1709tantantiger_sales_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# こちらのデータはタンタンタイガーの数値を基にして作成しておりますが、全てのデータ開示は会社の競争上で問題があるため、売上や単価など一部数値を変更しております。個別にご連絡いただければ開示・ご相談を検討します。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#必要なライブラリを予めすべてインポート\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import pylab as pl\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import stats\n",
    "%matplotlib inline\n",
    "sns.set_style('whitegrid')\n",
    "sns.set(font='AppleMyungjo')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# タンタンタイガーの2017上半期売上分析\n",
    "## Objective(目的)＆Why (なぜやるのか)\n",
    "タンタンタイガーの下半期売上データを分析する。\n",
    "各データから意味を抽出して、売上に影響している要因を見つけ出し、改善アクションにつなげる。\n",
    "\n",
    "## Data for deep dive (見てみるデータ)\n",
    "1. 売上・来客数・単価の平均・偏差等のスタッツはどうなっているか。\n",
    "1. 時系列における売上（単価・来客数）の推移はどうなっているか。\n",
    "2. 各ディメンションごとの売上（単価・来客数）推移はどうなっているか。\n",
    "    - 曜日ごと\n",
    "    - 時間ごと\n",
    "    - 天気ごと\n",
    "    - 新規/リピーター毎\n",
    "3. 年末までの売上予測を立てる\n",
    "4. TVの集客効果はどれくらいあるか。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#CSVデータをDF形式で読み込み。 indexにdateを設定\n",
    "rowdata = pd.read_csv('./data/ttt_sales_2.csv', \n",
    "                      parse_dates=['営業日'],index_col=['営業日'], dayfirst=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>営業</th>\n",
       "      <th>並盛個数</th>\n",
       "      <th>レディース個数</th>\n",
       "      <th>大盛個数</th>\n",
       "      <th>来客数計</th>\n",
       "      <th>売上計</th>\n",
       "      <th>リピート計</th>\n",
       "      <th>11~12</th>\n",
       "      <th>12~13</th>\n",
       "      <th>13~14</th>\n",
       "      <th>...</th>\n",
       "      <th>20~21</th>\n",
       "      <th>21~</th>\n",
       "      <th>天気</th>\n",
       "      <th>曜日</th>\n",
       "      <th>月</th>\n",
       "      <th>週</th>\n",
       "      <th>年</th>\n",
       "      <th>新規</th>\n",
       "      <th>トピ売上</th>\n",
       "      <th>単価</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>営業日</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",
       "      <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>9月 1 (木)</th>\n",
       "      <td>一日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>77.0</td>\n",
       "      <td>74250.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1. 晴れ</td>\n",
       "      <td>4.木曜日</td>\n",
       "      <td>9.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>964.285714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9月 2 (金)</th>\n",
       "      <td>一日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>77.0</td>\n",
       "      <td>75250.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1. 晴れ</td>\n",
       "      <td>5.金曜日</td>\n",
       "      <td>9.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>977.272727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9月 3 (土)</th>\n",
       "      <td>休み</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.土曜日</td>\n",
       "      <td>9.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           営業  並盛個数  レディース個数  大盛個数  来客数計      売上計  リピート計  11~12  12~13  13~14  \\\n",
       "営業日                                                                             \n",
       " 9月 1 (木)  一日   NaN      NaN   NaN  77.0  74250.0    NaN    NaN    NaN    NaN   \n",
       " 9月 2 (金)  一日   NaN      NaN   NaN  77.0  75250.0    NaN    NaN    NaN    NaN   \n",
       " 9月 3 (土)  休み   NaN      NaN   NaN   NaN      NaN    NaN    NaN    NaN    NaN   \n",
       "\n",
       "              ...      20~21  21~     天気      曜日    月     週     年  新規  トピ売上  \\\n",
       "営業日           ...                                                             \n",
       " 9月 1 (木)     ...        NaN  NaN  1. 晴れ   4.木曜日  9.0  36.0  2016 NaN   NaN   \n",
       " 9月 2 (金)     ...        NaN  NaN  1. 晴れ   5.金曜日  9.0  36.0  2016 NaN   NaN   \n",
       " 9月 3 (土)     ...        NaN  NaN    NaN   6.土曜日  9.0  36.0  2016 NaN   NaN   \n",
       "\n",
       "                   単価  \n",
       "営業日                    \n",
       " 9月 1 (木)  964.285714  \n",
       " 9月 2 (金)  977.272727  \n",
       " 9月 3 (土)         NaN  \n",
       "\n",
       "[3 rows x 24 columns]"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#行追加\n",
    "rowdata['新規'] = rowdata['来客数計'] - rowdata['リピート計']\n",
    "rowdata['トピ売上'] = rowdata['売上計'] - rowdata['並盛個数']*850 - rowdata['大盛個数']*150 - rowdata['レディース個数']*850\n",
    "rowdata['単価'] = rowdata['売上計']/rowdata['来客数計']\n",
    "\n",
    "#del rowdata['同伴'] #要らない行を削除\n",
    "del rowdata['Makuake']\n",
    "del rowdata['同伴']\n",
    "del rowdata['チケ利用']\n",
    "del rowdata['客単価']\n",
    "\n",
    "rowdata.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data = rowdata[rowdata['営業'] == '一日'].rename(columns={'レディース個数': 'レディ',\n",
    "                                                        'リピート計': 'リピ', '並盛個数': '並盛', '来客数計': '客数',\n",
    "                                                        '大盛個数': '大盛', '売上計': '売上'})\n",
    "\n",
    "data_2017 = data[data['年'] == 2017]\n",
    "#data_w_new = data.dropna(subset=['新規'])\n",
    "#data_w_topping = data.dropna(subset=['トピ売上'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>並盛</th>\n",
       "      <th>レディ</th>\n",
       "      <th>大盛</th>\n",
       "      <th>客数</th>\n",
       "      <th>売上</th>\n",
       "      <th>リピ</th>\n",
       "      <th>11~12</th>\n",
       "      <th>12~13</th>\n",
       "      <th>13~14</th>\n",
       "      <th>14~15</th>\n",
       "      <th>...</th>\n",
       "      <th>18~19</th>\n",
       "      <th>19~20</th>\n",
       "      <th>20~21</th>\n",
       "      <th>21~</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>312</td>\n",
       "      <td>312</td>\n",
       "      <td>312</td>\n",
       "      <td>311</td>\n",
       "      <td>311</td>\n",
       "      <td>311</td>\n",
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       "      <td>309</td>\n",
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       "      <td>312</td>\n",
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       "      <td>311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>86</td>\n",
       "      <td>27</td>\n",
       "      <td>13</td>\n",
       "      <td>93</td>\n",
       "      <td>91784</td>\n",
       "      <td>48</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>26</td>\n",
       "      <td>2016</td>\n",
       "      <td>45</td>\n",
       "      <td>13807</td>\n",
       "      <td>981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>23817</td>\n",
       "      <td>14</td>\n",
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       "      <td>5</td>\n",
       "      <td>5</td>\n",
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       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>3646</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>59</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>0</td>\n",
       "      <td>6650</td>\n",
       "      <td>913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>76</td>\n",
       "      <td>21</td>\n",
       "      <td>11</td>\n",
       "      <td>77</td>\n",
       "      <td>75375</td>\n",
       "      <td>38</td>\n",
       "      <td>10</td>\n",
       "      <td>17</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td>2016</td>\n",
       "      <td>30</td>\n",
       "      <td>11325</td>\n",
       "      <td>969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>85</td>\n",
       "      <td>25</td>\n",
       "      <td>14</td>\n",
       "      <td>89</td>\n",
       "      <td>87425</td>\n",
       "      <td>48</td>\n",
       "      <td>14</td>\n",
       "      <td>20</td>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>25</td>\n",
       "      <td>2017</td>\n",
       "      <td>43</td>\n",
       "      <td>13375</td>\n",
       "      <td>980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>97</td>\n",
       "      <td>32</td>\n",
       "      <td>17</td>\n",
       "      <td>107</td>\n",
       "      <td>105412</td>\n",
       "      <td>58</td>\n",
       "      <td>19</td>\n",
       "      <td>23</td>\n",
       "      <td>18</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>40</td>\n",
       "      <td>2017</td>\n",
       "      <td>58</td>\n",
       "      <td>15937</td>\n",
       "      <td>993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>120</td>\n",
       "      <td>55</td>\n",
       "      <td>22</td>\n",
       "      <td>162</td>\n",
       "      <td>164150</td>\n",
       "      <td>88</td>\n",
       "      <td>31</td>\n",
       "      <td>37</td>\n",
       "      <td>30</td>\n",
       "      <td>25</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>22</td>\n",
       "      <td>21</td>\n",
       "      <td>20</td>\n",
       "      <td>12</td>\n",
       "      <td>53</td>\n",
       "      <td>2017</td>\n",
       "      <td>108</td>\n",
       "      <td>22350</td>\n",
       "      <td>1025</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        並盛  レディ  大盛   客数      売上   リピ  11~12  12~13  13~14  14~15  ...   \\\n",
       "count   62   62  62  312     312  312    311    311    311    311  ...    \n",
       "mean    86   27  13   93   91784   48     14     19     14      8  ...    \n",
       "std     14    8   3   23   23817   14      5      4      5      5  ...    \n",
       "min     59   13   7    0       0    0      3      5      2      0  ...    \n",
       "25%     76   21  11   77   75375   38     10     17     10      5  ...    \n",
       "50%     85   25  14   89   87425   48     14     20     14      7  ...    \n",
       "75%     97   32  17  107  105412   58     19     23     18     11  ...    \n",
       "max    120   55  22  162  164150   88     31     37     30     25  ...    \n",
       "\n",
       "       18~19  19~20  20~21  21~    月    週     年   新規   トピ売上    単価  \n",
       "count    309    309    309  309  312  312   312  312     62   311  \n",
       "mean       7      8      8    6    6   26  2016   45  13807   981  \n",
       "std        3      4      3    3    3   14     0   19   3646    18  \n",
       "min        0      0      0    0    1    1  2016    0   6650   913  \n",
       "25%        5      6      6    3    4   14  2016   30  11325   969  \n",
       "50%        7      9      8    6    6   25  2017   43  13375   980  \n",
       "75%       10     12     11    9    9   40  2017   58  15937   993  \n",
       "max       20     22     21   20   12   53  2017  108  22350  1025  \n",
       "\n",
       "[8 rows x 21 columns]"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_w_new.describe().astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>売上</th>\n",
       "      <th>客数</th>\n",
       "      <th>単価</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>225</td>\n",
       "      <td>225</td>\n",
       "      <td>225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>96833</td>\n",
       "      <td>98</td>\n",
       "      <td>983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>23809</td>\n",
       "      <td>23</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>44250</td>\n",
       "      <td>45</td>\n",
       "      <td>913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>79550</td>\n",
       "      <td>82</td>\n",
       "      <td>972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>92600</td>\n",
       "      <td>94</td>\n",
       "      <td>982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>111500</td>\n",
       "      <td>112</td>\n",
       "      <td>996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>164150</td>\n",
       "      <td>162</td>\n",
       "      <td>1018</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           売上   客数    単価\n",
       "count     225  225   225\n",
       "mean    96833   98   983\n",
       "std     23809   23    17\n",
       "min     44250   45   913\n",
       "25%     79550   82   972\n",
       "50%     92600   94   982\n",
       "75%    111500  112   996\n",
       "max    164150  162  1018"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#1.売上・来客数・単価の平均・偏差等のスタッツはどうなっているか。（2017年）\n",
    "base = data_2017.loc[:,['売上','客数','単価']]\n",
    "base.describe().astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>トピ売上</th>\n",
       "      <th>新規</th>\n",
       "      <th>リピ</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>62</td>\n",
       "      <td>225</td>\n",
       "      <td>225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>13807</td>\n",
       "      <td>44</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3646</td>\n",
       "      <td>20</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>6650</td>\n",
       "      <td>13</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>11325</td>\n",
       "      <td>29</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>13375</td>\n",
       "      <td>41</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>15937</td>\n",
       "      <td>58</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>22350</td>\n",
       "      <td>108</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        トピ売上   新規   リピ\n",
       "count     62  225  225\n",
       "mean   13807   44   53\n",
       "std     3646   20   11\n",
       "min     6650   13   21\n",
       "25%    11325   29   46\n",
       "50%    13375   41   53\n",
       "75%    15937   58   62\n",
       "max    22350  108   88"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#1.1（おまけ）：少しブレークダウンした数字はどうなっているか。\n",
    "plus = data_2017.loc[:,['トピ売上','新規','リピ']]\n",
    "plus.describe().astype(int)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 売上・来客数・単価の平均・偏差等のスタッツはどうなっているか。\n",
    "#### 平均\n",
    "\n",
    " -  売上：9,6833円\n",
    " - 来客数：98人\n",
    " - 単価：983円\n",
    " - トッピング売上：13807円\n",
    " - 新規人数：44\n",
    " - リピータ人数：53\n",
    " \n",
    "#### その他\n",
    "\n",
    "- 今まで一番の売上は164,150円\n",
    "- 今までの一番の来客数は162人。最低は45人\n",
    "- 新規よりリピーターが多い。うちはリピーターのお店\n",
    "- 新規のSTDが20なのに大してリピーターは11。リピーターはブレが少ない"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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/tIHcknrff1X1bQAYwA1XJHH7tdNxBZy/n4NAZl41AKlTIrHZ+pftcy6BTgd3XDuDaxYm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\nLhBxQ0KxNaFqLEya/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ppCREnHO70TZSNS29DAzNXLjS3DnAPz2yjxp/VcqN6zKICLVfcB+LxQjM7Thc2U7/0Mi0r1Pm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56BAczNPhhNHX04ktcAs4XZJ+4oT9eG1q4BAMCW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NHE35F4QL4OulQg6/XzxU0Iyu/mGbvfaXp7nsCw+1YsIBmJQYPwT7cTa1x6xspE4Wt4nN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\nl5YQrp+uPl/XL8ru1vRz+oRYRfahXEF8dIjO8da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      "text/plain": [
       "<matplotlib.figure.Figure at 0x108bd30f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#2.時系列における売上（単価・来客数）の推移はどうなっているか。\n",
    "#移動平均的で出す。\n",
    "base_rolling = base.rolling(window=7, min_periods=7).mean() #14日の移動平均\n",
    "\n",
    "graph_num = 3\n",
    "fig, axes = plt.subplots(nrows=graph_num, ncols=1, figsize=(16,12),  squeeze=False) #squeezeはsubplotsのおまじない\n",
    "\n",
    "for i, col in enumerate(base_rolling):\n",
    "    base_rolling[col].plot(ax=axes[i,0])\n",
    "    axes[i,0].set_title(col, fontsize=14, fontweight='bold')\n",
    "    i+=1\n",
    "    if i == graph_num:\n",
    "        break\n",
    "plt.tight_layout() #スペース調整"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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4uvVmGUVTXqi73+sOD8Kelt9pfoLcNSYpQyKFLSV027d+VUqL51NcaJykcF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\nR88dyxPo7By+c2bTiiQ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bM/Gbd1sw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\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M6upqVFVV4ZZbbkF2dnavxy+55BKrslG333473nnnHRw/fhyTJk1y+HUCAz2r9FRDcyfe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\nAAAAAABQOP8BWc80BAwLkgMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114acbac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#移動平均的で出す。\n",
    "plus_rolling = plus.rolling(window=7, min_periods=7).mean() #7日の移動平均\n",
    "\n",
    "graph_num = 3\n",
    "fig, axes = plt.subplots(nrows=graph_num, ncols=1, figsize=(16,12),  squeeze=False) #squeezeはsubplotsのおまじない\n",
    "\n",
    "for i, col in enumerate(plus_rolling):\n",
    "    plus_rolling[col].plot(ax=axes[i,0])\n",
    "    axes[i,0].set_title(col, fontsize=14, fontweight='bold')\n",
    "    i+=1\n",
    "    if i == graph_num:\n",
    "        break\n",
    "plt.tight_layout() #スペース調整"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x108c70b38>"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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zmc8oHo8rDEN97GMf2/6TAAAAAAD2zHx9US+tnVUn6GqpkdNkamx92ehVGIah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\n1aOzgEU9x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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b981710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plus_rolling = plus.rolling(window=21, min_periods=21).mean() #7日の移動平均\n",
    "plus_rolling.loc[:,['リピ','新規']].plot(\n",
    "    legend=True, figsize=(16, 8), y=['リピ','新規']\n",
    "          , kind='area', stacked=True, alpha=0.5\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### 2.時系列における売上（単価・来客数）の推移はどうなっているか。\n",
    "- 5月前半と6月中盤に強いプラススパイク（アド街と寿司記事効果）\n",
    "- お盆, GWなど長期休みはリピーターが減る。TVに出るとリピーターは来るのを控える\n",
    "- 単価はしばらくほとんど変わらず。メニューの変更などで改善していく必要あり。 *AI*\n",
    "- TVのスパイクはやっぱり効果あるので用法用量を守ってもう少し柔軟に対応したほうがいいかも\n",
    "    - 簡単にってところが気持ち悪いというのはかなりある。\n",
    "    - ブログ記事で伸ばしたほうが正攻法感あるしあとで聞いてきそうってのもある\n",
    "- とは言えそこまで強くリピーター獲得に貢献しているわけではなさそうなのが懸念点。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x108c4f4a8>"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11206b710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x108c01fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c86ccf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#各ディメンションごとの売上（単価・来客数）推移はどうなっているか。\n",
    "#曜日ごとの客数\n",
    "week_ctmr = data[['リピ','新規']].groupby(data['曜日'])\n",
    "week_ctmr.mean().plot(legend=True, figsize=(16, 6), kind=\"bar\", stacked=True)\n",
    "\n",
    "week_unit = data[['単価']].groupby(data['曜日'])\n",
    "week_unit.mean().plot(legend=True, figsize=(16, 6), kind=\"bar\")\n",
    "\n",
    "week_unit = data[['売上','トピ売上']].groupby(data['曜日'])\n",
    "week_unit.mean().plot(legend=True, figsize=(16, 6), kind=\"bar\", stacked=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1226715c0>"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1244c1198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x124e3d630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1226c1e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#天気ごとの客数\n",
    "week_ctmr = data[['リピ','新規']].groupby(data['天気'])\n",
    "week_ctmr.mean().plot(legend=True, figsize=(16, 6), kind=\"bar\", stacked=True)\n",
    "\n",
    "week_unit = data[['単価']].groupby(data['天気'])\n",
    "week_unit.mean().plot(legend=True, figsize=(16, 6), kind=\"bar\")\n",
    "\n",
    "week_unit = data[['売上','トピ売上']].groupby(data['天気'])\n",
    "week_unit.mean().plot(legend=True, figsize=(16, 6), kind=\"bar\", stacked=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11c8b9cf8>"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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TDV/iYB16//vfn7Vr12batGl/8jELFy58GSeiHtkTamFPqIU9YWPs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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b912f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#時間ごと\n",
    "time = data.loc[:,['11~12','12~13','13~14','14~15','17~18','18~19','19~20','20~21','21~']]\n",
    "time.mean().plot(legend=True, figsize=(16, 6), kind=\"bar\", stacked=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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k5TU1M23XRTwwaF+d73vpddd90148aNyyuvvJKzzz47s2fPzkc+8pFcf/31a+93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\nAAAAlI4BAwAAAAAAKB0DBgAAAAAAUDq/2Cvq2nUnZagAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11489be10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#時間と曜日ごと\n",
    "time_week = data.loc[:,['11~12','12~13','13~14','14~15','17~18','18~19','19~20','20~21','21~','曜日']].dropna(subset=['11~12'])\n",
    "#d = time_week.groupby('曜日')['11~12'].sum()\n",
    "#d.plot(legend=True, figsize=(16, 4), kind=\"bar\", stacked=True)\n",
    "weeks = data.groupby('曜日')['曜日'].count().index\n",
    "\n",
    "graph_num = 7\n",
    "fig, axes = plt.subplots(nrows=graph_num, ncols=1, figsize=(16,32),  squeeze=False) #squeezeはsubplotsのおまじない\n",
    "\n",
    "for i,w in enumerate(weeks):\n",
    "    doa = time_week[time_week['曜日'] == w]   \n",
    "    doa.mean().plot(legend=True, ax=axes[i,0], kind=\"bar\", stacked=False)\n",
    "    axes[i,0].set_title(w, fontsize=14, fontweight='bold')\n",
    "\n",
    "plt.tight_layout() #スペース調整\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}