>22223</td>\n",
       "      <td>00:36:45</td>\n",
       "      <td>114.240196</td>\n",
       "      <td>22.563650</td>\n",
       "      <td>114.119965</td>\n",
       "      <td>22.566668</td>\n",
       "      <td>00:54:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>22223</td>\n",
       "      <td>01:01:14</td>\n",
       "      <td>114.135414</td>\n",
       "      <td>22.575933</td>\n",
       "      <td>114.166748</td>\n",
       "      <td>22.608267</td>\n",
       "      <td>01:08:17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   VehicleNum     Stime        SLng       SLat        ELng       ELat  \\\n",
       "0       22223  00:03:23  114.167465  22.562468  114.225235  22.552750   \n",
       "1       22223  00:11:33  114.227150  22.554167  114.229218  22.560217   \n",
       "2       22223  00:17:13  114.231354  22.562166  114.255798  22.590967   \n",
       "3       22223  00:36:45  114.240196  22.563650  114.119965  22.566668   \n",
       "4       22223  01:01:14  114.135414  22.575933  114.166748  22.608267   \n",
       "\n",
       "      Etime  \n",
       "0  00:10:48  \n",
       "1  00:15:19  \n",
       "2  00:29:06  \n",
       "3  00:54:42  \n",
       "4  01:08:17  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#读取OD数据\n",
    "TaxiOD = pd.read_csv(r'data-sample/TaxiOD.csv')\n",
    "TaxiOD.columns = ['VehicleNum', 'Stime', 'SLng', 'SLat', \n",
    "       'ELng', 'ELat','Etime']\n",
    "TaxiOD.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T01:45:40.871204Z",
     "start_time": "2020-02-29T01:45:40.867243Z"
    }
   },
   "source": [
    "# 每小时GPS数据量绘图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 将需要绘制的数据算出来"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "首先将需要绘制的数据算出来，主要用到df.groupby功能"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T02:02:28.940612Z",
     "start_time": "2020-02-29T02:02:28.932605Z"
    }
   },
   "source": [
    "我们要集计每小时的数据，那就需要有一列的内容表示数据哪个每小时，然后以那列数据为集计。因此这里我们对data的Stime列处理，得到该时间所属的小时，例如：\n",
    "\n",
    "|Stime | |Hour |\n",
    "| ----------- |---|-----------|\n",
    "|22:54:04|→|22|"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T02:05:39.109348Z",
     "start_time": "2020-02-29T02:05:38.562784Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    22\n",
       "1    18\n",
       "2    18\n",
       "3    16\n",
       "4    21\n",
       "Name: Hour, dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###############################你需要在下面写代码##################################\n",
    "\n",
    "\n",
    "###################################################################################\n",
    "data['Hour'].head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T02:15:08.871315Z",
     "start_time": "2020-02-29T02:13:52.680257Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "方法1 0.7930858135223389 s\n",
      "方法2 0.564007043838501 s\n",
      "方法3 74.82296347618103 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0          22\n",
       "1          18\n",
       "2          18\n",
       "3          16\n",
       "4          21\n",
       "           ..\n",
       "1601302    20\n",
       "1601303    20\n",
       "1601304    20\n",
       "1601305    20\n",
       "1601306    20\n",
       "Name: Hour, Length: 1601307, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###############################     答    案    ##################################\n",
    "#计时\n",
    "import time\n",
    "timeflag = time.time()\n",
    "#方法1：把时间当成字符串，用列自带的str方法，取前两位\n",
    "data['Hour'] = data['Stime'].str.slice(0,2)\n",
    "#计算耗时\n",
    "print('方法1',time.time()-timeflag,'s')\n",
    "timeflag = time.time()\n",
    "\n",
    "#方法2：把时间当成字符串，遍历取字符串前两位\n",
    "data['Hour'] = data['Stime'].apply(lambda r:r[:2])\n",
    "#计算耗时\n",
    "print('方法2',time.time()-timeflag,'s')\n",
    "timeflag = time.time()\n",
    "\n",
    "#方法3：转换为时间格式，后提取小时（非常慢）\n",
    "data['Hour'] = pd.to_datetime(data['Stime']).apply(lambda r:r.hour)\n",
    "#计算耗时\n",
    "print('方法3',time.time()-timeflag,'s')\n",
    "timeflag = time.time()\n",
    "\n",
    "###################################################################################\n",
    "data['Hour']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看出来，一个好方法能够大大提高你的程序运行效率"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "集计每小时的数据量："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "提示：需要用到pandasdataframe的方法df.groupby，百度一下，或者<a href=\"http://pandas.pydata.org/pandas-docs/stable/\">戳这里是pandas的document</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T02:17:46.794296Z",
     "start_time": "2020-02-29T02:17:46.307596Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Stime</th>\n",
       "      <th>VehicleNum</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>00</td>\n",
       "      <td>68745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>01</td>\n",
       "      <td>63142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>02</td>\n",
       "      <td>60680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>03</td>\n",
       "      <td>57494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>04</td>\n",
       "      <td>57060</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Stime  VehicleNum\n",
       "0    00       68745\n",
       "1    01       63142\n",
       "2    02       60680\n",
       "3    03       57494\n",
       "4    04       57060"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###############################你需要在下面写代码##################################\n",
    "#提示：用df.groupby().count()计数\n",
    "\n",
    "#groupby的列都会变成index，所以我们用.reset_index()，将index重新变成列\n",
    "\n",
    "###################################################################################\n",
    "hourcount.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "###############################     答    案    ##################################\n",
    "#这个是对每一列都计数了，所以取其中一列出来，例如我这里取了['VehicleNum']\n",
    "hourcount = data.groupby(data['Stime'].apply(lambda r:r[:2]))['VehicleNum'].count().reset_index()\n",
    "###################################################################################"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T01:59:42.170541Z",
     "start_time": "2020-02-29T01:59:42.164559Z"
    }
   },
   "source": [
    "## 开始绘图\n",
    "matplotlib是python最基础的绘图包，这里我们用matplotlib包来绘制每小时GPS数据量的图表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T02:31:56.078066Z",
     "start_time": "2020-02-29T02:31:55.899510Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#一般，用matplotlib绘图的代码由3部分组成\n",
    "#第一部分：创建图\n",
    "import matplotlib.pyplot as plt\n",
    "#创建一个图用plt.figure\n",
    "#其中fig你可以想象是整张图,ax是图上的其中一个小画板（一个大图可以有多个小画板）\n",
    "#而plt则是我们的画笔\n",
    "fig     = plt.figure(1,(8,4))    \n",
    "ax      = plt.subplot(111)\n",
    "#告诉画笔，我们要在ax上画图\n",
    "plt.sca(ax)\n",
    "\n",
    "#第二部分：绘制\n",
    "#用plt.plot画折线\n",
    "plt.plot(hourcount['Stime'],hourcount['VehicleNum'])\n",
    "\n",
    "\n",
    "#第三部分：调整\n",
    "plt.title('Hourly data Volume')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ok，我们继续往代码加东西，调整一下出图效果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T02:35:53.202609Z",
     "start_time": "2020-02-29T02:35:52.826650Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "fig     = plt.figure(1,(8,4),dpi = 250)    \n",
    "ax      = plt.subplot(111)\n",
    "plt.sca(ax)\n",
    "\n",
    "#折线图调整颜色加上数据点\n",
    "plt.plot(hourcount['Stime'],hourcount['VehicleNum'],'k-',hourcount['Stime'],hourcount['VehicleNum'],'k.')\n",
    "#加上条形图\n",
    "plt.bar(hourcount['Stime'],hourcount['VehicleNum'],width =0.5)\n",
    "\n",
    "plt.title('Hourly data Volume')\n",
    "\n",
    "#把y轴起点固定在0\n",
    "plt.ylim(0,80000)\n",
    "plt.ylabel('Data volumn')\n",
    "plt.xlabel('Hour')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T02:30:41.785637Z",
     "start_time": "2020-02-29T02:30:41.745444Z"
    }
   },
   "outputs": [],
   "source": [
    "?plt.bar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[seaborn](http://seaborn.pydata.org/)是基于matplotlib的另一个绘图包，它提供了一些绘图的主题画出来的图更好看一点，也对一些功能进行集合，很多用plt多行代码才能画出来的图它只需要一行。另外，我们可以用seaborn的主题来画matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T02:34:56.846204Z",
     "start_time": "2020-02-29T02:34:56.456275Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#加上seaborn的主题\n",
    "import seaborn as sns\n",
    "sns.set_style('darkgrid',{\"xtick.major.size\": 10 , \"ytick.major.size\": 10})\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "fig     = plt.figure(1,(8,4),dpi = 250)    \n",
    "ax      = plt.subplot(111)\n",
    "plt.sca(ax)\n",
    "\n",
    "plt.plot(hourcount['Stime'],hourcount['VehicleNum'],'k-',hourcount['Stime'],hourcount['VehicleNum'],'k.')\n",
    "plt.bar(hourcount['Stime'],hourcount['VehicleNum'],width =0.5)\n",
    "\n",
    "plt.title('Hourly data Volume')\n",
    "\n",
    "plt.ylim(0,80000)\n",
    "plt.ylabel('Data Volume')\n",
    "plt.xlabel('Hour')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T02:37:52.523786Z",
     "start_time": "2020-02-29T02:37:52.508830Z"
    }
   },
   "source": [
    "OK,这里各位可以尝试一下对TaxiOD数据绘制同样的图,即为每小时订单数量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T02:38:05.166388Z",
     "start_time": "2020-02-29T02:38:05.145481Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>VehicleNum</th>\n",
       "      <th>Stime</th>\n",
       "      <th>SLng</th>\n",
       "      <th>SLat</th>\n",
       "      <th>ELng</th>\n",
       "      <th>ELat</th>\n",
       "      <th>Etime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>22223</td>\n",
       "      <td>00:03:23</td>\n",
       "      <td>114.167465</td>\n",
       "      <td>22.562468</td>\n",
       "      <td>114.225235</td>\n",
       "      <td>22.552750</td>\n",
       "      <td>00:10:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>22223</td>\n",
       "      <td>00:11:33</td>\n",
       "      <td>114.227150</td>\n",
       "      <td>22.554167</td>\n",
       "      <td>114.229218</td>\n",
       "      <td>22.560217</td>\n",
       "      <td>00:15:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>22223</td>\n",
       "      <td>00:17:13</td>\n",
       "      <td>114.231354</td>\n",
       "      <td>22.562166</td>\n",
       "      <td>114.255798</td>\n",
       "      <td>22.590967</td>\n",
       "      <td>00:29:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>22223</td>\n",
       "      <td>00:36:45</td>\n",
       "      <td>114.240196</td>\n",
       "      <td>22.563650</td>\n",
       "      <td>114.119965</td>\n",
       "      <td>22.566668</td>\n",
       "      <td>00:54:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>22223</td>\n",
       "      <td>01:01:14</td>\n",
       "      <td>114.135414</td>\n",
       "      <td>22.575933</td>\n",
       "      <td>114.166748</td>\n",
       "      <td>22.608267</td>\n",
       "      <td>01:08:17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   VehicleNum     Stime        SLng       SLat        ELng       ELat  \\\n",
       "0       22223  00:03:23  114.167465  22.562468  114.225235  22.552750   \n",
       "1       22223  00:11:33  114.227150  22.554167  114.229218  22.560217   \n",
       "2       22223  00:17:13  114.231354  22.562166  114.255798  22.590967   \n",
       "3       22223  00:36:45  114.240196  22.563650  114.119965  22.566668   \n",
       "4       22223  01:01:14  114.135414  22.575933  114.166748  22.608267   \n",
       "\n",
       "      Etime  \n",
       "0  00:10:48  \n",
       "1  00:15:19  \n",
       "2  00:29:06  \n",
       "3  00:54:42  \n",
       "4  01:08:17  "
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "TaxiOD.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 订单的持续时间箱型图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 订单的持续时间计算"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这里，我想绘制一下订单的持续时间分布图，从TaxiOD来计算每个订单的持续时间吧  \n",
    "我们创建一列，叫order_time，记录的是从Stime到Etime经过的时间，单位是s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T02:49:35.442346Z",
     "start_time": "2020-02-29T02:49:35.368256Z"
    }
   },
   "outputs": [],
   "source": [
    "TaxiOD = TaxiOD[-TaxiOD['Etime'].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T02:47:29.073253Z",
     "start_time": "2020-02-29T02:47:29.057297Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     445\n",
       "1     226\n",
       "2     713\n",
       "3    1077\n",
       "4     423\n",
       "dtype: int64"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###############################你需要在下面写代码##################################\n",
    "\n",
    "TaxiOD['order_time'] = \n",
    "\n",
    "###################################################################################\n",
    "TaxiOD['order_time'].head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T02:54:34.352998Z",
     "start_time": "2020-02-29T02:53:48.460667Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "方法1 0.948462724685669 s\n",
      "方法2 44.932862758636475 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0     445\n",
       "1     226\n",
       "2     713\n",
       "3    1077\n",
       "4     423\n",
       "Name: order_time, dtype: int64"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###############################     答    案    ##################################\n",
    "#计时\n",
    "import time\n",
    "timeflag = time.time()\n",
    "#方法1：直接硬算\n",
    "TaxiOD['order_time'] = TaxiOD['Etime'].str.slice(0,2).astype('int')*3600+\\\n",
    "TaxiOD['Etime'].str.slice(3,5).astype('int')*60+\\\n",
    "TaxiOD['Etime'].str.slice(6,8).astype('int')-\\\n",
    "TaxiOD['Stime'].str.slice(0,2).astype('int')*3600-\\\n",
    "TaxiOD['Stime'].str.slice(3,5).astype('int')*60-\\\n",
    "TaxiOD['Stime'].str.slice(6,8).astype('int')\n",
    "\n",
    "#计算耗时\n",
    "print('方法1',time.time()-timeflag,'s')\n",
    "timeflag = time.time()\n",
    "\n",
    "#方法2：转换为时间格式，相减后提取秒（非常慢）\n",
    "TaxiOD['order_time'] = (pd.to_datetime(TaxiOD['Etime'])-pd.to_datetime(TaxiOD['Stime']))\n",
    "TaxiOD['order_time'] = TaxiOD['order_time'].apply(lambda r:r.seconds)\n",
    "\n",
    "#计算耗时\n",
    "print('方法2',time.time()-timeflag,'s')\n",
    "timeflag = time.time()\n",
    "\n",
    "###################################################################################\n",
    "\n",
    "TaxiOD['order_time'].head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 用两种方式绘图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "首先用plt.boxplot绘制全部数据分布的箱型图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T03:01:14.155252Z",
     "start_time": "2020-02-29T03:01:13.791224Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1750x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig     = plt.figure(1,(7,3),dpi = 250)    \n",
    "ax      = plt.subplot(111)\n",
    "plt.sca(ax)\n",
    "\n",
    "plt.boxplot(TaxiOD['order_time']/60)\n",
    "\n",
    "plt.ylabel('minutes')\n",
    "plt.xlabel('order time')\n",
    "plt.ylim(0,60)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T03:05:27.360207Z",
     "start_time": "2020-02-29T03:05:27.353192Z"
    }
   },
   "source": [
    "这里，我想要制以每小时分组的订单时间分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T02:57:20.898444Z",
     "start_time": "2020-02-29T02:57:20.727849Z"
    }
   },
   "outputs": [],
   "source": [
    "TaxiOD['Hour'] = TaxiOD['Stime'].str.slice(0,2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "多分组的时候，plt的boxplot需要这样传入参数:\n",
    ">plt.boxplot([数据1,数据2,...])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig     = plt.figure(1,(10,5),dpi = 250)  \n",
    "ax      = plt.subplot(111)\n",
    "plt.sca(ax)\n",
    "\n",
    "###############################你需要在下面写代码##################################\n",
    "\n",
    "\n",
    "\n",
    "###################################################################################\n",
    "\n",
    "plt.ylabel('Order time(minutes)')\n",
    "plt.xlabel('Order start time')\n",
    "plt.ylim(0,60)\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T03:12:30.842794Z",
     "start_time": "2020-02-29T03:12:29.154276Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2500x1250 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig     = plt.figure(1,(10,5),dpi = 250)     \n",
    "ax      = plt.subplot(111)\n",
    "plt.sca(ax)\n",
    "\n",
    "###############################     答    案    ##################################\n",
    "#整理数据\n",
    "hour = TaxiOD['Hour'].drop_duplicates().sort_values()\n",
    "datas = []\n",
    "for i in range(len(hour)):\n",
    "    datas.append(TaxiOD[TaxiOD['Hour']==hour.iloc[i]]['order_time']/60)\n",
    "#绘制\n",
    "plt.boxplot(datas)\n",
    "#更改x轴ticks的文字\n",
    "plt.xticks(range(1,len(hour)+1),list(hour))\n",
    "###################################################################################\n",
    "\n",
    "plt.ylabel('Order time(minutes)')\n",
    "plt.xlabel('Order start time')\n",
    "plt.ylim(0,60)\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "用seaborn包绘制以每小时分组的订单时间分布，这时候我们只需要输入整个数据，就可以很方便的画出来"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-29T03:02:00.319771Z",
     "start_time": "2020-02-29T03:01:59.137206Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2500x1250 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig     = plt.figure(1,(10,5),dpi = 250)    \n",
    "ax      = plt.subplot(111)\n",
    "plt.sca(ax)\n",
    "\n",
    "#只需要一行\n",
    "sns.boxplot(x=\"Hour\", y=TaxiOD[\"order_time\"]/60, data=TaxiOD,ax = ax)\n",
    "\n",
    "plt.ylabel('Order time(minutes)')\n",
    "plt.xlabel('Order start time')\n",
    "plt.ylim(0,60)\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": "3.6.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "214px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}