数据挖掘作业2_CBG.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读入数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pda\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from pandas import DataFrame,Series\n",
    "from scipy import stats\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "cbg = pda.read_csv(\"G:\\cbg_patterns.csv\",header=0,sep='',delimiter=\",\", encoding='utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "获取cbg数据集的列数以及shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(220735, 13)\n",
      "Index(['census_block_group', 'date_range_start', 'date_range_end',\n",
      "       'raw_visit_count', 'raw_visitor_count', 'visitor_home_cbgs',\n",
      "       'visitor_work_cbgs', 'distance_from_home', 'related_same_day_brand',\n",
      "       'related_same_month_brand', 'top_brands', 'popularity_by_hour',\n",
      "       'popularity_by_day'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "cols = cbg.columns\n",
    "shape = cbg.shape\n",
    "print(shape)\n",
    "print(cols)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1 数据可视化和摘要"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据摘要"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1、对称标属性，给出每个可能值的频数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "首先使用pandas库中的方法将属性划分为对称标型和数值型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def object_number_divide(dataset):\n",
    "    cbg_columns = cbg.columns[1::]\n",
    "    cbg_object_list = []\n",
    "    cbg_number_list = []\n",
    "    for obj in cbg_columns:\n",
    "        if str(cbg[obj].dtypes)== 'object':\n",
    "            cbg_object_list.append(obj)\n",
    "        else:\n",
    "            cbg_number_list.append(obj)\n",
    "    return cbg_object_list,cbg_number_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过上述函数可以得到对称标属性列表和数值型数值列表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['visitor_home_cbgs', 'visitor_work_cbgs', 'related_same_day_brand', 'related_same_month_brand', 'top_brands', 'popularity_by_hour', 'popularity_by_day'] ['date_range_start', 'date_range_end', 'raw_visit_count', 'raw_visitor_count', 'distance_from_home']\n"
     ]
    }
   ],
   "source": [
    "cbg_object_list,cbg_number_list = object_number_divide(cbg)\n",
    "print(cbg_object_list,cbg_number_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面对于每个标称型属性中的属性值求出对应每个可能取值的频数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "ename": "MemoryError",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mMemoryError\u001b[0m                               Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-11-00d71ebc28de>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[0mpda\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_option\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'display.max_rows'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;31m#显示所有列\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0mgroupname\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'visitor_home_cbgs'\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcbg\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mby\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgroupname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msize\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mc:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\pandas\\core\\base.py\u001b[0m in \u001b[0;36m__str__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m     55\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     56\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mcompat\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mPY3\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 57\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__unicode__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     58\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__bytes__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     59\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\pandas\\core\\series.py\u001b[0m in \u001b[0;36m__unicode__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   1381\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1382\u001b[0m         self.to_string(buf=buf, name=self.name, dtype=self.dtype,\n\u001b[1;32m-> 1383\u001b[1;33m                        max_rows=max_rows, length=show_dimensions)\n\u001b[0m\u001b[0;32m   1384\u001b[0m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbuf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgetvalue\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1385\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\pandas\\core\\series.py\u001b[0m in \u001b[0;36mto_string\u001b[1;34m(self, buf, na_rep, float_format, header, index, length, dtype, name, max_rows)\u001b[0m\n\u001b[0;32m   1425\u001b[0m                                         \u001b[0mfloat_format\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfloat_format\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1426\u001b[0m                                         max_rows=max_rows)\n\u001b[1;32m-> 1427\u001b[1;33m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mformatter\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_string\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1428\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1429\u001b[0m         \u001b[1;31m# catch contract violations\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\pandas\\io\\formats\\format.py\u001b[0m in \u001b[0;36mto_string\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    291\u001b[0m             \u001b[0mresult\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;34m'\\n'\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mfooter\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    292\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 293\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mcompat\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtext_type\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mu\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m''\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    294\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    295\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mMemoryError\u001b[0m: "
     ]
    }
   ],
   "source": [
    "pda.set_option('display.max_columns', None)#显示所有行\n",
    "pda.set_option('display.max_rows', None)#显示所有列\n",
    "groupname = 'visitor_home_cbgs'\n",
    "print(cbg.groupby(by = groupname).size())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面对于数值型属性，求出最大、最小、均值、中位数、四分位数及缺失值的个数。下面的每一行分别对应最小，最大，平均值，中位数，四分位数 和缺失值的个数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "******************************\n",
      "date_range_start\n",
      "count    2.207350e+05\n",
      "mean     1.538352e+09\n",
      "std      0.000000e+00\n",
      "min      1.538352e+09\n",
      "25%      1.538352e+09\n",
      "50%      1.538352e+09\n",
      "75%      1.538352e+09\n",
      "max      1.538352e+09\n",
      "Name: date_range_start, dtype: float64\n",
      "The NULL value num: 0\n",
      "******************************\n",
      "date_range_end\n",
      "count    2.207350e+05\n",
      "mean     1.541030e+09\n",
      "std      0.000000e+00\n",
      "min      1.541030e+09\n",
      "25%      1.541030e+09\n",
      "50%      1.541030e+09\n",
      "75%      1.541030e+09\n",
      "max      1.541030e+09\n",
      "Name: date_range_end, dtype: float64\n",
      "The NULL value num: 0\n",
      "******************************\n",
      "raw_visit_count\n",
      "count    2.206290e+05\n",
      "mean     4.793066e+04\n",
      "std      6.252655e+04\n",
      "min      6.000000e+01\n",
      "25%      1.704200e+04\n",
      "50%      3.064000e+04\n",
      "75%      5.667800e+04\n",
      "max      7.179900e+06\n",
      "Name: raw_visit_count, dtype: float64\n",
      "The NULL value num: 106\n",
      "******************************\n",
      "raw_visitor_count\n",
      "count    2.206290e+05\n",
      "mean     1.182032e+04\n",
      "std      3.045832e+04\n",
      "min      5.000000e+01\n",
      "25%      3.430000e+03\n",
      "50%      6.541000e+03\n",
      "75%      1.309900e+04\n",
      "max      6.113949e+06\n",
      "Name: raw_visitor_count, dtype: float64\n",
      "The NULL value num: 106\n",
      "******************************\n",
      "distance_from_home\n",
      "count    2.205180e+05\n",
      "mean     3.511280e+04\n",
      "std      9.973193e+04\n",
      "min      7.060000e+02\n",
      "25%      8.584000e+03\n",
      "50%      1.461400e+04\n",
      "75%      3.139775e+04\n",
      "max      6.297845e+06\n",
      "Name: distance_from_home, dtype: float64\n",
      "The NULL value num: 217\n"
     ]
    }
   ],
   "source": [
    "for wol in cbg_number_list:\n",
    "    print('*'*30)\n",
    "    print(wol)\n",
    "    print(cbg[wol].describe())\n",
    "    print(\"The NULL value num:\",cbg[wol].isnull().sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1、绘制直方图，用qq图检验其分布是否为正态分布"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(1)、对于date_range_start和date_range_end属性列所有的数值都是一样的,所以整体上属于正态分布；(2)、对于raw_visit_count、 raw_visitor_count、 distance_from_home属性列，从qq图中可以明显看出不属于正态分布。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "date_range_start:\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "date_range_end:\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "raw_visit_count:\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "raw_visitor_count:\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "distance_from_home\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaEAAAEWCAYAAADPZygPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3XuYXFWZ7/HvLxcGIkIgCQi5NTjxgo4itBB1jg6CEBg16MAITyuRQfs5CIIz41EwHlEwjlfwIIonChK0FRAFMgqGEEHPMFzSQe4XiZhLEySBBERbBJL3/LFXJbub6rp0ump3d/0+z1PPrv3uy3qrgXrZe69aSxGBmZlZEcYUnYCZmbUuFyEzMyuMi5CZmRXGRcjMzArjImRmZoVxETIzs8K4CJk1gKTPSvrBII/9oKT/qrD9Oknzyu0r6U+S9h1Mu3XmeJOkDzW6HRv9XITMEkmrJP0lfZE/Lul7knYuOq/+IuLIiFg0wLadI+IRAEmXSPr8YNsZir+HpDZJIWncYPOw0c1FyKyvd0XEzsABwBuBT/ffQZlW+W+n6t/DbHu0yn9IZnWJiEeB64DXwtbbTwsk3Qz0AvtK2lvSYkkbJa2U9OF+p9lR0uWSnpF0h6TXlzZIOkPS79K2+yW9p9+xkvQNSU9LelDSobkNA94KS1cdfyupE+gAPpGuZP5T0v+S9JN++39D0tfr/Xv0O8cYSZ+WtFrSekmXSto1bf51Wj6V8nhTtbastbgImZUhaTpwFPCbXPgDQCfwUmA18COgB9gbOAb4Qr5YAHOBHwO7Az8ErpY0Pm37HfA/gF2BzwE/kLRX7tiDgUeAycBZwE8l7V5r/hGxEOgCvpxu0b0L+AEwR9LE9BnHAe8Dvl/tfAP8PUo+mF6HAPsCOwMXpG1vTcuJKY9bav0M1hpchMz6ulrSU8B/Ab8CvpDbdklE3BcRLwAvA/4e+GREPBsRdwLfJStUJSsi4sqIeB44F9gRmA0QET+OiHURsSUiLgceBg7KHbse+HpEPJ+2PwT84/Z8sIh4jOzK5NgUmgM8ERErKhxW6e9R0gGcGxGPRMSfgDOB4/wcyGrhf0nM+jo6Im4YYNva3Pu9gY0R8UwuthpoL7d/RGyRVLpqQtIJwL8BbWmXncmuekoejb6jC68uHbudFgEnA98B3k/1q6BKf4+SvcnyK1lN9t2y52CTtNbhKyGz2uWLwjpgd0kvzcVmAI/m1qeX3qSODNOAdZJmkhWBU4FJETERuBdQ7tipkvLrM1Kbg8235GrgdZJeC7yT7Jbd9loHzMytzwBeAB4fIAezrVyEzAYhItYC/w38h6QdJb0OOIm+X+oHSnpvui31MeCvwK3AS8i+nDcASDqRFz/w3wM4TdJ4SccCrwaurTPNx8me0eTzfha4kuwZ1e0RsabOc5bzI+BfJe2TunB/Abg83bbcAGzpn4dZiYuQ2eAdT3Y7bR1wFXBWRCzNbb+G7MH/JrJnRe9Nz3juB74G3EJWKP4OuLnfuW8DZgFPAAuAYyLiyTrzuwjYT9JTkq7OxRelNqt2SKjRxelcvwZ+DzwLfBQgInrJ8r855TF7iNq0UUKe1M6stUiaATwIvCwi/lh0PtbafCVk1kLSs6l/Ay5zAbLhwL3jzFqEpJeQ3f5bTdY926xwvh1nZmaF8e04MzMrjG/HVTF58uRoa2srOg0zsxFlxYoVT0TElGr7uQhV0dbWRnd3d9FpmJmNKJJWV9/Lt+PMzKxALkJmZlYYFyEzMyuMi5CZmRXGRcjMzArjImRmZn10dUFbG4wZky27hmLCjwG4i7aZmW3V1QWdndDbm62vXp2tA3R0DH17vhIyM7Ot5s/fVoBKenuzeCO4CJmZ2VZrBpjmcKD49nIRMjOzrWbMqC++vVyEzMxsqwULYMKEvrEJE7J4I7gImZnZVh0dsHAhzJwJUrZcuLAxnRLAvePMzKyfjo7GFZ3+fCVkZmaFaWgRkjRR0pWSHpT0gKQ3Sdpd0lJJD6flbmlfSTpf0kpJd0s6IHeeeWn/hyXNy8UPlHRPOuZ8SUrxutswM7Pma/SV0P8BfhERrwJeDzwAnAEsi4hZwLK0DnAkMCu9OoELISsowFnAwcBBwFmlopL26cwdNyfF62rDzMyK0bAiJGkX4K3ARQAR8VxEPAXMBRal3RYBR6f3c4FLI3MrMFHSXsARwNKI2BgRm4ClwJy0bZeIuCUiAri037nqacPMzArQyCuhfYENwPck/UbSdyW9BNgzIh4DSMs90v5TgbW543tSrFK8p0ycQbRhZmYFaGQRGgccAFwYEW8A/sy222LlqEwsBhGvpKZjJHVK6pbUvWHDhiqnNDOzwWpkEeoBeiLitrR+JVlRerx0Cywt1+f2n547fhqwrkp8Wpk4g2ijj4hYGBHtEdE+ZcqUmj+wmdlo0MxRtBtWhCLiD8BaSa9MoUOB+4HFQKmH2zzgmvR+MXBC6sE2G3g63UpbAhwuabfUIeFwYEna9oyk2alX3An9zlVPG2ZmxrZRtFevhohto2g3qhApe6bfoJNL+wPfBXYAHgFOJCt8VwAzgDXAsRGxMRWSC8h6uPUCJ0ZEdzrPvwCfSqddEBHfS/F24BJgJ+A64KMREZIm1dvGQNrb26O7u+IuZmajRltbVnj6mzkTVq2q/TySVkREe9X9GlmERgMXITNrJWPGZFdA/UmwZUvt56m1CHnEBDMz28qjaJuZWWE8iraZmRXGo2ibmVmhPIq2mZm1BBchMzMrjIuQmZn10cwRE/xMyMzMtiqNmNDbm62XRkyAxjwn8pWQmZltNX/+tgJU0tubxRvBRcjMzLZas6a++PZyETIzs608YoKZmRXGIyaYmVlhPGKCmZkVyiMmmJlZS3ARMjOzwrgImZlZYVyEzMysMC5CZmZWGBchMzMrjIuQmZkVxkXIzMwK4yJkZmaFaWgRkrRK0j2S7pTUnWK7S1oq6eG03C3FJel8SSsl3S3pgNx55qX9H5Y0Lxc/MJ1/ZTpWg23DzMyarxlXQodExP4R0Z7WzwCWRcQsYFlaBzgSmJVencCFkBUU4CzgYOAg4KxSUUn7dOaOmzOYNszMLNPMWVWhmNtxc4FF6f0i4Ohc/NLI3ApMlLQXcASwNCI2RsQmYCkwJ23bJSJuiYgALu13rnraMDNreaVZVVevhohts6o2shA1uggFcL2kFZLSBLHsGRGPAaTlHik+FVibO7YnxSrFe8rEB9NGH5I6JXVL6t6wYUMdH9fMbORq9qyq0PhRtN8SEesk7QEslfRghX1VJhaDiFdS0zERsRBYCNDe3l7tnGZmo0KzZ1WFBl8JRcS6tFwPXEX2TOfx0i2wtFyfdu8BpucOnwasqxKfVibOINowM2t5zZ5VFRpYhCS9RNJLS++Bw4F7gcVAqYfbPOCa9H4xcELqwTYbeDrdSlsCHC5pt9Qh4XBgSdr2jKTZqVfcCf3OVU8bZmYtr9mzqkJjb8ftCVyVek2PA34YEb+QtBy4QtJJwBrg2LT/tcBRwEqgFzgRICI2SjoHWJ72OzsiNqb3JwOXADsB16UXwBfracPMzLKJ7G6+OZtJdfNmGDsW5s1r7AR3yjqW2UDa29uju7u76DTMzBqu1Dsu3zlhwoTBTe8taUXupzkD8ogJZmYGFNM7zkXIzMyAUdg7zszMRo5R1TvOzMxGlqOOqi8+FFyEzMwMgGuvrS8+FFyEzMwM8DMhMzMrkJ8JmZlZYfxMyMzMCuNnQmZmVhg/EzIzs8L4mZCZmRXGz4TMzKwwV1xRX3wouAiZmRkATz5ZX3wouAiZmVlh6ipCaXbT1zUqGTMzay1Vi5CkmyTtIml34C7ge5LObXxqZmY22tVyJbRrRPwReC/wvYg4EDissWmZmVkrqKUIjZO0F/DPwM8anI+ZmbWQWorQ2cAS4HcRsVzSvsDDjU3LzMxawbhqO0TEj4Ef59YfAf6pkUmZmVlzdXUV024tHRNeIWmZpHvT+uskfbrxqZmZWbN86EPFtFvL7bjvAGcCzwNExN3AcbU2IGmspN9I+lla30fSbZIelnS5pB1S/G/S+sq0vS13jjNT/CFJR+Tic1JspaQzcvG62zAza2XPPltMu7UUoQkRcXu/2At1tHE68EBu/UvAeRExC9gEnJTiJwGbIuJvgfPSfkjaj6zovQaYA3wrFbaxwDeBI4H9gOPTvnW3YWZmxailCD0h6eVAAEg6BnislpNLmgb8I/DdtC7g7cCVaZdFwNHp/dy0Ttp+aNp/LnBZRPw1In4PrAQOSq+VEfFIRDwHXAbMHWQbZmYt67AqP7o59NDGtV21YwJwCrAQeJWkR4HfA++v8fxfBz4BvDStTwKeiojSlVQPMDW9nwqsBYiIFyQ9nfafCtyaO2f+mLX94gcPso0n8klL6gQ6AWY0cgxzM7NhYNmyyttvuKFxbVe9EkpXGocBU4BXRcTfR8SqasdJeiewPiJW5MPlmqiybaji1drfFohYGBHtEdE+ZcqUMoeYmdlQqHolJOkz/dYBiIizqxz6FuDdko4CdgR2IbsymihpXLpSmQasS/v3ANOBHknjgF2Bjbl4Sf6YcvEnBtGGmZkVoJZnQn/OvTaTdQRoq3ZQRJwZEdMioo2sY8EvI6IDuBE4Ju02D7gmvV+c1knbfxkRkeLHpZ5t+wCzgNuB5cCs1BNuh9TG4nRMvW2YmbWkas+DJk5sbPu1/Fj1a/l1SV8l+zIfrE8Cl0n6PPAb4KIUvwj4vqSVZFcnx6X275N0BXA/Wa+8UyJic8rlVLLRHMYCF0fEfYNpw8ysVVV7HrRpU2PbV70XApJ2A25P3Z9Hvfb29uju7i46DTOzhqjWP3iw94okrYiI9mr71fJM6B62PbwfS9ZBodrzIDMzG+Ea2TW7pJYu2u/MvX8BeDzX/dnMzEapRnbNLhmwCKVJ7ACe6bdpF0lEhHuVmZnZdql0JbSCyr+72bchGZmZWdOMHw/PP18+3gwDFqGI2Kc5KZiZWVGeew522KFvIRo/Pos3Qy3PhEo94maR/egUgIj4daOSMjOz5mlWwSmnlt5xHyIbCXsacCcwG7iFbJBQMzOzQatlxITTgTcCqyPiEOANwIaGZmVmZi2hliL0bEQ8C9mkcBHxIPDKxqZlZmatoJZnQj2SJgJXA0slbWLbgKBmZmaDVsvYce9Jbz8r6Uaykad/0dCszMysJVT6serPgR8CV0fEnwEi4lfNSszMzEa/Ss+EFpIN2bNK0uWSjk5TJpiZmQ2JAYtQRFwTEccDM4Cfks3Ds0bSxZLe0awEzcxs9Kpleu+/RMTl6dnQ4WRdtP1MyMzMtlvVIiRpT0kflXQzWQ+564EDG56ZmZmNepU6JnwYOJ7sN0E/BT4RETc3KzEzMxv9KnXRfjPwReCGiNjSpHzMzKyFVOqYcGJEXO8CZGY2unV1QVsbjBmTLbu6mtd2TaNom5nZ6NTVBZ2d0Nubra9ena0DdHQ0vv1axo4zM7NRav78bQWopLc3izdDLdN7l+Xpvc3MRr41a+qLD7Vap/eeAWxK7ycCawDPvGpmNsLNmJHdgisXb4ZKHRP2iYh9gSXAuyJickRMIhvK56fVTixpR0m3S7pL0n2SPpfi+0i6TdLDaTigHVL8b9L6yrS9LXeuM1P8IUlH5OJzUmylpDNy8brbMDNrRQsWwIQJfWMTJmTxZqjlmdAbI+La0kpEXAe8rYbj/gq8PSJeD+wPzJE0G/gScF5EzCK7ujop7X8SsCki/hY4L+2HpP2A44DXAHOAb0kaK2ks8E3gSGA/4Pi0L/W2YWbWqjo6YOFCmDkTpGy5cGFzOiVAbUXoCUmfltQmaaak+cCT1Q6KzJ/S6vj0CrJpwa9M8UXA0en93LRO2n6oJKX4ZRHx14j4PbASOCi9VkbEIxHxHHAZMDcdU28bZmYtq6MDVq2CLVuyZbMKENRWhI4HpgBXpdeUFKsqXbHcCawHlgK/A56KiBfSLj3A1PR+KrAWIG1/GpiUj/c7ZqD4pEG00T/vTkndkro3bPBM5mZmjVLLpHYbgdMl7Zy7sqlJRGwG9k8zs14FvLrcbmlZ7ookKsTLFdBK+1dqo28gYiHZVBa0t7e/aLuZmQ2NWgYwfbOk+4H70/rrJX2rnkYi4ingJmA2MFFSqfhNY9tU4T3A9NTGOLIZXDfm4/2OGSj+xCDaMDOzAtRyO+484AjSc6CIuAt4a7WDJE1JV0BI2gk4DHgAuBE4Ju02D7gmvV+c1knbfxkRkeLHpZ5t+wCzgNuB5cCs1BNuB7LOC4vTMfW2YWZmBahp2J6IWNvv+f3mGg7bC1iUerGNAa6IiJ+lq6rLJH0e+A1wUdr/IuD7klaSXZ0cl9q+T9IVZFdiLwCnpNt8SDqVrAv5WODiiLgvneuT9bRhZmbFULULAUlXAucCF5DdTjsNaI+IlvgCb29vj+7u7qLTMDMbUSStiIj2avvVcjvufwKnkPUs6yH7zc8p25eemZlZldtx6VbaByKiib3GzcysVVS8EkrPXuY2KRczM2sxtXRMuFnSBcDlwJ9LwYi4o2FZmZlZS6ilCL05Lc/OxUrD75iZmQ1aLSMmHNKMRMzMrPXUMmLCnpIuknRdWt9P0knVjjMzM6umli7al5D9IHTvtP5b4GONSsjMzFpHLUVockRcAWyBraNP1zJigpmZWUW1FKE/S5pEGm06TUz3dEOzMjOzllBL77h/Ixv48+WSbiabT+iYyoeYmZlVV0vvuDskvQ14Jdl8PA9FxPMNz8zMzEa9AYuQpPcOsOkVkoiInzYoJzMzaxGVroTelZZ7kP1g9Zdp/RCyCepchMzMbLsMWIQi4kQAST8D9ouIx9L6XsA3m5OemZmNZrX0jmsrFaDkceAVDcrHzMxaSC1F6CZJSyR9UNI84Odk02ebmdko0NUFbW0wZky27OpqXtu19I47VdJ7gLem0MKIuKqxaZmZWTN0dUFnJ/T2ZuurV2frAB1NmEmu4vTeaVK7JRFxWONTGZ48vbeZjWZtbVnh6W/mTFi1avDnHZLpvdOkdr2Sdh18KmZmNlytWVNffKjVMmLCs8A9kpbSd1K70xqWlZmZNcWMGeWvhGbMaE77tRShn6eXmZmNMkcdBRdeWD7eDLX0jrscWAF0A5dHxKKIWFTtIEnTJd0o6QFJ90k6PcV3l7RU0sNpuVuKS9L5klZKulvSAblzzUv7P5x66JXiB0q6Jx1zviQNtg0zs1Z07bX1xYfagEVI0jhJXwZ6gEXAD4C1kr4saXwN534B+PeIeDUwGzhF0n7AGcCyiJgFLEvrAEcCs9KrE7gw5bE7cBZwMHAQcFapqKR9OnPHzUnxutowM2tV5W7FVYoPtUpXQl8Bdgf2iYgDI+INwMuBicBXq504Ih6LiDvS+2eAB4CpwFyyokZaHp3ezwUujcytwMQ0OsMRwNKI2BgRm4ClwJy0bZeIuCWyLn6X9jtXPW2YmbWkMQNUgYHiQ95+hW3vBD6cCggAEfFH4GSgrruFktqANwC3AXuWRmBIyz3SblOBtbnDelKsUrynTJxBtNE/305J3ZK6N2zYUM9HNTMbUbZsqS8+1CoVoYgyPyJK3bYH/nFRP5J2Bn4CfCwVsQF3LZfDIOIV06nlmIhYGBHtEdE+ZcqUKqc0M7PBqlSE7pd0Qv+gpPcDD9Zy8vTs6CdAV27qh8dLt8DScn2K9wDTc4dPA9ZViU8rEx9MG2ZmLUnl/te8QnyoVSpCp5B1JrhJ0tckfVXSr4DTyG7JVZR6ql0EPBAR5+Y2LQZKPdzmAdfk4iekHmyzgafTrbQlwOGSdksdEg4nG8XhMeAZSbNTWyf0O1c9bZiZtaSBBs2pMJjOkKo0lcOjwMGS3g68huxW1nURsazGc78F+ADZD13vTLFPAV8ErpB0ErAGODZtu5bsWdNKoBc4MeWxUdI5wPK039kRsTG9Pxm4BNgJuC69qLcNM7NWNWkSPPlk+XgzVBw7zjx2nJmNbpMnD1yEnnhi8OcdkrHjzMxsdCtXgCrFh5qLkJlZCxs7tr74UHMRMjNrYZs31xcfai5CZmZWGBchMzMrjIuQmZkVxkXIzKyF7bBDffGh5iJkZtbCnnuufPz555vTvouQmVmL6uoaeFuzpvd2ETIza1Gnnz7wtgULmpODi5CZWYuqNCpCR0dzcnARMjOzwrgImZlZYVyEzMysMC5CZmZWGBchMzMrjIuQmZkVxkXIzMwK4yJkZtaCPvKRojPIuAiZmbWgCy8sOoOMi5CZmRXGRcjMzPoY08TK0LCmJF0sab2ke3Ox3SUtlfRwWu6W4pJ0vqSVku6WdEDumHlp/4clzcvFD5R0TzrmfEkabBtmZq0k+7Yc2ObNzckDGnsldAkwp1/sDGBZRMwClqV1gCOBWenVCVwIWUEBzgIOBg4CzioVlbRPZ+64OYNpw8yslUydWnQGfTWsCEXEr4GN/cJzgUXp/SLg6Fz80sjcCkyUtBdwBLA0IjZGxCZgKTAnbdslIm6JiAAu7XeuetowM2sZ69YVnUFfzX4mtGdEPAaQlnuk+FRgbW6/nhSrFO8pEx9MG2ZmLeGww4rO4MWGS8eEcncoYxDxwbTx4h2lTkndkro3bNhQ5bRmZiPDsmXV99lpp8bnkdfsIvR46RZYWq5P8R5gem6/acC6KvFpZeKDaeNFImJhRLRHRPuUKVPq+oBmZiNZb29z22t2EVoMlHq4zQOuycVPSD3YZgNPp1tpS4DDJe2WOiQcDixJ256RNDv1ijuh37nqacPMbNSr1iMOIKrdT2qAcY06saQfAf8ATJbUQ9bL7YvAFZJOAtYAx6bdrwWOAlYCvcCJABGxUdI5wPK039kRUerscDJZD7ydgOvSi3rbMDMzGD++mHYVRZS+EaS9vT26u7uLTsPMbNCKuAqStCIi2qvtN1w6JpiZWQtyETIzG8WG67OgEhchMzMrjIuQmdkoVctV0MknNz6PSlyEzMxa2Le+VWz7LkJmZqNQLVdBhx7a+DyqcREyMxtlailAADfc0Ng8auEiZGY2itRagIaLho2YYGZmzVNv8Rku4xS4CJmZjWCDufIpukdcnouQmdkItD233YruEZfnImRmNkIMxfOe4XIbrsRFyMxsGBvKjgbDrQCBi5CZ2bDTiB5uw7EAgbtom5kVTur7Gkp77z18CxD4SsjMrOmmToV16xrfznAuPiUuQmZmDdbsH5COhOJT4iJkZjaEihyxYCQVnxIXITOzOg2noXFGYuHJcxEyMytjOBWa/kZ64clzETKzljOcC8xARlPhyXMRMrMRayQWk1qN1qLTn4uQmQ1oNH/JDzetUnT6a7kfq0qaI+khSSslndGINrq6oK0NxozJll1dlbd/5CPb1idPzl4SjBvXdzlmzIt/1OaXX418WeNE9H21KkULfXpJY4HfAu8AeoDlwPERcf9Ax7S3t0d3d3fNbXR1QWcn9PZui02YAAsXQkdH+e1mNrq10NfsVpJWRER7tf1a7UroIGBlRDwSEc8BlwFzh7KB+fNfXGB6e7P4QNvNbOTrf2Xjq5zatFoRmgqsza33pFgfkjoldUvq3rBhQ10NrFlTOT7QdjMb/lxohl6rFaFyd7lf9K9PRCyMiPaIaJ8yZUpdDcyYUTk+0HYzK1alAuNC0zitVoR6gOm59WnAkA4juGBB9gwob8KELD7QdjMbOrUUExeY4aPVitByYJakfSTtABwHLB7KBjo6sk4IM2dmvYtmztzWKWGg7SefvG190qTsBTB2bN+leyvZcDDYL/lmvWxkaanecQCSjgK+DowFLo6IBZX2r7d3nJmZ1d47ruV+rBoR1wLXFp2HmZm13u04MzMbRlyEzMysMC5CZmZWGBchMzMrTMv1jquXpA3A6qLzyJkMPFF0EhU4v+3j/LaP89s+Q5nfzIio+mt/F6ERRlJ3Ld0ei+L8to/z2z7Ob/sUkZ9vx5mZWWFchMzMrDAuQiPPwqITqML5bR/nt32c3/Zpen5+JmRmZoXxlZCZmRXGRcjMzArjIjSCSfq4pJA0uehc8iSdI+luSXdKul7S3kXnlCfpK5IeTDleJWli0TnlSTpW0n2StkgaFt15Jc2R9JCklZLOKDqf/iRdLGm9pHuLzqU/SdMl3SjpgfTP9fSic8qTtKOk2yXdlfL7XDPbdxEaoSRNB94BDMcJw78SEa+LiP2BnwGfKTqhfpYCr42I1wG/Bc4sOJ/+7gXeC/y66EQAJI0FvgkcCewHHC9pv2KzepFLgDlFJzGAF4B/j4hXA7OBU4bZ3++vwNsj4vXA/sAcSbOb1biL0Mh1HvAJykxPXrSI+GNu9SUMsxwj4vqIeCGt3ko2w+6wEREPRMRDReeRcxCwMiIeiYjngMuAuQXn1EdE/BrYWHQe5UTEYxFxR3r/DPAAMLXYrLaJzJ/S6vj0atp/sy5CI5CkdwOPRsRdRecyEEkLJK0FOhh+V0J5/wJcV3QSw9xUYG1uvYdh9CU6kkhqA94A3FZsJn1JGivpTmA9sDQimpZfy01qN1JIugF4WZlN84FPAYc3N6O+KuUXEddExHxgvqQzgVOBs4ZTfmmf+WS3SrqamVtqu2p+w0i5ieWH1dXtSCBpZ+AnwMf63S0oXERsBvZPz0evkvTaiGjK8zUXoWEqIg4rF5f0d8A+wF2SILuVdIekgyLiD0XnV8YPgZ/T5CJULT9J84B3AodGAT+Wq+PvNxz0ANNz69OAdQXlMiJJGk9WgLoi4qdF5zOQiHhK0k1kz9eaUoR8O26EiYh7ImKPiGiLiDayL4gDmlmAqpE0K7f6buDBonIpR9Ic4JPAuyOit+h8RoDlwCxJ+0jaATgOWFxwTiOGsv9bvAh4ICLOLTqf/iRNKfUQlbQTcBhN/G/WRcga4YuS7pV0N9ltw2HVJRW4AHgpsDR1I/920QnlSXqPpB7gTcDPJS0pMp/UieNUYAnZQ/UrIuK+InPqT9KPgFuAV0rqkXRS0TnlvAX4APD29O/bnZKOKjqpnL2AG9N/r8vJngn9rFmNe9geMzMrjK+EzMysMC5CZmZWGBchMzMrjIuQmZkVxkXIzMwK4yJkLUPSpFwX2T9IejS9f0rS/U3OZf98N11J7x7s6NSSVhU1kroGBD77AAAD2UlEQVSkD+ZHSZf03dLgnEXmZSOHi5C1jIh4MiL2T6N7fxs4L73fH9gy1O1JqjQiyf7A1iIUEYsj4otDnUMTfBDYWoQi4kMR0dSCbiObi5BZZqyk76T5VK5PvxxH0ssl/ULSCkn/T9KrUnympGVpTqJlkmak+CWSzpV0I/AlSS9Jc90sl/QbSXPTqANnA+9LV2LvS1cUF6Rz7JnmOborvd6c4lenPO6T1FntA0k6UdJvJf0qfbbS+S+RdExuvz+l5c7ps9wh6R5Jc1O8TdlcOH3+Pukc7UBX+hw7SbpJZeZAkvR+ZXPW3Cnp/6YBM8emXO5N7f3rdvzzsxHKRcgsMwv4ZkS8BngK+KcUXwh8NCIOBD4OfCvFLwAuTXMSdQHn5871CuCwiPh3sgFnfxkRbwQOAb5CNlT+Z4DL05XZ5f1yOR/4VZrf5QCgNDrBv6Q82oHTJE0a6MNI2gv4HNmv9d9BNg9QNc8C74mIA1KuX0tDzpT9+0TElUA30JE+x18GyOXVwPuAt6Qrz81ko6vvD0yNiNdGxN8B36shRxtlPICpWeb3EXFner8CaFM26vGbgR9v+y7mb9LyTWQTzwF8H/hy7lw/TqMSQzZs0bslfTyt7wjMqJLL24ETYOvoxk+n+GmS3pPeTycrDE8OcI6DgZsiYgOApMvJimMlAr4g6a1ktyenAnumbS/6+1Q5V96hwIHA8vR33IlsyoD/BPaV9A2yQW6vr+OcNkq4CJll/pp7v5nsi3IM8FT6v/dq8uNf/Tn3XmRXDX0mqZN0cD3JSfoHsoEl3xQRvcpGOt6xjpzyXiDdBUlXOjukeAcwBTgwIp6XtCrXRrm/T83pA4si4kUz2Ep6PXAEcArwz2TzO1kL8e04swGkOV9+L+lYyL6w05cmwH+TjSYN2Zf3fw1wmiXAR0u3tSS9IcWfIRtEtZxlwMlp/7GSdgF2BTalAvQqsmmiK7kN+IfUI3A8cGxu2yqyKxPIZkgdn97vCqxPBegQYGaVNqp9jvznOUbSHukz7Z6eqU0GxkTET4D/TXbr0VqMi5BZZR3ASZLuIns2U5rW+jTgRGUjD3+AgUcKP4fsS/5uSfemdYAbgf1KHRP6HXM6cIike8hufb0G+AUwLrV3Dtm05AOKiMeAz5KNLH0DcEdu83eAt0m6ney2XenKrQtol9SdPnctw/lfAny71DFhgFzuBz4NXJ/yX0o2cvNU4CZlM3peArzoSslGP4+ibdYCJH0QaI+IU4vOxSzPV0JmZlYYXwmZmVlhfCVkZmaFcREyM7PCuAiZmVlhXITMzKwwLkJmZlaY/w9Y2jHm+mcILAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"date_range_start:\")\n",
    "#直方图绘制\n",
    "#plt.xlim(80,100)\n",
    "cbg['date_range_start'].hist(alpha=0.5,bins=20)\n",
    "plt.show()\n",
    "#qq图绘制\n",
    "stats.probplot(cbg['date_range_start'],dist=\"norm\",plot=plt)\n",
    "plt.show()\n",
    "print(\"date_range_end:\")\n",
    "#直方图绘制\n",
    "#plt.xlim(80,100)\n",
    "cbg['date_range_end'].hist(alpha=0.5,bins=20)\n",
    "plt.show()\n",
    "#qq图绘制\n",
    "stats.probplot(cbg['date_range_end'],dist=\"norm\",plot=plt)\n",
    "plt.show()\n",
    "print(\"raw_visit_count:\")\n",
    "#直方图绘制\n",
    "plt.xlim(0,700000)\n",
    "cbg['raw_visit_count'].hist(alpha=0.5,bins=20)\n",
    "plt.show()\n",
    "#qq图绘制\n",
    "stats.probplot(cbg['raw_visit_count'],dist=\"norm\",plot=plt)\n",
    "plt.show()\n",
    "print(\"raw_visitor_count:\")\n",
    "#直方图绘制\n",
    "plt.xlim(0,700000)\n",
    "cbg['raw_visitor_count'].hist(alpha=0.5,bins=20)\n",
    "plt.show()\n",
    "#qq图绘制\n",
    "stats.probplot(cbg['raw_visitor_count'],dist=\"norm\",plot=plt)\n",
    "plt.show()\n",
    "print(\"distance_from_home\")\n",
    "#直方图绘制\n",
    "plt.xlim(0,700000)\n",
    "cbg['distance_from_home'].hist(alpha=0.5,bins=20)\n",
    "plt.show()\n",
    "#qq图绘制\n",
    "stats.probplot(cbg['distance_from_home'],dist=\"norm\",plot=plt)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2、绘制盒图，对离群值进行识别"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过对不同的属性列绘制盒图可知：（1）、date_range_start和date_range_end在盒图中只有一条线，因为整个列的数据是一样的，所以没有离群点；（2）、对于raw_visit_count、 raw_visitor_count、 distance_from_home属性列，从盒图上可以明显看出有非常多的离群点。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "******************************\n",
      "date_range_start\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "******************************\n",
      "date_range_end\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "******************************\n",
      "raw_visit_count\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "******************************\n",
      "raw_visitor_count\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "******************************\n",
      "distance_from_home\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for wol in cbg_number_list:\n",
    "    print('*'*30)\n",
    "    print(wol)\n",
    "    data=pda.DataFrame(cbg[wol])\n",
    "    data.boxplot(figsize=(6,15))\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 数据缺失的处理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1、观察数据集中缺失的数据，分析其缺失的原因"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过分析各个属性列缺失值的数量可以分析出:(1)、raw_visit_count和raw_visitor_count属性列表具有相关性，当raw_visit_count缺失时，raw_visitor_count列也同样丢失，raw_visit_count的缺失具有随机性；（2）、distance_from_home 是一个单独的数据项，所以缺失具有随机性。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The NULL value num of %s: visitor_home_cbgs 0\n",
      "The NULL value num of %s: visitor_work_cbgs 0\n",
      "The NULL value num of %s: related_same_day_brand 0\n",
      "The NULL value num of %s: related_same_month_brand 0\n",
      "The NULL value num of %s: top_brands 0\n",
      "The NULL value num of %s: popularity_by_hour 0\n",
      "The NULL value num of %s: popularity_by_day 0\n",
      "The NULL value num of %s: date_range_start 0\n",
      "The NULL value num of %s: date_range_end 0\n",
      "The NULL value num of %s: raw_visit_count 106\n",
      "The NULL value num of %s: raw_visitor_count 106\n",
      "The NULL value num of %s: distance_from_home 217\n"
     ]
    }
   ],
   "source": [
    "for wol in cbg_object_list:\n",
    "    print(\"The NULL value num of %s:\",wol,cbg[wol].isnull().sum())\n",
    "for wol in cbg_number_list:\n",
    "    print(\"The NULL value num of %s:\",wol,cbg[wol].isnull().sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2、分别使用下列四种策略对缺失值进行处理:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "（1）、将缺失部分剔除"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       raw_visit_count\n",
      "count     2.206290e+05\n",
      "mean      4.793066e+04\n",
      "std       6.252655e+04\n",
      "min       6.000000e+01\n",
      "25%       1.704200e+04\n",
      "50%       3.064000e+04\n",
      "75%       5.667800e+04\n",
      "max       7.179900e+06\n",
      "The NULL value num: raw_visit_count    0\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       raw_visitor_count\n",
      "count       2.206290e+05\n",
      "mean        1.182032e+04\n",
      "std         3.045832e+04\n",
      "min         5.000000e+01\n",
      "25%         3.430000e+03\n",
      "50%         6.541000e+03\n",
      "75%         1.309900e+04\n",
      "max         6.113949e+06\n",
      "The NULL value num: raw_visitor_count    0\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       distance_from_home\n",
      "count        2.205180e+05\n",
      "mean         3.511280e+04\n",
      "std          9.973193e+04\n",
      "min          7.060000e+02\n",
      "25%          8.584000e+03\n",
      "50%          1.461400e+04\n",
      "75%          3.139775e+04\n",
      "max          6.297845e+06\n",
      "The NULL value num: distance_from_home    0\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# raw_visit_count 去除缺失的数据\n",
    "data1=pda.DataFrame(cbg['raw_visit_count'])\n",
    "data1 = data1.dropna()\n",
    "print(data1.describe())\n",
    "print(\"The NULL value num:\", data1.isnull().sum())\n",
    "#绘制直方图\n",
    "plt.xlim(0,400000)\n",
    "data1['raw_visit_count'].hist(alpha=0.5,bins=300).get_figure()\n",
    "plt.show()\n",
    "#qq图绘制\n",
    "stats.probplot(data1['raw_visit_count'], dist=\"norm\", plot=plt)\n",
    "plt.show()\n",
    "#绘制盒图\n",
    "data1.boxplot(figsize=(6,15))\n",
    "plt.show()\n",
    "\n",
    "# raw_visit_count 去除缺失的数据\n",
    "data2=pda.DataFrame(cbg['raw_visitor_count'])\n",
    "data2 = data2.dropna()\n",
    "print(data2.describe())\n",
    "print(\"The NULL value num:\", data2.isnull().sum())\n",
    "#绘制直方图\n",
    "plt.xlim(0,120000)\n",
    "data2['raw_visitor_count'].hist(alpha=0.5,bins=300).get_figure()\n",
    "plt.show()\n",
    "#qq图绘制\n",
    "stats.probplot(data2['raw_visitor_count'], dist=\"norm\", plot=plt)\n",
    "plt.show()\n",
    "#绘制盒图\n",
    "data2.boxplot(figsize=(6,15))\n",
    "plt.show()\n",
    "\n",
    "# raw_visit_count 去除缺失的数据\n",
    "data3=pda.DataFrame(cbg['distance_from_home'])\n",
    "data3 = data3.dropna()\n",
    "print(data3.describe())\n",
    "print(\"The NULL value num:\", data3.isnull().sum())\n",
    "#绘制直方图\n",
    "plt.xlim(0,120000)\n",
    "data3['distance_from_home'].hist(alpha=0.5,bins=300).get_figure()\n",
    "plt.show()\n",
    "#qq图绘制\n",
    "stats.probplot(data3['distance_from_home'], dist=\"norm\", plot=plt)\n",
    "plt.show()\n",
    "#绘制盒图\n",
    "data3.boxplot(figsize=(6,15))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "（2）、用最高频率值来填补缺失值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "众数:\n",
      " 0    24531.0\n",
      "dtype: float64\n",
      "       raw_visit_count\n",
      "count     2.206290e+05\n",
      "mean      4.793066e+04\n",
      "std       6.252655e+04\n",
      "min       6.000000e+01\n",
      "25%       1.704200e+04\n",
      "50%       3.064000e+04\n",
      "75%       5.667800e+04\n",
      "max       7.179900e+06\n",
      "The NULL value num: raw_visit_count    106\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:877: RuntimeWarning: invalid value encountered in greater\n",
      "  return (self.a < x) & (x < self.b)\n",
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:877: RuntimeWarning: invalid value encountered in less\n",
      "  return (self.a < x) & (x < self.b)\n",
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:1831: RuntimeWarning: invalid value encountered in less_equal\n",
      "  cond2 = cond0 & (x <= self.a)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data1=pda.DataFrame(cbg,columns=['raw_visit_count'])\n",
    "mode1 = data1['raw_visit_count'].mode()\n",
    "print(\"众数:\\n\",mode1)\n",
    "data11 = pda.DataFrame(cbg,columns=['raw_visit_count'])\n",
    "data11['raw_visit_count'].fillna(mode1, inplace=True)\n",
    "\n",
    "print(data11.describe())\n",
    "print(\"The NULL value num:\", data11.isnull().sum())\n",
    "#绘制直方图\n",
    "plt.xlim(0,400000)\n",
    "data11['raw_visit_count'].hist(bins=300)\n",
    "data1['raw_visit_count'].hist(bins=300)\n",
    "plt.legend(['new','old'])\n",
    "plt.show()\n",
    "#qq图绘制\n",
    "stats.probplot(data11['raw_visit_count'], dist=\"norm\", plot=plt)\n",
    "plt.show()\n",
    "stats.probplot(data1['raw_visit_count'], dist=\"norm\", plot=plt)\n",
    "plt.show()\n",
    "#绘制盒图\n",
    "data11.boxplot(figsize=(6,25))\n",
    "plt.show()\n",
    "data1.boxplot(figsize=(6,25))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "众数:\n",
      " 0    2292.0\n",
      "dtype: float64\n",
      "       raw_visitor_count\n",
      "count       2.206290e+05\n",
      "mean        1.182032e+04\n",
      "std         3.045832e+04\n",
      "min         5.000000e+01\n",
      "25%         3.430000e+03\n",
      "50%         6.541000e+03\n",
      "75%         1.309900e+04\n",
      "max         6.113949e+06\n",
      "The NULL value num: raw_visitor_count    106\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:877: RuntimeWarning: invalid value encountered in greater\n",
      "  return (self.a < x) & (x < self.b)\n",
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:877: RuntimeWarning: invalid value encountered in less\n",
      "  return (self.a < x) & (x < self.b)\n",
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:1831: RuntimeWarning: invalid value encountered in less_equal\n",
      "  cond2 = cond0 & (x <= self.a)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data2=pda.DataFrame(cbg,columns=['raw_visitor_count'])\n",
    "mode2 = data2['raw_visitor_count'].mode()\n",
    "print(\"众数:\\n\",mode2)\n",
    "data22 = pda.DataFrame(cbg,columns=['raw_visitor_count'])\n",
    "data22['raw_visitor_count'].fillna(mode2, inplace=True)\n",
    "\n",
    "print(data22.describe())\n",
    "print(\"The NULL value num:\", data22.isnull().sum())\n",
    "#绘制直方图\n",
    "plt.xlim(0,120000)\n",
    "data22['raw_visitor_count'].hist(bins=300)\n",
    "data2['raw_visitor_count'].hist(bins=300)\n",
    "plt.legend(['new','old'])\n",
    "plt.show()\n",
    "#qq图绘制\n",
    "stats.probplot(data22['raw_visitor_count'], dist=\"norm\", plot=plt)\n",
    "plt.show()\n",
    "stats.probplot(data2['raw_visitor_count'], dist=\"norm\", plot=plt)\n",
    "plt.show()\n",
    "#绘制盒图\n",
    "data22.boxplot(figsize=(6,25))\n",
    "plt.show()\n",
    "data2.boxplot(figsize=(6,25))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "众数:\n",
      " 0    8345.0\n",
      "dtype: float64\n",
      "       distance_from_home\n",
      "count        2.205180e+05\n",
      "mean         3.511280e+04\n",
      "std          9.973193e+04\n",
      "min          7.060000e+02\n",
      "25%          8.584000e+03\n",
      "50%          1.461400e+04\n",
      "75%          3.139775e+04\n",
      "max          6.297845e+06\n",
      "The NULL value num: distance_from_home    217\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:877: RuntimeWarning: invalid value encountered in greater\n",
      "  return (self.a < x) & (x < self.b)\n",
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:877: RuntimeWarning: invalid value encountered in less\n",
      "  return (self.a < x) & (x < self.b)\n",
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:1831: RuntimeWarning: invalid value encountered in less_equal\n",
      "  cond2 = cond0 & (x <= self.a)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data3=pda.DataFrame(cbg,columns=['distance_from_home'])\n",
    "mode3 = data3['distance_from_home'].mode()\n",
    "print(\"众数:\\n\",mode3)\n",
    "data33 = pda.DataFrame(cbg,columns=['distance_from_home'])\n",
    "data33['distance_from_home'].fillna(mode3, inplace=True)\n",
    "\n",
    "print(data33.describe())\n",
    "print(\"The NULL value num:\", data33.isnull().sum())\n",
    "#绘制直方图\n",
    "plt.xlim(0,400000)\n",
    "data33['distance_from_home'].hist(bins=300)\n",
    "data3['distance_from_home'].hist(bins=300)\n",
    "plt.legend(['new','old'])\n",
    "plt.show()\n",
    "#qq图绘制\n",
    "stats.probplot(data33['distance_from_home'], dist=\"norm\", plot=plt)\n",
    "plt.show()\n",
    "stats.probplot(data3['distance_from_home'], dist=\"norm\", plot=plt)\n",
    "plt.show()\n",
    "#绘制盒图\n",
    "data33.boxplot(figsize=(6,25))\n",
    "plt.show()\n",
    "data3.boxplot(figsize=(6,25))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "（3）、通过属性的相关关系来填补缺失值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "linreg = LinearRegression()\n",
    "data = cbg.dropna(subset=['distance_from_home'])\n",
    "y = data[['distance_from_home']]\n",
    "data2 = cbg[['distance_from_home','date_range_start']]\n",
    "RFR = RandomForestRegressor(random_state=0, n_estimators=50, n_jobs=-1)\n",
    "known_distance = data2[data2.distance_from_home.notnull()].as_matrix()\n",
    "unknown_distance = data2[data2.distance_from_home.isnull()].as_matrix()\n",
    "y = known_distance[:, :1]\n",
    "X = known_distance[:, 1:]\n",
    "RFR.fit(X,y)\n",
    "predicteddistance = RFR.predict(unknown_distance[:, 1:])\n",
    "datasets = cbg\n",
    "datasets.loc[(datasets.distance_from_home.isnull()),'distance_from_home'] = predicteddistance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:877: RuntimeWarning: invalid value encountered in greater\n",
      "  return (self.a < x) & (x < self.b)\n",
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:877: RuntimeWarning: invalid value encountered in less\n",
      "  return (self.a < x) & (x < self.b)\n",
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:1831: RuntimeWarning: invalid value encountered in less_equal\n",
      "  cond2 = cond0 & (x <= self.a)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data333= pda.DataFrame(datasets,columns=['distance_from_home'])\n",
    "plt.xlim(0,120000)\n",
    "data333['distance_from_home'].hist(bins=300)\n",
    "data3['distance_from_home'].hist(bins=300)\n",
    "plt.legend(['new','old'])\n",
    "plt.show()\n",
    "stats.probplot(data333['distance_from_home'], dist=\"norm\", plot=plt)\n",
    "plt.show()\n",
    "stats.probplot(data3['distance_from_home'], dist=\"norm\", plot=plt)\n",
    "plt.show()\n",
    "data333.boxplot(figsize=(6,25))\n",
    "plt.show()\n",
    "data3.boxplot(figsize=(6,25))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(4)、通过数据对象之间的相似性来填补缺失值"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cty = cbg[['distance_from_home','raw_visitor_count','raw_visit_count']]\n",
    "ans1=cty.sort_values([\"raw_visit_count\",\"distance_from_home\"],inplace=False,ascending=True)\n",
    "ans2=ans1\n",
    "while len(ans1)!=len(ans1.dropna()):\n",
    "    ans1=ans1.fillna(method=\"bfill\")\n",
    "ans11= ans1['raw_visitor_count'].as_matrix()\n",
    "while len(ans2)!=len(ans2.dropna()):\n",
    "    ans2=ans2.fillna(method='ffill')\n",
    "ans22= ans2['raw_visitor_count'].as_matrix()\n",
    "ans3=(ans22+ans11)/2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cty['raw_visitor_count']=pda.DataFrame(ans3)\n",
    "d=pda.DataFrame(cty,columns=['raw_visitor_count'])\n",
    "plt.xlim(0,200)\n",
    "d['raw_visitor_count'].hist(bins=300)\n",
    "data_price['raw_visitor_count'].hist(bins=300)\n",
    "plt.legend(['new','old'])\n",
    "plt.show()\n",
    "stats.probplot(d['raw_visitor_count'], dist=\"norm\", plot=plt)\n",
    "plt.show()\n",
    "stats.probplot(data_price['raw_visitor_count'], dist=\"norm\", plot=plt)\n",
    "plt.show()\n",
    "d.boxplot(figsize=(6,25))\n",
    "plt.show()\n",
    "data_price.boxplot(figsize=(6,25))\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": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}