data_analysis/双十一美妆销售数据分析/天猫双十一美妆销售数据分析.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 一、读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('dataset/tmall-dataset.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th {\n",
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       "    }\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>update_time</th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>sale_count</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>店名</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18164178225</td>\n",
       "      <td>CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>26719.0</td>\n",
       "      <td>2704.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177105952</td>\n",
       "      <td>CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品</td>\n",
       "      <td>194.0</td>\n",
       "      <td>8122.0</td>\n",
       "      <td>1492.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177226992</td>\n",
       "      <td>CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水</td>\n",
       "      <td>99.0</td>\n",
       "      <td>12668.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178033846</td>\n",
       "      <td>CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶</td>\n",
       "      <td>38.0</td>\n",
       "      <td>25805.0</td>\n",
       "      <td>4287.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178045259</td>\n",
       "      <td>CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>5196.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  update_time            id                                  title  price  \\\n",
       "0  2016/11/14  A18164178225    CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜  139.0   \n",
       "1  2016/11/14  A18177105952   CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品  194.0   \n",
       "2  2016/11/14  A18177226992   CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水   99.0   \n",
       "3  2016/11/14  A18178033846  CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶   38.0   \n",
       "4  2016/11/14  A18178045259     CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜  139.0   \n",
       "\n",
       "   sale_count  comment_count   店名  \n",
       "0     26719.0         2704.0  自然堂  \n",
       "1      8122.0         1492.0  自然堂  \n",
       "2     12668.0          589.0  自然堂  \n",
       "3     25805.0         4287.0  自然堂  \n",
       "4      5196.0          618.0  自然堂  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(27598, 7)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 27598 entries, 0 to 27597\n",
      "Data columns (total 7 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   update_time    27598 non-null  object \n",
      " 1   id             27598 non-null  object \n",
      " 2   title          27598 non-null  object \n",
      " 3   price          27598 non-null  float64\n",
      " 4   sale_count     25244 non-null  float64\n",
      " 5   comment_count  25244 non-null  float64\n",
      " 6   店名             27598 non-null  object \n",
      "dtypes: float64(3), object(4)\n",
      "memory usage: 1.5+ MB\n"
     ]
    }
   ],
   "source": [
    "# 查看各字段信息\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "悦诗风吟    3021\n",
       "佰草集     2265\n",
       "欧莱雅     1974\n",
       "雅诗兰黛    1810\n",
       "倩碧      1704\n",
       "美加净     1678\n",
       "欧珀莱     1359\n",
       "妮维雅     1329\n",
       "相宜本草    1313\n",
       "兰蔻      1285\n",
       "娇兰      1193\n",
       "自然堂     1190\n",
       "玉兰油     1135\n",
       "兰芝      1091\n",
       "美宝莲      825\n",
       "资生堂      821\n",
       "植村秀      750\n",
       "薇姿       746\n",
       "雅漾       663\n",
       "雪花秀      543\n",
       "SKII     469\n",
       "蜜丝佛陀     434\n",
       "Name: 店名, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['店名'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 二、数据清洗"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 重复数据处理 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对重复数据做删除处理\n",
    "data = data.drop_duplicates(inplace=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(27512, 7)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 此处虽然删除了重复值，但索引未变，因此应用以下方法进行重置索引\n",
    "data.reset_index(inplace=True,drop=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 缺失值处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "update_time      False\n",
       "id               False\n",
       "title            False\n",
       "price            False\n",
       "sale_count        True\n",
       "comment_count     True\n",
       "店名               False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看缺失值\n",
    "data.isnull().any()\n",
    "# 有两列数据存在缺失值：sale_count, comment_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>price</th>\n",
       "      <th>sale_count</th>\n",
       "      <th>comment_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>27512.000000</td>\n",
       "      <td>2.516200e+04</td>\n",
       "      <td>25162.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>363.423512</td>\n",
       "      <td>1.231605e+04</td>\n",
       "      <td>1121.741197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>614.876153</td>\n",
       "      <td>5.241236e+04</td>\n",
       "      <td>5277.781581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>99.000000</td>\n",
       "      <td>2.780000e+02</td>\n",
       "      <td>21.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>205.000000</td>\n",
       "      <td>1.443000e+03</td>\n",
       "      <td>153.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>390.000000</td>\n",
       "      <td>6.353000e+03</td>\n",
       "      <td>669.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>11100.000000</td>\n",
       "      <td>1.923160e+06</td>\n",
       "      <td>202930.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              price    sale_count  comment_count\n",
       "count  27512.000000  2.516200e+04   25162.000000\n",
       "mean     363.423512  1.231605e+04    1121.741197\n",
       "std      614.876153  5.241236e+04    5277.781581\n",
       "min        1.000000  0.000000e+00       0.000000\n",
       "25%       99.000000  2.780000e+02      21.000000\n",
       "50%      205.000000  1.443000e+03     153.000000\n",
       "75%      390.000000  6.353000e+03     669.000000\n",
       "max    11100.000000  1.923160e+06  202930.000000"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看数据结构\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 提取表格中有用信息并新增为列"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### （1）对商品标题进行分词处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import jieba"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Dumping model to file cache /var/folders/j5/svyc2kgd1c7678zr097gt1980000gn/T/jieba.cache\n",
      "Loading model cost 0.695 seconds.\n",
      "Prefix dict has been built successfully.\n"
     ]
    }
   ],
   "source": [
    "# jieba.load_userdict('addwords.txt')\n",
    "title_cut = []\n",
    "for i in data.title:\n",
    "    j = jieba.lcut(i)\n",
    "    title_cut.append(j)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['item_name_cut'] = title_cut"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>item_name_cut</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜</td>\n",
       "      <td>[CHANDO, /, 自然, 堂,  , 雪域, 精粹, 纯粹, 滋润霜, 50g,  ,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品</td>\n",
       "      <td>[CHANDO, /, 自然, 堂, 凝, 时鲜, 颜肌活, 乳液, 120ML,  , 淡...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水</td>\n",
       "      <td>[CHANDO, /, 自然, 堂, 活泉, 保湿, 修护, 精华, 水, （, 滋润, 型...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶</td>\n",
       "      <td>[CHANDO, /, 自然, 堂,  , 男士, 劲爽, 控油, 洁面膏,  , 100g...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜</td>\n",
       "      <td>[CHANDO, /, 自然, 堂, 雪域, 精粹, 纯粹, 滋润霜, （, 清爽型, ）,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   title  \\\n",
       "0    CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜   \n",
       "1   CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品   \n",
       "2   CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水   \n",
       "3  CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶   \n",
       "4     CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜   \n",
       "\n",
       "                                       item_name_cut  \n",
       "0  [CHANDO, /, 自然, 堂,  , 雪域, 精粹, 纯粹, 滋润霜, 50g,  ,...  \n",
       "1  [CHANDO, /, 自然, 堂, 凝, 时鲜, 颜肌活, 乳液, 120ML,  , 淡...  \n",
       "2  [CHANDO, /, 自然, 堂, 活泉, 保湿, 修护, 精华, 水, （, 滋润, 型...  \n",
       "3  [CHANDO, /, 自然, 堂,  , 男士, 劲爽, 控油, 洁面膏,  , 100g...  \n",
       "4  [CHANDO, /, 自然, 堂, 雪域, 精粹, 纯粹, 滋润霜, （, 清爽型, ）,...  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[['title','item_name_cut']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 给商品添加分类\n",
    "sub_type = []   #子类别\n",
    "main_type = []  #主类别\n",
    "basic_config_data = \"\"\"护肤品\t套装\t套装\t\t\t\t\t\t\t\n",
    "护肤品\t乳液类\t乳液\t美白乳\t润肤乳\t凝乳\t柔肤液'\t亮肤乳\t菁华乳\t修护乳\n",
    "护肤品\t眼部护理\t眼霜\t眼部精华\t眼膜\t\t\t\t\t\n",
    "护肤品\t面膜类\t面膜\t\t\t\t\t\t\t\t\t\t\t\t\t\n",
    "护肤品\t清洁类\t洗面\t洁面\t清洁\t卸妆\t洁颜\t洗颜\t去角质\t磨砂\t\t\t\t\t\t\n",
    "护肤品\t化妆水\t化妆水\t爽肤水\t柔肤水\t补水露\t凝露\t柔肤液\t精粹水\t亮肤水\t润肤水\t保湿水\t菁华水\t保湿喷雾\t舒缓喷雾\n",
    "护肤品\t面霜类\t面霜\t日霜\t晚霜\t柔肤霜\t滋润霜\t保湿霜\t凝霜\t日间霜\t晚间霜\t乳霜\t修护霜\t亮肤霜\t底霜\t菁华霜\n",
    "护肤品\t精华类\t精华液\t精华水\t精华露\t精华素\t\t\t\t\t\t\t\t\t\t\n",
    "护肤品\t防晒类\t防晒霜\t防晒喷雾\t\t\t\t\t\t\t\t\t\t\t\t\n",
    "化妆品\t口红类\t唇釉\t口红\t唇彩\t\t\t\t\t\t\t\t\t\t\t\n",
    "化妆品\t底妆类\t散粉\t蜜粉\t粉底液\t定妆粉 \t气垫\t粉饼\tBB\tCC\t遮瑕\t粉霜\t粉底膏\t粉底霜\t\t\n",
    "化妆品\t眼部彩妆\t眉粉\t染眉膏\t眼线\t眼影\t睫毛膏\t\t\t\t\t\t\t\t\t\n",
    "化妆品\t修容类\t鼻影\t修容粉\t高光\t腮红\t\t\t\t\t\t\t\t\t\t\n",
    "其他\t其他\t其他\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "category_config_map = {}\n",
    "for config_line in basic_config_data.split('\\n'):\n",
    "    basic_cateogry_list = config_line.strip().strip('\\n').strip('\\t').split('\\t')\n",
    "    main_category = basic_cateogry_list[0]\n",
    "    sub_category = basic_cateogry_list[1]\n",
    "    unit_category_list = basic_cateogry_list[2:-1]\n",
    "    for unit_category in unit_category_list:\n",
    "        if unit_category and unit_category.strip().strip('\\t'):\n",
    "            category_config_map[unit_category] = (main_category,sub_category)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'乳液': ('护肤品', '乳液类'),\n",
       " '美白乳': ('护肤品', '乳液类'),\n",
       " '润肤乳': ('护肤品', '乳液类'),\n",
       " '凝乳': ('护肤品', '乳液类'),\n",
       " \"柔肤液'\": ('护肤品', '乳液类'),\n",
       " '亮肤乳': ('护肤品', '乳液类'),\n",
       " '菁华乳': ('护肤品', '乳液类'),\n",
       " '眼霜': ('护肤品', '眼部护理'),\n",
       " '眼部精华': ('护肤品', '眼部护理'),\n",
       " '洗面': ('护肤品', '清洁类'),\n",
       " '洁面': ('护肤品', '清洁类'),\n",
       " '清洁': ('护肤品', '清洁类'),\n",
       " '卸妆': ('护肤品', '清洁类'),\n",
       " '洁颜': ('护肤品', '清洁类'),\n",
       " '洗颜': ('护肤品', '清洁类'),\n",
       " '去角质': ('护肤品', '清洁类'),\n",
       " '化妆水': ('护肤品', '化妆水'),\n",
       " '爽肤水': ('护肤品', '化妆水'),\n",
       " '柔肤水': ('护肤品', '化妆水'),\n",
       " '补水露': ('护肤品', '化妆水'),\n",
       " '凝露': ('护肤品', '化妆水'),\n",
       " '柔肤液': ('护肤品', '化妆水'),\n",
       " '精粹水': ('护肤品', '化妆水'),\n",
       " '亮肤水': ('护肤品', '化妆水'),\n",
       " '润肤水': ('护肤品', '化妆水'),\n",
       " '保湿水': ('护肤品', '化妆水'),\n",
       " '菁华水': ('护肤品', '化妆水'),\n",
       " '保湿喷雾': ('护肤品', '化妆水'),\n",
       " '面霜': ('护肤品', '面霜类'),\n",
       " '日霜': ('护肤品', '面霜类'),\n",
       " '晚霜': ('护肤品', '面霜类'),\n",
       " '柔肤霜': ('护肤品', '面霜类'),\n",
       " '滋润霜': ('护肤品', '面霜类'),\n",
       " '保湿霜': ('护肤品', '面霜类'),\n",
       " '凝霜': ('护肤品', '面霜类'),\n",
       " '日间霜': ('护肤品', '面霜类'),\n",
       " '晚间霜': ('护肤品', '面霜类'),\n",
       " '乳霜': ('护肤品', '面霜类'),\n",
       " '修护霜': ('护肤品', '面霜类'),\n",
       " '亮肤霜': ('护肤品', '面霜类'),\n",
       " '底霜': ('护肤品', '面霜类'),\n",
       " '精华液': ('护肤品', '精华类'),\n",
       " '精华水': ('护肤品', '精华类'),\n",
       " '精华露': ('护肤品', '精华类'),\n",
       " '防晒霜': ('护肤品', '防晒类'),\n",
       " '唇釉': ('化妆品', '口红类'),\n",
       " '口红': ('化妆品', '口红类'),\n",
       " '散粉': ('化妆品', '底妆类'),\n",
       " '蜜粉': ('化妆品', '底妆类'),\n",
       " '粉底液': ('化妆品', '底妆类'),\n",
       " '定妆粉 ': ('化妆品', '底妆类'),\n",
       " '气垫': ('化妆品', '底妆类'),\n",
       " '粉饼': ('化妆品', '底妆类'),\n",
       " 'BB': ('化妆品', '底妆类'),\n",
       " 'CC': ('化妆品', '底妆类'),\n",
       " '遮瑕': ('化妆品', '底妆类'),\n",
       " '粉霜': ('化妆品', '底妆类'),\n",
       " '粉底膏': ('化妆品', '底妆类'),\n",
       " '眉粉': ('化妆品', '眼部彩妆'),\n",
       " '染眉膏': ('化妆品', '眼部彩妆'),\n",
       " '眼线': ('化妆品', '眼部彩妆'),\n",
       " '眼影': ('化妆品', '眼部彩妆'),\n",
       " '鼻影': ('化妆品', '修容类'),\n",
       " '修容粉': ('化妆品', '修容类'),\n",
       " '高光': ('化妆品', '修容类')}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "category_config_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(data)):\n",
    "    exist = False\n",
    "    for temp in data.item_name_cut[i]:\n",
    "        if temp in category_config_map:\n",
    "            sub_type.append(category_config_map.get(temp)[1])\n",
    "            main_type.append(category_config_map.get(temp)[0])\n",
    "            exist = True\n",
    "            break\n",
    "    if not exist:\n",
    "        sub_type.append('其他')\n",
    "        main_type.append('其他')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "27512 27512 27512\n"
     ]
    }
   ],
   "source": [
    "print(len(sub_type),len(main_type),len(data))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### （2）将子类别sub_type新增为一列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['sub_type'] = sub_type"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### （3）将主类别main-type新增为一列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['main_type'] = main_type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "其他      13100\n",
       "清洁类      2922\n",
       "面霜类      2675\n",
       "化妆水      1955\n",
       "底妆类      1790\n",
       "乳液类      1352\n",
       "眼部护理     1114\n",
       "精华类       727\n",
       "口红类       715\n",
       "眼部彩妆      604\n",
       "防晒类       494\n",
       "修容类        64\n",
       "Name: sub_type, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['sub_type'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "其他     13100\n",
       "护肤品    11239\n",
       "化妆品     3173\n",
       "Name: main_type, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['main_type'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### （4）将“是否男士专用”新增为一列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "gender = []\n",
    "for i in range(len(data)):\n",
    "    if '男' in data.item_name_cut[i]:\n",
    "        gender.append('是')\n",
    "    elif '男士' in data.item_name_cut[i]:\n",
    "        gender.append('是')\n",
    "    elif '男生' in data.item_name_cut[i]:\n",
    "        gender.append('是')\n",
    "    else:\n",
    "        gender.append('否')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "否    25310\n",
       "是     2202\n",
       "Name: 是否男士专用, dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 将“是否男士专用”新增为一列\n",
    "data['是否男士专用'] = gender\n",
    "data['是否男士专用'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### （5）新增销售额、购买日期（天）为一列"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 新增销售额为一列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 销售额=销售量*价格\n",
    "data['销售额'] = data.sale_count*data.price"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 新增购买日期为一列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 转换时间格式\n",
    "data['update_time'] = pd.to_datetime(data['update_time'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       2016-11-14\n",
       "1       2016-11-14\n",
       "2       2016-11-14\n",
       "3       2016-11-14\n",
       "4       2016-11-14\n",
       "           ...    \n",
       "27507   2016-11-05\n",
       "27508   2016-11-05\n",
       "27509   2016-11-05\n",
       "27510   2016-11-05\n",
       "27511   2016-11-05\n",
       "Name: update_time, Length: 27512, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['update_time']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将时间设置为新的index\n",
    "data = data.set_index('update_time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 新增时间“天”为一列\n",
    "data['day'] = data.index.day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 删除中文分词的一列\n",
    "del data['item_name_cut']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### （6）查看最终数据表格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "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>id</th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>sale_count</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>店名</th>\n",
       "      <th>sub_type</th>\n",
       "      <th>main_type</th>\n",
       "      <th>是否男士专用</th>\n",
       "      <th>销售额</th>\n",
       "      <th>day</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>update_time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>A18164178225</td>\n",
       "      <td>CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>26719.0</td>\n",
       "      <td>2704.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>面霜类</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>否</td>\n",
       "      <td>3713941.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>A18177105952</td>\n",
       "      <td>CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品</td>\n",
       "      <td>194.0</td>\n",
       "      <td>8122.0</td>\n",
       "      <td>1492.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>乳液类</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>否</td>\n",
       "      <td>1575668.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>A18177226992</td>\n",
       "      <td>CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水</td>\n",
       "      <td>99.0</td>\n",
       "      <td>12668.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>化妆水</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>否</td>\n",
       "      <td>1254132.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>A18178033846</td>\n",
       "      <td>CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶</td>\n",
       "      <td>38.0</td>\n",
       "      <td>25805.0</td>\n",
       "      <td>4287.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>清洁类</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>是</td>\n",
       "      <td>980590.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>A18178045259</td>\n",
       "      <td>CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>5196.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>面霜类</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>否</td>\n",
       "      <td>722244.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       id                                  title  price  \\\n",
       "update_time                                                               \n",
       "2016-11-14   A18164178225    CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜  139.0   \n",
       "2016-11-14   A18177105952   CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品  194.0   \n",
       "2016-11-14   A18177226992   CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水   99.0   \n",
       "2016-11-14   A18178033846  CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶   38.0   \n",
       "2016-11-14   A18178045259     CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜  139.0   \n",
       "\n",
       "             sale_count  comment_count   店名 sub_type main_type 是否男士专用  \\\n",
       "update_time                                                             \n",
       "2016-11-14      26719.0         2704.0  自然堂      面霜类       护肤品      否   \n",
       "2016-11-14       8122.0         1492.0  自然堂      乳液类       护肤品      否   \n",
       "2016-11-14      12668.0          589.0  自然堂      化妆水       护肤品      否   \n",
       "2016-11-14      25805.0         4287.0  自然堂      清洁类       护肤品      是   \n",
       "2016-11-14       5196.0          618.0  自然堂      面霜类       护肤品      否   \n",
       "\n",
       "                   销售额  day  \n",
       "update_time                  \n",
       "2016-11-14   3713941.0   14  \n",
       "2016-11-14   1575668.0   14  \n",
       "2016-11-14   1254132.0   14  \n",
       "2016-11-14    980590.0   14  \n",
       "2016-11-14    722244.0   14  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 27512 entries, 2016-11-14 to 2016-11-05\n",
      "Data columns (total 11 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   id             27512 non-null  object \n",
      " 1   title          27512 non-null  object \n",
      " 2   price          27512 non-null  float64\n",
      " 3   sale_count     25162 non-null  float64\n",
      " 4   comment_count  25162 non-null  float64\n",
      " 5   店名             27512 non-null  object \n",
      " 6   sub_type       27512 non-null  object \n",
      " 7   main_type      27512 non-null  object \n",
      " 8   是否男士专用         27512 non-null  object \n",
      " 9   销售额            25162 non-null  float64\n",
      " 10  day            27512 non-null  int64  \n",
      "dtypes: float64(4), int64(1), object(6)\n",
      "memory usage: 2.5+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 保存清理好的数据为Excel格式\n",
    "data.to_excel('clean_beautymakeup.xls',sheet_name='clean_data')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 三、数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/huyida/anaconda3/lib/python3.7/site-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
      "  import pandas.util.testing as tm\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'title', 'price', 'sale_count', 'comment_count', '店名', 'sub_type',\n",
       "       'main_type', '是否男士专用', '销售额', 'day'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1 各品牌SKU数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.sans-serif']=['SimHei']  #指定默认字体  \n",
    "plt.rcParams['axes.unicode_minus']=False  #解决负号'-'显示为方块的问题\n",
    "\n",
    "plt.figure(figsize=(8,6))\n",
    "# 计算各店铺的商品数量\n",
    "data['店名'].value_counts().sort_values(ascending=False).plot.bar(width=0.8,alpha=0.6,color='b')\n",
    "\n",
    "plt.title('各品牌SKU数',fontsize=18)\n",
    "plt.ylabel('商品数量',fontsize=14)\n",
    "plt.show()\n",
    "# 悦诗风吟的商品数量最多，其次为佰草集、欧莱雅"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 品牌总销量和总销售额"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes = plt.subplots(1,2,figsize=(12,10))\n",
    "\n",
    "ax1 = data.groupby('店名').sale_count.sum().sort_values(ascending=True).plot(kind='barh',ax=axes[0],width=0.6)\n",
    "ax1.set_title('品牌总销售量',fontsize=12)\n",
    "ax1.set_xlabel('总销售量')\n",
    "\n",
    "ax2 = data.groupby('店名')['销售额'].sum().sort_values(ascending=True).plot(kind='barh',ax=axes[1],width=0.6)\n",
    "ax2.set_title('品牌总销售额',fontsize=12)\n",
    "ax2.set_xlabel('总销售额')\n",
    "\n",
    "plt.subplots_adjust(wspace=0.4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "相宜本草的销售量和销售额都是最高的。销量第二至第五，分别为美宝莲、悦诗风吟、妮维雅、欧莱雅；销售额第二至第五，分别为欧莱雅、佰草集、美宝莲、悦诗风吟。 宝莲、悦诗风吟、欧莱雅都在销量、销售额前五中。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 各类别的销售量、销售额情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes = plt.subplots(1,2,figsize=(12,5))\n",
    "\n",
    "data1 = data.groupby('main_type')['sale_count'].sum()\n",
    "ax1 = data1.plot(kind='pie',ax=axes[0],autopct='%.1f%%', # 设置百分比的格式，这里保留一位小数\n",
    "pctdistance=0.8, # 设置百分比标签与圆心的距离\n",
    "labels= data1.index,\n",
    "labeldistance = 1.05, # 设置标签与圆心的距离\n",
    "startangle = 60, # 设置饼图的初始角度\n",
    "radius = 1.1, # 设置饼图的半径\n",
    "counterclock = False, # 是否逆时针，这里设置为顺时针方向\n",
    "wedgeprops = {'linewidth': 1.2, 'edgecolor':'k'},# 设置饼图内外边界的属性值\n",
    "textprops = {'fontsize':10, 'color':'k'}, # 设置文本标签的属性值\n",
    ")\n",
    "ax1.set_title('主类别销售量占比',fontsize=12)\n",
    "\n",
    "data2 = data.groupby('sub_type')['sale_count'].sum()\n",
    "ax2 = data2.plot(kind='pie',ax=axes[1],autopct='%.1f%%', \n",
    "pctdistance=0.8, \n",
    "labels= data2.index,\n",
    "labeldistance = 1.05,\n",
    "startangle = 230, \n",
    "radius = 1.1, \n",
    "counterclock = False, \n",
    "wedgeprops = {'linewidth': 1.2, 'edgecolor':'k'},\n",
    "textprops = {'fontsize':10, 'color':'k'}, \n",
    ")\n",
    "\n",
    "ax2.set_title('子类别销售量占比',fontsize=12)\n",
    "\n",
    "plt.subplots_adjust(wspace=0.4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 从主类别销售量占比情况来看，护肤品的销量远大于化妆品；\n",
    "- 从子类别销售量占比情况来看，底妆类、口红类在化妆品中销量最多，清洁类、化妆水、面霜类在护肤品中销量最多。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,6))\n",
    "sns.barplot(x='店名',y='sale_count',hue='main_type',data=data,saturation=0.75,ci=0)\n",
    "plt.title('各品牌各总类的总销量')\n",
    "plt.ylabel('销量')\n",
    "plt.text(0,78000,'注：此处也可使用堆叠图，对比效果更直观',\n",
    "         verticalalignment='top', horizontalalignment='left',color='gray', fontsize=10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (14,6))\n",
    "sns.barplot( x = '店名',\n",
    "y = '销售额',hue = 'main_type',data =data,saturation = 0.75,ci=0,)\n",
    "plt.title('各品牌各总类的总销售额')\n",
    "plt.ylabel('销售额')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "各品牌的化妆品、护肤品销量、销售情况均不一样，这与品牌的定位有关， 有的品牌主打化妆品，化妆品会表现好很多，如蜜丝佛陀等。主打护肤品的品牌，护肤品的销量销售额会表现好很多，如欧莱雅、佰草集等。 有的品牌如美宝莲、兰蔻、悦诗风吟，化妆品和护肤品的销售、销售额都还不错。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (16,6))\n",
    "sns.barplot( x = '店名',\n",
    "y = 'sale_count',hue = 'sub_type',data =data,saturation = 0.75,ci=0)\n",
    "plt.title('各品牌各子类的总销量')\n",
    "plt.ylabel('销量')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (14,6))\n",
    "sns.barplot( x = '店名',\n",
    "y = '销售额',hue = 'sub_type',data =data,saturation = 0.75,ci=0)\n",
    "plt.title('各品牌各子类的总销售额')\n",
    "plt.ylabel('销售额')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.4 各品牌热度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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tSZIkdaiXiWYmupmHndHr8uceuWevy5ckSdLDZwu2JEmS1CEDbEmSJKlDBtiSJElShwywJUmSpA4ZYEuSJEkdMsCWJEmSOmSALUmSJHXIAFuSJEnqkAG2JEmS1CEDbEmSJKlDBtiSJElShwywJUmSpA4ZYEuSJEkdMsCWJEmSOmSALUmSJHXIAFuSJEnqkAG2JEmS1CEDbEmSJKlDBtiSJElShwywJUmSpA4ZYEuSJEkdMsCWJEmSOmSALUmSJHXIAFuSJEnqkAG2JEmS1KHeAuyIODYiLoyIUyNi24i4NiIuaJdNI2K5iDg9Ii6LiOOjLFTW1/pJkiRJfeglwI6IHYApmfk0YGVgbeAzmblDu1wJ7Adcm5lbAdOBXRdRJkmSJI0bfbVg/wU4aqCO6cA+EXFxRJzcWqZ3Bs5szzkH2GkRZZIkSdK40UuAnZn/l5kXR8SLgPuBXwPvzcztqNbsZwOrAbe0l9wKrLqIsoVExOyImBMRc+bNm9fHW5AkSZIelj5zsF8A/BPwfOAq4Kz20FxgDeAGYForm9buj1S2kMw8JjNnZeasGTNm9LL+kiRJ0sPRVw72WsDbgL0y82/AW4F9I2ISsAXwC+BsYLf2kp2BcxdRJkmSJI0bfbVgv5ZKBfluRFwA3AHsD1wEnJKZVwAnAOtGxOXAjVRwPVKZJEmSNG5M6WOhmflB4IPDit8/7Dnzgb2GPWekMkmSJGnccKIZSZIkqUMG2JIkSVKHDLAlSZKkDhlgS5IkSR0ywJYkSZI6ZIAtSZIkdcgAW5IkSeqQAbYkSZLUIQNsSZIkqUMG2JIkSVKHDLAlSZKkDhlgS5IkSR0ywJYkSZI6ZIAtSZIkdcgAW5IkSeqQAbYkSZLUIQNsSZIkqUMG2JIkSVKHpoz1Cqg7Mw87o9flzz1yz16XL0mS9GhgC7YkSZLUIQNsSZIkqUOmiOjvZmqKJEnSArZgS5IkSR0ywJYkSZI6ZIAtSZIkdcgAW5IkSeqQAbYkSZLUoSUG2BGxZkTMWsRj23a/SpIkSdL4tTTD9K0PHBcRFwLXAZcC3wZ2Bt4FbN/f6kmSJEnjy2ID7IhYG7gf+BrwGSrY3rvd/gOwS98rKEmSJI0nS2rBPhLYErgJuAHYApgKvBx4E/A04Dt9rqAkSZI0niwpwH4zcCvwTuCJwNzM/DBARFwNnBYR52XmXf2upiRJkjQ+LCnAfgNwB7ATcCfw+Yg4FTgJeCPwOoNrSZIkaYEljSKyCrAGsB5wJRDAisA0YBngskW9MCKOjYgLI+LUiFgpIk6PiMsi4vgoyy1NWUfvU5IkSRoVSwqwvw1cCKxNBdrPBzYFtga+Dhw60osiYgdgSmY+DVgZOAC4NjO3AqYDuwL7LWWZJEmSNG4sKcDeAbgPuAj4JfBT4BrgZ5n5IeCZETF5hNf9BThqoI7DgTPb/XOolJOdl7JMkiRJGjcWm4OdmUcCRMRVwFxgdeD4zPxMe8r7qbSR4a/7v/a6F1HD/F0K3NIevpVqBV9tKcsWEhGzgdkAG2ywweLfoSRJkjSKlnaq9L8Ar8nM64eC64hYMTMvysx7R3pBRLwA+CcqreTPVN427fqGdlmasoVk5jGZOSszZ82YMWMp34IkSZLUv6UNsN8A7BERKwyUfbCNKLKQiFgLeBuwV2b+DTgb2K09vDNw7kMokyRJksaNJQbYEfEsYF8qJeMrEfEcgMw8mErpGMlrqY6R342IC6gRR9aNiMuBG6lA+oSlLJMkSZLGjUXmYEfEFOALwGRgl8y8LSIObWVDge/tI702Mz8IfHBY8eeG3Z8P7LUUZZIkSdK4sbhOjitQk8s8GdgoIp4JPAXYICJOpoLrx/W/itLIZh52Rq/Ln3vknr0uX5IkPTotMsDOzFuBgyJiY+BrwBnAe4AceNqN/a6eJEmSNL4sMQe7Dbm3E5W6kZl5HfB6YMvMvLPn9ZMkSZLGlcUG2BHx5Ig4B7gH+CJwYET8P2B54MSI+IDTmUuSJEkLLHaiGWAj4I2ZeVebNOZ9LJhY5tvAppmZi3y1JEmSNMEsaSbHkwbuHkdNmb5bZn67lZ3f14pJkiRJ49EiU0QiYnJEnBwRG0TEhVRayPLAoaO2dpIkSdI4s8gAOzPvA5bNzGuA3YH7gTWosaolSZIkjWBJOdizBqZDD+CFwDatLIAVM3PnPldQkiRJGk+WFGBfkpkvAIiIDYC/AN8cKpMkSZL0YIvLwZ4ETI6IlSLiO8CHgTWBZUZr5SRJkqTxZnEzOd4fEW/MzNsi4hWZeRNARHwxIvYALs/MP47amkqSJEnjwCID7IiYAuwbEfdl5gcj4t+Ae9vDjwU+HhHPzcy5o7CekiRJ0riwuBzsxwMrAv/a7u8O/CMLJpo5daQXSZIkSRPZ4lJErgTeDdCmQz86M3868JRLel43SZIkadxZ0igiALTp0I/reV0kSZKkcW+pAmxJC8w87Ixelz/3yD17Xb4kSeqXAbY0ThjYS5I0PixyHGxJkiRJD50BtiRJktQhA2xJkiSpQwbYkiRJUocMsCVJkqQOGWBLkiRJHTLAliRJkjpkgC1JkiR1yABbkiRJ6pABtiRJktQhA2xJkiSpQwbYkiRJUocMsCVJkqQOGWBLkiRJHTLAliRJkjpkgC1JkiR1qNcAOyKWiYjT2u1tI+LaiLigXTaNiOUi4vSIuCwijo+yUFmf6yhJkiR1qbcAOyKWBy4Bdm1F04HPZOYO7XIlsB9wbWZu1R7fdRFlkiRJ0rjQW4CdmXdm5pOAa1vRdGCfiLg4Ik5uLdM7A2e2x88BdlpEmSRJkjQujGYO9lXAezNzO2Bt4NnAasAt7fFbgVUXUfYgETE7IuZExJx58+b1vuKSJEnS0hrNAHsucNbA7TWAG4BprWxauz9S2YNk5jGZOSszZ82YMaPHVZYkSZIemtEMsN8K7BsRk4AtgF8AZwO7tcd3Bs5dRJkkSZI0LoxmgH00sD9wEXBKZl4BnACsGxGXAzdSwfVIZZIkSdK4MKXvCjJzo3b9J2DHYY/NB/Ya9pKRyiRJkqRxwYlmJEmSpA4ZYEuSJEkdMsCWJEmSOmSALUmSJHXIAFuSJEnqkAG2JEmS1CEDbEmSJKlDBtiSJElShwywJUmSpA4ZYEuSJEkdMsCWJEmSOmSALUmSJHXIAFuSJEnqkAG2JEmS1CEDbEmSJKlDBtiSJElShwywJUmSpA4ZYEuSJEkdMsCWJEmSOjRlrFdA0iPbzMPO6HX5c4/cs9flS5I02mzBliRJkjpkgC1JkiR1yABbkiRJ6pABtiRJktQhA2xJkiSpQwbYkiRJUocMsCVJkqQOGWBLkiRJHTLAliRJkjpkgC1JkiR1yABbkiRJ6pABtiRJktQhA2xJkiSpQ70G2BGxTESc1m4vFxGnR8RlEXF8lKUq63MdJUmSpC71FmBHxPLAJcCurWg/4NrM3AqY3sqXtkySJEkaF3oLsDPzzsx8EnBtK9oZOLPdPgfY6SGUSZIkSePCaOZgrwbc0m7fCqz6EMoeJCJmR8SciJgzb968XldakiRJeihGM8C+AZjWbk9r95e27EEy85jMnJWZs2bMmNHrSkuSJEkPxWgG2GcDu7XbOwPnPoQySZIkaVwYzQD7BGDdiLgcuJEKpJe2TJIkSRoXpvRdQWZu1K7nA3sNe3hpyyRJkqRxwYlmJEmSpA4ZYEuSJEkdMsCWJEmSOmSALUmSJHXIAFuSJEnqkAG2JEmS1CEDbEmSJKlDBtiSJElShwywJUmSpA4ZYEuSJEkdMsCWJEmSOmSALUmSJHVoylivgCSNZOZhZ/Rex9wj9+y9DknSxGMLtiRJktQhA2xJkiSpQwbYkiRJUocMsCVJkqQOGWBLkiRJHTLAliRJkjpkgC1JkiR1yABbkiRJ6pABtiRJktQhA2xJkiSpQwbYkiRJUocMsCVJkqQOGWBLkiRJHTLAliRJkjpkgC1JkiR1yABbkiRJ6pABtiRJktQhA2xJkiSpQ1PGegUk6ZFm5mFn9Lr8uUfu2evyJUljyxZsSZIkqUMG2JIkSVKHRi3AjohtI+LaiLigXbaKiNMj4rKIOD7KcsPLRmv9JEmSpC6MZgv2dOAzmblDZu4AbAtcm5lbtcd2BfYboUySJEkaN0azk+N0YJ+IeCHwB+Bu4BvtsXOAnYDHAicPK/veKK6jJI0ZO1dK0qPDaLZgXwW8NzO3A9YGXgzc0h67FVgVWG2EsoVExOyImBMRc+bNm9fvWkuSJEkPwWgG2HOBswZu3w9Ma/enATe0y/CyhWTmMZk5KzNnzZgxo6/1lSRJkh6y0Qyw3wrsGxGTgC2AfwF2a4/tDJwLnD1CmSRJkjRujGaAfTSwP3ARcArwRWDdiLgcuJEKrk8YoUySJEkaN0atk2Nm/gnYcVjxXsPuzx+hTJIkSRo3nCpdkiY4Ry+RpG45k6MkSZLUIQNsSZIkqUMG2JIkSVKHzMGWJI0Jc78lPVrZgi1JkiR1yABbkiRJ6pABtiRJktQhc7AlSRPKWOV+m3MuTRy2YEuSJEkdMsCWJEmSOmSKiCRJj2KmpkijzxZsSZIkqUMG2JIkSVKHDLAlSZKkDhlgS5IkSR0ywJYkSZI6ZIAtSZIkdcgAW5IkSeqQAbYkSZLUISeakSRJnXOCG01ktmBLkiRJHTLAliRJkjpkgC1JkiR1yABbkiRJ6pABtiRJktQhA2xJkiSpQwbYkiRJUocMsCVJkqQOGWBLkiRJHTLAliRJkjpkgC1JkiR1aMpYr4AkSVJXZh52Rq/Ln3vknr0uX48Oj7gAOyKWA74BrA9cDrwmM3Ns10qSJGnRDOw16JGYIrIfcG1mbgVMB3Yd4/WRJEmSltojMcDeGTiz3T4H2GkM10WSJEl6SOKRln0REd8FPpyZZ0XEgcC2mfkPw54zG5jd7m4KXNlR9asDN3S0LOu1XuudGPWOZd3Wa73Wa73WO3r1PjYzZyzNEx9xOdjUhzCt3Z7GCB9KZh4DHNN1xRExJzNndb1c67Ve63301juWdVuv9Vqv9VrvI7PeR2KKyNnAbu32zsC5Y7gukiRJ0kPySAywTwDWjYjLgRupgFuSJEkaFx5xKSKZOR/Ya4yq7zztxHqt13of9fWOZd3Wa73Wa73W+wis9xHXyVGSJEkazx6JKSKSJEnSuGWALUmSJHXIAFuSJEnqkAG2JEmS1KEJHWBHxKSIeO4I5Wu16zV7rDsiYv2ImNLur9CuF1qf8S4iFhrgvb3/Z49S/VtExNNGo65h9a4+QtkGPde5TkTMjIhlh5XvExEr91jvmGzPEbHnIspXjoin91n3QF2vHo16FlP/zHbd2/5qWH3TI2LDUapry2H3n9uu1+ixzpUiYoP2/xDDHtskIrbqqd5J7fe7xQiP9Tri19D7jIhV2/UefdY3Qv2rt+vNI2KlUahvmbafHJXfzJJExOSI2Gas16MPo/3dDtS7YfsdD7+Myr4LJniADQTwroiYEhH/LyL2aBv5F9rj3++57m2B77T732rXb+2xzqp4FHcubcf9wZEeAv5tFOp/MnAKMCMi9o+Ip4xCnae04O6kdv+dbQe6O/CPPVd/LDAbWD0idm71TwGeBHy+x3rHant++wMrEPGKgfK7WfA77kXbgR8OHNH2H0dExBN6rvP0FoTtFREvjYjHAZ9vB09f67HeEyLiuIg4AZgJPCci1ouIx0bE43uqcxLwoXbwdmgrHro+rscDqHWA5wNnAe+OiFdHxNMjYjXq9/vfPdX7bmB54CMRsWlEbBQRj4uIJwHfjojPR8Rzeqr7N+3zPCgiDgD+BSAipkXEG3qq84EDceCT7fptwLMjYs+I2KxtA33YEPgG8NKBdVk7Ih4TEd/rqc6hes4YagAZ+D+aBHymp/o+HxHHjHTpo76Besfqux1yPnAE8CPg8IHb7+m53gc84sbBHk2ZeV9E3JOZ90bEfGrH+jfqzxng+j7qjYj3Aqu0+taLiPdRk+u8DxiNI+oNqQl9vgIc3dZpbeA24OTM3G3RL31oMjMj4r6I2JbagcygPuNXAvd1Vc9wrRXodcDWwAuB37b6d4yIxwBHZOZlHdc5BfgSsAIwC7izPXQ5cDywMrBvl3UOq38yQGa+q93/XERcl5nLhBVHAAAgAElEQVRXAu+LiHN6qncst+fBbei4iDgnM/8CzAfu76vSiNgHuAm4HfgrdTD+ERb8mfRlJeDFwEuAE6k/5ruAl1O/505FxLTMvAV4LHXAuAf1md9PBSi/AnanvvtOZeb9bf+c7U/5dmB+1Fmg5TPzx13X2dzbLlDf6RHAu6j3/WbgyV1XGBHrAhsDywB/BM4AjgN2BD7b1ucTmfnLruturgWuooKg2cCLWvlewPQ+Kmz7h6uBrwK3t89gk8w8IyJ+A1wAbADs0nG976f2xacAk9p6/AFYCziVaizoXETsAFwMrNDm+4Aan/kpmXlPRNzRR73U5zuqxuq7HeaKzNw/Is7MzAPaej1wezRM6AA7Is4GtoyIlwFPBLYBbgYeHxFHUwFnH87IzJ9GxBupwOREalr4E4Fn9lQnMPo7l4j4FhXkzgY+DBwInNnq6XMQ9tOBXwD7UcHHE1p9bwQ2pwKUTgPsdqD2Dqr1dhawVmv92QjYlWpd3pMeWsAiYm/g4GHFB1GBwUExLGWkY6O+PUfE8tSBy9oRMSczZ1G/3bcA76RaAm/po+7mc1QgdCiwa2Z+PyJuzsy/9lVhRKxIbcN3t+uhA4hlqBbXF/ZQ7Usi4qWtzr8B9ww8dkf7Azu360ojYjlqP7FZROxLHcjcBzyG2o/00qraDpI/TwWVtwKvB54D/Jo6uNmDfvZb84CjgE8AR1L7jKED9KFg/9kRQU9B9rrAO4CvZ+YNEbFCRBxPxQh9tWD/hTobAvV5fwk4OiIuBm7IzAP62LaA91LvaXXgZdSZg8OBb1Pbd1//S3sAn+bBByy3Dtzupd7M7PNM/KKM1XdLRJxM7a+2iIj/Ap7YroOK80bNhE4RycznUEHYU6gWr08AhwE/zsyDgb6OKF8bET8EnkvtSA+mWogOBjaMiD5bwd5LvWeonct5wKupnXgfO5e9qUB2eHrCLGCVaGkMPdiYCvDOpH7gB1Hb+6TMnJOZ7+26woiYSm0/t1Gtm3dT29VqwKuoswV9BEFk5jczcxda0BURx1I7840i4jTqgOq4PupmDLbnzLwzMzcGfgLsEZV+cyG1M53R1uO3XdcLD/TRuBR4HxUMPbmdVt46Is6MiKui43z3qNzYk4Bp1AHjxu36WVRwdC49pB9l5hczcw9gS+BNVCNE7zLzLuDZwEVUYLsO9Vtai2ptfVpEvL6Heu+lGgO+Tp1tO4Fqof8d8M/U2YI+LEulO12SmedRBxKXU/uOran98kV9BNcRMZs6eFkdmNyK7wD+C5iZmX01NP0K2CkiXkO1ZF5K/W6/RJ19JDN36qHe57LgoOXuFoCuCmwCbN9DfQBk5nuo3+vNg8V91TfGxuq7Bfgn4BDgynb9G+q/aKhs1EzoALtJKihanzqCn0a17E5iQapI195K5QKtRf3YD6eC/MOBpwIf6qleGOWdS2YOtbYN9wSqJb2XP+zMvCczv0p9rtOpH9cP6TFtoL3XT1KtEr8HbsrM46gj50OBD1B/0n26PSL+G/hsZj4/M3dt18/LzK/0VOdYbs9QBy33UdvZ+6mDyJ2BXlJiWBB83UedIbi0pVX9LDN3pQ7s1u6ywsy8kTpdfzt1evWPwA+o7TmowGj+IhfwMEU5KDNnAPtQKRMAUwdXr+t6oVJE2rKTBWfWkjozMYk6S9FL1cByrc5lge2os15TqVbO9TqvMPNvwP4saNRZljpwWpYKfAGmRT/57n+kzk68D9g5It4GbAZcA0yPiI17qBNqH7kq9Tu6q63HfdTZvs0iopdUDeBpwPCOqitTKQudp/8MM406WzGkr/c41sbquyUzr8vMG6jvdCvqYHXrdnvlHhv1FjKhA+x2imJLqiXoc8Bu1J/Wt6nTguf3VPX9VI7bxVQL65sHLgdTwW5fRnXnEhFnUhv3G1jwZwnVmnpNZn5kUa/toO6vAd+lOvi9mMr7PiMiXrTYF/4dMvNqahs6iQUpCm+n/pwPoU5v96LlWM+hzhbMi4ijIuLUiPheSy/oy5hsz+2032bAUzPzLIDMvIgKgF5FBcKdy8xnUXmxH6H6aazQDsijPf6elvfemZa68BrqLNN11FmSP1LB9h+oVJzOU48yM6kzFGtQaVX7Ue/zHdQf5WwqEOxcOyvyNOp9XksdRNwEPI46mDm6j3qpvNgXUoHBisCm1H/lLlQjxJu6rrD1n9gK+L9W9BcW5GOfzYJA7Nqu687M06n3uy7VSfl6Kj3ly9Q+65Vd19lcD9ybmSdQLZx7AD+ngrNtgLNaqlDXDqf+4wEmR8QmwFyqU2tf2xQRcRaVIjmo9xbsdlbte8MuZ0a/nTnH6rsFICI2Ak6j9h//066f2m7v0Fe9w03oHOzM3KkF2ddRO9G3Uqe2g/rjflJP9WZEXAf8J/XHuDv1g/86lcP6EeAZfdRN7Vx2ozby4TuX/23r1JnM3LUF2V+gRhPZmGpR/m6X9SzCasNPQ0XE9zLzlL4qbIHIYzLz2og4vgVe+1KdKm+IiN4OKKjt9lSq9XhP4OOZOTci9qe26yv6qHQMt+fPUb/br7T7Q6e33wd8MjP7SvEiMz8bEbcBfwI+BsxoKTp9WZFKmdi23Z5J5QcHFXQfTZ0d+fce6t6gLXczKlVjcrv/BCr3+4ge6iQzt4+IUzPz2xHxJqqV9SbqoO2bEfGS1gGza/9ABdMvp6WVUcHuM6nA4X97qHMS1cHwrohYh/p+N6K+32WoQGzKQOe4zkTEMsB/AD8FVsrMD0TES4B/zsyrImJ4345OZOYdETF0NuBaKt3qJGB2Zs6JGs3kcOoMc5cOpX5Dd1GNaG+mOpVOaZe+Gh7fkpm/iIjzBspm9FTXoOFBfe/G8LslatSdozPzWRHxdqpvw/lUzHFsawQbFRO9BXsyC1oJTgG2ycwXZObzqdPMvQwj14Kuu6g/pvWp0+pzqRaDJ1Gnt/tyKPB0aoc9uHOZRA87l3YqaBJwCTUk0pOo4O+KrusawRpRw5qdOnQBNo+I03us8yDglHbg8sZ2mvsM6tTrBVTw25fNqT/Kfag/50+29/xiauiv7yzuxQ/XWG3PLb3ptsz8Ufst/7qV/5w6U9HLsHWtA9gPgXUy80/Uaf1jI+LcFgh2LjNvycz9qe9yKhVo70Wlo6xAtXJ2PuZ4+/3+KTNnU6Pw/IJKBZpEDeW2Iu1z76HuScDUtg6/zsyTqBEYbqcOKPoKHIYCraDysb8G3N/+Fz5OjVazSpcVZuY9VF+YO6iAYBfgU9QZgyuog4v1okai6NpWwHmZ+Z/UKEvbAlMz86r2eJ95q0NDpq3YAp85LEj9OZ5KKejah6jc+gOAzTLzTe1M6unUAVQvDY+ZOdT36bLWXwfa2YF2v5cW3cz8/aIufdQ3YCy+W6hGl9ntrO2T20HpjlTr+ekRcXafKSoPkpkT9kL9Sew0cH+zYY8v11O9ATyp3d58oHwFKkF/Uo/vOdoGeBVw0kD5FtTR9Hk9fMavXkT5S8d6G+jxM94AWG/oe23Xr6TSGcZ8HXt4v2O1Pb94EeWTgR16rHeDEco2BF44Cp/35sPur9uuV+qpvqnUWRna97kqsFa7PxNYpsf3+qRh95/ZrqPHOleizvhMB9ZsZSuO1XbV87YUwLPa7SdQrfSrAq8ZeM7mo7Ae2w3VNbgdU8Mx9vr+R/PzbnVuO3B7x4HvYb2e6nviCGWTgX8Ypfc7Vt/tZOCxI5Q9ZbS+6wndgp3VunhhtAHRM/OBlph2hLNpT/Um8Od2+1cD5XcAt7f16kWWKzNzI2oUkaHyX2TmvMzcseP67s/M46PNNjdg+6wWqVEVETtHxBuj35nRghol5cvt/tCkK/tn5QiPmqjJKtbquVPJA7n1Q9tzRDy3bc8n9rw9/08seuKGj/ZY7zWt1Xyw7LdUy3lvn3VEzBrcZzR/jIhnZ3+jPTwOOCQiPkeNa/4aagKWT1Jpda/qqV6AG2JgFjbg9+16/Z46/JGZt2W17n2VBSM+bNaue9+uRiqPfmf6G5qsaUMWDO35+IjYpXUI27+negGIiGdk5sVQ+4+h7ThqLoNeZ/5r+67BdYnoYYbhiJja0m5gweRJrwBeO7Qemdl5fn3z1Yh43cC67Eedieq7Q+eQmfDg77bdv3ORr+hAZt6XC7fSD/YD692EDrCb86jTRUDNztZuTqZyPPtyQqvvK+36f1qg/7LFvahLQzuXqIlXetOC2eMH7q8JfCN6nvVu2DpERKxPdbj7ID2NXhI16cqHqXSY9WOUJxGKiK9HxIkRcWEr+haV63Z5XwcVMUYz7kXEDu3U6vCJG8g65d5bDnbUsICXtdSj04Yu1IHztj3VOVazot5DjVCyATUSwPOoP+grqPe6XY91H0vlb36QGoZx8HZfKXxjtl21+kdtpr+hg+OIeAt1sHQmNdrRH6hUik9TaTF9ej9ARKwfNeb6kK2p4Sd70QLNhYqp/WXX7qfSjaBG8foclbawSduHnB49TQRGderbKSK+ERE/o1Iz9szMXmcVjointu33HRGxzbDL1rFgpse+6h/pdzSZnmbMHMmE7uTY3E1NpnB01tjX/xURRwGPp4cdaURMp/Ke742IF1M5wS+mOv+9gBrGpzetFWRZqsPFy1vxFyLiy9QPcdnMfFuXdWZNwHJvq38FanzV/8rMXjrdtXpuosbfvp/6Ud1P5dpfTZ0SvbSnqsdkEqEWfD2dyoE+GPhU+65vpIKDK6ie1Bd0XXeO3Yx7YzJxw4AvZebHBgsi4gdDrXFda5/vqM+KSgW1a1Ojswy1QM2jgpE7M/ONXVcYEZMz8z6AzBzKUz1zpNs9GJPtKsZupr8NqU7on6T+g15B5dXvSI0WcyStpbUnQ5MX3Q4cGBG/z8yLM/NBLa89eD3VujsV+EpmvrLty+5d0gsfqvYfeHPU9OQzgXdk5k+7rmcRtqK2o9dRfSZOoCZBWyszf9RjvS+g4qtVqP4iQ5PLRVuPbYHOx8Iew9/RQmzBrv+t+6gcZKjhiYKFJ0bpymTqqPx+anzGyQPXK7FgJIS+TKdan1aMiMdFxJeoaZ5/CJzfdXA9KCKeR/XkPZEK9vr0M+pswDeBXbJGE/k0sHGPwTWM3SRCk1qdM6hOpKtTO7Wh6+nU6B6diojlIuIHwNNjFGfcg0fExA37RsSXBi5fBjaOiM47G8KIs6L+hhrusu9ZUT9L7SPmUh2FRsOe7Xe04UBZLuJ2p8Zwu9qD6gi20UDZaBww/qHV+ziqEeAT1P/Bd6ihzXqZCTCqs/AnqVbcA6l9xqHAURGxSVRaYaedSYe5Fx6Yv2DVgfK+PudrqP+gG4A3R8TJEfGD1rL8oajRY/owmxqtYwrwY2qEp5Oo/hS9ycx3Z+YRwG8z81+p/ch1mXlEZr6d/s5OjNXvaCETugU7It5JtVQDrBk169Ca1OeyR0/VzqSG25pGbWCvYMEsbN+n/rQ3WFQu3t+jpUi8h2qZn0WNT/mazDy1tYCuEhEvy8zOxg+OiINafUPv+WvUUe20qOHjpmZmH6k4SQV6ywLfi4h51MFL5zM4DvNWqsVnRyrgvYkFpxz/ta1PHyZReaLLUX+Uy1Ot2VBj636zj5y3zLwrKmfxVBaece9iasa9Z2bmF7uuuxmriRvOpUZ4GD41+juog4w+7E2NSPN56jse8sCsqJnZx2nma1jQcj2fCkyG8nbXi4jvZM322Jm2T7oIODUidqO+19WH387MvsbyHfXtKjPfEzWM5w8Gi/uul9ofr8mCxp17WXBG5MWZeeuIr/r7zacOEGdRv6eDqc/9ynb/DODkriuNmgH0HqoV9zXUd7v2wO2+zKU+2/nUCDh7Ay/KzFdGxHbA8RGxy/C88A5MAv6amftHxMepM8i/oqdUthEMxZkfZSCobkF358bwd7SQCR1gUxOBDO1Eh2YGm8yCWbz68BuqRfOJ1I5kDnXUPocFU3m+mxqLtVOZ+QfaKZmoQeb3A97e/rQOoVoQuh6fekUWzJ54E/VHvRwP/rz7EJn519ZC/1xqOMbbqM+/T0OTrnyXymc8fuCxpA6i+pgs4p6o8Wr/mxpPd0OqlXNrqvX67Ig4JDMv6aHu+yNi1Gfci5q4YXj6yajsSDPz7og4m9qJD50JHLr+KDXFdx91LmlW1D4C7E2oXP6TgL0z83k91DGSm6gD8q2o39UJ1MRgy1Hb+ZOBzgPssdyuGJsDxq2p4TTXpg6mbqKG3bwI+HREXJg9TOrTzhzPiYjbMvPqiHjHUIfoiDgR+Gh2PGFTsyp1ULEM1UIew273YugzjIjfAO+kGj5+1xqa1gZ27yG4BtgwM3eIiMcBz87Mbdp69DWR3nCntev/5MFnCvr0iJgxc0IH2Jn56XZaG2BeZn4uIl6RmccARMTLF/Pyh1vnrcDJEXEPdXS+DRVQH0jNMvSWzHx31/UOajnmN1NDTx0aNTXu7tRpwcfTYQCYbabGdgrwXGoEgsOAmzPz013VM1LVrVX+m8D7MvOciDiECnhf0VulOaaTCN1PBUI3UoH8f1BpP5+OiG9QoyLs1nWl7VT+JtTpz+Ez7p2amT/rus5mTCZuaB1m/kS1SO2XA6OkRM1O9mF6CLCjJmzaikq7OZMHz4r65OxvVtSdqQPznwP3t4PWQVOAg7LGp+7SptRkUe+NiD2Bx2fmJyNiF+r99jUr6lhtV2MV2F9GnXn6BTXZzOHAL6nW1j+x4Cxv5yLip8BjI+JIYIuIOII6MD8eeExEbJk1rn1nhrabiNgrMz/Zbu8+cHvPLusb0rbbn1Nn9z5Efa6TqNSJF2Rm57nfzbyozucvBP4talCDfei33wYRsRmVcvuytm0fBXyg9c0Jasi+X/ZQ71geID/IhA6wh0SNgjCU7N9La9tAXRtQLapnUafEZlKtBwdQrTJb91z/VKql+hvAmRHxI+CQzLylpcz01enhb5n57xFxLJWDfXZP9QxZixo+7FhgtYjYg0pjuK7PSmPhSVceT3X2+HK79DLpSvtev02dAdmPGuf86vbYa6gdeS+n03OMZtzLYRM3tFzKXiduiOqVfiD1B7ExNakQ1GnfM6lgt5fcxhyjWVHbQfhUagi311Pvf3A2tGV7CK6hDhj3i4jtgdWAZSNib2p89T9TBzKdG4vtqhmrmf4mUdvTB6kUtiOoUS7+gzoj0tuU1pm5TVSH1cOiRpX6NhXkDzXyLMuC0Tc6ERGvphoaVm/3l6FasPv2NGp20K2pkVpupdLqtqf67mzZ00Hyq6hJjI7MzDMiYlMqnbCvTsJD3kKl4mxI7aNWoP4Ln0PtP6dQ+5TO6x2j39HCcpQG3H6kXqg80XOAtYeVLwP8qIf6VqamND6NOnL9INWieyPVsvldhg2O3mHd61Ct1KdQQf6G1LS/51Ab/zo91TsF+PGwz+BnVOtfX9/rm6g0m4OpFJz3t8/8l9TU1qv2VO+YTbrS6plFnRm5kuo1vs/A5eU91TmJ6hAVwEda2fnt+oXAv/T5nhfzPfQycUNb/pTB/QN1SnI2NWPpbj2+p7Nb3TOooHONtq86b5Q+1w372k+MUNcWwBHt9nOBgwceu4ixmSSk1+2q1XEU1TcFYMt2PbWP/6O27O0Gbs9q16sDzx2lz/QHA7c3phqfepuEhDoofSF1Rm8OlTYx+P2e2/P7fUu7XmnYf8SLRuPzHu0LNXLVZKrh51LgDaNU76j+jka6RKt0wmqndINqdVw+M++IiC2yjoDWz8pb7qvuF1IB19DU2tdQweAXs6Zg7qPOSdSQS6+kjmo3o37om1E5jb/NzM47AkbEhlkTcQzdfwI1zXXnnTmXsB5TqBa407O/gf3HXEQ8B7g7M3+wxCd3U9+zMvP8gfvPzMwftN/X0zOzt/Fsx0pErJeZ10YNPXkn1a/iemCj7GH4q6jh+TbLzOOHlQfwkhyDiZv6FBGrUZ/lRRExjWopv7499irglsw8fUxXcpS073jdR+M+KyKeRR2k/y0zL4mIrYBfZBumsac6J2fmfRHxWKqx5dJWHlSg+z991T2RRMTKVJrX79r9VagBAP4XeEVm/tcor88WVHrqqPyODLAjjqdOU0yl8mT3oEZc2CsiTgfemR3ngLWc1euolpBnRMRs4I6scT8PpH7gveSBDazDyjnQOzwipmSN1TkjM+ct7rUdr8fTs79xkofqmEkdvOyS/Y068IjXRz7jwLK/R+X0HZmZ329lK1EpOj/PzMP7qHesjPZ+ox0Yn5eZz2r3v041CgyZRPWpeFFXdT4STLTtashE2Ge1bfqttG0X+Ak1csg/Up3+AKZk5rt6qHsusG+7fJrq9HgH1dfgrsz8367rnGgiYlXqTPKl1Jm2Bz1MnVHto0/QFODQzDyy3V8lM2+OGgbxq5nZS5rmSBwHu9IVnkJ1Rrs1q6PBPS3Xbp2eApL5mfkyKm8T4IvAXu1o70tUOkFvWietbSLiWUMX4BntuvMc8Ii4LCLOWMTD7++6voF6h4YSOzarI1rnO+pHooj4WGv9I2rGrM2jpvU+ps96M/O5wH0R8cSomeG+Anz+URoEjep+o22/g52g1qVGInh8u96Q+jN71JlI29VE2me19zc00cjXqbOqhwDPp/KTr6e/ybmupibTATiaCvSfQwX3fU6+MpHcS3UufCvVt20LKk1yc/qdUO8+qpV8yDci4olUnHXbiK/oyYTt5Nj+CP+X6vB3D3UEO+hd1ID7fcqIWJsKqu+mOkjNZ8GwNn35AJUr+nKqY+Xg9YlUZ60uXU/NlnkED+65HFRnxL7sSfXWXrm1hD2pXU+izt48p8e6R11E/DPVGvNT4OKIeDdwHvCEzPxV9DBDWUv12YkFs97tRQV/61JjrV69iJeOS2O839gmajrl66mD9OsiYvD6jz3VO+om2nY1YELts1gwhGtSrdZB/UdcQY0n33kLZ7MB1ZnzOOADmflPEbElcPVonsF9lPsC1VdkfWpUj7uoNNSfU7/fXuYaycyMiPsHiu6kDpwOBj7eR52LMmFbsLN6hh9CHVk9h+rJu0rUmJTbU0PIHNdT9WtETY++BtUp7WPUJCQHZubLc9j0y33IzHdSO5Ph1320mCT1Oa9KtU58v12fx4NnS+tM1AQ3a7b0m3vaqajLM3O3zNwF+Hk71fyo0E6LQXVwTOAvVEvBf7LgIKaPfLCbqSDz/HaW4veZ+ep2Gu4o4BNR08Y/KozxfuPS9rm+ZaRV66nOsTKhtiuYePusZkOqlfp1VOfGXy/22R2IiDdQwV5QfY+IiKdRZ6X+X9/1TyDvoYZ+HIuZdtePiAOiJhVaj0pT2ZEFqUejYsK2YANk5lURcQPVG39lqjf+dOpz6fPg42OtrsOpP+o1qdPNT2wt2t8DjsrM+YtcQjdy2HXnWqvA0DBPVwGbZub3I+Lmdt358G3NrdQpqr8y0GoeNVzfrpk5UpAybrUUhY8DH4+IA6gJOV5LtdQMDe7f+WD7mfnH1qp7FDVSyY+ihr36F+B8anSRjRaziHFnDPcbk1r9f46INVvL5kpRQ/c9JmrK+p2yv/F0R81E3K6YYPus5haqP9IV7fZobLu/aXV9nNqeoPpSvIka3eoDo7AOE8H17XIJFWxPof6DXkqd/RstYzLJDEzgFuyImBo1k1FS+V9nUJPNfIxqYb06amKSzmXml4DLqTFln0udQvkplSN0GXBNH8F1RDwhIq6kRjsYLUcy8hijvR7JZuYJVG/hk4HbW4eayVTL7uF91j2WImJFYFdqWKL/ozoO/aQ93Ndnvh3VSnE9tQ3/khp28kJgj8x8a0/1jrqx2m+0Tm//PnQ/M5/YWja3y8xdM3PbzHzmoyG4HjBhtiuYsPusvwK/pfZRh1D/TX3/N3yfmm13TWrYyxUy8/zMfDnVyNXbxDoTzO1UXHMG/7+9+4/Vsi7jOP7+cPghYA0sZIbaRGcxEtrSJcUI3Jlbv6xZmEpT14rEtfiDwWz9oNYK5nS1TBZb2s+BtrC2MKA2mGtmrkWpY9RqU4IphEC2poTh1R/X94nb4/EocN/PA/fzef1zn3Pu55zvF85znue6v/f1va7s87EbWBgRHwQ+Si64NWVPRNwTEXcDuysf721wzJfp2xXsyLbDg2T739FkEFht87wG+IOku6LSqe1kSboZmEMW0v8jeWV3HrnB4/PA0oi4t67xhtgJzCU7Rg6n9he2iHh/WWGDrK06XtL0yrGxJgZAp9zgrsh23ncAz5C32L/a4Lg9IekjZI3zDeRzdwXZXnoW2XWwqSv5o+SKxPvI27xbgKXkbdhGu4V1W69eN8jNlMslPUG+UQ01ilyF+1Q00/SlF/rmeVXRN69ZkjrNRiD/draTK8vjy9fPJBvN1D3uaHLh5zdkEPjvUvlnH1kbe2E5byfnS+Td04vJvQUXA7fkrx3IZmS1q1yYdkxsYpzXom8DbPj/m+XTZOD5JLC4/PGNK4nyj5OF7/9S45jfkbSevIK+llyZmUjebr4EWCjptohYMcKPOdGxg2ybeljZ7njmcMeI+ETdQ5NviueSOXafqxzPr3ksAJS1VFdI2gPslrSyzGM2cIOkXQ3mynZdqRJyGZkW8hXyAm4G2b1yQ8PDnwHcRba2PkLWV/8XubGkyd3iPdGj1421wFpJbwduIC/I7wA6dWRHkcHIc3WNeQroq+dVv71mFbeT+5BWk83IfiBpJ5mqMUAzQdgssg/CzyT9FLimU7K2LPrMa2DMfnQfWeXojeSdqCnk3/Q68sK5qcW1AbK5TceHKx+/vqExh9X3dbCrSo7ff4HZEfEnSWMiopFcoVJG7ZzIhjYDZE3sXeXcdRGxvolxy8+/gHxyD7fCNiaOtQqua7zHgI3AyqH/n5K2RcSC4b/zpMacBxyIiB2SHiYb+HScBTwTDdff7gVlK+8V5L/3bPK26yGytNlDEXF5A2NOIldyhz6fRDZS+kfdY55Kuvm6URlzMnBFSSdopX57Xg3zmrWMY3dHzirnWj0l0wQAAAUaSURBVFdCrvz9dH6nh1/t8TWPfWFEtLUiTc9JmgpcEBG/K3sqbgQ2R4MN/F5lPhdEaXrTlfEcYFvTyhvHANkoI4acmxkROxoe/yUXLJJuAvZGxOYmx+2FUs1iH7A9IvYOOXdZRPx++O80s14raRPnAfMiG49NiOwu/N6I2NTr+ZnZa9e3mxytq35O5mMdkLRN0kFJWyUdpLJxq06S3l2ODwCLJG2pnP4t2VygjZaTt8FWQrYsl/QxSZfS3o1SZm0hMmXipvL5L8uxVRs6zfpBX+dgW9c8GhELOukg5XhFOdbe2rmk3CyStIzcIb6gBPbfKg8Zy/DpMW2wjyzkP6UE1e8h83X/SpY3M7NTkKQvApOANwHnlhzsaeU4taeTM7Pj5hVs64ah9bYbrb8dEUcj4hZyM1R1jPVkDfJVZNvWtlpNlr5aW457I+JDdHmDh5kdlwciYhlZ3eIJsqvuU+XYqnxzs37gANu6YZqyO9krHWsn6RtklZZxks4nN3VeT6aGLKeB8k+9JmkpeUGxjNwJf4S8yHhrqRIzpYfTM7OR3SjpIbI3wkVka+c3l+P0yh04MzsNeJOjNU7Sx8mA9p8c63Z3hMw3HFcaLNQ95pSI2C9pHdmcYmxELC7n3gmsKm2XW0PS1WTVkHvIUlSD5Cr2IrJU0dci4ubezdDMXklJbVtNtnS+jpeWqBtFvlbu6cHUzOwEOAfbGld2wy+LiLsl3U+2gX+w4TH3K9u0TwCWRMSzlXOPlEoirRIR95cugvvJSgSHyLrBL0TEAUkTejpBMxvJi2R/hC3Ar4EfVc4F2SnUAbbZacIr2NaoUs+102RmPxnwHiynO6sycxoYdxvZpSt4ea73ADAxIubXPW6vSdpKVmYZINvRHgIuJwvvz4qIq3o4PTMbgaQHgU8DPwGeBzaVjycBt0fEu3o4PTM7Dg6wrSsk3Qo8QuZBjwZWR0Rtne5GGHcJGchv7DTyaTNJh8g35Q3kitjOiPhzOfdZ4Ns1t/A2sxqUFs+byFS6K8kueFcBS4DvAd/vdiMWMztxDrCtKyRdFBF/Kx+/BZgWEVu7MO7Z5Aru/jZ2bhyq5HFGRLwoaZSDabPTQ2kyc0lEPCZpRkTsLF+fAHwSXxybnVYcYJuZmZmZ1chl+szMzMzMauQA28ys5UaqICNpcklPMDOzmjjANjNrMUnvADZXPh89JKBeR1acMTOzmjgH28ysZST9GJhO1kEfagC4vtSKHyTrLe8o584gS2rOiYinuzJZM7MWcqMZM7P2OQx8JiK2l8oymyLiyuoDJF0I3AnMBZ6KiOclfRe408G1mdnJcYBtZtZOARARRyXNlrSxfH08MAisAhYDY4CHJT0K/D0i7uvJbM3MWsQBtplZ+5wJvFD5/PGI+MCQx1wDIOltwLPAlohY16X5mZm1mnOwzcxaRtKvgDXASuAAMBXYB0wBria7BQ6SQfYsoNrldDKZUvKFbs7ZzKxNvIJtZtY+55AB9ZaIuLXzxZJjDfA64A3AenJ1+8uVx8wH5ndromZmbeQA28ysRSTNBP4DHAWulXRp5fQM4OsR8SSwRtJc4LZy7JgM/KJb8zUzayMH2GZm7XIU+CYwFrh3mBXssZXHTgR+OMwK9mBXZmpm1lLOwTYza6FSnm8gIo6M8JixwOiIeK57MzMzaz8H2GZmZmZmNXKrdDMzMzOzGjnANjMzMzOrkQNsMzMzM7MaOcA2MzMzM6uRA2wzMzMzsxr9D6N5SVRZwiuiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (12,6))\n",
    "data.groupby('店名').comment_count.mean().sort_values(ascending=False).plot(kind='bar',width=0.8)\n",
    "plt.title('各品牌商品的平均评论数')\n",
    "plt.ylabel('评论数')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.5 各品牌价格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#查看价格的箱型图\n",
    "plt.figure(figsize=(14,6))\n",
    "sns.boxplot(x='店名',y='price',data=data)\n",
    "plt.ylim(0,3000)#如果不限制，就不容易看清箱型，所以把Y轴刻度缩小为0-3000\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "店名\n",
       "SKII    1011.727079\n",
       "佰草集      289.823171\n",
       "倩碧       346.092190\n",
       "兰芝       356.615809\n",
       "兰蔻       756.400778\n",
       "妮维雅       73.789053\n",
       "娇兰      1361.043588\n",
       "悦诗风吟     121.245945\n",
       "植村秀      311.786667\n",
       "欧珀莱      276.218543\n",
       "欧莱雅      167.282698\n",
       "玉兰油      329.657294\n",
       "相宜本草     122.958446\n",
       "美加净       44.694619\n",
       "美宝莲      148.757576\n",
       "自然堂      180.130213\n",
       "薇姿       281.085791\n",
       "蜜丝佛陀     142.118894\n",
       "资生堂      577.438490\n",
       "雅漾       212.618401\n",
       "雅诗兰黛     872.470718\n",
       "雪花秀      901.082873\n",
       "Name: price, dtype: float64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby('店名').price.sum()\n",
    "avg_price=data.groupby('店名').price.sum()/data.groupby('店名').price.count()\n",
    "avg_price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,6))\n",
    "avg_price.sort_values(ascending=False).plot(kind='bar',width=0.8,alpha=0.6,color='b',label='各品牌平均价格')\n",
    "y = data['price'].mean()\n",
    "plt.axhline(y,0,5,color='r',label='全品牌平均价格')\n",
    "plt.ylabel('各品牌平均价格')\n",
    "plt.title('各品牌产品的平均价格',fontsize=24)\n",
    "plt.legend(loc='best')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 娇兰、SKII、雪花秀、雅诗兰黛、兰蔻、资生堂这几个国际大牌的产品价格很高，产品平均价格都在500以上，都是一线大牌；\n",
    "- 兰芝、倩碧、玉兰油、植村秀、佰草集、薇姿、雅漾的平均价格在300-400元左右，其中佰草集是最贵的国货品牌；\n",
    "- 美加净作为国货品牌，性价比高，平均价格最低，妮维雅的平均价格第二低，在100元左右；\n",
    "- 全品牌平均价格低于400元，除了前五个国际大牌其余品牌的平均价格都低于全品牌平均价格；"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.6 男性护肤品销量情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gender_data=data[data['是否男士专用']=='是']\n",
    "gender_data_1=gender_data[(gender_data.main_type =='护肤品')| (gender_data.main_type=='化妆品')]\n",
    "plt.figure(figsize = (12,6))\n",
    "sns.barplot(x='店名',y='sale_count',hue='main_type',data =gender_data_1,saturation=0.75,ci=0,)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,[ax1,ax2]=plt.subplots(1,2,figsize=(12,6))\n",
    "gender_data.groupby('店名').sale_count.sum().sort_values(ascending=True).plot(kind='barh',width=0.8,ax=ax1)\n",
    "ax1.set_title('男士护肤品销量排名')\n",
    "\n",
    "gender_data.groupby('店名').销售额.sum().sort_values(ascending=True).plot(kind='barh',width=0.8,ax=ax2)\n",
    "ax2.set_title('男士护肤品销售额排名')\n",
    "\n",
    "plt.subplots_adjust(wspace=0.4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 男士购买的大多是护肤品；\n",
    "- 妮维雅是男生护肤品中销量遥遥领先的品牌，第二第三分别为欧莱雅、相宜本草；"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.7 分析时间与销量的关系，体现购买高峰期"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.pyplot import MultipleLocator\n",
    "plt.figure(figsize = (12,6))\n",
    "day_sale=data.groupby('day')['sale_count'].sum()\n",
    "day_sale.plot()\n",
    "plt.grid(linestyle=\"-.\",color=\"gray\",axis=\"x\",alpha=0.5)\n",
    "x_major_locator=MultipleLocator(1)  #把x轴的刻度间隔设置为1，并存在变量里\n",
    "ax=plt.gca()  #ax为两条坐标轴的实例\n",
    "ax.xaxis.set_major_locator(x_major_locator)\n",
    "#把x轴的主刻度设置为1的倍数\n",
    "plt.xlabel('日期（11月）')\n",
    "plt.ylabel('销量')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 淘宝化妆品的购买高峰在11号前几天，可能是双十一之前商家提前预热，已经有很大的优惠了，消费者的购物欲望强烈；\n",
    "- 双十一当天，销量最低，可能是消费者为了避免网络高峰，在双11号之前提前购买了；\n",
    "- 双十一之后的3天，销量远不如双十一之前了，但也逐步增长了，可能是商家持续打折有优惠，以及消费者的购物余热起作用。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}