3-Granger-Causality-Test.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6b3b35a5-66c5-4b86-9499-a22d172f59a4",
   "metadata": {},
   "source": [
    "# #3. Granger-Causality-Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6c51dfca-557e-45a6-a2f2-8a7589e83ffa",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import datetime as datetime\n",
    "from tqdm.notebook import tqdm\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "%matplotlib inline\n",
    "tqdm.pandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4fad794b-3b36-4b12-9152-06460bafe31f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from statsmodels.tsa.stattools import adfuller\n",
    "from statsmodels.tsa.stattools import grangercausalitytests\n",
    "from statsmodels.tsa.api import VAR\n",
    "from statsmodels.tsa.vector_ar.vecm import VECM\n",
    "from statsmodels.tsa.vector_ar.vecm import coint_johansen, select_coint_rank\n",
    "from statsmodels.tsa.stattools import coint\n",
    "from statsmodels.tsa.stattools import grangercausalitytests"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ce5d6d9-1d8b-4d1e-aa63-60004106baa9",
   "metadata": {},
   "source": [
    "# 0. Data Load"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d2892ff-5172-4579-81a5-4f53f9e073dc",
   "metadata": {},
   "source": [
    "## 0-1. qty, cnt 등"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ff8e1ea7-337b-4ffb-8419-7f208264ba75",
   "metadata": {},
   "outputs": [],
   "source": [
    "final_data = pd.read_csv('최종데이터/final_categorical_0622.csv', encoding='cp949')\n",
    "adf_corr = pd.read_csv('최종데이터/adf_corr_group_0617.csv', encoding='cp949')\n",
    "final_data['date'] = final_data['date'].apply(lambda x : pd.to_datetime(x, format='%Y-%m-%d'))\n",
    "final_data = final_data.merge(adf_corr[['sm_cat', 'group']], on='sm_cat')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5bd6340e-63a3-4d32-a89a-89cc99a62801",
   "metadata": {},
   "outputs": [],
   "source": [
    "# sh_data : [정상, high corr]\n",
    "# ush_data : [비정상, high corr]\n",
    "# sl_data : [정상, low corr]\n",
    "# usl_data : [비정상, low corr]\n",
    "\n",
    "sh_data = final_data[final_data.group=='정상_high']\n",
    "ush_data = final_data[final_data.group=='비정상_high']\n",
    "sl_data = final_data[final_data.group=='정상_low']\n",
    "usl_data = final_data[final_data.group=='비정상_low']\n",
    "\n",
    "# 정상 데이터 => VAR\n",
    "# 비정상 데이터 => 공적분 관계가 존재하면 VECM\n",
    "sh = sh_data[['date', 'age', 'sex', 'sm_cat', 'qty']].groupby(['date', 'sm_cat']).sum().reset_index()\n",
    "sh = pd.pivot_table(sh, values='qty', index='date', columns='sm_cat').fillna(0)\n",
    "ush = ush_data[['date', 'age', 'sex', 'sm_cat', 'qty']].groupby(['date', 'sm_cat']).sum().reset_index()\n",
    "ush = pd.pivot_table(ush, values='qty', index='date', columns='sm_cat').fillna(0)\n",
    "\n",
    "# qty와 상관관계가 높은 데이터만 사용\n",
    "sh_item = sh.columns # sm_cat\n",
    "ush_item = ush.columns # sm_cat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4439fc84-1340-45f8-ab17-8abf60d75c93",
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   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>sm_cat</th>\n",
       "      <th>가스온수기</th>\n",
       "      <th>가자미</th>\n",
       "      <th>감/홍시</th>\n",
       "      <th>감말랭이</th>\n",
       "      <th>갓김치</th>\n",
       "      <th>건강즙/녹용</th>\n",
       "      <th>건어물 멸치</th>\n",
       "      <th>건어물 황태</th>\n",
       "      <th>건자두</th>\n",
       "      <th>견과류</th>\n",
       "      <th>...</th>\n",
       "      <th>풋패치</th>\n",
       "      <th>한우육</th>\n",
       "      <th>해조류 다시마</th>\n",
       "      <th>해조류 미역</th>\n",
       "      <th>헤어스타일링용 펌제</th>\n",
       "      <th>헤어케어세트</th>\n",
       "      <th>혼합견과</th>\n",
       "      <th>홍어</th>\n",
       "      <th>화장 비누</th>\n",
       "      <th>회</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</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>2018-01-01</th>\n",
       "      <td>0.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>847.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-02</th>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>247.0</td>\n",
       "      <td>...</td>\n",
       "      <td>46.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>343.0</td>\n",
       "      <td>974.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-03</th>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>...</td>\n",
       "      <td>39.0</td>\n",
       "      <td>209.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>332.0</td>\n",
       "      <td>1287.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-04</th>\n",
       "      <td>0.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>186.0</td>\n",
       "      <td>...</td>\n",
       "      <td>46.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>301.0</td>\n",
       "      <td>1424.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-05</th>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>...</td>\n",
       "      <td>28.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>1340.0</td>\n",
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       "  </tbody>\n",
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       "<p>5 rows × 130 columns</p>\n",
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      "text/plain": [
       "sm_cat      가스온수기   가자미  감/홍시  감말랭이   갓김치  건강즙/녹용  건어물 멸치  건어물 황태   건자두  \\\n",
       "date                                                                      \n",
       "2018-01-01    0.0  21.0  50.0  27.0  26.0    70.0    60.0    47.0  37.0   \n",
       "2018-01-02    0.0  16.0  60.0  32.0  35.0   115.0    70.0    81.0  36.0   \n",
       "2018-01-03    0.0  17.0  51.0  28.0  19.0    84.0    88.0    56.0  37.0   \n",
       "2018-01-04    0.0  12.0  58.0  30.0  28.0   135.0    89.0    57.0  34.0   \n",
       "2018-01-05    0.0  24.0  48.0  23.0  21.0    82.0    64.0    41.0  31.0   \n",
       "\n",
       "sm_cat        견과류  ...   풋패치    한우육  해조류 다시마  해조류 미역  헤어스타일링용 펌제  헤어케어세트  \\\n",
       "date               ...                                                     \n",
       "2018-01-01  256.0  ...  29.0  169.0     21.0    50.0        38.0    40.0   \n",
       "2018-01-02  247.0  ...  46.0  205.0     30.0    74.0        95.0    45.0   \n",
       "2018-01-03  165.0  ...  39.0  209.0     20.0    64.0        94.0    45.0   \n",
       "2018-01-04  186.0  ...  46.0  144.0     30.0    60.0        61.0    30.0   \n",
       "2018-01-05  160.0  ...  28.0  138.0     30.0    60.0        64.0    28.0   \n",
       "\n",
       "sm_cat       혼합견과    홍어  화장 비누       회  \n",
       "date                                    \n",
       "2018-01-01   70.0   7.0  216.0   847.0  \n",
       "2018-01-02   96.0   5.0  343.0   974.0  \n",
       "2018-01-03  107.0   7.0  332.0  1287.0  \n",
       "2018-01-04   75.0  20.0  301.0  1424.0  \n",
       "2018-01-05   67.0   4.0  202.0  1340.0  \n",
       "\n",
       "[5 rows x 130 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sh.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee11ce30-daed-41bd-824e-4ee0f3d22ef6",
   "metadata": {},
   "source": [
    "## 0-2. weather"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f6a9d432-ee2e-470b-93b3-abfdda22eefa",
   "metadata": {},
   "outputs": [],
   "source": [
    "var_list = ['date', 'avg_ta', 'max_ta', 'min_ta', 'avg_ws', 'PM10', 'PM25', 'hm_max', 'sum_ss_hr', 'max_pa']\n",
    "weather = sh_data.groupby(['date']).mean().reset_index()[var_list]\n",
    "weather.index = weather['date']\n",
    "weather = weather.drop('date', axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8d951f1-1f7c-4e71-87cd-ebe02a68aa30",
   "metadata": {},
   "source": [
    "# 1. Granger Causality Test"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "914ab500-ad9f-41da-bbfb-df20e197ea0e",
   "metadata": {},
   "source": [
    "* 두 시계열 변수 모두 정상이면 → VAR 모델 적합 후 그래인저 인과관계 도출  \n",
    "* 두 시계열 변수 중 하나라도 비정상이면 → 공적분 검정 → 유의한 공적분 관계가 존재하면 VECM 모델 적합 후 인과관계 도출 → 유의한 공적분 관계가 존재하지 않으면 데이터 차분. VAR 모델 적합 후 인과관계 도출   "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "325fbc73-81ad-496f-8642-a1cb1696c887",
   "metadata": {},
   "source": [
    "## 1-1. 정상 상품"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "158b135f-0dbd-4520-b161-4986d4418607",
   "metadata": {},
   "outputs": [],
   "source": [
    "st_weather = ['avg_ws', 'PM10', 'PM25', 'sum_ss_hr'] # 정상 시계열 날씨\n",
    "nst_weather = ['avg_ta', 'max_ta', 'min_ta', 'hm_max', 'max_pa'] # 비정상 시계열 날씨"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "034a3e94-9f4e-4f96-99ac-443826da4902",
   "metadata": {},
   "source": [
    "### 1-1-1. 정상 상품과 정상 날씨"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "60fa693b-e4d7-4875-a63c-1cf3d41f3686",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 최적 시차에서 VAR 모델링 후, 그래인저 인과관계 도출하는 함수 \n",
    "\n",
    "def VAR_granger(data, weather, sm_cat, w_var):\n",
    "    x = pd.concat([weather[w_var], data[sm_cat]], axis=1)\n",
    "    forecasting_model = VAR(x)\n",
    "    results_aic = []\n",
    "    for p in range(1,10): # 최적 시차 찾기\n",
    "        results = forecasting_model.fit(p)\n",
    "        results_aic.append(results.aic)\n",
    "    model = VAR(x)\n",
    "    lag = np.argmin(results_aic) + 1\n",
    "    var_res = model.fit(lag)\n",
    "    g_res = var_res.test_causality(caused=sm_cat, causing=w_var)\n",
    "    if g_res.pvalue <= 0.05:\n",
    "        reject = 'causality'\n",
    "    else:\n",
    "        reject = 'None'\n",
    "    return pd.DataFrame([{'sm_cat':sm_cat, 'weather':w_var, 'var_lag':lag, 'granger_reject':reject}])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d25cf670-68e3-47e3-a61b-f3aaf81b9b5c",
   "metadata": {
    "id": "q2s6QcKkAWf7"
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   "outputs": [],
   "source": [
    "# ===== ADF 확인 =====\n",
    "adf_sh = pd.DataFrame()\n",
    "\n",
    "def adf_test(data, sm_cat):\n",
    "    item = data[sm_cat]\n",
    "    result = adfuller(item.values)\n",
    "    if result[1] <= 0.05:\n",
    "        test_res = '정상' # 기각\n",
    "    else:\n",
    "        test_res = '비정상' # 기각하지 못함 \n",
    "    return pd.DataFrame([{'sm_cat':sm_cat, 'ADF_stats':result[0], 'p-value':result[1], 'test_res':test_res}])\n",
    "\n",
    "for sm_cat in sh_item:\n",
    "    adf_sh = pd.concat([adf_sh, adf_test(sh, sm_cat)], axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "70659fb2-16b0-4439-8cf5-a4a1c0ee0e52",
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   "outputs": [],
   "source": [
    "warnings.filterwarnings('ignore')\n",
    "sh_var_res = pd.DataFrame()\n",
    "\n",
    "for w in st_weather:\n",
    "    for sm_cat in sh_item:\n",
    "        result = VAR_granger(sh, weather, sm_cat, w)\n",
    "        sh_var_res = pd.concat([sh_var_res, result], axis=0)"
   ]
  },
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Granger Causality : avg_ws =====\n",
      "None         117\n",
      "causality     13\n",
      "Name: granger_reject, dtype: int64\n",
      " \n",
      "===== Granger Causality : PM10 =====\n",
      "None         105\n",
      "causality     25\n",
      "Name: granger_reject, dtype: int64\n",
      " \n",
      "===== Granger Causality : PM25 =====\n",
      "None         111\n",
      "causality     19\n",
      "Name: granger_reject, dtype: int64\n",
      " \n",
      "===== Granger Causality : sum_ss_hr =====\n",
      "None         115\n",
      "causality     15\n",
      "Name: granger_reject, dtype: int64\n",
      " \n"
     ]
    }
   ],
   "source": [
    "for w in st_weather:\n",
    "    print('===== Granger Causality : {} ====='.format(w))\n",
    "    print(sh_var_res.loc[sh_var_res.weather==w, 'granger_reject'].value_counts())\n",
    "    print(' ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "20369030-b14e-4353-a90c-038cf73ed885",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "executionInfo": {
     "elapsed": 253,
     "status": "ok",
     "timestamp": 1624346936426,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "_ruZNj8LuavW",
    "outputId": "606a450a-efcc-48a3-ca5c-95ccb47722bf"
   },
   "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>weather</th>\n",
       "      <th>PM10</th>\n",
       "      <th>PM25</th>\n",
       "      <th>avg_ws</th>\n",
       "      <th>sum_ss_hr</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sm_cat</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>가스온수기</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>가자미</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>감/홍시</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>감말랭이</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>갓김치</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>건강즙/녹용</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>건어물 멸치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>건어물 황태</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>건자두</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>견과류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>견과류 땅콩</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>견과류 마카다미아</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>견과류 잣/은행</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>견과류 캐슈넛</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>견과류 호두</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>계란</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>공기정화 용품</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>공기청정기</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>곶감/반건시</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>과채 음료/주스</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기능성 링클케어 화장품</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기능성 영양보습 화장품</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기초 화장용 에센스</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기초 화장용 오일/앰플</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기타 농산물</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기타 한방/환제품</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>나물</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 메이크업</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 스킨</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 에센스</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 크림</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 클렌징</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>냉풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>네일 메이크업 용품</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>네일리무버</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>네일세트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>네일아트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>네일컬러</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>네일케어</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>녹차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>닭 양념육</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>더치커피</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>도라지/더덕</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>돈풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>랍스타</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>레몬/자몽</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>린스</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>립앤아이 리무버</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>멀티형 에어컨</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>메이크업 박스</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>무/배추</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바나나/파인애플/망고</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디 세트</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디케어용 때비누</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디케어용 슬리밍</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>반건조고구마</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>반찬류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>배/포도/과일즙</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>백김치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>베이스 메이크업 세트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>베이스 메이크업용 BB크림</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>베이스 메이크업용 CC크림</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>베이스 메이크업용 메이크업베이스</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>베이스 메이크업용 컨실러</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>베이스 메이크업용 쿠션팩트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>벽걸이형 냉온풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>보일러</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>뷰티 속눈썹/쌍꺼풀</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>뷰티용 기름종이</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>뷰티용 뷰러</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>뷰티용 여드름압출기</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>삼치</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 립글로스</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 립스틱</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 마스카라</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 볼터치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 속눈썹영양제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 쉐딩/하이라이터</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 아이라이너</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>생닭/닭부분육</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>생선류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>생수</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>샤워코롱</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>선크림</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>소고기 등심/안심</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>수산 생물</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>스킨케어 수면팩</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>스킨케어 코팩</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>스킨케어 필오프팩</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>스탠드형 냉온풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>스탠드형 에어컨</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>아몬드유/코코넛밀크</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>어란(생선알)</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>에이드</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>오징어</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>옥수수</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>옻/칡/쑥즙</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>유제품 음료</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>의류건조기</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이온음료</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>인삼/수삼/산삼</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>인스턴트커피</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전복 생물</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전통주</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>절임배추/김치속</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>젓갈류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>제습기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>차 선물세트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>차/곡물 음료</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>천장형 에어컨</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>카페 푸드</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>클렌징 크림</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>클렌징 폼</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>키위/참다래</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>태닝용 선크림</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>팩도구</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>표고버섯</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>풋스프레이</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>풋워시/스크럽</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>풋크림</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>풋패치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>한우육</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>해조류 다시마</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>해조류 미역</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>헤어스타일링용 펌제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>헤어케어세트</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>혼합견과</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>홍어</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>화장 비누</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>회</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "weather                 PM10       PM25     avg_ws  sum_ss_hr\n",
       "sm_cat                                                       \n",
       "가스온수기              causality       None       None       None\n",
       "가자미                     None       None       None       None\n",
       "감/홍시                    None       None       None       None\n",
       "감말랭이                    None       None       None  causality\n",
       "갓김치                causality       None       None       None\n",
       "건강즙/녹용                  None       None       None       None\n",
       "건어물 멸치                  None       None       None       None\n",
       "건어물 황태                  None       None       None       None\n",
       "건자두                     None       None       None       None\n",
       "견과류                     None       None  causality       None\n",
       "견과류 땅콩                  None       None       None       None\n",
       "견과류 마카다미아               None       None  causality       None\n",
       "견과류 잣/은행                None       None       None       None\n",
       "견과류 캐슈넛                 None       None       None       None\n",
       "견과류 호두             causality       None       None       None\n",
       "계란                      None       None       None       None\n",
       "공기정화 용품            causality  causality       None       None\n",
       "공기청정기              causality  causality       None       None\n",
       "곶감/반건시                  None       None       None       None\n",
       "과채 음료/주스                None       None       None  causality\n",
       "기능성 링클케어 화장품            None       None  causality       None\n",
       "기능성 영양보습 화장품            None       None       None       None\n",
       "기초 화장용 에센스              None       None       None       None\n",
       "기초 화장용 오일/앰플            None       None  causality  causality\n",
       "기타 농산물                  None       None       None       None\n",
       "기타 한방/환제품               None       None       None       None\n",
       "나물                      None       None       None       None\n",
       "남성 메이크업                 None       None       None       None\n",
       "남성 스킨              causality  causality       None       None\n",
       "남성 에센스                  None       None       None       None\n",
       "남성 크림              causality  causality       None       None\n",
       "남성 클렌징                  None       None       None       None\n",
       "냉풍기                     None       None       None       None\n",
       "네일 메이크업 용품              None       None       None       None\n",
       "네일리무버                   None       None       None       None\n",
       "네일세트                    None       None       None       None\n",
       "네일아트                    None       None       None  causality\n",
       "네일컬러                    None       None       None       None\n",
       "네일케어                    None       None       None       None\n",
       "녹차                      None       None       None       None\n",
       "닭 양념육                   None       None       None  causality\n",
       "더치커피                    None       None       None       None\n",
       "도라지/더덕                  None       None       None       None\n",
       "돈풍기                     None       None  causality       None\n",
       "랍스타                     None  causality       None       None\n",
       "레몬/자몽                   None       None       None       None\n",
       "린스                 causality  causality       None       None\n",
       "립앤아이 리무버                None       None       None       None\n",
       "멀티형 에어컨                 None       None       None  causality\n",
       "메이크업 박스            causality       None       None       None\n",
       "무/배추               causality  causality       None       None\n",
       "바나나/파인애플/망고             None       None       None  causality\n",
       "바디 세트              causality  causality  causality       None\n",
       "바디케어용 때비누               None       None       None       None\n",
       "바디케어용 슬리밍               None       None       None       None\n",
       "반건조고구마             causality  causality  causality  causality\n",
       "반찬류                     None       None       None       None\n",
       "배/포도/과일즙                None       None       None       None\n",
       "백김치                     None       None       None       None\n",
       "베이스 메이크업 세트             None       None       None       None\n",
       "베이스 메이크업용 BB크림     causality  causality       None       None\n",
       "베이스 메이크업용 CC크림          None       None  causality       None\n",
       "베이스 메이크업용 메이크업베이스  causality       None       None       None\n",
       "베이스 메이크업용 컨실러           None       None       None       None\n",
       "베이스 메이크업용 쿠션팩트          None       None       None       None\n",
       "벽걸이형 냉온풍기               None       None       None  causality\n",
       "보일러                     None       None       None       None\n",
       "뷰티 속눈썹/쌍꺼풀              None       None       None       None\n",
       "뷰티용 기름종이                None       None       None       None\n",
       "뷰티용 뷰러             causality  causality       None       None\n",
       "뷰티용 여드름압출기         causality  causality       None       None\n",
       "삼치                 causality       None       None       None\n",
       "색조 메이크업 립글로스            None       None       None       None\n",
       "색조 메이크업 립스틱             None       None       None       None\n",
       "색조 메이크업 마스카라       causality  causality       None       None\n",
       "색조 메이크업 볼터치             None       None  causality       None\n",
       "색조 메이크업 속눈썹영양제          None       None       None       None\n",
       "색조 메이크업 쉐딩/하이라이터        None       None       None       None\n",
       "색조 메이크업 아이라이너           None       None       None       None\n",
       "생닭/닭부분육                 None       None       None       None\n",
       "생선류                     None       None       None       None\n",
       "생수                      None       None       None  causality\n",
       "샤워코롱                    None       None       None       None\n",
       "선크림                causality       None       None  causality\n",
       "소고기 등심/안심               None  causality       None       None\n",
       "수산 생물                   None       None       None       None\n",
       "스킨케어 수면팩                None       None       None       None\n",
       "스킨케어 코팩                 None       None       None       None\n",
       "스킨케어 필오프팩               None       None       None       None\n",
       "스탠드형 냉온풍기               None       None       None       None\n",
       "스탠드형 에어컨                None       None       None       None\n",
       "아몬드유/코코넛밀크              None       None       None       None\n",
       "어란(생선알)                 None       None       None       None\n",
       "에이드                     None       None  causality  causality\n",
       "오징어                     None       None       None       None\n",
       "옥수수                     None       None       None       None\n",
       "옻/칡/쑥즙             causality  causality       None       None\n",
       "유제품 음료                  None       None       None       None\n",
       "의류건조기              causality  causality       None       None\n",
       "이온음료                    None       None       None  causality\n",
       "인삼/수삼/산삼                None       None       None       None\n",
       "인스턴트커피             causality       None       None       None\n",
       "전복 생물                   None       None       None       None\n",
       "전통주                     None       None       None       None\n",
       "절임배추/김치속           causality       None       None       None\n",
       "젓갈류                     None       None       None       None\n",
       "제습기                     None       None       None       None\n",
       "차 선물세트                  None       None       None       None\n",
       "차/곡물 음료                 None       None       None       None\n",
       "천장형 에어컨                 None       None       None  causality\n",
       "카페 푸드                   None       None       None       None\n",
       "클렌징 크림                  None       None       None       None\n",
       "클렌징 폼                   None       None       None  causality\n",
       "키위/참다래                  None       None       None       None\n",
       "태닝용 선크림                 None  causality       None       None\n",
       "팩도구                     None       None  causality       None\n",
       "표고버섯                    None       None  causality       None\n",
       "풋스프레이                   None       None       None       None\n",
       "풋워시/스크럽                 None       None       None       None\n",
       "풋크림                     None       None       None       None\n",
       "풋패치                     None       None       None       None\n",
       "한우육                     None       None       None       None\n",
       "해조류 다시마            causality  causality  causality       None\n",
       "해조류 미역                  None       None       None       None\n",
       "헤어스타일링용 펌제              None       None       None       None\n",
       "헤어케어세트             causality       None       None       None\n",
       "혼합견과                    None       None       None       None\n",
       "홍어                      None  causality       None       None\n",
       "화장 비누                   None       None       None       None\n",
       "회                       None       None       None       None"
      ]
     },
     "execution_count": 24,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sh_var_pivot = pd.pivot_table(sh_var_res, index='sm_cat', values='granger_reject', columns='weather', aggfunc='first')\n",
    "sh_var_pivot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efbefbe5-105e-41c4-bc01-22f62f832c64",
   "metadata": {},
   "source": [
    "### 1-1-2. 정상 상품과 비정상 날씨"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90ce1a1f-33f7-42ad-9c05-7ebd2f39c116",
   "metadata": {},
   "source": [
    "**공적분(Cointegration) 관계**\n",
    "* 두 비정상적 시계열 x, y의 결합에 의해 생기는 잔차 e가 정상이면, 유의한 공적분 관계가 존재함을 의미  \n",
    "* x, y간 장기적인 균형관계 (장기적으로 봤을 때 서로 영향을 적당히 미친다). 공적분 관계가 성립함을 확인한 후, VECM으로 예측  \n",
    "* rank=0 : p-vector의 경우 p개의 단위근을 가지는 불안정한 시계열 = 비정상 시계열"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ecf7c3a-f262-435c-bca8-b8c534f0be40",
   "metadata": {},
   "source": [
    "#### 공적분(Cointegration) 검정"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7c3cbc1d-48e7-43a4-9167-75e506299c2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 공적분 검정 함수\n",
    "def co_test(data, weather, sm_cat, w_var):\n",
    "    score, p_value, _ = coint(data[sm_cat], weather[w_var]) # coint(y, x)\n",
    "    if p_value <= 0.05:\n",
    "        test_res = '공적분' # 장기적으로 유의한 관계가 있다\n",
    "    else:\n",
    "        test_res = 'None' # 장기적으로 유의한 관계가 없다\n",
    "    return pd.DataFrame([{'sm_cat':sm_cat, w_var:test_res}])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7c09235a-2a5a-4d1c-9a09-82c557e64b77",
   "metadata": {},
   "outputs": [],
   "source": [
    "sh_co_res = pd.DataFrame()\n",
    "for i in range(len(nst_weather)):\n",
    "    w_sample = weather[nst_weather[i]]\n",
    "    res = pd.DataFrame()\n",
    "    for sm_cat in sh_item:\n",
    "        res = pd.concat([res, co_test(sh, weather, sm_cat, nst_weather[i])], axis=0)\n",
    "    if i == 0:\n",
    "        sh_co_res = pd.concat([sh_co_res, res], axis=1)\n",
    "    else:\n",
    "        sh_co_res = pd.concat([sh_co_res, res.drop(['sm_cat'], axis=1)], axis=1) # 정상qty와 비정상날씨 간 공적분이 존재할 경우, vecm 적합 가능"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7c4d07c6-a568-4dd9-9775-f1cb198e4756",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "executionInfo": {
     "elapsed": 7,
     "status": "ok",
     "timestamp": 1624080497288,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "-46CiaUFBp5u",
    "outputId": "ee3061c2-cf42-4fbc-ffe9-cbe5aa42af35"
   },
   "outputs": [
    {
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>기타 한방/환제품</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>나물</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>남성 메이크업</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>남성 스킨</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>남성 에센스</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>남성 크림</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>남성 클렌징</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>냉풍기</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>네일 메이크업 용품</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>네일리무버</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>네일세트</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>네일아트</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>네일컬러</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>네일케어</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>녹차</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>닭 양념육</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>더치커피</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>도라지/더덕</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>돈풍기</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>랍스타</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>레몬/자몽</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>린스</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>립앤아이 리무버</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>멀티형 에어컨</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>메이크업 박스</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>무/배추</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>바나나/파인애플/망고</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>바디 세트</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>바디케어용 때비누</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>바디케어용 슬리밍</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>반건조고구마</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>반찬류</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>배/포도/과일즙</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>백김치</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>베이스 메이크업 세트</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>베이스 메이크업용 BB크림</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>베이스 메이크업용 CC크림</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>베이스 메이크업용 메이크업베이스</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>베이스 메이크업용 컨실러</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>베이스 메이크업용 쿠션팩트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>벽걸이형 냉온풍기</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>보일러</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>뷰티 속눈썹/쌍꺼풀</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>뷰티용 기름종이</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>뷰티용 뷰러</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>뷰티용 여드름압출기</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>삼치</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>색조 메이크업 립글로스</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>색조 메이크업 립스틱</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>색조 메이크업 마스카라</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>색조 메이크업 볼터치</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>색조 메이크업 속눈썹영양제</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>색조 메이크업 쉐딩/하이라이터</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>색조 메이크업 아이라이너</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>생닭/닭부분육</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>생선류</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>생수</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>샤워코롱</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>선크림</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>소고기 등심/안심</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>수산 생물</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>스킨케어 수면팩</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>스킨케어 코팩</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>스킨케어 필오프팩</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>스탠드형 냉온풍기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>스탠드형 에어컨</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>아몬드유/코코넛밀크</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>어란(생선알)</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>에이드</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>오징어</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>옥수수</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>옻/칡/쑥즙</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>유제품 음료</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>의류건조기</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>이온음료</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>인삼/수삼/산삼</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>인스턴트커피</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>전복 생물</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>전통주</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>절임배추/김치속</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>젓갈류</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>제습기</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>차 선물세트</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>차/곡물 음료</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>천장형 에어컨</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>카페 푸드</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>클렌징 크림</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>클렌징 폼</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>키위/참다래</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>태닝용 선크림</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>팩도구</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>표고버섯</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>풋스프레이</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>풋워시/스크럽</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>풋크림</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>풋패치</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>한우육</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>해조류 다시마</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>해조류 미역</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>헤어스타일링용 펌제</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>헤어케어세트</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>혼합견과</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>홍어</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>화장 비누</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>회</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              sm_cat avg_ta max_ta min_ta hm_max max_pa\n",
       "0              가스온수기    공적분    공적분    공적분    공적분    공적분\n",
       "0                가자미    공적분    공적분    공적분    공적분    공적분\n",
       "0               감/홍시    공적분    공적분    공적분    공적분    공적분\n",
       "0               감말랭이    공적분    공적분    공적분    공적분    공적분\n",
       "0                갓김치    공적분    공적분    공적분    공적분    공적분\n",
       "0             건강즙/녹용    공적분    공적분    공적분    공적분    공적분\n",
       "0             건어물 멸치    공적분    공적분    공적분    공적분    공적분\n",
       "0             건어물 황태    공적분    공적분    공적분    공적분    공적분\n",
       "0                건자두    공적분    공적분    공적분    공적분    공적분\n",
       "0                견과류    공적분    공적분    공적분    공적분    공적분\n",
       "0             견과류 땅콩    공적분    공적분    공적분    공적분    공적분\n",
       "0          견과류 마카다미아    공적분    공적분    공적분    공적분    공적분\n",
       "0           견과류 잣/은행    공적분    공적분    공적분    공적분    공적분\n",
       "0            견과류 캐슈넛   None   None   None   None   None\n",
       "0             견과류 호두    공적분    공적분    공적분    공적분    공적분\n",
       "0                 계란    공적분    공적분    공적분   None    공적분\n",
       "0            공기정화 용품    공적분    공적분    공적분    공적분    공적분\n",
       "0              공기청정기    공적분    공적분    공적분    공적분    공적분\n",
       "0             곶감/반건시    공적분    공적분    공적분    공적분    공적분\n",
       "0           과채 음료/주스    공적분    공적분    공적분    공적분   None\n",
       "0       기능성 링클케어 화장품    공적분    공적분    공적분    공적분    공적분\n",
       "0       기능성 영양보습 화장품    공적분    공적분    공적분    공적분    공적분\n",
       "0         기초 화장용 에센스    공적분    공적분    공적분    공적분    공적분\n",
       "0       기초 화장용 오일/앰플    공적분    공적분    공적분    공적분   None\n",
       "0             기타 농산물    공적분    공적분    공적분    공적분    공적분\n",
       "0          기타 한방/환제품    공적분    공적분    공적분    공적분    공적분\n",
       "0                 나물    공적분    공적분    공적분    공적분    공적분\n",
       "0            남성 메이크업   None   None    공적분   None    공적분\n",
       "0              남성 스킨    공적분    공적분    공적분    공적분    공적분\n",
       "0             남성 에센스    공적분    공적분    공적분    공적분    공적분\n",
       "0              남성 크림    공적분    공적분    공적분    공적분    공적분\n",
       "0             남성 클렌징    공적분    공적분    공적분    공적분    공적분\n",
       "0                냉풍기    공적분    공적분    공적분    공적분    공적분\n",
       "0         네일 메이크업 용품    공적분    공적분    공적분    공적분    공적분\n",
       "0              네일리무버    공적분    공적분    공적분    공적분    공적분\n",
       "0               네일세트    공적분    공적분    공적분    공적분    공적분\n",
       "0               네일아트    공적분    공적분    공적분    공적분    공적분\n",
       "0               네일컬러    공적분    공적분    공적분    공적분    공적분\n",
       "0               네일케어   None   None   None    공적분    공적분\n",
       "0                 녹차    공적분    공적분    공적분    공적분    공적분\n",
       "0              닭 양념육   None   None   None   None    공적분\n",
       "0               더치커피    공적분    공적분    공적분   None   None\n",
       "0             도라지/더덕    공적분    공적분    공적분    공적분   None\n",
       "0                돈풍기    공적분    공적분    공적분    공적분   None\n",
       "0                랍스타    공적분    공적분    공적분    공적분    공적분\n",
       "0              레몬/자몽    공적분    공적분    공적분    공적분    공적분\n",
       "0                 린스    공적분    공적분    공적분    공적분    공적분\n",
       "0           립앤아이 리무버    공적분    공적분    공적분    공적분   None\n",
       "0            멀티형 에어컨   None   None   None   None   None\n",
       "0            메이크업 박스    공적분    공적분    공적분    공적분    공적분\n",
       "0               무/배추    공적분    공적분    공적분    공적분    공적분\n",
       "0        바나나/파인애플/망고   None   None   None   None   None\n",
       "0              바디 세트    공적분    공적분    공적분    공적분    공적분\n",
       "0          바디케어용 때비누    공적분    공적분    공적분    공적분    공적분\n",
       "0          바디케어용 슬리밍    공적분    공적분    공적분    공적분    공적분\n",
       "0             반건조고구마    공적분    공적분    공적분    공적분    공적분\n",
       "0                반찬류   None   None   None   None    공적분\n",
       "0           배/포도/과일즙    공적분    공적분    공적분    공적분    공적분\n",
       "0                백김치    공적분    공적분    공적분    공적분    공적분\n",
       "0        베이스 메이크업 세트    공적분    공적분    공적분    공적분    공적분\n",
       "0     베이스 메이크업용 BB크림    공적분    공적분    공적분    공적분    공적분\n",
       "0     베이스 메이크업용 CC크림    공적분    공적분    공적분    공적분    공적분\n",
       "0  베이스 메이크업용 메이크업베이스    공적분    공적분    공적분    공적분    공적분\n",
       "0      베이스 메이크업용 컨실러    공적분    공적분    공적분    공적분    공적분\n",
       "0     베이스 메이크업용 쿠션팩트   None   None   None   None   None\n",
       "0          벽걸이형 냉온풍기    공적분    공적분    공적분   None   None\n",
       "0                보일러    공적분    공적분    공적분    공적분    공적분\n",
       "0         뷰티 속눈썹/쌍꺼풀    공적분    공적분    공적분    공적분   None\n",
       "0           뷰티용 기름종이    공적분    공적분    공적분    공적분    공적분\n",
       "0             뷰티용 뷰러    공적분    공적분    공적분    공적분    공적분\n",
       "0         뷰티용 여드름압출기    공적분    공적분    공적분    공적분    공적분\n",
       "0                 삼치    공적분    공적분    공적분    공적분    공적분\n",
       "0       색조 메이크업 립글로스    공적분    공적분    공적분    공적분    공적분\n",
       "0        색조 메이크업 립스틱    공적분    공적분    공적분    공적분   None\n",
       "0       색조 메이크업 마스카라    공적분    공적분    공적분    공적분    공적분\n",
       "0        색조 메이크업 볼터치    공적분    공적분    공적분    공적분    공적분\n",
       "0     색조 메이크업 속눈썹영양제    공적분    공적분    공적분    공적분    공적분\n",
       "0   색조 메이크업 쉐딩/하이라이터    공적분    공적분    공적분    공적분    공적분\n",
       "0      색조 메이크업 아이라이너    공적분    공적분    공적분    공적분    공적분\n",
       "0            생닭/닭부분육    공적분    공적분    공적분    공적분    공적분\n",
       "0                생선류    공적분    공적분    공적분    공적분    공적분\n",
       "0                 생수   None   None   None   None   None\n",
       "0               샤워코롱    공적분    공적분    공적분    공적분    공적분\n",
       "0                선크림   None   None   None   None   None\n",
       "0          소고기 등심/안심    공적분    공적분    공적분    공적분    공적분\n",
       "0              수산 생물    공적분    공적분    공적분    공적분    공적분\n",
       "0           스킨케어 수면팩    공적분    공적분    공적분    공적분    공적분\n",
       "0            스킨케어 코팩    공적분    공적분    공적분    공적분    공적분\n",
       "0          스킨케어 필오프팩    공적분    공적분    공적분    공적분    공적분\n",
       "0          스탠드형 냉온풍기   None   None   None   None   None\n",
       "0           스탠드형 에어컨   None   None   None   None   None\n",
       "0         아몬드유/코코넛밀크    공적분    공적분    공적분    공적분    공적분\n",
       "0            어란(생선알)   None   None   None   None   None\n",
       "0                에이드   None   None   None    공적분    공적분\n",
       "0                오징어    공적분    공적분    공적분    공적분    공적분\n",
       "0                옥수수    공적분    공적분    공적분   None    공적분\n",
       "0             옻/칡/쑥즙    공적분    공적분    공적분    공적분    공적분\n",
       "0             유제품 음료   None   None   None    공적분    공적분\n",
       "0              의류건조기    공적분   None    공적분   None   None\n",
       "0               이온음료    공적분    공적분    공적분   None   None\n",
       "0           인삼/수삼/산삼    공적분    공적분    공적분    공적분    공적분\n",
       "0             인스턴트커피    공적분    공적분    공적분    공적분   None\n",
       "0              전복 생물    공적분    공적분    공적분    공적분    공적분\n",
       "0                전통주    공적분    공적분    공적분    공적분    공적분\n",
       "0           절임배추/김치속    공적분    공적분    공적분    공적분    공적분\n",
       "0                젓갈류    공적분    공적분    공적분    공적분    공적분\n",
       "0                제습기    공적분    공적분    공적분    공적분    공적분\n",
       "0             차 선물세트    공적분    공적분    공적분    공적분    공적분\n",
       "0            차/곡물 음료    공적분    공적분    공적분    공적분    공적분\n",
       "0            천장형 에어컨    공적분    공적분    공적분    공적분    공적분\n",
       "0              카페 푸드    공적분    공적분    공적분    공적분   None\n",
       "0             클렌징 크림    공적분    공적분    공적분    공적분    공적분\n",
       "0              클렌징 폼   None   None   None   None   None\n",
       "0             키위/참다래    공적분    공적분    공적분    공적분   None\n",
       "0            태닝용 선크림    공적분    공적분    공적분   None   None\n",
       "0                팩도구   None   None   None   None    공적분\n",
       "0               표고버섯    공적분    공적분    공적분    공적분    공적분\n",
       "0              풋스프레이   None   None   None   None   None\n",
       "0            풋워시/스크럽    공적분    공적분    공적분    공적분    공적분\n",
       "0                풋크림    공적분    공적분    공적분    공적분    공적분\n",
       "0                풋패치    공적분    공적분    공적분    공적분    공적분\n",
       "0                한우육    공적분    공적분    공적분    공적분    공적분\n",
       "0            해조류 다시마    공적분    공적분    공적분    공적분    공적분\n",
       "0             해조류 미역    공적분    공적분    공적분    공적분    공적분\n",
       "0         헤어스타일링용 펌제    공적분    공적분    공적분    공적분    공적분\n",
       "0             헤어케어세트    공적분    공적분    공적분    공적분    공적분\n",
       "0               혼합견과    공적분    공적분    공적분    공적분    공적분\n",
       "0                 홍어    공적분    공적분    공적분    공적분   None\n",
       "0              화장 비누    공적분    공적분    공적분    공적분    공적분\n",
       "0                  회    공적분    공적분    공적분    공적분   None"
      ]
     },
     "execution_count": 33,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sh_co_res # 정상qty와 비정상날씨 간 공적분이 존재할 경우, vecm 적합 가능"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf675e6c-1458-46ae-ab95-7fa85bdd74fb",
   "metadata": {},
   "source": [
    "#### VECM & Granger causality Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "385a1f2c-41e8-46e6-9c4c-aea0572e78ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "# print된 결과를 변수에 저장하는 함수\n",
    "\n",
    "from io import StringIO \n",
    "import sys\n",
    "\n",
    "class Capturing(list):\n",
    "    def __enter__(self):\n",
    "        self._stdout = sys.stdout\n",
    "        sys.stdout = self._stringio = StringIO()\n",
    "        return self\n",
    "    def __exit__(self, *args):\n",
    "        self.extend(self._stringio.getvalue().splitlines())\n",
    "        del self._stringio    # free up some memory\n",
    "        sys.stdout = self._stdout\n",
    "        \n",
    "# VECM 모델링 후, 그래인저 인과관계를 도출하는 함수\n",
    "def VECM_granger(data, weather, sm_cat, w_var):\n",
    "    x = pd.concat([weather[w_var], data[sm_cat]], axis=1)\n",
    "    vec_rank = select_coint_rank(x, det_order = -1, k_ar_diff = 2, method = 'trace', signif=0.01).rank\n",
    "    model = VECM(x, k_ar_diff=2, coint_rank=vec_rank)\n",
    "    vecm_res = model.fit()\n",
    "    g_res = vecm_res.test_granger_causality(caused=sm_cat, causing=w_var)\n",
    "    with Capturing() as output:\n",
    "        print(g_res.summary()[1][2])\n",
    "    if float(output[0]) <= 0.05:\n",
    "        reject = 'causality'\n",
    "    else:\n",
    "        reject = 'None'\n",
    "    return pd.DataFrame([{'sm_cat':sm_cat, 'weather':w_var, 'granger_reject':reject}])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "80ca75a3-c71a-484c-aaf2-d8e0f0d12184",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 그래인저 인과관계 검정\n",
    "sh_vecm_res = pd.DataFrame()\n",
    "\n",
    "for w_var in nst_weather:\n",
    "    for sm_cat in sh_item:\n",
    "        # 공적분 관계가 유의할 때, 그래인저 인과관계 분석\n",
    "        if (sh_co_res.loc[sh_co_res.sm_cat==sm_cat, w_var] == '공적분').values: \n",
    "            result = VECM_granger(sh, weather, sm_cat, w_var)\n",
    "        else:\n",
    "            result = pd.DataFrame([{'sm_cat':sm_cat, 'weather':w_var, 'granger_reject':'None'}])\n",
    "        sh_vecm_res = pd.concat([sh_vecm_res, result], axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ee5eeba3-7669-49b9-9917-502fb2ea91dd",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 419
    },
    "executionInfo": {
     "elapsed": 6,
     "status": "ok",
     "timestamp": 1624080625596,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "L7saAfwsvyQj",
    "outputId": "a8b75bbd-2c3b-45c4-f25b-59885b33c1d2"
   },
   "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>sm_cat</th>\n",
       "      <th>weather</th>\n",
       "      <th>granger_reject</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>가스온수기</td>\n",
       "      <td>avg_ta</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>가자미</td>\n",
       "      <td>avg_ta</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>감/홍시</td>\n",
       "      <td>avg_ta</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>감말랭이</td>\n",
       "      <td>avg_ta</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>갓김치</td>\n",
       "      <td>avg_ta</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>헤어케어세트</td>\n",
       "      <td>max_pa</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>혼합견과</td>\n",
       "      <td>max_pa</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>홍어</td>\n",
       "      <td>max_pa</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>화장 비누</td>\n",
       "      <td>max_pa</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>회</td>\n",
       "      <td>max_pa</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>650 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    sm_cat weather granger_reject\n",
       "0    가스온수기  avg_ta           None\n",
       "0      가자미  avg_ta      causality\n",
       "0     감/홍시  avg_ta           None\n",
       "0     감말랭이  avg_ta           None\n",
       "0      갓김치  avg_ta      causality\n",
       "..     ...     ...            ...\n",
       "0   헤어케어세트  max_pa           None\n",
       "0     혼합견과  max_pa           None\n",
       "0       홍어  max_pa           None\n",
       "0    화장 비누  max_pa           None\n",
       "0        회  max_pa           None\n",
       "\n",
       "[650 rows x 3 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sh_vecm_res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d4e49f27-90a1-473b-8f42-bf9121290415",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 414,
     "status": "ok",
     "timestamp": 1624080630823,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "PlkC6ks1NyMQ",
    "outputId": "32de433b-c71a-433b-a961-eacef9fe226c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Granger Causality : avg_ta =====\n",
      "None         101\n",
      "causality     29\n",
      "Name: granger_reject, dtype: int64\n",
      " \n",
      "===== Granger Causality : max_ta =====\n",
      "None         96\n",
      "causality    34\n",
      "Name: granger_reject, dtype: int64\n",
      " \n",
      "===== Granger Causality : min_ta =====\n",
      "None         117\n",
      "causality     13\n",
      "Name: granger_reject, dtype: int64\n",
      " \n",
      "===== Granger Causality : hm_max =====\n",
      "None         100\n",
      "causality     30\n",
      "Name: granger_reject, dtype: int64\n",
      " \n",
      "===== Granger Causality : max_pa =====\n",
      "None         118\n",
      "causality     12\n",
      "Name: granger_reject, dtype: int64\n",
      " \n"
     ]
    }
   ],
   "source": [
    "for w in nst_weather:\n",
    "    print('===== Granger Causality : {} ====='.format(w))\n",
    "    print(sh_vecm_res.loc[sh_vecm_res.weather==w, 'granger_reject'].value_counts())\n",
    "    print(' ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "28656d1a-47de-419a-8213-266e6caad916",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "executionInfo": {
     "elapsed": 396,
     "status": "ok",
     "timestamp": 1624080634195,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "V3wT_0vcOWDq",
    "outputId": "cb4a90bf-bf10-4e3e-ce0e-af3bfcf014eb"
   },
   "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>weather</th>\n",
       "      <th>avg_ta</th>\n",
       "      <th>hm_max</th>\n",
       "      <th>max_pa</th>\n",
       "      <th>max_ta</th>\n",
       "      <th>min_ta</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sm_cat</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>가스온수기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>가자미</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>감/홍시</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>감말랭이</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>갓김치</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>건강즙/녹용</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>건어물 멸치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>건어물 황태</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>건자두</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>견과류</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>견과류 땅콩</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>견과류 마카다미아</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>견과류 잣/은행</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>견과류 캐슈넛</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>견과류 호두</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>계란</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>공기정화 용품</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>공기청정기</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>곶감/반건시</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>과채 음료/주스</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기능성 링클케어 화장품</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기능성 영양보습 화장품</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기초 화장용 에센스</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기초 화장용 오일/앰플</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기타 농산물</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기타 한방/환제품</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>나물</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 메이크업</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 스킨</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 에센스</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 크림</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 클렌징</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>냉풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>네일 메이크업 용품</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>네일리무버</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>네일세트</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>네일아트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>네일컬러</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>네일케어</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>녹차</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>닭 양념육</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>더치커피</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>도라지/더덕</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>돈풍기</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>랍스타</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>레몬/자몽</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>린스</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>립앤아이 리무버</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>멀티형 에어컨</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>메이크업 박스</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>무/배추</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바나나/파인애플/망고</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디 세트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디케어용 때비누</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디케어용 슬리밍</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>반건조고구마</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>반찬류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>배/포도/과일즙</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>백김치</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>베이스 메이크업 세트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>베이스 메이크업용 BB크림</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>베이스 메이크업용 CC크림</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>베이스 메이크업용 메이크업베이스</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>베이스 메이크업용 컨실러</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>베이스 메이크업용 쿠션팩트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>벽걸이형 냉온풍기</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>보일러</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>뷰티 속눈썹/쌍꺼풀</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>뷰티용 기름종이</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>뷰티용 뷰러</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>뷰티용 여드름압출기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>삼치</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 립글로스</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 립스틱</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 마스카라</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 볼터치</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 속눈썹영양제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 쉐딩/하이라이터</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 아이라이너</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>생닭/닭부분육</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>생선류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>생수</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>샤워코롱</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>선크림</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>소고기 등심/안심</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>수산 생물</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>스킨케어 수면팩</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>스킨케어 코팩</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>스킨케어 필오프팩</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>스탠드형 냉온풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>스탠드형 에어컨</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>아몬드유/코코넛밀크</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>어란(생선알)</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>에이드</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>오징어</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>옥수수</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>옻/칡/쑥즙</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>유제품 음료</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>의류건조기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이온음료</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>인삼/수삼/산삼</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>인스턴트커피</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전복 생물</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전통주</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>절임배추/김치속</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>젓갈류</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>제습기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>차 선물세트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>차/곡물 음료</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>천장형 에어컨</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>카페 푸드</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>클렌징 크림</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>클렌징 폼</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>키위/참다래</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>태닝용 선크림</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>팩도구</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>표고버섯</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>풋스프레이</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>풋워시/스크럽</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>풋크림</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>풋패치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>한우육</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>해조류 다시마</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>해조류 미역</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>헤어스타일링용 펌제</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>헤어케어세트</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>혼합견과</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>홍어</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>화장 비누</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>회</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "weather               avg_ta     hm_max     max_pa     max_ta     min_ta\n",
       "sm_cat                                                                  \n",
       "가스온수기                   None       None       None       None       None\n",
       "가자미                causality       None       None       None       None\n",
       "감/홍시                    None       None       None       None       None\n",
       "감말랭이                    None       None       None       None       None\n",
       "갓김치                causality       None       None  causality  causality\n",
       "건강즙/녹용                  None  causality       None       None       None\n",
       "건어물 멸치                  None       None  causality       None       None\n",
       "건어물 황태                  None  causality       None       None  causality\n",
       "건자두                     None       None  causality       None       None\n",
       "견과류                causality       None  causality  causality       None\n",
       "견과류 땅콩             causality       None       None  causality  causality\n",
       "견과류 마카다미아          causality       None       None  causality       None\n",
       "견과류 잣/은행                None       None  causality       None       None\n",
       "견과류 캐슈넛                 None       None       None       None       None\n",
       "견과류 호두                  None       None       None       None       None\n",
       "계란                      None       None       None       None       None\n",
       "공기정화 용품                 None       None       None  causality       None\n",
       "공기청정기              causality       None       None  causality  causality\n",
       "곶감/반건시                  None       None       None       None       None\n",
       "과채 음료/주스           causality       None       None  causality       None\n",
       "기능성 링클케어 화장품       causality  causality       None  causality  causality\n",
       "기능성 영양보습 화장품       causality       None       None  causality       None\n",
       "기초 화장용 에센스              None       None       None       None       None\n",
       "기초 화장용 오일/앰플            None       None       None       None       None\n",
       "기타 농산물                  None  causality       None       None       None\n",
       "기타 한방/환제품               None       None  causality       None       None\n",
       "나물                      None  causality       None       None       None\n",
       "남성 메이크업                 None       None       None       None       None\n",
       "남성 스킨              causality  causality       None       None       None\n",
       "남성 에센스                  None       None       None       None       None\n",
       "남성 크림                   None  causality       None       None       None\n",
       "남성 클렌징                  None       None       None  causality       None\n",
       "냉풍기                     None       None       None       None       None\n",
       "네일 메이크업 용품              None       None       None       None       None\n",
       "네일리무버              causality  causality  causality       None       None\n",
       "네일세트               causality       None       None  causality       None\n",
       "네일아트                    None       None       None       None  causality\n",
       "네일컬러               causality       None       None  causality       None\n",
       "네일케어                    None       None       None       None       None\n",
       "녹차                 causality  causality       None  causality       None\n",
       "닭 양념육                   None       None       None       None       None\n",
       "더치커피                    None       None       None  causality       None\n",
       "도라지/더덕                  None       None       None       None       None\n",
       "돈풍기                causality       None       None       None       None\n",
       "랍스타                     None       None       None       None       None\n",
       "레몬/자몽              causality  causality       None  causality       None\n",
       "린스                 causality       None       None  causality       None\n",
       "립앤아이 리무버                None       None       None       None       None\n",
       "멀티형 에어컨                 None       None       None       None       None\n",
       "메이크업 박스                 None       None       None       None       None\n",
       "무/배추                    None       None       None       None       None\n",
       "바나나/파인애플/망고             None       None       None       None       None\n",
       "바디 세트                   None       None       None       None       None\n",
       "바디케어용 때비누               None       None       None       None       None\n",
       "바디케어용 슬리밍               None       None       None       None       None\n",
       "반건조고구마                  None  causality       None       None       None\n",
       "반찬류                     None       None       None       None       None\n",
       "배/포도/과일즙                None  causality       None       None       None\n",
       "백김치                     None  causality       None       None       None\n",
       "베이스 메이크업 세트             None       None       None       None       None\n",
       "베이스 메이크업용 BB크림          None  causality       None  causality       None\n",
       "베이스 메이크업용 CC크림          None       None       None       None       None\n",
       "베이스 메이크업용 메이크업베이스       None       None       None       None       None\n",
       "베이스 메이크업용 컨실러           None       None       None       None       None\n",
       "베이스 메이크업용 쿠션팩트          None       None       None       None       None\n",
       "벽걸이형 냉온풍기          causality       None       None  causality  causality\n",
       "보일러                causality  causality       None       None       None\n",
       "뷰티 속눈썹/쌍꺼풀              None  causality       None       None       None\n",
       "뷰티용 기름종이           causality  causality       None  causality       None\n",
       "뷰티용 뷰러                  None       None       None  causality       None\n",
       "뷰티용 여드름압출기              None       None  causality  causality       None\n",
       "삼치                      None  causality       None       None       None\n",
       "색조 메이크업 립글로스       causality       None       None  causality       None\n",
       "색조 메이크업 립스틱             None       None       None       None       None\n",
       "색조 메이크업 마스카라            None       None       None       None  causality\n",
       "색조 메이크업 볼터치             None  causality       None       None       None\n",
       "색조 메이크업 속눈썹영양제          None       None       None       None       None\n",
       "색조 메이크업 쉐딩/하이라이터        None  causality       None       None       None\n",
       "색조 메이크업 아이라이너           None       None       None       None       None\n",
       "생닭/닭부분육                 None       None       None       None       None\n",
       "생선류                     None       None       None       None       None\n",
       "생수                      None       None       None       None       None\n",
       "샤워코롱                    None       None       None  causality       None\n",
       "선크림                     None       None       None       None       None\n",
       "소고기 등심/안심               None       None       None       None       None\n",
       "수산 생물                   None       None  causality       None  causality\n",
       "스킨케어 수면팩                None       None       None       None       None\n",
       "스킨케어 코팩            causality       None       None  causality       None\n",
       "스킨케어 필오프팩               None       None       None       None       None\n",
       "스탠드형 냉온풍기               None       None       None       None       None\n",
       "스탠드형 에어컨                None       None       None       None       None\n",
       "아몬드유/코코넛밀크              None  causality       None       None       None\n",
       "어란(생선알)                 None       None       None       None       None\n",
       "에이드                     None       None       None       None       None\n",
       "오징어                     None       None       None       None       None\n",
       "옥수수                     None       None       None       None       None\n",
       "옻/칡/쑥즙                  None  causality  causality       None  causality\n",
       "유제품 음료                  None       None       None       None       None\n",
       "의류건조기                   None       None       None       None       None\n",
       "이온음료               causality       None       None  causality       None\n",
       "인삼/수삼/산삼                None       None       None       None       None\n",
       "인스턴트커피             causality  causality       None  causality       None\n",
       "전복 생물                   None       None  causality       None       None\n",
       "전통주                     None       None       None       None       None\n",
       "절임배추/김치속                None  causality       None       None       None\n",
       "젓갈류                     None  causality       None       None       None\n",
       "제습기                     None       None  causality       None       None\n",
       "차 선물세트                  None       None       None       None       None\n",
       "차/곡물 음료                 None  causality       None  causality       None\n",
       "천장형 에어컨            causality       None       None  causality  causality\n",
       "카페 푸드              causality       None       None  causality  causality\n",
       "클렌징 크림             causality       None       None  causality       None\n",
       "클렌징 폼                   None       None       None       None       None\n",
       "키위/참다래                  None       None       None       None       None\n",
       "태닝용 선크림            causality       None       None  causality  causality\n",
       "팩도구                     None       None       None       None       None\n",
       "표고버섯                    None  causality       None       None       None\n",
       "풋스프레이                   None       None       None       None       None\n",
       "풋워시/스크럽                 None  causality  causality       None       None\n",
       "풋크림                     None       None       None  causality       None\n",
       "풋패치                     None       None       None       None       None\n",
       "한우육                     None       None       None       None       None\n",
       "해조류 다시마                 None       None       None  causality       None\n",
       "해조류 미역                  None       None       None       None       None\n",
       "헤어스타일링용 펌제         causality       None       None  causality       None\n",
       "헤어케어세트                  None  causality       None       None       None\n",
       "혼합견과                    None       None       None       None       None\n",
       "홍어                      None       None       None       None       None\n",
       "화장 비누                   None  causality       None       None       None\n",
       "회                       None       None       None       None       None"
      ]
     },
     "execution_count": 47,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sh_vecm_pivot = pd.pivot_table(sh_vecm_res, index='sm_cat', values='granger_reject', columns='weather', aggfunc='first')\n",
    "sh_vecm_pivot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5184a1df-662e-4172-95a0-9d37494fc23a",
   "metadata": {},
   "source": [
    "### 1-1-3. 정상 상품 최종 인과관계"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "808b304b-418d-426c-b5a7-c1d76dfd806f",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "executionInfo": {
     "elapsed": 330,
     "status": "ok",
     "timestamp": 1624080644125,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "-8e04WkEXi7K",
    "outputId": "fd6fec4c-6b58-4616-a31b-01d111288051"
   },
   "outputs": [
    {
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       "\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>weather</th>\n",
       "      <th>sm_cat</th>\n",
       "      <th>avg_ta</th>\n",
       "      <th>hm_max</th>\n",
       "      <th>max_pa</th>\n",
       "      <th>max_ta</th>\n",
       "      <th>min_ta</th>\n",
       "      <th>PM10</th>\n",
       "      <th>PM25</th>\n",
       "      <th>avg_ws</th>\n",
       "      <th>sum_ss_hr</th>\n",
       "      <th>total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>가스온수기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>가자미</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>감/홍시</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>감말랭이</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>갓김치</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "weather sm_cat     avg_ta hm_max max_pa  ...  PM25 avg_ws  sum_ss_hr total\n",
       "0        가스온수기       None   None   None  ...  None   None       None     1\n",
       "1          가자미  causality   None   None  ...  None   None       None     1\n",
       "2         감/홍시       None   None   None  ...  None   None       None     0\n",
       "3         감말랭이       None   None   None  ...  None   None  causality     1\n",
       "4          갓김치  causality   None   None  ...  None   None       None     4\n",
       "\n",
       "[5 rows x 11 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sh_granger = pd.concat([sh_vecm_pivot, sh_var_pivot], axis=1).reset_index()\n",
    "sh_granger['total'] = np.sum(sh_granger.iloc[:,1:]=='causality', axis=1) # 인과관계가 있는 feature 개수\n",
    "\n",
    "sh_granger.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "baba1788-e357-44ac-a7cd-809b9d269f24",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 470,
     "status": "ok",
     "timestamp": 1624080679040,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "mx5N6ftXnr2Z",
    "outputId": "cfe9d09e-f46e-469f-d7e8-05e1d5ef9a8c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "인과관계가 하나라도 있는 상품의 개수 : 89\n",
      "인과관계가 하나도 없는 상품의 개수 : 41\n"
     ]
    }
   ],
   "source": [
    "print('인과관계가 하나라도 있는 상품의 개수 : {}'.format(len(sh_granger[sh_granger.total>0].sm_cat)))\n",
    "print('인과관계가 하나도 없는 상품의 개수 : {}'.format(len(sh_granger[sh_granger.total==0].sm_cat)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5cc7ca10-9bc3-47c8-8921-ee4566e8d160",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 3,
     "status": "ok",
     "timestamp": 1624080681678,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "xj9OqMrXnpmy",
    "outputId": "e76e2b94-d2d5-4f2f-c7ba-cb0c404ed62a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['가스온수기', '가자미', '감말랭이', '갓김치', '건강즙/녹용', '건어물 멸치', '건어물 황태', '건자두',\n",
       "       '견과류', '견과류 땅콩', '견과류 마카다미아', '견과류 잣/은행', '견과류 호두', '공기정화 용품',\n",
       "       '공기청정기', '과채 음료/주스', '기능성 링클케어 화장품', '기능성 영양보습 화장품',\n",
       "       '기초 화장용 오일/앰플', '기타 농산물', '기타 한방/환제품', '나물', '남성 스킨', '남성 크림',\n",
       "       '남성 클렌징', '네일리무버', '네일세트', '네일아트', '네일컬러', '녹차', '닭 양념육', '더치커피',\n",
       "       '돈풍기', '랍스타', '레몬/자몽', '린스', '멀티형 에어컨', '메이크업 박스', '무/배추',\n",
       "       '바나나/파인애플/망고', '바디 세트', '반건조고구마', '배/포도/과일즙', '백김치',\n",
       "       '베이스 메이크업용 BB크림', '베이스 메이크업용 CC크림', '베이스 메이크업용 메이크업베이스',\n",
       "       '벽걸이형 냉온풍기', '보일러', '뷰티 속눈썹/쌍꺼풀', '뷰티용 기름종이', '뷰티용 뷰러',\n",
       "       '뷰티용 여드름압출기', '삼치', '색조 메이크업 립글로스', '색조 메이크업 마스카라', '색조 메이크업 볼터치',\n",
       "       '색조 메이크업 쉐딩/하이라이터', '생수', '샤워코롱', '선크림', '소고기 등심/안심', '수산 생물',\n",
       "       '스킨케어 코팩', '아몬드유/코코넛밀크', '에이드', '옻/칡/쑥즙', '의류건조기', '이온음료',\n",
       "       '인스턴트커피', '전복 생물', '절임배추/김치속', '젓갈류', '제습기', '차/곡물 음료', '천장형 에어컨',\n",
       "       '카페 푸드', '클렌징 크림', '클렌징 폼', '태닝용 선크림', '팩도구', '표고버섯', '풋워시/스크럽',\n",
       "       '풋크림', '해조류 다시마', '헤어스타일링용 펌제', '헤어케어세트', '홍어', '화장 비누'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 52,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sh_granger[sh_granger.total>0].sm_cat.unique() # 인과관계가 하나라도 있는 상품"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6a58bcf1-bcdd-4284-b332-e36e5cac6881",
   "metadata": {},
   "source": [
    "## 1-2. 비정상 상품"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10cf6f7f-0502-4917-b7e3-5bd9ea452833",
   "metadata": {},
   "source": [
    "### 1-2-1. 비정상 상품과 정상 날씨"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47e1cf84-7cb2-4410-a654-6cc1ab768151",
   "metadata": {},
   "source": [
    "#### 공적분 검정"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d40fb597-b174-400e-b083-19403b04b293",
   "metadata": {},
   "outputs": [],
   "source": [
    "ush_co_res = pd.DataFrame()\n",
    "for i in range(len(st_weather)):\n",
    "    w_sample = weather[st_weather[i]]\n",
    "    res = pd.DataFrame()\n",
    "    for sm_cat in ush_item:\n",
    "        res = pd.concat([res, co_test(ush, weather, sm_cat, st_weather[i])], axis=0)\n",
    "    if i == 0:\n",
    "        ush_co_res = pd.concat([ush_co_res, res], axis=1)\n",
    "    else:\n",
    "        ush_co_res = pd.concat([ush_co_res, res.drop(['sm_cat'], axis=1)], axis=1) # 비정상qty와 정상날씨 간 공적분이 존재할 경우, vecm 적합 가능"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "865b260f-e733-4b64-9738-79d94ce91009",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "executionInfo": {
     "elapsed": 32,
     "status": "ok",
     "timestamp": 1624110563653,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "SgL65RdOpwij",
    "outputId": "667a5794-e0cb-484c-e4c4-35a75b986279"
   },
   "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>sm_cat</th>\n",
       "      <th>avg_ws</th>\n",
       "      <th>PM10</th>\n",
       "      <th>PM25</th>\n",
       "      <th>sum_ss_hr</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>가열식 가습기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>갈비/찜/바비큐용 돈육</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>감귤/한라봉/오렌지</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>감자</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>건대추</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>건어물 진미채</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>건포도</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>게장류</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>견과류 밤</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>고추/피망/파프리카</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>곡물차</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>과일류</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>국내산 돈육</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>굴 생물</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>기능성 아이케어 화장품</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>기능성 화장품 세트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>기초 화장용 로션</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>기초 화장용 미스트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>기초 화장용 크림</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>기타 주스류</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>김치류</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>난방용 열풍기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>남성 로션</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>남성 선케어</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>남성 세트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>남성 쉐이빙</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>느타리버섯</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>다이어트보조식</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>다이어트용 헬스보충식품</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>대게/킹크랩</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>데오드란트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>둥굴레차</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>딸기/복분자/블루베리</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>딸기우유</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>라디에이터</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>루테인/눈 영양제</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>마늘/생강</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>메이크업 브러쉬</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>명태/동태</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>무김치</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>물김치</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>미나리</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>미숫가루/곡물가루</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>밀크티/티라떼</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>바디 보습제</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>바디 클렌져</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>바디케어용 땀패드</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>바디케어용 제모제</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>배추김치</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>벽걸이 에어컨</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>벽걸이형 선풍기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>보리차</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>복합식 가습기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>부추</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>뷰티 타투</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>뷰티용 면봉/귀이개</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>브로콜리/셀러리</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>비타민</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>새송이버섯</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>색조 메이크업 립밤</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>색조 메이크업 립틴트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>색조 메이크업 아이섀도우</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>선로션</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>선스프레이</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>선케어용 선밤</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>선파우더</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>소고기 육회</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>시금치</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>쌈채소</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>아이스티</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>애프터선</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>야채/호박즙</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>양배추/양상추</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>어린이 음료</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>어린이영양제</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>어린잎/새싹채소</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>업소용 선풍기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>에어워셔</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>에어컨 리모컨</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>오메가3/스쿠알렌 영양제</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>오이/가지</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>온수매트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>온열매트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>온풍기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>요거트/발효유</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>원두커피</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>유자차</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>율무차</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>음용 식초</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>이동형 에어컨</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>입욕제</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>자연식 가습기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>잡곡 씨드류</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>장어</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>저/무지방우유</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>전기온수기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>전기장판</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>전통차</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>조개</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>주꾸미</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>참외/메론/수박</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>초음파식 가습기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>초코우유</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>카페트매트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>칼슘/철분 영양제</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>캡슐/POD커피</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>컨벡터</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>코코아/핫초코</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>콜라겐/코큐텐 영양제</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>클렌징 로션</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>클렌징 티슈</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>탁상/USB 선풍기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>탄산수</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>탄산음료</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>토마토</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>파/양파</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>파김치</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>포도/거봉/체리</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>프로바이오틱스</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>프로폴리스/로얄젤리</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>해초류</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>핸드워시/스크럽</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>핸드크림</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>허브차</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>헤어 브러쉬</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>헤어스타일링용 흑채</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>헤어스프레이</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>헤어에센스</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>호박</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>홍차</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>환자식</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>황토매트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>휴대용 선풍기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>히터</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          sm_cat avg_ws  PM10  PM25 sum_ss_hr\n",
       "0        가열식 가습기   None  None  None      None\n",
       "0   갈비/찜/바비큐용 돈육    공적분  None   공적분      None\n",
       "0     감귤/한라봉/오렌지   None  None  None      None\n",
       "0             감자   None  None  None      None\n",
       "0            건대추   None  None  None      None\n",
       "0        건어물 진미채   None  None  None      None\n",
       "0            건포도   None  None  None      None\n",
       "0            게장류   None  None  None      None\n",
       "0          견과류 밤   None  None  None      None\n",
       "0     고추/피망/파프리카   None  None  None      None\n",
       "0            곡물차   None  None  None      None\n",
       "0            과일류   None  None  None      None\n",
       "0         국내산 돈육   None  None  None      None\n",
       "0           굴 생물   None  None  None      None\n",
       "0   기능성 아이케어 화장품   None  None  None      None\n",
       "0     기능성 화장품 세트   None  None  None      None\n",
       "0      기초 화장용 로션   None  None  None      None\n",
       "0     기초 화장용 미스트   None  None  None      None\n",
       "0      기초 화장용 크림   None  None  None      None\n",
       "0         기타 주스류   None  None  None      None\n",
       "0            김치류   None  None  None      None\n",
       "0        난방용 열풍기   None  None  None      None\n",
       "0          남성 로션   None  None  None      None\n",
       "0         남성 선케어   None  None  None      None\n",
       "0          남성 세트   None  None  None      None\n",
       "0         남성 쉐이빙   None  None  None      None\n",
       "0          느타리버섯   None  None  None      None\n",
       "0        다이어트보조식   None  None  None      None\n",
       "0   다이어트용 헬스보충식품   None  None  None      None\n",
       "0         대게/킹크랩   None  None  None      None\n",
       "0          데오드란트   None  None  None      None\n",
       "0           둥굴레차   None  None  None      None\n",
       "0    딸기/복분자/블루베리   None  None  None      None\n",
       "0           딸기우유   None  None  None      None\n",
       "0          라디에이터   None  None  None      None\n",
       "0      루테인/눈 영양제   None  None  None      None\n",
       "0          마늘/생강   None  None  None      None\n",
       "0       메이크업 브러쉬   None  None  None      None\n",
       "0          명태/동태   None  None  None      None\n",
       "0            무김치   None  None  None      None\n",
       "0            물김치   None  None  None      None\n",
       "0            미나리   None  None  None      None\n",
       "0      미숫가루/곡물가루   None  None  None      None\n",
       "0        밀크티/티라떼   None  None  None      None\n",
       "0         바디 보습제   None  None  None      None\n",
       "0         바디 클렌져   None  None  None      None\n",
       "0      바디케어용 땀패드   None  None  None      None\n",
       "0      바디케어용 제모제   None  None  None      None\n",
       "0           배추김치   None  None  None      None\n",
       "0        벽걸이 에어컨   None  None  None      None\n",
       "0       벽걸이형 선풍기   None  None  None      None\n",
       "0            보리차   None  None  None      None\n",
       "0        복합식 가습기   None  None  None      None\n",
       "0             부추   None  None  None      None\n",
       "0          뷰티 타투   None  None  None      None\n",
       "0     뷰티용 면봉/귀이개   None  None  None      None\n",
       "0       브로콜리/셀러리   None  None  None      None\n",
       "0            비타민   None  None  None      None\n",
       "0          새송이버섯   None  None  None      None\n",
       "0     색조 메이크업 립밤   None  None  None      None\n",
       "0    색조 메이크업 립틴트   None  None  None      None\n",
       "0  색조 메이크업 아이섀도우   None  None   공적분      None\n",
       "0            선로션   None  None  None      None\n",
       "0          선스프레이   None  None  None      None\n",
       "0        선케어용 선밤   None  None  None      None\n",
       "0           선파우더   None  None  None      None\n",
       "0         소고기 육회   None  None  None      None\n",
       "0            시금치   None  None  None      None\n",
       "0            쌈채소   None  None  None      None\n",
       "0           아이스티   None  None  None      None\n",
       "0           애프터선   None  None  None      None\n",
       "0         야채/호박즙   None  None  None      None\n",
       "0        양배추/양상추   None  None  None      None\n",
       "0         어린이 음료   None  None  None      None\n",
       "0         어린이영양제   None  None  None      None\n",
       "0       어린잎/새싹채소   None  None  None      None\n",
       "0        업소용 선풍기   None  None  None      None\n",
       "0           에어워셔   None  None  None      None\n",
       "0        에어컨 리모컨   None  None  None      None\n",
       "0  오메가3/스쿠알렌 영양제   None  None  None      None\n",
       "0          오이/가지   None  None  None      None\n",
       "0           온수매트   None  None  None      None\n",
       "0           온열매트   None  None  None      None\n",
       "0            온풍기   None  None  None      None\n",
       "0        요거트/발효유   None  None  None      None\n",
       "0           원두커피   None  None  None      None\n",
       "0            유자차   None  None  None      None\n",
       "0            율무차   None  None  None      None\n",
       "0          음용 식초   None  None  None      None\n",
       "0        이동형 에어컨   None  None  None      None\n",
       "0            입욕제   None   공적분   공적분      None\n",
       "0        자연식 가습기   None  None  None      None\n",
       "0         잡곡 씨드류   None  None  None      None\n",
       "0             장어   None  None  None      None\n",
       "0        저/무지방우유   None  None  None      None\n",
       "0          전기온수기   None  None  None      None\n",
       "0           전기장판   None  None  None      None\n",
       "0            전통차   None  None  None      None\n",
       "0             조개   None  None  None      None\n",
       "0            주꾸미   None  None  None      None\n",
       "0       참외/메론/수박   None  None  None      None\n",
       "0       초음파식 가습기   None  None  None      None\n",
       "0           초코우유   None  None  None      None\n",
       "0          카페트매트   None  None  None      None\n",
       "0      칼슘/철분 영양제   None  None  None      None\n",
       "0       캡슐/POD커피   None  None  None      None\n",
       "0            컨벡터   None  None  None      None\n",
       "0        코코아/핫초코   None  None  None      None\n",
       "0    콜라겐/코큐텐 영양제   None  None  None      None\n",
       "0         클렌징 로션   None  None  None      None\n",
       "0         클렌징 티슈   None  None  None      None\n",
       "0     탁상/USB 선풍기   None  None  None      None\n",
       "0            탄산수   None  None  None      None\n",
       "0           탄산음료   None  None  None      None\n",
       "0            토마토   None  None  None      None\n",
       "0           파/양파   None  None  None      None\n",
       "0            파김치   None  None  None      None\n",
       "0       포도/거봉/체리   None  None  None      None\n",
       "0        프로바이오틱스   None  None  None      None\n",
       "0     프로폴리스/로얄젤리   None  None  None      None\n",
       "0           해초류    None  None  None      None\n",
       "0       핸드워시/스크럽   None  None  None      None\n",
       "0           핸드크림   None  None  None      None\n",
       "0            허브차   None   공적분  None      None\n",
       "0         헤어 브러쉬   None  None  None      None\n",
       "0     헤어스타일링용 흑채   None  None  None      None\n",
       "0         헤어스프레이   None  None  None      None\n",
       "0          헤어에센스   None  None  None      None\n",
       "0             호박   None  None  None      None\n",
       "0             홍차   None  None  None      None\n",
       "0            환자식   None  None  None      None\n",
       "0           황토매트   None  None  None      None\n",
       "0        휴대용 선풍기   None  None  None      None\n",
       "0             히터   None  None  None      None"
      ]
     },
     "execution_count": 15,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ush_co_res # 정상qty와 비정상날씨 간 공적분이 존재할 경우, vecm 적합 가능"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "058680ae-be03-40ce-9656-16d7537aed5a",
   "metadata": {},
   "source": [
    "#### VECM & Granger Causality Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "45055194-90e4-413b-91ab-4ef73479582a",
   "metadata": {},
   "outputs": [],
   "source": [
    "ush_vecm_res = pd.DataFrame()\n",
    "\n",
    "for w_var in st_weather:\n",
    "    for sm_cat in ush_item:\n",
    "        # 공적분 관계가 유의할 때, 그래인저 인과관계 분석\n",
    "        if (ush_co_res.loc[ush_co_res.sm_cat==sm_cat, w_var] == '공적분').values: \n",
    "            result = VECM_granger(ush, weather, sm_cat, w_var)\n",
    "        else:\n",
    "            result = pd.DataFrame([{'sm_cat':sm_cat, 'weather':w_var, 'granger_reject':'None'}])\n",
    "        ush_vecm_res = pd.concat([ush_vecm_res, result], axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4d446f31-b903-4072-a8b5-9cfc090de9d8",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 22,
     "status": "ok",
     "timestamp": 1624110564281,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "gL11ZNzqHYku",
    "outputId": "19d25344-22ee-466d-ecc0-5e4bb9f8afeb"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Granger Causality : avg_ws =====\n",
      "None    134\n",
      "Name: granger_reject, dtype: int64\n",
      " \n",
      "===== Granger Causality : PM10 =====\n",
      "None         132\n",
      "causality      2\n",
      "Name: granger_reject, dtype: int64\n",
      " \n",
      "===== Granger Causality : PM25 =====\n",
      "None         133\n",
      "causality      1\n",
      "Name: granger_reject, dtype: int64\n",
      " \n",
      "===== Granger Causality : sum_ss_hr =====\n",
      "None    134\n",
      "Name: granger_reject, dtype: int64\n",
      " \n"
     ]
    }
   ],
   "source": [
    "for w in st_weather:\n",
    "    print('===== Granger Causality : {} ====='.format(w))\n",
    "    print(ush_vecm_res.loc[ush_vecm_res.weather==w, 'granger_reject'].value_counts())\n",
    "    print(' ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aaf02aee-688f-4a75-a64c-8fca639cdc97",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "executionInfo": {
     "elapsed": 17,
     "status": "ok",
     "timestamp": 1624110564283,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "PfilCbtIIrDj",
    "outputId": "4a382d15-3f20-4a9c-fa2d-ee7be0d24115"
   },
   "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",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>weather</th>\n",
       "      <th>PM10</th>\n",
       "      <th>PM25</th>\n",
       "      <th>avg_ws</th>\n",
       "      <th>sum_ss_hr</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sm_cat</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>가열식 가습기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>갈비/찜/바비큐용 돈육</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>감자</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>건대추</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>건어물 진미채</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>건포도</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>게장류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>견과류 밤</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>곡물차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>과일류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>국내산 돈육</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>굴 생물</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기능성 아이케어 화장품</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기능성 화장품 세트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기초 화장용 로션</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기초 화장용 미스트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기초 화장용 크림</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "      <td>None</td>\n",
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       "      <td>None</td>\n",
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       "      <th>김치류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>난방용 열풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 로션</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 선케어</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>남성 세트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
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       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다이어트보조식</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>다이어트용 헬스보충식품</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>대게/킹크랩</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "      <th>데오드란트</th>\n",
       "      <td>None</td>\n",
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       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>둥굴레차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>딸기/복분자/블루베리</th>\n",
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       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>딸기우유</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>라디에이터</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
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       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>마늘/생강</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>메이크업 브러쉬</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>명태/동태</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>무김치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>물김치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>미나리</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>미숫가루/곡물가루</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>밀크티/티라떼</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디 보습제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디 클렌져</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디케어용 땀패드</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디케어용 제모제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
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       "      <th>배추김치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>벽걸이 에어컨</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>벽걸이형 선풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>보리차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>복합식 가습기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>부추</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>뷰티 타투</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>뷰티용 면봉/귀이개</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>브로콜리/셀러리</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>비타민</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>새송이버섯</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 립밤</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 립틴트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 아이섀도우</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>선로션</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>선스프레이</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>선케어용 선밤</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>선파우더</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>소고기 육회</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>시금치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>쌈채소</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>아이스티</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>애프터선</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>야채/호박즙</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>양배추/양상추</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>어린이 음료</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>어린이영양제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>어린잎/새싹채소</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>업소용 선풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>에어워셔</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>에어컨 리모컨</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>오메가3/스쿠알렌 영양제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>오이/가지</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>온수매트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>온열매트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>온풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>요거트/발효유</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>원두커피</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>유자차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>율무차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>음용 식초</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이동형 에어컨</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>입욕제</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>자연식 가습기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>잡곡 씨드류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>장어</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>저/무지방우유</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전기온수기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전기장판</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전통차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>조개</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>주꾸미</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>참외/메론/수박</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>초음파식 가습기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>초코우유</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>카페트매트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>칼슘/철분 영양제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>캡슐/POD커피</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>컨벡터</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>코코아/핫초코</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>콜라겐/코큐텐 영양제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>클렌징 로션</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>클렌징 티슈</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>탁상/USB 선풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>탄산수</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>탄산음료</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>토마토</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>파/양파</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>파김치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>포도/거봉/체리</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>프로바이오틱스</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>프로폴리스/로얄젤리</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>해초류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>핸드워시/스크럽</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>핸드크림</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>허브차</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>헤어 브러쉬</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>헤어스타일링용 흑채</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>헤어스프레이</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>헤어에센스</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>호박</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>홍차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>환자식</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>황토매트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>휴대용 선풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>히터</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "weather             PM10       PM25 avg_ws sum_ss_hr\n",
       "sm_cat                                              \n",
       "가열식 가습기             None       None   None      None\n",
       "갈비/찜/바비큐용 돈육        None       None   None      None\n",
       "감귤/한라봉/오렌지          None       None   None      None\n",
       "감자                  None       None   None      None\n",
       "건대추                 None       None   None      None\n",
       "건어물 진미채             None       None   None      None\n",
       "건포도                 None       None   None      None\n",
       "게장류                 None       None   None      None\n",
       "견과류 밤               None       None   None      None\n",
       "고추/피망/파프리카          None       None   None      None\n",
       "곡물차                 None       None   None      None\n",
       "과일류                 None       None   None      None\n",
       "국내산 돈육              None       None   None      None\n",
       "굴 생물                None       None   None      None\n",
       "기능성 아이케어 화장품        None       None   None      None\n",
       "기능성 화장품 세트          None       None   None      None\n",
       "기초 화장용 로션           None       None   None      None\n",
       "기초 화장용 미스트          None       None   None      None\n",
       "기초 화장용 크림           None       None   None      None\n",
       "기타 주스류              None       None   None      None\n",
       "김치류                 None       None   None      None\n",
       "난방용 열풍기             None       None   None      None\n",
       "남성 로션               None       None   None      None\n",
       "남성 선케어              None       None   None      None\n",
       "남성 세트               None       None   None      None\n",
       "남성 쉐이빙              None       None   None      None\n",
       "느타리버섯               None       None   None      None\n",
       "다이어트보조식             None       None   None      None\n",
       "다이어트용 헬스보충식품        None       None   None      None\n",
       "대게/킹크랩              None       None   None      None\n",
       "데오드란트               None       None   None      None\n",
       "둥굴레차                None       None   None      None\n",
       "딸기/복분자/블루베리         None       None   None      None\n",
       "딸기우유                None       None   None      None\n",
       "라디에이터               None       None   None      None\n",
       "루테인/눈 영양제           None       None   None      None\n",
       "마늘/생강               None       None   None      None\n",
       "메이크업 브러쉬            None       None   None      None\n",
       "명태/동태               None       None   None      None\n",
       "무김치                 None       None   None      None\n",
       "물김치                 None       None   None      None\n",
       "미나리                 None       None   None      None\n",
       "미숫가루/곡물가루           None       None   None      None\n",
       "밀크티/티라떼             None       None   None      None\n",
       "바디 보습제              None       None   None      None\n",
       "바디 클렌져              None       None   None      None\n",
       "바디케어용 땀패드           None       None   None      None\n",
       "바디케어용 제모제           None       None   None      None\n",
       "배추김치                None       None   None      None\n",
       "벽걸이 에어컨             None       None   None      None\n",
       "벽걸이형 선풍기            None       None   None      None\n",
       "보리차                 None       None   None      None\n",
       "복합식 가습기             None       None   None      None\n",
       "부추                  None       None   None      None\n",
       "뷰티 타투               None       None   None      None\n",
       "뷰티용 면봉/귀이개          None       None   None      None\n",
       "브로콜리/셀러리            None       None   None      None\n",
       "비타민                 None       None   None      None\n",
       "새송이버섯               None       None   None      None\n",
       "색조 메이크업 립밤          None       None   None      None\n",
       "색조 메이크업 립틴트         None       None   None      None\n",
       "색조 메이크업 아이섀도우       None       None   None      None\n",
       "선로션                 None       None   None      None\n",
       "선스프레이               None       None   None      None\n",
       "선케어용 선밤             None       None   None      None\n",
       "선파우더                None       None   None      None\n",
       "소고기 육회              None       None   None      None\n",
       "시금치                 None       None   None      None\n",
       "쌈채소                 None       None   None      None\n",
       "아이스티                None       None   None      None\n",
       "애프터선                None       None   None      None\n",
       "야채/호박즙              None       None   None      None\n",
       "양배추/양상추             None       None   None      None\n",
       "어린이 음료              None       None   None      None\n",
       "어린이영양제              None       None   None      None\n",
       "어린잎/새싹채소            None       None   None      None\n",
       "업소용 선풍기             None       None   None      None\n",
       "에어워셔                None       None   None      None\n",
       "에어컨 리모컨             None       None   None      None\n",
       "오메가3/스쿠알렌 영양제       None       None   None      None\n",
       "오이/가지               None       None   None      None\n",
       "온수매트                None       None   None      None\n",
       "온열매트                None       None   None      None\n",
       "온풍기                 None       None   None      None\n",
       "요거트/발효유             None       None   None      None\n",
       "원두커피                None       None   None      None\n",
       "유자차                 None       None   None      None\n",
       "율무차                 None       None   None      None\n",
       "음용 식초               None       None   None      None\n",
       "이동형 에어컨             None       None   None      None\n",
       "입욕제            causality  causality   None      None\n",
       "자연식 가습기             None       None   None      None\n",
       "잡곡 씨드류              None       None   None      None\n",
       "장어                  None       None   None      None\n",
       "저/무지방우유             None       None   None      None\n",
       "전기온수기               None       None   None      None\n",
       "전기장판                None       None   None      None\n",
       "전통차                 None       None   None      None\n",
       "조개                  None       None   None      None\n",
       "주꾸미                 None       None   None      None\n",
       "참외/메론/수박            None       None   None      None\n",
       "초음파식 가습기            None       None   None      None\n",
       "초코우유                None       None   None      None\n",
       "카페트매트               None       None   None      None\n",
       "칼슘/철분 영양제           None       None   None      None\n",
       "캡슐/POD커피            None       None   None      None\n",
       "컨벡터                 None       None   None      None\n",
       "코코아/핫초코             None       None   None      None\n",
       "콜라겐/코큐텐 영양제         None       None   None      None\n",
       "클렌징 로션              None       None   None      None\n",
       "클렌징 티슈              None       None   None      None\n",
       "탁상/USB 선풍기          None       None   None      None\n",
       "탄산수                 None       None   None      None\n",
       "탄산음료                None       None   None      None\n",
       "토마토                 None       None   None      None\n",
       "파/양파                None       None   None      None\n",
       "파김치                 None       None   None      None\n",
       "포도/거봉/체리            None       None   None      None\n",
       "프로바이오틱스             None       None   None      None\n",
       "프로폴리스/로얄젤리          None       None   None      None\n",
       "해초류                 None       None   None      None\n",
       "핸드워시/스크럽            None       None   None      None\n",
       "핸드크림                None       None   None      None\n",
       "허브차            causality       None   None      None\n",
       "헤어 브러쉬              None       None   None      None\n",
       "헤어스타일링용 흑채          None       None   None      None\n",
       "헤어스프레이              None       None   None      None\n",
       "헤어에센스               None       None   None      None\n",
       "호박                  None       None   None      None\n",
       "홍차                  None       None   None      None\n",
       "환자식                 None       None   None      None\n",
       "황토매트                None       None   None      None\n",
       "휴대용 선풍기             None       None   None      None\n",
       "히터                  None       None   None      None"
      ]
     },
     "execution_count": 18,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 인과관계가 존재하는 경우\n",
    "ush_vecm_pivot = pd.pivot_table(ush_vecm_res, index='sm_cat', values='granger_reject', columns='weather', aggfunc='first')\n",
    "ush_vecm_pivot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87bff430-9f0c-465f-9f80-b9d627428046",
   "metadata": {},
   "source": [
    "### 1-2-2. 비정상 상품과 비정상 날씨"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1feff637-0e3d-4109-9fbe-f16b14cfe384",
   "metadata": {},
   "source": [
    "#### 공적분 검정"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e19fa311-c0a2-4c1d-bf7c-49acc596f0ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "ush_co_res2 = pd.DataFrame()\n",
    "for i in range(len(nst_weather)):\n",
    "    w_sample = weather[nst_weather[i]]\n",
    "    res = pd.DataFrame()\n",
    "    for sm_cat in ush_item:\n",
    "        res = pd.concat([res, co_test(ush, weather, sm_cat, nst_weather[i])], axis=0)\n",
    "    if i == 0:\n",
    "        ush_co_res2 = pd.concat([ush_co_res2, res], axis=1)\n",
    "    else:\n",
    "        ush_co_res2 = pd.concat([ush_co_res2, res.drop(['sm_cat'], axis=1)], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0cc2bc58-56d5-40cd-864f-be4284b5be30",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "executionInfo": {
     "elapsed": 34,
     "status": "ok",
     "timestamp": 1624110590561,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "3Qx0rVETqVdb",
    "outputId": "8f9c2c7f-b256-448a-b70a-797128f27042"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sm_cat</th>\n",
       "      <th>avg_ta</th>\n",
       "      <th>max_ta</th>\n",
       "      <th>min_ta</th>\n",
       "      <th>hm_max</th>\n",
       "      <th>max_pa</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>가열식 가습기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>갈비/찜/바비큐용 돈육</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>감귤/한라봉/오렌지</td>\n",
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       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>감자</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>건대추</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>건어물 진미채</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>건포도</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>게장류</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>견과류 밤</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>고추/피망/파프리카</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>곡물차</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>과일류</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>국내산 돈육</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>굴 생물</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>기능성 아이케어 화장품</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>기능성 화장품 세트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>기초 화장용 로션</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>기초 화장용 미스트</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>기초 화장용 크림</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>기타 주스류</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>김치류</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>난방용 열풍기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>남성 로션</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>남성 선케어</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>남성 세트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>남성 쉐이빙</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>느타리버섯</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>다이어트보조식</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>다이어트용 헬스보충식품</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>대게/킹크랩</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>데오드란트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>둥굴레차</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>딸기/복분자/블루베리</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>딸기우유</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>라디에이터</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>루테인/눈 영양제</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>마늘/생강</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>메이크업 브러쉬</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>명태/동태</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>무김치</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>물김치</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>미나리</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>미숫가루/곡물가루</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>밀크티/티라떼</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>바디 보습제</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>바디 클렌져</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>바디케어용 땀패드</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>바디케어용 제모제</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>배추김치</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>벽걸이 에어컨</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>벽걸이형 선풍기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>보리차</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>복합식 가습기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>부추</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>뷰티 타투</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>뷰티용 면봉/귀이개</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>브로콜리/셀러리</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>비타민</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>새송이버섯</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>색조 메이크업 립밤</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>색조 메이크업 립틴트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>색조 메이크업 아이섀도우</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>선로션</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>선스프레이</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>선케어용 선밤</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>선파우더</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>소고기 육회</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>시금치</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>쌈채소</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>아이스티</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>애프터선</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>야채/호박즙</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>양배추/양상추</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>어린이 음료</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>어린이영양제</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>어린잎/새싹채소</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>업소용 선풍기</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>에어워셔</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>에어컨 리모컨</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>오메가3/스쿠알렌 영양제</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>오이/가지</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>온수매트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>온열매트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>온풍기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>요거트/발효유</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>원두커피</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>유자차</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>율무차</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>음용 식초</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>이동형 에어컨</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>입욕제</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>자연식 가습기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>잡곡 씨드류</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>장어</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>저/무지방우유</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>전기온수기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>전기장판</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>전통차</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>조개</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>주꾸미</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>참외/메론/수박</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>초음파식 가습기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>초코우유</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>카페트매트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>칼슘/철분 영양제</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>캡슐/POD커피</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>컨벡터</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>코코아/핫초코</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>콜라겐/코큐텐 영양제</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>클렌징 로션</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>클렌징 티슈</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>탁상/USB 선풍기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>탄산수</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>탄산음료</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>토마토</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>파/양파</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>파김치</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>포도/거봉/체리</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>프로바이오틱스</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>프로폴리스/로얄젤리</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>해초류</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>핸드워시/스크럽</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>핸드크림</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>허브차</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>공적분</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>헤어 브러쉬</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>헤어스타일링용 흑채</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>헤어스프레이</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>헤어에센스</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>호박</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>홍차</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>환자식</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>황토매트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>휴대용 선풍기</td>\n",
       "      <td>공적분</td>\n",
       "      <td>공적분</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>히터</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          sm_cat avg_ta max_ta min_ta hm_max max_pa\n",
       "0        가열식 가습기   None   None   None   None   None\n",
       "0   갈비/찜/바비큐용 돈육   None   None   None   None    공적분\n",
       "0     감귤/한라봉/오렌지    공적분    공적분   None   None   None\n",
       "0             감자   None   None   None   None   None\n",
       "0            건대추   None   None   None   None   None\n",
       "0        건어물 진미채   None   None   None   None   None\n",
       "0            건포도    공적분   None    공적분   None   None\n",
       "0            게장류   None   None   None   None   None\n",
       "0          견과류 밤   None   None   None   None   None\n",
       "0     고추/피망/파프리카   None   None   None   None   None\n",
       "0            곡물차   None   None   None   None   None\n",
       "0            과일류    공적분    공적분    공적분   None   None\n",
       "0         국내산 돈육   None   None   None   None   None\n",
       "0           굴 생물   None   None   None   None   None\n",
       "0   기능성 아이케어 화장품    공적분    공적분    공적분   None   None\n",
       "0     기능성 화장품 세트   None   None   None   None   None\n",
       "0      기초 화장용 로션    공적분    공적분    공적분   None   None\n",
       "0     기초 화장용 미스트    공적분    공적분    공적분   None   None\n",
       "0      기초 화장용 크림   None   None   None   None   None\n",
       "0         기타 주스류   None   None   None   None   None\n",
       "0            김치류   None   None   None   None   None\n",
       "0        난방용 열풍기   None   None   None    공적분   None\n",
       "0          남성 로션   None   None   None   None   None\n",
       "0         남성 선케어   None   None   None   None   None\n",
       "0          남성 세트   None   None   None   None   None\n",
       "0         남성 쉐이빙   None   None   None   None   None\n",
       "0          느타리버섯   None   None   None   None   None\n",
       "0        다이어트보조식   None   None   None   None   None\n",
       "0   다이어트용 헬스보충식품   None   None   None   None   None\n",
       "0         대게/킹크랩   None   None   None   None   None\n",
       "0          데오드란트   None   None   None   None   None\n",
       "0           둥굴레차   None   None   None   None   None\n",
       "0    딸기/복분자/블루베리   None   None   None   None   None\n",
       "0           딸기우유   None   None   None   None   None\n",
       "0          라디에이터   None   None   None   None   None\n",
       "0      루테인/눈 영양제   None   None   None   None   None\n",
       "0          마늘/생강   None   None   None   None   None\n",
       "0       메이크업 브러쉬   None   None   None   None   None\n",
       "0          명태/동태   None   None   None   None    공적분\n",
       "0            무김치   None   None   None   None   None\n",
       "0            물김치   None   None   None   None   None\n",
       "0            미나리   None   None   None   None   None\n",
       "0      미숫가루/곡물가루   None   None    공적분   None   None\n",
       "0        밀크티/티라떼   None   None   None   None   None\n",
       "0         바디 보습제   None   None   None   None   None\n",
       "0         바디 클렌져   None   None   None   None   None\n",
       "0      바디케어용 땀패드   None   None   None   None   None\n",
       "0      바디케어용 제모제   None   None   None   None   None\n",
       "0           배추김치   None   None   None   None   None\n",
       "0        벽걸이 에어컨    공적분    공적분    공적분   None   None\n",
       "0       벽걸이형 선풍기   None   None   None   None   None\n",
       "0            보리차   None   None   None   None   None\n",
       "0        복합식 가습기   None   None   None   None   None\n",
       "0             부추   None   None   None   None   None\n",
       "0          뷰티 타투   None   None   None   None   None\n",
       "0     뷰티용 면봉/귀이개   None   None   None    공적분    공적분\n",
       "0       브로콜리/셀러리   None   None   None   None   None\n",
       "0            비타민   None   None   None   None   None\n",
       "0          새송이버섯   None   None   None   None   None\n",
       "0     색조 메이크업 립밤   None   None   None   None   None\n",
       "0    색조 메이크업 립틴트   None   None   None   None   None\n",
       "0  색조 메이크업 아이섀도우    공적분    공적분    공적분    공적분   None\n",
       "0            선로션   None   None   None   None   None\n",
       "0          선스프레이   None   None   None   None   None\n",
       "0        선케어용 선밤   None   None   None   None   None\n",
       "0           선파우더   None   None   None   None   None\n",
       "0         소고기 육회   None   None   None   None   None\n",
       "0            시금치   None   None   None   None   None\n",
       "0            쌈채소   None   None   None   None   None\n",
       "0           아이스티   None   None   None   None   None\n",
       "0           애프터선   None   None   None   None   None\n",
       "0         야채/호박즙   None   None   None   None   None\n",
       "0        양배추/양상추   None   None   None   None   None\n",
       "0         어린이 음료   None   None   None   None   None\n",
       "0         어린이영양제   None   None   None   None   None\n",
       "0       어린잎/새싹채소   None   None   None   None   None\n",
       "0        업소용 선풍기    공적분    공적분    공적분   None   None\n",
       "0           에어워셔    공적분   None    공적분   None   None\n",
       "0        에어컨 리모컨    공적분    공적분    공적분   None   None\n",
       "0  오메가3/스쿠알렌 영양제   None   None   None   None   None\n",
       "0          오이/가지   None   None   None   None   None\n",
       "0           온수매트   None   None   None   None   None\n",
       "0           온열매트   None   None   None   None   None\n",
       "0            온풍기   None   None   None   None   None\n",
       "0        요거트/발효유   None   None   None   None   None\n",
       "0           원두커피   None   None   None   None   None\n",
       "0            유자차   None   None   None   None   None\n",
       "0            율무차   None   None   None   None   None\n",
       "0          음용 식초    공적분    공적분    공적분   None   None\n",
       "0        이동형 에어컨    공적분    공적분    공적분   None   None\n",
       "0            입욕제   None    공적분   None    공적분   None\n",
       "0        자연식 가습기   None   None   None   None   None\n",
       "0         잡곡 씨드류   None   None   None   None   None\n",
       "0             장어   None   None   None   None   None\n",
       "0        저/무지방우유   None   None   None   None   None\n",
       "0          전기온수기   None   None   None   None   None\n",
       "0           전기장판   None   None   None   None   None\n",
       "0            전통차   None   None   None   None    공적분\n",
       "0             조개   None   None   None   None   None\n",
       "0            주꾸미   None   None   None   None   None\n",
       "0       참외/메론/수박   None   None   None   None   None\n",
       "0       초음파식 가습기   None   None   None   None   None\n",
       "0           초코우유   None   None   None   None    공적분\n",
       "0          카페트매트   None   None   None   None   None\n",
       "0      칼슘/철분 영양제   None   None   None   None   None\n",
       "0       캡슐/POD커피   None   None   None   None   None\n",
       "0            컨벡터   None   None   None   None   None\n",
       "0        코코아/핫초코   None   None   None   None   None\n",
       "0    콜라겐/코큐텐 영양제   None   None   None   None   None\n",
       "0         클렌징 로션   None   None   None   None   None\n",
       "0         클렌징 티슈   None   None   None   None   None\n",
       "0     탁상/USB 선풍기   None   None   None   None   None\n",
       "0            탄산수   None   None   None   None   None\n",
       "0           탄산음료   None   None   None   None    공적분\n",
       "0            토마토   None   None   None   None   None\n",
       "0           파/양파   None   None   None   None   None\n",
       "0            파김치   None   None   None   None   None\n",
       "0       포도/거봉/체리   None   None   None   None   None\n",
       "0        프로바이오틱스   None   None   None   None   None\n",
       "0     프로폴리스/로얄젤리   None   None   None   None   None\n",
       "0           해초류     공적분    공적분    공적분   None   None\n",
       "0       핸드워시/스크럽   None   None   None   None   None\n",
       "0           핸드크림   None   None   None   None   None\n",
       "0            허브차   None   None   None   None    공적분\n",
       "0         헤어 브러쉬   None   None   None   None   None\n",
       "0     헤어스타일링용 흑채   None   None   None   None   None\n",
       "0         헤어스프레이   None   None   None   None   None\n",
       "0          헤어에센스   None   None   None   None   None\n",
       "0             호박   None   None   None   None   None\n",
       "0             홍차    공적분    공적분    공적분   None   None\n",
       "0            환자식   None   None   None   None   None\n",
       "0           황토매트   None   None   None   None   None\n",
       "0        휴대용 선풍기    공적분    공적분   None   None   None\n",
       "0             히터   None   None   None   None   None"
      ]
     },
     "execution_count": 20,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ush_co_res2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "956113a1-597c-45a8-9c3f-8459d99aa3f0",
   "metadata": {},
   "source": [
    "#### VECM & Granger Causality Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7f49a15a-a52b-4cc6-816a-b0a23a3478ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "warnings.filterwarnings('ignore')\n",
    "ush_vecm_res2 = pd.DataFrame()\n",
    "\n",
    "for w_var in nst_weather:\n",
    "    for sm_cat in ush_item:\n",
    "        # 공적분 관계가 유의할 때, 그래인저 인과관계 분석\n",
    "        if (ush_co_res2.loc[ush_co_res2.sm_cat==sm_cat, w_var] == '공적분').values: \n",
    "            result = VECM_granger(ush, weather, sm_cat, w_var)\n",
    "        else:\n",
    "            result = pd.DataFrame([{'sm_cat':sm_cat, 'weather':w_var, 'granger_reject':'None'}])\n",
    "        ush_vecm_res2 = pd.concat([ush_vecm_res2, result], axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6d98e0de-db26-4e5b-bde9-fc7cbadab206",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 33,
     "status": "ok",
     "timestamp": 1624110593871,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "2aoy8fouHyhW",
    "outputId": "710f8c95-0420-4b56-de29-9c72ffc9bc42"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Granger Causality : avg_ta =====\n",
      "None         131\n",
      "causality      3\n",
      "Name: granger_reject, dtype: int64\n",
      " \n",
      "===== Granger Causality : max_ta =====\n",
      "None         131\n",
      "causality      3\n",
      "Name: granger_reject, dtype: int64\n",
      " \n",
      "===== Granger Causality : min_ta =====\n",
      "None    134\n",
      "Name: granger_reject, dtype: int64\n",
      " \n",
      "===== Granger Causality : hm_max =====\n",
      "None         133\n",
      "causality      1\n",
      "Name: granger_reject, dtype: int64\n",
      " \n",
      "===== Granger Causality : max_pa =====\n",
      "None    134\n",
      "Name: granger_reject, dtype: int64\n",
      " \n"
     ]
    }
   ],
   "source": [
    "for w in nst_weather:\n",
    "    print('===== Granger Causality : {} ====='.format(w))\n",
    "    print(ush_vecm_res2.loc[ush_vecm_res2.weather==w, 'granger_reject'].value_counts())\n",
    "    print(' ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d8bfb7ce-d98e-4bb3-b909-4a759d9e98e5",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "executionInfo": {
     "elapsed": 27,
     "status": "ok",
     "timestamp": 1624110593872,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "GmyVu7DWI412",
    "outputId": "244072aa-4d61-4d50-8fad-2687d7fdef09"
   },
   "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",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>weather</th>\n",
       "      <th>avg_ta</th>\n",
       "      <th>hm_max</th>\n",
       "      <th>max_pa</th>\n",
       "      <th>max_ta</th>\n",
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       "    <tr>\n",
       "      <th>sm_cat</th>\n",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>가열식 가습기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>갈비/찜/바비큐용 돈육</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>감자</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>건대추</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>건어물 진미채</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>건포도</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>게장류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>견과류 밤</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>고추/피망/파프리카</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>곡물차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>과일류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>국내산 돈육</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>굴 생물</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기능성 아이케어 화장품</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기능성 화장품 세트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기초 화장용 로션</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>기초 화장용 미스트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>기초 화장용 크림</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기타 주스류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김치류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>난방용 열풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>남성 로션</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 선케어</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 세트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 쉐이빙</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>느타리버섯</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>다이어트보조식</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다이어트용 헬스보충식품</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대게/킹크랩</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>데오드란트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>둥굴레차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>딸기/복분자/블루베리</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>딸기우유</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>라디에이터</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>루테인/눈 영양제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>마늘/생강</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>메이크업 브러쉬</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>명태/동태</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>무김치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>물김치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>미나리</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>미숫가루/곡물가루</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>밀크티/티라떼</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디 보습제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디 클렌져</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디케어용 땀패드</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디케어용 제모제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>배추김치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>벽걸이 에어컨</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>벽걸이형 선풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>보리차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>복합식 가습기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>부추</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>뷰티 타투</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>뷰티용 면봉/귀이개</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>브로콜리/셀러리</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>비타민</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>새송이버섯</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 립밤</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 립틴트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 아이섀도우</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>선로션</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>선스프레이</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>선케어용 선밤</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>선파우더</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>소고기 육회</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>시금치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>쌈채소</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>아이스티</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>애프터선</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>야채/호박즙</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>양배추/양상추</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>어린이 음료</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>어린이영양제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>어린잎/새싹채소</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>업소용 선풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>에어워셔</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>에어컨 리모컨</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>오메가3/스쿠알렌 영양제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>오이/가지</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>온수매트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>온열매트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>온풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>요거트/발효유</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>원두커피</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>유자차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>율무차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>음용 식초</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이동형 에어컨</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>입욕제</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>자연식 가습기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>잡곡 씨드류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>장어</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>저/무지방우유</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전기온수기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전기장판</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전통차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>조개</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>주꾸미</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>참외/메론/수박</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>초음파식 가습기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>초코우유</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>카페트매트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>칼슘/철분 영양제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>캡슐/POD커피</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>컨벡터</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>코코아/핫초코</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>콜라겐/코큐텐 영양제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>클렌징 로션</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>클렌징 티슈</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>탁상/USB 선풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>탄산수</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>탄산음료</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>토마토</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>파/양파</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>파김치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>포도/거봉/체리</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>프로바이오틱스</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>프로폴리스/로얄젤리</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>해초류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>핸드워시/스크럽</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>핸드크림</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>허브차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>헤어 브러쉬</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>헤어스타일링용 흑채</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>헤어스프레이</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>헤어에센스</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>호박</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>홍차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>환자식</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>황토매트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>휴대용 선풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>히터</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "weather           avg_ta     hm_max max_pa     max_ta min_ta\n",
       "sm_cat                                                      \n",
       "가열식 가습기             None       None   None       None   None\n",
       "갈비/찜/바비큐용 돈육        None       None   None       None   None\n",
       "감귤/한라봉/오렌지          None       None   None       None   None\n",
       "감자                  None       None   None       None   None\n",
       "건대추                 None       None   None       None   None\n",
       "건어물 진미채             None       None   None       None   None\n",
       "건포도                 None       None   None       None   None\n",
       "게장류                 None       None   None       None   None\n",
       "견과류 밤               None       None   None       None   None\n",
       "고추/피망/파프리카          None       None   None       None   None\n",
       "곡물차                 None       None   None       None   None\n",
       "과일류                 None       None   None       None   None\n",
       "국내산 돈육              None       None   None       None   None\n",
       "굴 생물                None       None   None       None   None\n",
       "기능성 아이케어 화장품        None       None   None       None   None\n",
       "기능성 화장품 세트          None       None   None       None   None\n",
       "기초 화장용 로션           None       None   None       None   None\n",
       "기초 화장용 미스트          None       None   None       None   None\n",
       "기초 화장용 크림           None       None   None       None   None\n",
       "기타 주스류              None       None   None       None   None\n",
       "김치류                 None       None   None       None   None\n",
       "난방용 열풍기             None       None   None       None   None\n",
       "남성 로션               None       None   None       None   None\n",
       "남성 선케어              None       None   None       None   None\n",
       "남성 세트               None       None   None       None   None\n",
       "남성 쉐이빙              None       None   None       None   None\n",
       "느타리버섯               None       None   None       None   None\n",
       "다이어트보조식             None       None   None       None   None\n",
       "다이어트용 헬스보충식품        None       None   None       None   None\n",
       "대게/킹크랩              None       None   None       None   None\n",
       "데오드란트               None       None   None       None   None\n",
       "둥굴레차                None       None   None       None   None\n",
       "딸기/복분자/블루베리         None       None   None       None   None\n",
       "딸기우유                None       None   None       None   None\n",
       "라디에이터               None       None   None       None   None\n",
       "루테인/눈 영양제           None       None   None       None   None\n",
       "마늘/생강               None       None   None       None   None\n",
       "메이크업 브러쉬            None       None   None       None   None\n",
       "명태/동태               None       None   None       None   None\n",
       "무김치                 None       None   None       None   None\n",
       "물김치                 None       None   None       None   None\n",
       "미나리                 None       None   None       None   None\n",
       "미숫가루/곡물가루           None       None   None       None   None\n",
       "밀크티/티라떼             None       None   None       None   None\n",
       "바디 보습제              None       None   None       None   None\n",
       "바디 클렌져              None       None   None       None   None\n",
       "바디케어용 땀패드           None       None   None       None   None\n",
       "바디케어용 제모제           None       None   None       None   None\n",
       "배추김치                None       None   None       None   None\n",
       "벽걸이 에어컨        causality       None   None  causality   None\n",
       "벽걸이형 선풍기            None       None   None       None   None\n",
       "보리차                 None       None   None       None   None\n",
       "복합식 가습기             None       None   None       None   None\n",
       "부추                  None       None   None       None   None\n",
       "뷰티 타투               None       None   None       None   None\n",
       "뷰티용 면봉/귀이개          None       None   None       None   None\n",
       "브로콜리/셀러리            None       None   None       None   None\n",
       "비타민                 None       None   None       None   None\n",
       "새송이버섯               None       None   None       None   None\n",
       "색조 메이크업 립밤          None       None   None       None   None\n",
       "색조 메이크업 립틴트         None       None   None       None   None\n",
       "색조 메이크업 아이섀도우       None       None   None       None   None\n",
       "선로션                 None       None   None       None   None\n",
       "선스프레이               None       None   None       None   None\n",
       "선케어용 선밤             None       None   None       None   None\n",
       "선파우더                None       None   None       None   None\n",
       "소고기 육회              None       None   None       None   None\n",
       "시금치                 None       None   None       None   None\n",
       "쌈채소                 None       None   None       None   None\n",
       "아이스티                None       None   None       None   None\n",
       "애프터선                None       None   None       None   None\n",
       "야채/호박즙              None       None   None       None   None\n",
       "양배추/양상추             None       None   None       None   None\n",
       "어린이 음료              None       None   None       None   None\n",
       "어린이영양제              None       None   None       None   None\n",
       "어린잎/새싹채소            None       None   None       None   None\n",
       "업소용 선풍기             None       None   None       None   None\n",
       "에어워셔                None       None   None       None   None\n",
       "에어컨 리모컨        causality       None   None  causality   None\n",
       "오메가3/스쿠알렌 영양제       None       None   None       None   None\n",
       "오이/가지               None       None   None       None   None\n",
       "온수매트                None       None   None       None   None\n",
       "온열매트                None       None   None       None   None\n",
       "온풍기                 None       None   None       None   None\n",
       "요거트/발효유             None       None   None       None   None\n",
       "원두커피                None       None   None       None   None\n",
       "유자차                 None       None   None       None   None\n",
       "율무차                 None       None   None       None   None\n",
       "음용 식초          causality       None   None  causality   None\n",
       "이동형 에어컨             None       None   None       None   None\n",
       "입욕제                 None  causality   None       None   None\n",
       "자연식 가습기             None       None   None       None   None\n",
       "잡곡 씨드류              None       None   None       None   None\n",
       "장어                  None       None   None       None   None\n",
       "저/무지방우유             None       None   None       None   None\n",
       "전기온수기               None       None   None       None   None\n",
       "전기장판                None       None   None       None   None\n",
       "전통차                 None       None   None       None   None\n",
       "조개                  None       None   None       None   None\n",
       "주꾸미                 None       None   None       None   None\n",
       "참외/메론/수박            None       None   None       None   None\n",
       "초음파식 가습기            None       None   None       None   None\n",
       "초코우유                None       None   None       None   None\n",
       "카페트매트               None       None   None       None   None\n",
       "칼슘/철분 영양제           None       None   None       None   None\n",
       "캡슐/POD커피            None       None   None       None   None\n",
       "컨벡터                 None       None   None       None   None\n",
       "코코아/핫초코             None       None   None       None   None\n",
       "콜라겐/코큐텐 영양제         None       None   None       None   None\n",
       "클렌징 로션              None       None   None       None   None\n",
       "클렌징 티슈              None       None   None       None   None\n",
       "탁상/USB 선풍기          None       None   None       None   None\n",
       "탄산수                 None       None   None       None   None\n",
       "탄산음료                None       None   None       None   None\n",
       "토마토                 None       None   None       None   None\n",
       "파/양파                None       None   None       None   None\n",
       "파김치                 None       None   None       None   None\n",
       "포도/거봉/체리            None       None   None       None   None\n",
       "프로바이오틱스             None       None   None       None   None\n",
       "프로폴리스/로얄젤리          None       None   None       None   None\n",
       "해초류                 None       None   None       None   None\n",
       "핸드워시/스크럽            None       None   None       None   None\n",
       "핸드크림                None       None   None       None   None\n",
       "허브차                 None       None   None       None   None\n",
       "헤어 브러쉬              None       None   None       None   None\n",
       "헤어스타일링용 흑채          None       None   None       None   None\n",
       "헤어스프레이              None       None   None       None   None\n",
       "헤어에센스               None       None   None       None   None\n",
       "호박                  None       None   None       None   None\n",
       "홍차                  None       None   None       None   None\n",
       "환자식                 None       None   None       None   None\n",
       "황토매트                None       None   None       None   None\n",
       "휴대용 선풍기             None       None   None       None   None\n",
       "히터                  None       None   None       None   None"
      ]
     },
     "execution_count": 23,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ush_vecm_pivot2 = pd.pivot_table(ush_vecm_res2, index='sm_cat', values='granger_reject', columns='weather', aggfunc='first')\n",
    "ush_vecm_pivot2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f16ec208-ae8f-4af2-9804-ce50c42b9623",
   "metadata": {},
   "source": [
    "### 1-2-3. 비정상 상품 인과관계 (with VECM)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e9f14406-20ff-4618-8b11-2f44e13e9639",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "executionInfo": {
     "elapsed": 522,
     "status": "ok",
     "timestamp": 1624111319353,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "nCyIEzdBJzUD",
    "outputId": "83714910-a7af-45e0-95ca-16de72ba77bb"
   },
   "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>weather</th>\n",
       "      <th>sm_cat</th>\n",
       "      <th>PM10</th>\n",
       "      <th>PM25</th>\n",
       "      <th>avg_ws</th>\n",
       "      <th>sum_ss_hr</th>\n",
       "      <th>avg_ta</th>\n",
       "      <th>hm_max</th>\n",
       "      <th>max_pa</th>\n",
       "      <th>max_ta</th>\n",
       "      <th>min_ta</th>\n",
       "      <th>total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>벽걸이 에어컨</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>에어컨 리모컨</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>음용 식초</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>입욕제</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>허브차</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "weather   sm_cat       PM10       PM25 avg_ws  ... max_pa     max_ta min_ta total\n",
       "49       벽걸이 에어컨       None       None   None  ...   None  causality   None     2\n",
       "78       에어컨 리모컨       None       None   None  ...   None  causality   None     2\n",
       "88         음용 식초       None       None   None  ...   None  causality   None     2\n",
       "90           입욕제  causality  causality   None  ...   None       None   None     3\n",
       "123          허브차  causality       None   None  ...   None       None   None     1\n",
       "\n",
       "[5 rows x 11 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ush_granger1 = pd.concat([ush_vecm_pivot, ush_vecm_pivot2], axis=1).reset_index()\n",
    "ush_granger1['total'] = np.sum(ush_granger1.iloc[:,1:]=='causality', axis=1) # 인과관계가 있는 feature 개수\n",
    "ush_granger1 = ush_granger1.loc[ush_granger1.total>0,:]\n",
    "\n",
    "ush_granger1 # 5개 실화"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "513dcfd3-55ab-400d-a057-cc3fae582242",
   "metadata": {},
   "source": [
    "## 1-3. 비정상 상품 (with VAR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e4a2401b-ec6a-404a-baab-454890d2a565",
   "metadata": {},
   "outputs": [],
   "source": [
    "ush_item_var = ush_item.copy()\n",
    "for sm_cat in ush_granger.sm_cat:\n",
    "    ush_item_var.remove(sm_cat) # VECM을 통해 인과관계를 도출할 수 없었던 sm_cat"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f293391e-ec42-432a-8457-91c68a49d4ba",
   "metadata": {},
   "source": [
    "### 1-3-1. 비정상 상품과 정상 날씨"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8a8fa3b1-7b1a-4768-b341-55ece1fdbd21",
   "metadata": {},
   "outputs": [],
   "source": [
    "ush_var_res = pd.DataFrame()\n",
    "\n",
    "for w in st_weather:\n",
    "    for sm_cat in ush_item_var:\n",
    "        if (adf_test(ush, sm_cat).test_res=='정상').values:\n",
    "            result = VAR_granger(ush, weather, sm_cat, w)\n",
    "        elif (adf_test(weather.diff(1).fillna(0), w).test_res=='정상').values: # 원데이터가 정상이 아니면 1차차분. 1차차분 시 정상이면 VAR 적합\n",
    "            weather_diff = weather.diff(1).fillna(0)\n",
    "            result = VAR_granger(ush, weather_diff, sm_cat, w)\n",
    "        else:\n",
    "            result = pd.DataFrame([{'sm_cat':sm_cat, 'weather':w, 'var_lag':lag, 'granger_reject':'None'}])\n",
    "        ush_var_res = pd.concat([ush_var_res, result], axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "99b352fe-7dbd-447c-83c5-842a0fec8ecc",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 13,
     "status": "ok",
     "timestamp": 1624111059816,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "uS9DSF11wtlR",
    "outputId": "b4d0d50f-0cdc-4621-baee-afb8859ed417"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Granger Causality : avg_ws =====\n",
      "None         116\n",
      "causality     13\n",
      "Name: granger_reject, dtype: int64\n",
      " \n",
      "===== Granger Causality : PM10 =====\n",
      "None         115\n",
      "causality     14\n",
      "Name: granger_reject, dtype: int64\n",
      " \n",
      "===== Granger Causality : PM25 =====\n",
      "None         119\n",
      "causality     10\n",
      "Name: granger_reject, dtype: int64\n",
      " \n",
      "===== Granger Causality : sum_ss_hr =====\n",
      "None         119\n",
      "causality     10\n",
      "Name: granger_reject, dtype: int64\n",
      " \n"
     ]
    }
   ],
   "source": [
    "for w in st_weather:\n",
    "    print('===== Granger Causality : {} ====='.format(w))\n",
    "    print(ush_var_res.loc[ush_var_res.weather==w, 'granger_reject'].value_counts())\n",
    "    print(' ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f63099c6-aad3-4fe0-af16-2f02b98455b4",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "executionInfo": {
     "elapsed": 8,
     "status": "ok",
     "timestamp": 1624111059816,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "n_olbssJwx6k",
    "outputId": "78ec4f44-4f60-47a2-cdee-635d85440f6f"
   },
   "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>weather</th>\n",
       "      <th>PM10</th>\n",
       "      <th>PM25</th>\n",
       "      <th>avg_ws</th>\n",
       "      <th>sum_ss_hr</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sm_cat</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>가열식 가습기</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>갈비/찜/바비큐용 돈육</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>감귤/한라봉/오렌지</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>감자</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>건대추</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>건어물 진미채</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>건포도</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>게장류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>견과류 밤</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>고추/피망/파프리카</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>곡물차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>과일류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>국내산 돈육</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>굴 생물</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기능성 아이케어 화장품</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기능성 화장품 세트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기초 화장용 로션</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기초 화장용 미스트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기초 화장용 크림</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기타 주스류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김치류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>난방용 열풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 로션</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 선케어</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 세트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 쉐이빙</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>느타리버섯</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다이어트보조식</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다이어트용 헬스보충식품</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대게/킹크랩</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>데오드란트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>둥굴레차</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>딸기/복분자/블루베리</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>딸기우유</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>라디에이터</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>루테인/눈 영양제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>마늘/생강</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>메이크업 브러쉬</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>명태/동태</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>무김치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>물김치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>미나리</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>미숫가루/곡물가루</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>밀크티/티라떼</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디 보습제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디 클렌져</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디케어용 땀패드</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디케어용 제모제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>배추김치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>벽걸이형 선풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>보리차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>복합식 가습기</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>부추</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>뷰티 타투</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>뷰티용 면봉/귀이개</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>브로콜리/셀러리</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>비타민</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>새송이버섯</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 립밤</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 립틴트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 아이섀도우</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>선로션</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>선스프레이</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>선케어용 선밤</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>선파우더</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>소고기 육회</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>시금치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>쌈채소</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>아이스티</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>애프터선</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>야채/호박즙</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>양배추/양상추</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>어린이 음료</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>어린이영양제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>어린잎/새싹채소</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>업소용 선풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>에어워셔</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>오메가3/스쿠알렌 영양제</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>오이/가지</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>온수매트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>온열매트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>온풍기</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>요거트/발효유</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>원두커피</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>유자차</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>율무차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이동형 에어컨</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>자연식 가습기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>잡곡 씨드류</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>장어</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>저/무지방우유</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전기온수기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전기장판</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전통차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>조개</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>주꾸미</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>참외/메론/수박</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>초음파식 가습기</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>초코우유</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>카페트매트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>칼슘/철분 영양제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>캡슐/POD커피</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>컨벡터</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>코코아/핫초코</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>콜라겐/코큐텐 영양제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>클렌징 로션</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>클렌징 티슈</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>탁상/USB 선풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>탄산수</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>탄산음료</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>토마토</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>파/양파</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>파김치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>포도/거봉/체리</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>프로바이오틱스</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>프로폴리스/로얄젤리</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>해초류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>핸드워시/스크럽</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>핸드크림</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>헤어 브러쉬</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>헤어스타일링용 흑채</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>헤어스프레이</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>헤어에센스</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>호박</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>홍차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>환자식</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>황토매트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>휴대용 선풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>히터</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "weather             PM10       PM25     avg_ws  sum_ss_hr\n",
       "sm_cat                                                   \n",
       "가열식 가습기        causality  causality  causality       None\n",
       "갈비/찜/바비큐용 돈육        None       None       None       None\n",
       "감귤/한라봉/오렌지          None       None       None       None\n",
       "감자                  None       None       None       None\n",
       "건대추                 None       None  causality       None\n",
       "건어물 진미채        causality       None       None       None\n",
       "건포도                 None       None       None       None\n",
       "게장류                 None       None       None       None\n",
       "견과류 밤               None  causality       None       None\n",
       "고추/피망/파프리카          None       None       None       None\n",
       "곡물차                 None       None       None  causality\n",
       "과일류                 None       None       None       None\n",
       "국내산 돈육              None       None       None       None\n",
       "굴 생물                None       None       None       None\n",
       "기능성 아이케어 화장품        None       None       None       None\n",
       "기능성 화장품 세트          None       None       None       None\n",
       "기초 화장용 로션           None       None       None       None\n",
       "기초 화장용 미스트          None       None       None       None\n",
       "기초 화장용 크림           None       None       None  causality\n",
       "기타 주스류              None       None       None       None\n",
       "김치류                 None       None       None       None\n",
       "난방용 열풍기             None       None       None       None\n",
       "남성 로션               None       None       None       None\n",
       "남성 선케어              None       None       None       None\n",
       "남성 세트               None       None       None       None\n",
       "남성 쉐이빙              None       None       None       None\n",
       "느타리버섯          causality  causality       None       None\n",
       "다이어트보조식             None       None       None       None\n",
       "다이어트용 헬스보충식품        None       None       None       None\n",
       "대게/킹크랩              None       None       None       None\n",
       "데오드란트               None       None       None       None\n",
       "둥굴레차           causality  causality       None       None\n",
       "딸기/복분자/블루베리         None       None       None       None\n",
       "딸기우유                None       None       None       None\n",
       "라디에이터          causality  causality  causality       None\n",
       "루테인/눈 영양제           None       None       None       None\n",
       "마늘/생강               None       None       None       None\n",
       "메이크업 브러쉬            None       None       None       None\n",
       "명태/동태               None       None  causality       None\n",
       "무김치                 None       None       None       None\n",
       "물김치                 None       None       None       None\n",
       "미나리                 None       None       None       None\n",
       "미숫가루/곡물가루           None       None       None       None\n",
       "밀크티/티라떼             None       None       None       None\n",
       "바디 보습제              None       None       None       None\n",
       "바디 클렌져              None       None       None  causality\n",
       "바디케어용 땀패드           None       None       None       None\n",
       "바디케어용 제모제           None       None       None       None\n",
       "배추김치                None       None       None       None\n",
       "벽걸이형 선풍기            None       None       None       None\n",
       "보리차                 None       None       None       None\n",
       "복합식 가습기        causality  causality       None       None\n",
       "부추                  None       None       None  causality\n",
       "뷰티 타투               None       None       None       None\n",
       "뷰티용 면봉/귀이개          None       None       None       None\n",
       "브로콜리/셀러리            None       None       None       None\n",
       "비타민                 None       None       None       None\n",
       "새송이버섯               None       None       None       None\n",
       "색조 메이크업 립밤     causality  causality       None       None\n",
       "색조 메이크업 립틴트         None       None       None       None\n",
       "색조 메이크업 아이섀도우       None       None       None       None\n",
       "선로션                 None       None       None       None\n",
       "선스프레이               None       None       None  causality\n",
       "선케어용 선밤             None       None       None  causality\n",
       "선파우더                None       None       None       None\n",
       "소고기 육회              None       None       None  causality\n",
       "시금치                 None       None       None       None\n",
       "쌈채소                 None       None       None       None\n",
       "아이스티                None       None       None       None\n",
       "애프터선                None       None       None       None\n",
       "야채/호박즙              None       None       None       None\n",
       "양배추/양상추             None       None  causality       None\n",
       "어린이 음료              None       None       None       None\n",
       "어린이영양제              None       None       None       None\n",
       "어린잎/새싹채소            None       None       None       None\n",
       "업소용 선풍기             None       None       None       None\n",
       "에어워셔           causality       None       None  causality\n",
       "오메가3/스쿠알렌 영양제  causality       None       None       None\n",
       "오이/가지               None       None       None       None\n",
       "온수매트                None       None       None       None\n",
       "온열매트                None       None       None       None\n",
       "온풍기            causality  causality  causality       None\n",
       "요거트/발효유             None       None       None       None\n",
       "원두커피                None       None       None       None\n",
       "유자차            causality       None       None       None\n",
       "율무차                 None       None       None       None\n",
       "이동형 에어컨             None       None       None       None\n",
       "자연식 가습기             None       None       None       None\n",
       "잡곡 씨드류              None  causality       None       None\n",
       "장어                  None       None       None       None\n",
       "저/무지방우유             None       None       None       None\n",
       "전기온수기               None       None       None       None\n",
       "전기장판                None       None       None       None\n",
       "전통차                 None       None       None       None\n",
       "조개                  None       None       None       None\n",
       "주꾸미                 None       None       None       None\n",
       "참외/메론/수박            None       None       None       None\n",
       "초음파식 가습기       causality  causality  causality       None\n",
       "초코우유                None       None       None       None\n",
       "카페트매트               None       None  causality       None\n",
       "칼슘/철분 영양제           None       None  causality       None\n",
       "캡슐/POD커피            None       None       None       None\n",
       "컨벡터            causality       None  causality       None\n",
       "코코아/핫초코             None       None       None       None\n",
       "콜라겐/코큐텐 영양제         None       None  causality       None\n",
       "클렌징 로션              None       None       None       None\n",
       "클렌징 티슈              None       None       None       None\n",
       "탁상/USB 선풍기          None       None       None       None\n",
       "탄산수                 None       None       None  causality\n",
       "탄산음료                None       None       None       None\n",
       "토마토                 None       None       None       None\n",
       "파/양파                None       None       None  causality\n",
       "파김치                 None       None  causality       None\n",
       "포도/거봉/체리            None       None       None       None\n",
       "프로바이오틱스             None       None       None       None\n",
       "프로폴리스/로얄젤리          None       None       None       None\n",
       "해초류                 None       None       None       None\n",
       "핸드워시/스크럽            None       None       None       None\n",
       "핸드크림                None       None       None       None\n",
       "헤어 브러쉬              None       None       None       None\n",
       "헤어스타일링용 흑채          None       None       None       None\n",
       "헤어스프레이              None       None       None       None\n",
       "헤어에센스               None       None       None       None\n",
       "호박                  None       None       None       None\n",
       "홍차                  None       None       None       None\n",
       "환자식                 None       None       None       None\n",
       "황토매트                None       None       None       None\n",
       "휴대용 선풍기             None       None       None       None\n",
       "히터             causality       None  causality       None"
      ]
     },
     "execution_count": 32,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ush_var_pivot = pd.pivot_table(ush_var_res, index='sm_cat', values='granger_reject', columns='weather', aggfunc='first')\n",
    "ush_var_pivot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11614f90-5e2b-4480-a14e-79ef3b534149",
   "metadata": {},
   "source": [
    "### 1-3-2. 비정상 상품과 비정상 날씨"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "46c48449-3360-438a-ba62-6116fdcb1f18",
   "metadata": {},
   "outputs": [],
   "source": [
    "ush_var_res2 = pd.DataFrame()\n",
    "\n",
    "for w in nst_weather:\n",
    "    for sm_cat in ush_item_var:\n",
    "        if (adf_test(ush, sm_cat).test_res=='정상').values:\n",
    "            result = VAR_granger(ush, weather, sm_cat, w)\n",
    "        elif (adf_test(weather.diff(1).fillna(0), w).test_res=='정상').values:\n",
    "            weather_diff = weather.diff(1).fillna(0)\n",
    "            result = VAR_granger(ush, weather_diff, sm_cat, w)\n",
    "        else:\n",
    "            result = pd.DataFrame([{'sm_cat':sm_cat, 'weather':w, 'var_lag':lag, 'granger_reject':'None'}])\n",
    "        ush_var_res2 = pd.concat([ush_var_res2, result], axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a7326432-994b-4e82-94a2-077765f67969",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 622,
     "status": "ok",
     "timestamp": 1624111143630,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "yuJXSEYqkF-d",
    "outputId": "e879736c-bbca-4183-db0d-1460eb6f5d92"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Granger Causality : avg_ta =====\n",
      "None         90\n",
      "causality    39\n",
      "Name: granger_reject, dtype: int64\n",
      " \n",
      "===== Granger Causality : max_ta =====\n",
      "None         99\n",
      "causality    30\n",
      "Name: granger_reject, dtype: int64\n",
      " \n",
      "===== Granger Causality : min_ta =====\n",
      "None         96\n",
      "causality    33\n",
      "Name: granger_reject, dtype: int64\n",
      " \n",
      "===== Granger Causality : hm_max =====\n",
      "None         96\n",
      "causality    33\n",
      "Name: granger_reject, dtype: int64\n",
      " \n",
      "===== Granger Causality : max_pa =====\n",
      "None         119\n",
      "causality     10\n",
      "Name: granger_reject, dtype: int64\n",
      " \n"
     ]
    }
   ],
   "source": [
    "for w in nst_weather:\n",
    "    print('===== Granger Causality : {} ====='.format(w))\n",
    "    print(ush_var_res2.loc[ush_var_res2.weather==w, 'granger_reject'].value_counts())\n",
    "    print(' ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "383724f6-f93c-46f5-b55b-040106928990",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "executionInfo": {
     "elapsed": 5,
     "status": "ok",
     "timestamp": 1624111143630,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "dKWRhCAEkMLh",
    "outputId": "f5d175ce-1cd6-4ddd-820e-22a939c2e09f",
    "tags": []
   },
   "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>weather</th>\n",
       "      <th>avg_ta</th>\n",
       "      <th>hm_max</th>\n",
       "      <th>max_pa</th>\n",
       "      <th>max_ta</th>\n",
       "      <th>min_ta</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sm_cat</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>가열식 가습기</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>갈비/찜/바비큐용 돈육</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>감귤/한라봉/오렌지</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>감자</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>건대추</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>건어물 진미채</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>건포도</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>게장류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>견과류 밤</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>고추/피망/파프리카</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>곡물차</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>과일류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>국내산 돈육</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>굴 생물</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기능성 아이케어 화장품</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기능성 화장품 세트</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기초 화장용 로션</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기초 화장용 미스트</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기초 화장용 크림</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>기타 주스류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>김치류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>난방용 열풍기</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 로션</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 선케어</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 세트</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>남성 쉐이빙</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>느타리버섯</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다이어트보조식</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>다이어트용 헬스보충식품</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>대게/킹크랩</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>데오드란트</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>둥굴레차</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>딸기/복분자/블루베리</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>딸기우유</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>라디에이터</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>루테인/눈 영양제</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>마늘/생강</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>메이크업 브러쉬</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>명태/동태</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>무김치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>물김치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>미나리</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>미숫가루/곡물가루</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>밀크티/티라떼</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디 보습제</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디 클렌져</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디케어용 땀패드</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>바디케어용 제모제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>배추김치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>벽걸이형 선풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>보리차</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>복합식 가습기</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>부추</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>뷰티 타투</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>뷰티용 면봉/귀이개</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>브로콜리/셀러리</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>비타민</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>새송이버섯</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 립밤</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 립틴트</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>색조 메이크업 아이섀도우</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>선로션</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>선스프레이</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>선케어용 선밤</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>선파우더</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>소고기 육회</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>시금치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>쌈채소</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>아이스티</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>애프터선</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>야채/호박즙</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>양배추/양상추</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>어린이 음료</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>어린이영양제</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>어린잎/새싹채소</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>업소용 선풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>에어워셔</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>오메가3/스쿠알렌 영양제</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>오이/가지</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>온수매트</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>온열매트</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>온풍기</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>요거트/발효유</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>원두커피</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>유자차</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>율무차</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>이동형 에어컨</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>자연식 가습기</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>잡곡 씨드류</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>장어</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>저/무지방우유</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전기온수기</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전기장판</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>전통차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>조개</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>주꾸미</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>참외/메론/수박</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>초음파식 가습기</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>초코우유</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>카페트매트</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>칼슘/철분 영양제</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>캡슐/POD커피</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>컨벡터</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>코코아/핫초코</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>콜라겐/코큐텐 영양제</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>클렌징 로션</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>클렌징 티슈</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>탁상/USB 선풍기</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>탄산수</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>탄산음료</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>토마토</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>파/양파</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>파김치</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>포도/거봉/체리</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>프로바이오틱스</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>프로폴리스/로얄젤리</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>해초류</th>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>핸드워시/스크럽</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>핸드크림</th>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>헤어 브러쉬</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>헤어스타일링용 흑채</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>헤어스프레이</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>헤어에센스</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>호박</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>홍차</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>환자식</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>황토매트</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>휴대용 선풍기</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>히터</th>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "weather           avg_ta     hm_max     max_pa     max_ta     min_ta\n",
       "sm_cat                                                              \n",
       "가열식 가습기        causality  causality       None  causality  causality\n",
       "갈비/찜/바비큐용 돈육        None       None       None       None       None\n",
       "감귤/한라봉/오렌지     causality  causality       None       None  causality\n",
       "감자                  None       None       None       None       None\n",
       "건대추                 None       None       None       None  causality\n",
       "건어물 진미채             None       None       None       None       None\n",
       "건포도                 None       None       None       None       None\n",
       "게장류                 None       None       None       None       None\n",
       "견과류 밤               None       None       None       None       None\n",
       "고추/피망/파프리카          None       None       None       None       None\n",
       "곡물차            causality       None       None       None  causality\n",
       "과일류                 None       None       None       None       None\n",
       "국내산 돈육              None       None       None       None       None\n",
       "굴 생물                None       None       None       None       None\n",
       "기능성 아이케어 화장품        None       None  causality       None       None\n",
       "기능성 화장품 세트          None  causality  causality       None       None\n",
       "기초 화장용 로션      causality  causality       None  causality  causality\n",
       "기초 화장용 미스트          None  causality       None       None       None\n",
       "기초 화장용 크림      causality  causality       None  causality  causality\n",
       "기타 주스류              None       None  causality       None       None\n",
       "김치류                 None       None       None       None       None\n",
       "난방용 열풍기        causality       None       None       None       None\n",
       "남성 로션               None       None       None       None       None\n",
       "남성 선케어              None       None       None       None       None\n",
       "남성 세트          causality  causality       None  causality  causality\n",
       "남성 쉐이빙              None  causality       None       None       None\n",
       "느타리버섯          causality       None       None  causality  causality\n",
       "다이어트보조식             None       None       None       None       None\n",
       "다이어트용 헬스보충식품        None       None       None       None       None\n",
       "대게/킹크랩              None       None       None       None       None\n",
       "데오드란트          causality       None       None  causality       None\n",
       "둥굴레차                None  causality       None       None       None\n",
       "딸기/복분자/블루베리    causality       None       None       None       None\n",
       "딸기우유                None       None       None       None       None\n",
       "라디에이터          causality  causality       None  causality  causality\n",
       "루테인/눈 영양제           None  causality       None       None       None\n",
       "마늘/생강               None       None       None       None       None\n",
       "메이크업 브러쉬            None       None       None       None       None\n",
       "명태/동태          causality  causality       None  causality  causality\n",
       "무김치                 None       None       None       None       None\n",
       "물김치                 None       None       None       None       None\n",
       "미나리                 None       None       None       None       None\n",
       "미숫가루/곡물가루           None       None       None       None       None\n",
       "밀크티/티라떼             None       None       None       None       None\n",
       "바디 보습제         causality  causality       None  causality  causality\n",
       "바디 클렌져              None       None       None       None       None\n",
       "바디케어용 땀패드      causality       None       None  causality       None\n",
       "바디케어용 제모제           None       None       None  causality       None\n",
       "배추김치                None       None       None       None       None\n",
       "벽걸이형 선풍기            None       None       None       None       None\n",
       "보리차                 None  causality  causality       None       None\n",
       "복합식 가습기        causality  causality       None  causality  causality\n",
       "부추                  None       None       None       None       None\n",
       "뷰티 타투               None       None       None       None       None\n",
       "뷰티용 면봉/귀이개          None       None       None       None       None\n",
       "브로콜리/셀러리            None  causality       None       None       None\n",
       "비타민            causality       None       None  causality  causality\n",
       "새송이버섯               None       None       None       None       None\n",
       "색조 메이크업 립밤     causality  causality       None  causality  causality\n",
       "색조 메이크업 립틴트         None       None       None       None       None\n",
       "색조 메이크업 아이섀도우       None       None       None       None  causality\n",
       "선로션                 None       None       None       None       None\n",
       "선스프레이               None       None       None       None       None\n",
       "선케어용 선밤             None       None       None       None       None\n",
       "선파우더                None       None       None       None       None\n",
       "소고기 육회              None       None       None       None       None\n",
       "시금치                 None       None       None       None       None\n",
       "쌈채소            causality       None       None       None  causality\n",
       "아이스티                None       None       None       None       None\n",
       "애프터선                None       None       None       None       None\n",
       "야채/호박즙              None       None       None       None       None\n",
       "양배추/양상추             None  causality       None       None       None\n",
       "어린이 음료              None       None       None       None       None\n",
       "어린이영양제         causality       None       None  causality       None\n",
       "어린잎/새싹채소            None       None       None       None       None\n",
       "업소용 선풍기             None       None       None       None       None\n",
       "에어워셔           causality  causality       None  causality  causality\n",
       "오메가3/스쿠알렌 영양제       None       None       None       None       None\n",
       "오이/가지               None       None       None       None       None\n",
       "온수매트           causality       None       None  causality  causality\n",
       "온열매트           causality  causality  causality  causality  causality\n",
       "온풍기            causality  causality       None  causality  causality\n",
       "요거트/발효유             None  causality       None       None       None\n",
       "원두커피                None       None       None       None       None\n",
       "유자차                 None  causality       None       None  causality\n",
       "율무차            causality  causality  causality  causality  causality\n",
       "이동형 에어컨             None       None       None       None       None\n",
       "자연식 가습기        causality  causality       None  causality  causality\n",
       "잡곡 씨드류              None       None       None       None       None\n",
       "장어                  None       None  causality       None       None\n",
       "저/무지방우유             None       None       None       None       None\n",
       "전기온수기          causality  causality       None  causality  causality\n",
       "전기장판           causality       None       None  causality  causality\n",
       "전통차                 None       None       None       None       None\n",
       "조개                  None       None       None       None       None\n",
       "주꾸미                 None       None       None       None       None\n",
       "참외/메론/수박            None       None       None       None       None\n",
       "초음파식 가습기       causality  causality       None  causality  causality\n",
       "초코우유           causality       None       None       None       None\n",
       "카페트매트          causality       None       None       None  causality\n",
       "칼슘/철분 영양제           None  causality       None       None       None\n",
       "캡슐/POD커피       causality  causality       None       None  causality\n",
       "컨벡터            causality       None       None  causality  causality\n",
       "코코아/핫초코        causality       None       None  causality  causality\n",
       "콜라겐/코큐텐 영양제    causality       None       None  causality       None\n",
       "클렌징 로션         causality       None       None       None       None\n",
       "클렌징 티슈              None       None       None       None       None\n",
       "탁상/USB 선풍기     causality       None       None       None       None\n",
       "탄산수                 None       None       None       None       None\n",
       "탄산음료                None       None       None       None       None\n",
       "토마토                 None       None       None       None       None\n",
       "파/양파                None       None       None  causality       None\n",
       "파김치                 None       None       None       None       None\n",
       "포도/거봉/체리            None  causality       None       None       None\n",
       "프로바이오틱스             None       None       None       None       None\n",
       "프로폴리스/로얄젤리          None       None  causality       None       None\n",
       "해초류                 None  causality       None       None       None\n",
       "핸드워시/스크럽            None       None       None       None       None\n",
       "핸드크림           causality       None  causality  causality  causality\n",
       "헤어 브러쉬              None       None       None       None       None\n",
       "헤어스타일링용 흑채          None       None       None       None       None\n",
       "헤어스프레이              None       None       None       None       None\n",
       "헤어에센스               None       None       None       None       None\n",
       "호박                  None       None       None       None       None\n",
       "홍차                  None       None       None       None       None\n",
       "환자식                 None       None       None       None       None\n",
       "황토매트           causality  causality       None       None  causality\n",
       "휴대용 선풍기             None       None  causality       None       None\n",
       "히터             causality  causality       None  causality  causality"
      ]
     },
     "execution_count": 35,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ush_var_pivot2 = pd.pivot_table(ush_var_res2, index='sm_cat', values='granger_reject', columns='weather', aggfunc='first')\n",
    "ush_var_pivot2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2d4fa6b-e927-4711-a9ed-4f49f3602808",
   "metadata": {},
   "source": [
    "### 1-3-3. 비정상 상품 인과관계 (with VAR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b924410e-c58e-4662-9351-bfbb6d0ba458",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "executionInfo": {
     "elapsed": 515,
     "status": "ok",
     "timestamp": 1624111474388,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "Vb5GzWGJkQyV",
    "outputId": "bb6dfe64-1e83-4b3d-c4fe-4436a7b77aa6"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>weather</th>\n",
       "      <th>sm_cat</th>\n",
       "      <th>PM10</th>\n",
       "      <th>PM25</th>\n",
       "      <th>avg_ws</th>\n",
       "      <th>sum_ss_hr</th>\n",
       "      <th>avg_ta</th>\n",
       "      <th>hm_max</th>\n",
       "      <th>max_pa</th>\n",
       "      <th>max_ta</th>\n",
       "      <th>min_ta</th>\n",
       "      <th>total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>가열식 가습기</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>갈비/찜/바비큐용 돈육</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>감귤/한라봉/오렌지</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>감자</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>건대추</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>건어물 진미채</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>건포도</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>게장류</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>견과류 밤</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>고추/피망/파프리카</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>곡물차</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>과일류</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>국내산 돈육</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>굴 생물</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>기능성 아이케어 화장품</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>기능성 화장품 세트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>기초 화장용 로션</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>기초 화장용 미스트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>기초 화장용 크림</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>기타 주스류</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>김치류</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>난방용 열풍기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>남성 로션</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>남성 선케어</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>남성 세트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>남성 쉐이빙</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>느타리버섯</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>다이어트보조식</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>다이어트용 헬스보충식품</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>대게/킹크랩</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>데오드란트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>둥굴레차</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>딸기/복분자/블루베리</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>딸기우유</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>라디에이터</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>루테인/눈 영양제</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>마늘/생강</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>메이크업 브러쉬</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>명태/동태</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>무김치</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>물김치</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>미나리</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>미숫가루/곡물가루</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>밀크티/티라떼</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>바디 보습제</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>바디 클렌져</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>바디케어용 땀패드</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>바디케어용 제모제</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>배추김치</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>벽걸이형 선풍기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>보리차</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>복합식 가습기</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>부추</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>뷰티 타투</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>뷰티용 면봉/귀이개</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>브로콜리/셀러리</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>비타민</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>새송이버섯</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>색조 메이크업 립밤</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>색조 메이크업 립틴트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>색조 메이크업 아이섀도우</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>선로션</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>선스프레이</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>선케어용 선밤</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>선파우더</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>소고기 육회</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>시금치</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>쌈채소</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>아이스티</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>애프터선</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>야채/호박즙</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>양배추/양상추</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>어린이 음료</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>어린이영양제</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>어린잎/새싹채소</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>업소용 선풍기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>에어워셔</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>오메가3/스쿠알렌 영양제</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>오이/가지</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>온수매트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>온열매트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>온풍기</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>요거트/발효유</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>원두커피</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>유자차</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>율무차</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>이동형 에어컨</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>자연식 가습기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>잡곡 씨드류</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>장어</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>저/무지방우유</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>전기온수기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>전기장판</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>전통차</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>조개</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>주꾸미</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>참외/메론/수박</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>초음파식 가습기</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>초코우유</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>카페트매트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>칼슘/철분 영양제</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>캡슐/POD커피</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>컨벡터</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>코코아/핫초코</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>콜라겐/코큐텐 영양제</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>클렌징 로션</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>클렌징 티슈</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>탁상/USB 선풍기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>탄산수</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>탄산음료</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>토마토</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>파/양파</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>파김치</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>포도/거봉/체리</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>프로바이오틱스</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>프로폴리스/로얄젤리</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>해초류</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>핸드워시/스크럽</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>핸드크림</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>헤어 브러쉬</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>헤어스타일링용 흑채</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>헤어스프레이</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>헤어에센스</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>호박</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>홍차</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>환자식</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>황토매트</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>휴대용 선풍기</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>히터</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "weather         sm_cat       PM10       PM25  ...     max_ta     min_ta total\n",
       "0              가열식 가습기  causality  causality  ...  causality  causality     7\n",
       "1         갈비/찜/바비큐용 돈육       None       None  ...       None       None     0\n",
       "2           감귤/한라봉/오렌지       None       None  ...       None  causality     3\n",
       "3                   감자       None       None  ...       None       None     0\n",
       "4                  건대추       None       None  ...       None  causality     2\n",
       "5              건어물 진미채  causality       None  ...       None       None     1\n",
       "6                  건포도       None       None  ...       None       None     0\n",
       "7                  게장류       None       None  ...       None       None     0\n",
       "8                견과류 밤       None  causality  ...       None       None     1\n",
       "9           고추/피망/파프리카       None       None  ...       None       None     0\n",
       "10                 곡물차       None       None  ...       None  causality     3\n",
       "11                 과일류       None       None  ...       None       None     0\n",
       "12              국내산 돈육       None       None  ...       None       None     0\n",
       "13                굴 생물       None       None  ...       None       None     0\n",
       "14        기능성 아이케어 화장품       None       None  ...       None       None     1\n",
       "15          기능성 화장품 세트       None       None  ...       None       None     2\n",
       "16           기초 화장용 로션       None       None  ...  causality  causality     4\n",
       "17          기초 화장용 미스트       None       None  ...       None       None     1\n",
       "18           기초 화장용 크림       None       None  ...  causality  causality     5\n",
       "19              기타 주스류       None       None  ...       None       None     1\n",
       "20                 김치류       None       None  ...       None       None     0\n",
       "21             난방용 열풍기       None       None  ...       None       None     1\n",
       "22               남성 로션       None       None  ...       None       None     0\n",
       "23              남성 선케어       None       None  ...       None       None     0\n",
       "24               남성 세트       None       None  ...  causality  causality     4\n",
       "25              남성 쉐이빙       None       None  ...       None       None     1\n",
       "26               느타리버섯  causality  causality  ...  causality  causality     5\n",
       "27             다이어트보조식       None       None  ...       None       None     0\n",
       "28        다이어트용 헬스보충식품       None       None  ...       None       None     0\n",
       "29              대게/킹크랩       None       None  ...       None       None     0\n",
       "30               데오드란트       None       None  ...  causality       None     2\n",
       "31                둥굴레차  causality  causality  ...       None       None     3\n",
       "32         딸기/복분자/블루베리       None       None  ...       None       None     1\n",
       "33                딸기우유       None       None  ...       None       None     0\n",
       "34               라디에이터  causality  causality  ...  causality  causality     7\n",
       "35           루테인/눈 영양제       None       None  ...       None       None     1\n",
       "36               마늘/생강       None       None  ...       None       None     0\n",
       "37            메이크업 브러쉬       None       None  ...       None       None     0\n",
       "38               명태/동태       None       None  ...  causality  causality     5\n",
       "39                 무김치       None       None  ...       None       None     0\n",
       "40                 물김치       None       None  ...       None       None     0\n",
       "41                 미나리       None       None  ...       None       None     0\n",
       "42           미숫가루/곡물가루       None       None  ...       None       None     0\n",
       "43             밀크티/티라떼       None       None  ...       None       None     0\n",
       "44              바디 보습제       None       None  ...  causality  causality     4\n",
       "45              바디 클렌져       None       None  ...       None       None     1\n",
       "46           바디케어용 땀패드       None       None  ...  causality       None     2\n",
       "47           바디케어용 제모제       None       None  ...  causality       None     1\n",
       "48                배추김치       None       None  ...       None       None     0\n",
       "49            벽걸이형 선풍기       None       None  ...       None       None     0\n",
       "50                 보리차       None       None  ...       None       None     2\n",
       "51             복합식 가습기  causality  causality  ...  causality  causality     6\n",
       "52                  부추       None       None  ...       None       None     1\n",
       "53               뷰티 타투       None       None  ...       None       None     0\n",
       "54          뷰티용 면봉/귀이개       None       None  ...       None       None     0\n",
       "55            브로콜리/셀러리       None       None  ...       None       None     1\n",
       "56                 비타민       None       None  ...  causality  causality     3\n",
       "57               새송이버섯       None       None  ...       None       None     0\n",
       "58          색조 메이크업 립밤  causality  causality  ...  causality  causality     6\n",
       "59         색조 메이크업 립틴트       None       None  ...       None       None     0\n",
       "60       색조 메이크업 아이섀도우       None       None  ...       None  causality     1\n",
       "61                 선로션       None       None  ...       None       None     0\n",
       "62               선스프레이       None       None  ...       None       None     1\n",
       "63             선케어용 선밤       None       None  ...       None       None     1\n",
       "64                선파우더       None       None  ...       None       None     0\n",
       "65              소고기 육회       None       None  ...       None       None     1\n",
       "66                 시금치       None       None  ...       None       None     0\n",
       "67                 쌈채소       None       None  ...       None  causality     2\n",
       "68                아이스티       None       None  ...       None       None     0\n",
       "69                애프터선       None       None  ...       None       None     0\n",
       "70              야채/호박즙       None       None  ...       None       None     0\n",
       "71             양배추/양상추       None       None  ...       None       None     2\n",
       "72              어린이 음료       None       None  ...       None       None     0\n",
       "73              어린이영양제       None       None  ...  causality       None     2\n",
       "74            어린잎/새싹채소       None       None  ...       None       None     0\n",
       "75             업소용 선풍기       None       None  ...       None       None     0\n",
       "76                에어워셔  causality       None  ...  causality  causality     6\n",
       "77       오메가3/스쿠알렌 영양제  causality       None  ...       None       None     1\n",
       "78               오이/가지       None       None  ...       None       None     0\n",
       "79                온수매트       None       None  ...  causality  causality     3\n",
       "80                온열매트       None       None  ...  causality  causality     5\n",
       "81                 온풍기  causality  causality  ...  causality  causality     7\n",
       "82             요거트/발효유       None       None  ...       None       None     1\n",
       "83                원두커피       None       None  ...       None       None     0\n",
       "84                 유자차  causality       None  ...       None  causality     3\n",
       "85                 율무차       None       None  ...  causality  causality     5\n",
       "86             이동형 에어컨       None       None  ...       None       None     0\n",
       "87             자연식 가습기       None       None  ...  causality  causality     4\n",
       "88              잡곡 씨드류       None  causality  ...       None       None     1\n",
       "89                  장어       None       None  ...       None       None     1\n",
       "90             저/무지방우유       None       None  ...       None       None     0\n",
       "91               전기온수기       None       None  ...  causality  causality     4\n",
       "92                전기장판       None       None  ...  causality  causality     3\n",
       "93                 전통차       None       None  ...       None       None     0\n",
       "94                  조개       None       None  ...       None       None     0\n",
       "95                 주꾸미       None       None  ...       None       None     0\n",
       "96            참외/메론/수박       None       None  ...       None       None     0\n",
       "97            초음파식 가습기  causality  causality  ...  causality  causality     7\n",
       "98                초코우유       None       None  ...       None       None     1\n",
       "99               카페트매트       None       None  ...       None  causality     3\n",
       "100          칼슘/철분 영양제       None       None  ...       None       None     2\n",
       "101           캡슐/POD커피       None       None  ...       None  causality     3\n",
       "102                컨벡터  causality       None  ...  causality  causality     5\n",
       "103            코코아/핫초코       None       None  ...  causality  causality     3\n",
       "104        콜라겐/코큐텐 영양제       None       None  ...  causality       None     3\n",
       "105             클렌징 로션       None       None  ...       None       None     1\n",
       "106             클렌징 티슈       None       None  ...       None       None     0\n",
       "107         탁상/USB 선풍기       None       None  ...       None       None     1\n",
       "108                탄산수       None       None  ...       None       None     1\n",
       "109               탄산음료       None       None  ...       None       None     0\n",
       "110                토마토       None       None  ...       None       None     0\n",
       "111               파/양파       None       None  ...  causality       None     2\n",
       "112                파김치       None       None  ...       None       None     1\n",
       "113           포도/거봉/체리       None       None  ...       None       None     1\n",
       "114            프로바이오틱스       None       None  ...       None       None     0\n",
       "115         프로폴리스/로얄젤리       None       None  ...       None       None     1\n",
       "116               해초류        None       None  ...       None       None     1\n",
       "117           핸드워시/스크럽       None       None  ...       None       None     0\n",
       "118               핸드크림       None       None  ...  causality  causality     4\n",
       "119             헤어 브러쉬       None       None  ...       None       None     0\n",
       "120         헤어스타일링용 흑채       None       None  ...       None       None     0\n",
       "121             헤어스프레이       None       None  ...       None       None     0\n",
       "122              헤어에센스       None       None  ...       None       None     0\n",
       "123                 호박       None       None  ...       None       None     0\n",
       "124                 홍차       None       None  ...       None       None     0\n",
       "125                환자식       None       None  ...       None       None     0\n",
       "126               황토매트       None       None  ...       None  causality     3\n",
       "127            휴대용 선풍기       None       None  ...       None       None     1\n",
       "128                 히터  causality       None  ...  causality  causality     6\n",
       "\n",
       "[129 rows x 11 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ush_granger2 = pd.concat([ush_var_pivot, ush_var_pivot2], axis=1).reset_index()\n",
    "ush_granger2['total'] = np.sum(ush_granger2.iloc[:,1:]=='causality', axis=1) # 인과관계가 있는 feature 개수\n",
    "\n",
    "ush_granger2 "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5454084f-b5d3-480b-92a8-5ad68c36383e",
   "metadata": {},
   "source": [
    "## 1-4. 비정상 상품 최종 인과관계"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12d6fff5-4246-44e8-928a-387fab13a2ed",
   "metadata": {},
   "source": [
    "* VECM 결과와 VAR 결과 병합"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a984a6d0-a27b-4d69-8971-7efa42bf0b79",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "executionInfo": {
     "elapsed": 760,
     "status": "ok",
     "timestamp": 1624111590812,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "ZMBbA9uOlSh6",
    "outputId": "2e899ffe-15d1-45ac-b95c-43255d7fd933"
   },
   "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>weather</th>\n",
       "      <th>sm_cat</th>\n",
       "      <th>PM10</th>\n",
       "      <th>PM25</th>\n",
       "      <th>avg_ws</th>\n",
       "      <th>sum_ss_hr</th>\n",
       "      <th>avg_ta</th>\n",
       "      <th>hm_max</th>\n",
       "      <th>max_pa</th>\n",
       "      <th>max_ta</th>\n",
       "      <th>min_ta</th>\n",
       "      <th>total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>벽걸이 에어컨</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>에어컨 리모컨</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>음용 식초</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>입욕제</td>\n",
       "      <td>causality</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>허브차</td>\n",
       "      <td>causality</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "weather   sm_cat       PM10       PM25 avg_ws  ... max_pa     max_ta min_ta total\n",
       "49       벽걸이 에어컨       None       None   None  ...   None  causality   None     2\n",
       "78       에어컨 리모컨       None       None   None  ...   None  causality   None     2\n",
       "88         음용 식초       None       None   None  ...   None  causality   None     2\n",
       "90           입욕제  causality  causality   None  ...   None       None   None     3\n",
       "123          허브차  causality       None   None  ...   None       None   None     1\n",
       "\n",
       "[5 rows x 11 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ush_granger = pd.concat([ush_granger1, ush_granger2], axis=0)\n",
    "ush_granger.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "55af44da-0019-4b7b-9986-0cb686351abb",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 444,
     "status": "ok",
     "timestamp": 1624111641153,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "Qzayx9lRmM0j",
    "outputId": "d0bfbe6a-1ea0-4bcb-b25d-7965b20b69a8"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "인과관계가 하나라도 있는 상품의 개수 : 77\n",
      "인과관계가 하나도 없는 상품의 개수 : 57\n"
     ]
    }
   ],
   "source": [
    "print('인과관계가 하나라도 있는 상품의 개수 : {}'.format(len(ush_granger[ush_granger.total>0].sm_cat)))\n",
    "print('인과관계가 하나도 없는 상품의 개수 : {}'.format(len(ush_granger[ush_granger.total==0].sm_cat)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "771dd446-9b1a-4a63-9f78-6897aee64c04",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 699,
     "status": "ok",
     "timestamp": 1624111684504,
     "user": {
      "displayName": "‎이혜린(자연과학대학 통계학과)",
      "photoUrl": "",
      "userId": "17465505332261896018"
     },
     "user_tz": -540
    },
    "id": "eU3nTOqJmPDf",
    "outputId": "a403c2ab-6f5b-4681-829f-f8cbfe5683b2"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['벽걸이 에어컨', '에어컨 리모컨', '음용 식초', '입욕제', '허브차', '가열식 가습기',\n",
       "       '감귤/한라봉/오렌지', '건대추', '건어물 진미채', '견과류 밤', '곡물차', '기능성 아이케어 화장품',\n",
       "       '기능성 화장품 세트', '기초 화장용 로션', '기초 화장용 미스트', '기초 화장용 크림', '기타 주스류',\n",
       "       '난방용 열풍기', '남성 세트', '남성 쉐이빙', '느타리버섯', '데오드란트', '둥굴레차',\n",
       "       '딸기/복분자/블루베리', '라디에이터', '루테인/눈 영양제', '명태/동태', '바디 보습제', '바디 클렌져',\n",
       "       '바디케어용 땀패드', '바디케어용 제모제', '보리차', '복합식 가습기', '부추', '브로콜리/셀러리',\n",
       "       '비타민', '색조 메이크업 립밤', '색조 메이크업 아이섀도우', '선스프레이', '선케어용 선밤', '소고기 육회',\n",
       "       '쌈채소', '양배추/양상추', '어린이영양제', '에어워셔', '오메가3/스쿠알렌 영양제', '온수매트',\n",
       "       '온열매트', '온풍기', '요거트/발효유', '유자차', '율무차', '자연식 가습기', '잡곡 씨드류', '장어',\n",
       "       '전기온수기', '전기장판', '초음파식 가습기', '초코우유', '카페트매트', '칼슘/철분 영양제',\n",
       "       '캡슐/POD커피', '컨벡터', '코코아/핫초코', '콜라겐/코큐텐 영양제', '클렌징 로션',\n",
       "       '탁상/USB 선풍기', '탄산수', '파/양파', '파김치', '포도/거봉/체리', '프로폴리스/로얄젤리',\n",
       "       '해초류 ', '핸드크림', '황토매트', '휴대용 선풍기', '히터'], dtype=object)"
      ]
     },
     "execution_count": 52,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ush_granger[ush_granger.total>0].sm_cat.unique() # 인과관계가 하나라도 있는 상품"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4ddf247-a6ab-453e-a494-0341f38cecd0",
   "metadata": {},
   "source": [
    "# 2. 데이터 저장"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d1dbe17d-69c9-48cc-8741-89d6e912c97e",
   "metadata": {
    "id": "goQXqZazvaQv"
   },
   "outputs": [],
   "source": [
    "sh_granger.to_csv('최종데이터/stationary_causality.csv', encoding='cp949', index=None)\n",
    "ush_granger.to_csv('최종데이터/nonstationary_causality.csv', encoding='cp949', index=None)"
   ]
  }
 ],
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