0201-bow-tfidf-output.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Vy6Elih7gVZ_"
   },
   "source": [
    "🌱 인프런 📚 모두의 한국어 텍스트 분석과 자연어처리 with 파이썬 🐍 https://inf.run/FX4TP\n",
    "\n",
    "\n",
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/corazzon/python-text-analysis/blob/main/0201-bow-tfidf-output.ipynb)\n",
    "\n",
    "\n",
    "\n",
    "## 단어 가방(BOW : Bag of Words)\n",
    "\n",
    "* 가장 간단하지만 효과적이라 널리쓰이는 방법\n",
    "* 장, 문단, 문장, 서식과 같은 입력 텍스트의 구조를 제외하고 각 단어가 이 말뭉치에 얼마나 많이 나타나는지만 헤아립니다.\n",
    "* 구조와 상관없이 단어의 출현횟수만 세기 때문에 텍스트를 담는 가방(bag)으로 생각할 수 있습니다.\n",
    "* BOW는 단어의 순서가 완전히 무시 된다는 단점이 있다. 예를 들어 의미가 완전히 반대인 두 문장이 있다고 합니다.\n",
    "   \n",
    "```\n",
    "- `it's bad, not good at all.` \n",
    "- `it's good, not bad at all.` \n",
    "\n",
    "- \"이것은 나쁜 것이 아니라 좋은 것입니다.\"\n",
    "- \"이것은 좋은 것이 아니라 나쁜 것입니다.\"\n",
    "\n",
    "- \"절대로 끔찍한 일이 아니야, 정말 멋진 일이야.\"\n",
    "- \"절대로 멋진 일이 아니야, 정말 끔찍한 일이야.\"\n",
    "\n",
    "- \"이건 실패가 아니라, 성공이야.\"\n",
    "- \"이건 성공이 아니라, 실패야.\"\n",
    "\n",
    "- \"그것은 문제가 아니라 해결책이다.\"\n",
    "- \"그것은 해결책이 아니라 문제다.\"\n",
    "\n",
    "- \"이게 슬픈 일이 아니라 기쁜 일이에요.\"\n",
    "- \"이게 기쁜 일이 아니라 슬픈 일이에요.\"\n",
    "```\n",
    "\n",
    "* 위 문장들의 짝은 의미가 전혀 반대지만 완전히 동일하게 반환됩니다.\n",
    "* 이를 보완하기 위해 n-gram을 사용하는 데 BOW는 하나의 토큰을 사용하지만 n-gram은 n개의 토큰을 사용할 수 있도록 합니다.\n",
    "\n",
    "* [Bag-of-words model - Wikipedia](https://en.wikipedia.org/wiki/Bag-of-words_model)\n",
    "\n",
    "## 단어 벡터화 하기\n",
    "\n",
    "* https://scikit-learn.org/stable/modules/feature_extraction.html\n",
    "\n",
    "## 라이브러리 로드"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "kFlB8K5kIhC9"
   },
   "outputs": [],
   "source": [
    "# 데이터 분석을 위한 pandas, 수치계산을 위한 numpy, 시각화를 위한 seaborn, matplotlib, koreanize_matplotlib 을 로드합니다.\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 시각화를 위한 한글폰트 설정"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "29oJws6LgzIR"
   },
   "outputs": [],
   "source": [
    "# 한글 폰트 설정을 위해 설치\n",
    "# !pip install koreanize-matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': '한글'}>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import koreanize_matplotlib\n",
    "\n",
    "pd.Series([1, 3, 5, -7, 9]).plot(title=\"한글\", figsize=(6, 1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Rhy1ATcYrSgi"
   },
   "source": [
    "## 분석할 문서"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "G5c3Qt8lwoP6"
   },
   "source": [
    "### CountVectorizer\n",
    "* CountVectorizer 는 사이킷런에서 제공하는 bag of words 를 만들 수 있는 방법입니다.\n",
    "* 텍스트 문서 모음을 토큰 수의 행렬로 변환합니다.\n",
    "\n",
    "* 단어들의 카운트(출현 빈도)로 여러 문서들을 벡터화\n",
    "* 문서목록에서 각 문서의 feature(문장의 특징) 노출수를 가중치로 설정한 BOW 벡터를 생성\n",
    "* 카운트 행렬, 단어 문서 행렬 (Term-Document Matrix, TDM))\n",
    "* max_df, min_df 인수를 사용하여 문서에서 토큰이 나타난 횟수를 기준으로 단어장을 구성할 수도 있음 \n",
    "* 토큰의 빈도가 max_df로 지정한 값을 초과 하거나 min_df로 지정한 값보다 작은 경우에는 무시하며 인자 값은 정수인 경우 횟수, 부동소수점인 경우 비율을 의미\n",
    "* API documentation:https://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.CountVectorizer.html\n",
    "\n",
    "### 사용법\n",
    "1. 문서를 토큰 리스트로 변환한다.\n",
    "2. 각 문서에서 토큰의 출현 빈도를 센다.\n",
    "3. 각 문서를 BOW 인코딩 벡터로 변환한다.\n",
    "4. 매개 변수\n",
    "    * analyzer : 단어, 문자 단위의 벡터화 방법 정의\n",
    "    * ngram_range : BOW 단위 수 (1, 3) 이라면 1개~3개까지 토큰을 묶어서 벡터화\n",
    "    * max_df : 어휘를 작성할 때 문서 빈도가 주어진 임계값보다 높은 용어(말뭉치 관련 불용어)는 제외 (기본값=1.0)\n",
    "        * max_df = 0.90 : 문서의 90% 이상에 나타나는 단어 제외\n",
    "        * max_df = 10 : 10개 이상의 문서에 나타나는 단어 제외\n",
    "    * min_df : 어휘를 작성할 때 문서 빈도가 주어진 임계값보다 낮은 용어는 제외합니다. 컷오프라고도 합니다.(기본값=1.0)\n",
    "        * min_df = 0.01 : 문서의 1% 미만으로 나타나는 단어 제외\n",
    "        * min_df = 10 : 문서에 10개 미만으로 나타나는 단어 제외\n",
    "    * stop_words : 불용어 정의"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# corpus = [\n",
    "#     'This is the first document.',\n",
    "#     'This document is the second document.',\n",
    "#     'And this is the third one.',\n",
    "#     'Is this the first document?',\n",
    "# ]\n",
    "# vectorizer = CountVectorizer()\n",
    "# X = vectorizer.fit_transform(corpus)\n",
    "# vectorizer.get_feature_names_out()\n",
    "# print(X.toarray())\n",
    "\n",
    "# vectorizer2 = CountVectorizer(analyzer='word', ngram_range=(2, 2))\n",
    "# X2 = vectorizer2.fit_transform(corpus)\n",
    "# vectorizer2.get_feature_names_out()\n",
    "\n",
    "# display(pd.DataFrame(X.toarray(), \n",
    "#                      columns=vectorizer.get_feature_names_out()))\n",
    "# display(pd.DataFrame(X2.toarray(), \n",
    "#                      columns=vectorizer2.get_feature_names_out()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "yv-6jXPabA2E"
   },
   "outputs": [],
   "source": [
    "corpus = [\"코로나 거리두기와 코로나 상생지원금 문의입니다.\",\n",
    "          \"지하철 운행시간과 지하철 요금 문의입니다.\",\n",
    "          \"지하철 승강장 문의입니다.\",\n",
    "          \"코로나 선별진료소 문의입니다.\",\n",
    "          \"버스 운행시간 문의입니다.\", \n",
    "          \"버스 터미널 위치 안내입니다.\",\n",
    "          \"코로나 거리두기 안내입니다.\",\n",
    "          \"택시 승강장 문의입니다.\"\n",
    "         ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['코로나 거리두기와 코로나 상생지원금 문의입니다.',\n",
       " '지하철 운행시간과 지하철 요금 문의입니다.',\n",
       " '지하철 승강장 문의입니다.',\n",
       " '코로나 선별진료소 문의입니다.',\n",
       " '버스 운행시간 문의입니다.',\n",
       " '버스 터미널 위치 안내입니다.',\n",
       " '코로나 거리두기 안내입니다.',\n",
       " '택시 승강장 문의입니다.']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "NwxFNuC2NET4",
    "scrolled": false
   },
   "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>거리두기</th>\n",
       "      <th>거리두기와</th>\n",
       "      <th>문의입니다</th>\n",
       "      <th>버스</th>\n",
       "      <th>상생지원금</th>\n",
       "      <th>선별진료소</th>\n",
       "      <th>승강장</th>\n",
       "      <th>안내입니다</th>\n",
       "      <th>요금</th>\n",
       "      <th>운행시간</th>\n",
       "      <th>운행시간과</th>\n",
       "      <th>위치</th>\n",
       "      <th>지하철</th>\n",
       "      <th>코로나</th>\n",
       "      <th>택시</th>\n",
       "      <th>터미널</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   거리두기  거리두기와  문의입니다  버스  상생지원금  선별진료소  승강장  안내입니다  요금  운행시간  운행시간과  위치  지하철  \\\n",
       "0     0      1      1   0      1      0    0      0   0     0      0   0    0   \n",
       "1     0      0      1   0      0      0    0      0   1     0      1   0    2   \n",
       "2     0      0      1   0      0      0    1      0   0     0      0   0    1   \n",
       "3     0      0      1   0      0      1    0      0   0     0      0   0    0   \n",
       "4     0      0      1   1      0      0    0      0   0     1      0   0    0   \n",
       "5     0      0      0   1      0      0    0      1   0     0      0   1    0   \n",
       "6     1      0      0   0      0      0    0      1   0     0      0   0    0   \n",
       "7     0      0      1   0      0      0    1      0   0     0      0   0    0   \n",
       "\n",
       "   코로나  택시  터미널  \n",
       "0    2   0    0  \n",
       "1    0   0    0  \n",
       "2    0   0    0  \n",
       "3    1   0    0  \n",
       "4    0   0    0  \n",
       "5    0   0    1  \n",
       "6    1   0    0  \n",
       "7    0   1    0  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# sklearn.feature_extraction.text의 CountVectorizer 를 통해 BOW 를 생성\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "\n",
    "# help(CountVectorizer)\n",
    "cvect = CountVectorizer()\n",
    "X = cvect.fit_transform(corpus)\n",
    "pd.DataFrame(X.toarray(), columns=cvect.get_feature_names_out())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pdXYRQqgQS2V"
   },
   "source": [
    "### fit, transform, fit_transfrom의 차이점\n",
    "* fit(): 원시 문서에 있는 모든 토큰의 어휘 사전을 배웁니다.\n",
    "* transform(): 문서를 문서 용어 매트릭스로 변환합니다. transform 이후엔 매트릭스로 변환되어 숫자형태로 변경됩니다.\n",
    "* fit_transform(): 어휘 사전을 배우고 문서 용어 매트릭스를 반환합니다. fit 다음에 변환이 오는 것과 동일하지만 더 효율적으로 구현됩니다.\n",
    "\n",
    "⚠️ 주의! ⚠️\n",
    "* 단, fit_transform 은 학습데이터에만 사용하고 예측 데이터에는 transform 을 사용합니다.\n",
    "* 예측 데이터에도 fit_transform 을 사용하게 된다면 서로 다른 단어사전으로 행렬을 만들게 됩니다.\n",
    "* fit 과 transform 을 따로 사용해 준다 하더라도 fit 은 학습 데이터에만 사용합니다. 같은 단어 사전으로 예측 데이터셋의 단어 사전을 만들기 위해서 입니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0    코로나 거리두기와 코로나 상생지원금 문의입니다.\n",
       " 1       지하철 운행시간과 지하철 요금 문의입니다.\n",
       " 2                지하철 승강장 문의입니다.\n",
       " 3              코로나 선별진료소 문의입니다.\n",
       " 4                버스 운행시간 문의입니다.\n",
       " 7                 택시 승강장 문의입니다.\n",
       " Name: 문서, dtype: object,\n",
       " 5    버스 터미널 위치 안내입니다.\n",
       " 6     코로나 거리두기 안내입니다.\n",
       " Name: 문서, dtype: object)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(corpus, columns=[\"문서\"])\n",
    "df[\"문의\"] = df[\"문서\"].str.contains(\"문의입니다\")\n",
    "문의 = df.loc[df[\"문의\"], \"문서\"]\n",
    "안내 = df.loc[~df[\"문의\"], \"문서\"]\n",
    "문의, 안내"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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>거리두기와</th>\n",
       "      <th>문의입니다</th>\n",
       "      <th>버스</th>\n",
       "      <th>상생지원금</th>\n",
       "      <th>선별진료소</th>\n",
       "      <th>승강장</th>\n",
       "      <th>요금</th>\n",
       "      <th>운행시간</th>\n",
       "      <th>운행시간과</th>\n",
       "      <th>지하철</th>\n",
       "      <th>코로나</th>\n",
       "      <th>택시</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
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       "      <td>2</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   거리두기와  문의입니다  버스  상생지원금  선별진료소  승강장  요금  운행시간  운행시간과  지하철  코로나  택시\n",
       "0      1      1   0      1      0    0   0     0      0    0    2   0\n",
       "1      0      1   0      0      0    0   1     0      1    2    0   0\n",
       "2      0      1   0      0      0    1   0     0      0    1    0   0\n",
       "3      0      1   0      0      1    0   0     0      0    0    1   0\n",
       "4      0      1   1      0      0    0   0     1      0    0    0   0\n",
       "5      0      1   0      0      0    1   0     0      0    0    0   1"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cvect = CountVectorizer()\n",
    "문의_벡터 = cvect.fit_transform(문의)\n",
    "\n",
    "pd.DataFrame(문의_벡터.toarray(), columns=cvect.get_feature_names_out())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>거리두기와</th>\n",
       "      <th>문의입니다</th>\n",
       "      <th>버스</th>\n",
       "      <th>상생지원금</th>\n",
       "      <th>선별진료소</th>\n",
       "      <th>승강장</th>\n",
       "      <th>요금</th>\n",
       "      <th>운행시간</th>\n",
       "      <th>운행시간과</th>\n",
       "      <th>지하철</th>\n",
       "      <th>코로나</th>\n",
       "      <th>택시</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   거리두기와  문의입니다  버스  상생지원금  선별진료소  승강장  요금  운행시간  운행시간과  지하철  코로나  택시\n",
       "0      0      0   1      0      0    0   0     0      0    0    0   0\n",
       "1      0      0   0      0      0    0   0     0      0    0    1   0"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 안내_벡터 = cvect.fit_transform(안내)\n",
    "# 예측 데이터에만 등장하는 데이터는 벡터화에 포함시키지 않습니다.\n",
    "# 데이터 누수 문제로 예측 데이터를 미리 볼 수 있다면 현실세계에서의 천기누설하고 같은 이치이기 때문입니다.\n",
    "안내_벡터 = cvect.transform(안내)\n",
    "\n",
    "pd.DataFrame(안내_벡터.toarray(), columns=cvect.get_feature_names_out())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "Kj92S-EBF-yB"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<8x16 sparse matrix of type '<class 'numpy.int64'>'\n",
       "\twith 27 stored elements in Compressed Sparse Row format>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 문장에서 노출되는 feature(특징이 될만한 단어) 수를 합한 Document Term Matrix(이하 dtm) 을 반환합니다.\n",
    "# fit(): 원시 문서에 있는 모든 토큰의 어휘 사전을 배웁니다.\n",
    "# transform(): 문서를 단어 빈도수가 들어있는 문서 용어 매트릭스로 변환합니다. \n",
    "cvect = CountVectorizer()\n",
    "cvect.fit(corpus).transform(corpus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "   거리두기  거리두기와  문의입니다  버스  상생지원금  선별진료소  승강장  안내입니다  요금  운행시간  운행시간과  위치  지하철  \\\n",
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       "\n",
       "   코로나  택시  터미널  \n",
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      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# fit_transform() 어휘 사전을 배우고 문서 용어 매트릭스를 반환합니다. \n",
    "# fit 다음에 변환이 오는 것과 동일하지만 더 효율적으로 구현됩니다.\n",
    "# dtm\n",
    "X = cvect.fit_transform(corpus)\n",
    "dtm = pd.DataFrame(X.toarray(), columns=cvect.get_feature_names_out())\n",
    "dtm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "t_YEjZbIE4L1"
   },
   "outputs": [],
   "source": [
    "# get_feature_names is deprecated in 1.0 and will be removed in 1.2\n",
    "# 1.2 버전에서 제외될 예정으로 get_feature_names_out()을 사용합니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['거리두기', '거리두기와', '문의입니다', '버스', '상생지원금', '선별진료소', '승강장', '안내입니다',\n",
       "       '요금', '운행시간', '운행시간과', '위치', '지하철', '코로나', '택시', '터미널'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get_feature_names_out 로 단어 사전 보기\n",
    "vocab = cvect.get_feature_names_out()\n",
    "vocab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "id": "gXSatDPzF-vt"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'코로나': 13,\n",
       " '거리두기와': 1,\n",
       " '상생지원금': 4,\n",
       " '문의입니다': 2,\n",
       " '지하철': 12,\n",
       " '운행시간과': 10,\n",
       " '요금': 8,\n",
       " '승강장': 6,\n",
       " '선별진료소': 5,\n",
       " '버스': 3,\n",
       " '운행시간': 9,\n",
       " '터미널': 15,\n",
       " '위치': 11,\n",
       " '안내입니다': 7,\n",
       " '거리두기': 0,\n",
       " '택시': 14}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 단어사전을 봅니다. \n",
    "# 단어사전은 {\"단어\": 인덱스번호} 로 되어 있습니다.\n",
    "cvect.vocabulary_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "   거리두기  거리두기와  문의입니다  버스  상생지원금  선별진료소  승강장  안내입니다  요금  운행시간  운행시간과  위치  지하철  \\\n",
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       "5     0      0      0   1      0      0    0      1   0     0      0   1    0   \n",
       "6     1      0      0   0      0      0    0      1   0     0      0   0    0   \n",
       "7     0      0      1   0      0      0    1      0   0     0      0   0    0   \n",
       "\n",
       "   코로나  택시  터미널  \n",
       "0    2   0    0  \n",
       "1    0   0    0  \n",
       "2    0   0    0  \n",
       "3    1   0    0  \n",
       "4    0   0    0  \n",
       "5    0   0    1  \n",
       "6    1   0    0  \n",
       "7    0   1    0  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# document-term matrix 를 데이터프레임으로 만듭니다.\n",
    "dtm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "문의입니다    6\n",
       "코로나      4\n",
       "지하철      3\n",
       "버스       2\n",
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       "선별진료소    1\n",
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       "운행시간과    1\n",
       "위치       1\n",
       "택시       1\n",
       "터미널      1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 전체 문서에서 단어 빈도의 합계를 구합니다.\n",
    "dtm.sum().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['코로나 거리두기와 코로나 상생지원금 문의입니다.',\n",
       " '지하철 운행시간과 지하철 요금 문의입니다.',\n",
       " '지하철 승강장 문의입니다.',\n",
       " '코로나 선별진료소 문의입니다.',\n",
       " '버스 운행시간 문의입니다.',\n",
       " '버스 터미널 위치 안내입니다.',\n",
       " '코로나 거리두기 안내입니다.',\n",
       " '택시 승강장 문의입니다.']"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# corpus 와 document-term matrix 를 비교해 봅니다.\n",
    "corpus"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "GIPr3DaCPohL"
   },
   "source": [
    "### N-grams \n",
    "\n",
    "* 토큰을 몇 개 사용할 것인지를 구분합니다. 지정한 n개의 숫자 만큼의 토큰을 묶어서 사용합니다.\n",
    "* 예를 들어 (1, 1) 이라면 1개의 토큰을 (2, 3)이라면 2~3개의 토큰을 사용합니다.\n",
    "* analyzer 설정에 따라 단어단위, 캐릭터 단위에 따라 사용할 수 있습니다.\n",
    "\n",
    "* 기본값 = (1, 1)\n",
    "* ngram_range(min_n, max_n)\n",
    "* min_n <= n <= max_n\n",
    "```\n",
    "(1, 1) 은 1 <= n <= 1\n",
    "(1, 2) 은 1 <= n <= 2\n",
    "(2, 2) 은 2 <= n <= 2\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 단어가 너무 많아서 출력이 오래 걸린다면 max_columns 값을 조정해서 사용합니다.\n",
    "pd.options.display.max_columns = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "id": "15LxBmxkHg8U",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 0, 1, 1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 2, 0, 1, 1, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 0,\n",
       "        0, 2, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1,\n",
       "        1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1],\n",
       "       [1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0]])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ngram_range: 추출할 다른 단어 n-gram 또는 char n-gram에 대한 n-값 범위의 하한 및 상한입니다. 기본값 = (1, 1)\n",
    "# ngram_range=(1, 2)\n",
    "# help(CountVectorizer)\n",
    "cvect = CountVectorizer(ngram_range=(1, 2))\n",
    "X = cvect.fit_transform(corpus)\n",
    "dtm = X.toarray()\n",
    "dtm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
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       "  background-color: #fff7fb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_b060d_row0_col2, #T_b060d_row0_col3, #T_b060d_row0_col4, #T_b060d_row0_col8, #T_b060d_row0_col9, #T_b060d_row0_col27, #T_b060d_row0_col29, #T_b060d_row0_col30, #T_b060d_row1_col4, #T_b060d_row1_col15, #T_b060d_row1_col16, #T_b060d_row1_col19, #T_b060d_row1_col20, #T_b060d_row1_col23, #T_b060d_row1_col25, #T_b060d_row1_col26, #T_b060d_row2_col4, #T_b060d_row2_col12, #T_b060d_row2_col13, #T_b060d_row2_col24, #T_b060d_row3_col4, #T_b060d_row3_col10, #T_b060d_row3_col11, #T_b060d_row3_col31, #T_b060d_row4_col4, #T_b060d_row4_col5, #T_b060d_row4_col6, #T_b060d_row4_col17, #T_b060d_row4_col18, #T_b060d_row5_col5, #T_b060d_row5_col7, #T_b060d_row5_col14, #T_b060d_row5_col21, #T_b060d_row5_col22, #T_b060d_row5_col34, #T_b060d_row5_col35, #T_b060d_row6_col0, #T_b060d_row6_col1, #T_b060d_row6_col14, #T_b060d_row6_col28, #T_b060d_row7_col4, #T_b060d_row7_col12, #T_b060d_row7_col13, #T_b060d_row7_col32, #T_b060d_row7_col33 {\n",
       "  background-color: #023858;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_b060d_row2_col23, #T_b060d_row3_col27, #T_b060d_row6_col27 {\n",
       "  background-color: #73a9cf;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_b060d\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_b060d_level0_col0\" class=\"col_heading level0 col0\" >거리두기</th>\n",
       "      <th id=\"T_b060d_level0_col1\" class=\"col_heading level0 col1\" >거리두기 안내입니다</th>\n",
       "      <th id=\"T_b060d_level0_col2\" class=\"col_heading level0 col2\" >거리두기와</th>\n",
       "      <th id=\"T_b060d_level0_col3\" class=\"col_heading level0 col3\" >거리두기와 코로나</th>\n",
       "      <th id=\"T_b060d_level0_col4\" class=\"col_heading level0 col4\" >문의입니다</th>\n",
       "      <th id=\"T_b060d_level0_col5\" class=\"col_heading level0 col5\" >버스</th>\n",
       "      <th id=\"T_b060d_level0_col6\" class=\"col_heading level0 col6\" >버스 운행시간</th>\n",
       "      <th id=\"T_b060d_level0_col7\" class=\"col_heading level0 col7\" >버스 터미널</th>\n",
       "      <th id=\"T_b060d_level0_col8\" class=\"col_heading level0 col8\" >상생지원금</th>\n",
       "      <th id=\"T_b060d_level0_col9\" class=\"col_heading level0 col9\" >상생지원금 문의입니다</th>\n",
       "      <th id=\"T_b060d_level0_col10\" class=\"col_heading level0 col10\" >선별진료소</th>\n",
       "      <th id=\"T_b060d_level0_col11\" class=\"col_heading level0 col11\" >선별진료소 문의입니다</th>\n",
       "      <th id=\"T_b060d_level0_col12\" class=\"col_heading level0 col12\" >승강장</th>\n",
       "      <th id=\"T_b060d_level0_col13\" class=\"col_heading level0 col13\" >승강장 문의입니다</th>\n",
       "      <th id=\"T_b060d_level0_col14\" class=\"col_heading level0 col14\" >안내입니다</th>\n",
       "      <th id=\"T_b060d_level0_col15\" class=\"col_heading level0 col15\" >요금</th>\n",
       "      <th id=\"T_b060d_level0_col16\" class=\"col_heading level0 col16\" >요금 문의입니다</th>\n",
       "      <th id=\"T_b060d_level0_col17\" class=\"col_heading level0 col17\" >운행시간</th>\n",
       "      <th id=\"T_b060d_level0_col18\" class=\"col_heading level0 col18\" >운행시간 문의입니다</th>\n",
       "      <th id=\"T_b060d_level0_col19\" class=\"col_heading level0 col19\" >운행시간과</th>\n",
       "      <th id=\"T_b060d_level0_col20\" class=\"col_heading level0 col20\" >운행시간과 지하철</th>\n",
       "      <th id=\"T_b060d_level0_col21\" class=\"col_heading level0 col21\" >위치</th>\n",
       "      <th id=\"T_b060d_level0_col22\" class=\"col_heading level0 col22\" >위치 안내입니다</th>\n",
       "      <th id=\"T_b060d_level0_col23\" class=\"col_heading level0 col23\" >지하철</th>\n",
       "      <th id=\"T_b060d_level0_col24\" class=\"col_heading level0 col24\" >지하철 승강장</th>\n",
       "      <th id=\"T_b060d_level0_col25\" class=\"col_heading level0 col25\" >지하철 요금</th>\n",
       "      <th id=\"T_b060d_level0_col26\" class=\"col_heading level0 col26\" >지하철 운행시간과</th>\n",
       "      <th id=\"T_b060d_level0_col27\" class=\"col_heading level0 col27\" >코로나</th>\n",
       "      <th id=\"T_b060d_level0_col28\" class=\"col_heading level0 col28\" >코로나 거리두기</th>\n",
       "      <th id=\"T_b060d_level0_col29\" class=\"col_heading level0 col29\" >코로나 거리두기와</th>\n",
       "      <th id=\"T_b060d_level0_col30\" class=\"col_heading level0 col30\" >코로나 상생지원금</th>\n",
       "      <th id=\"T_b060d_level0_col31\" class=\"col_heading level0 col31\" >코로나 선별진료소</th>\n",
       "      <th id=\"T_b060d_level0_col32\" class=\"col_heading level0 col32\" >택시</th>\n",
       "      <th id=\"T_b060d_level0_col33\" class=\"col_heading level0 col33\" >택시 승강장</th>\n",
       "      <th id=\"T_b060d_level0_col34\" class=\"col_heading level0 col34\" >터미널</th>\n",
       "      <th id=\"T_b060d_level0_col35\" class=\"col_heading level0 col35\" >터미널 위치</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_b060d_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_b060d_row0_col0\" class=\"data row0 col0\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col1\" class=\"data row0 col1\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col2\" class=\"data row0 col2\" >1</td>\n",
       "      <td id=\"T_b060d_row0_col3\" class=\"data row0 col3\" >1</td>\n",
       "      <td id=\"T_b060d_row0_col4\" class=\"data row0 col4\" >1</td>\n",
       "      <td id=\"T_b060d_row0_col5\" class=\"data row0 col5\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col6\" class=\"data row0 col6\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col7\" class=\"data row0 col7\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col8\" class=\"data row0 col8\" >1</td>\n",
       "      <td id=\"T_b060d_row0_col9\" class=\"data row0 col9\" >1</td>\n",
       "      <td id=\"T_b060d_row0_col10\" class=\"data row0 col10\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col11\" class=\"data row0 col11\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col12\" class=\"data row0 col12\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col13\" class=\"data row0 col13\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col14\" class=\"data row0 col14\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col15\" class=\"data row0 col15\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col16\" class=\"data row0 col16\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col17\" class=\"data row0 col17\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col18\" class=\"data row0 col18\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col19\" class=\"data row0 col19\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col20\" class=\"data row0 col20\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col21\" class=\"data row0 col21\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col22\" class=\"data row0 col22\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col23\" class=\"data row0 col23\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col24\" class=\"data row0 col24\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col25\" class=\"data row0 col25\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col26\" class=\"data row0 col26\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col27\" class=\"data row0 col27\" >2</td>\n",
       "      <td id=\"T_b060d_row0_col28\" class=\"data row0 col28\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col29\" class=\"data row0 col29\" >1</td>\n",
       "      <td id=\"T_b060d_row0_col30\" class=\"data row0 col30\" >1</td>\n",
       "      <td id=\"T_b060d_row0_col31\" class=\"data row0 col31\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col32\" class=\"data row0 col32\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col33\" class=\"data row0 col33\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col34\" class=\"data row0 col34\" >0</td>\n",
       "      <td id=\"T_b060d_row0_col35\" class=\"data row0 col35\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b060d_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_b060d_row1_col0\" class=\"data row1 col0\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col1\" class=\"data row1 col1\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col2\" class=\"data row1 col2\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col3\" class=\"data row1 col3\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col4\" class=\"data row1 col4\" >1</td>\n",
       "      <td id=\"T_b060d_row1_col5\" class=\"data row1 col5\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col6\" class=\"data row1 col6\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col7\" class=\"data row1 col7\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col8\" class=\"data row1 col8\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col9\" class=\"data row1 col9\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col10\" class=\"data row1 col10\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col11\" class=\"data row1 col11\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col12\" class=\"data row1 col12\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col13\" class=\"data row1 col13\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col14\" class=\"data row1 col14\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col15\" class=\"data row1 col15\" >1</td>\n",
       "      <td id=\"T_b060d_row1_col16\" class=\"data row1 col16\" >1</td>\n",
       "      <td id=\"T_b060d_row1_col17\" class=\"data row1 col17\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col18\" class=\"data row1 col18\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col19\" class=\"data row1 col19\" >1</td>\n",
       "      <td id=\"T_b060d_row1_col20\" class=\"data row1 col20\" >1</td>\n",
       "      <td id=\"T_b060d_row1_col21\" class=\"data row1 col21\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col22\" class=\"data row1 col22\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col23\" class=\"data row1 col23\" >2</td>\n",
       "      <td id=\"T_b060d_row1_col24\" class=\"data row1 col24\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col25\" class=\"data row1 col25\" >1</td>\n",
       "      <td id=\"T_b060d_row1_col26\" class=\"data row1 col26\" >1</td>\n",
       "      <td id=\"T_b060d_row1_col27\" class=\"data row1 col27\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col28\" class=\"data row1 col28\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col29\" class=\"data row1 col29\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col30\" class=\"data row1 col30\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col31\" class=\"data row1 col31\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col32\" class=\"data row1 col32\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col33\" class=\"data row1 col33\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col34\" class=\"data row1 col34\" >0</td>\n",
       "      <td id=\"T_b060d_row1_col35\" class=\"data row1 col35\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b060d_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_b060d_row2_col0\" class=\"data row2 col0\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col1\" class=\"data row2 col1\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col2\" class=\"data row2 col2\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col3\" class=\"data row2 col3\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col4\" class=\"data row2 col4\" >1</td>\n",
       "      <td id=\"T_b060d_row2_col5\" class=\"data row2 col5\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col6\" class=\"data row2 col6\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col7\" class=\"data row2 col7\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col8\" class=\"data row2 col8\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col9\" class=\"data row2 col9\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col10\" class=\"data row2 col10\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col11\" class=\"data row2 col11\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col12\" class=\"data row2 col12\" >1</td>\n",
       "      <td id=\"T_b060d_row2_col13\" class=\"data row2 col13\" >1</td>\n",
       "      <td id=\"T_b060d_row2_col14\" class=\"data row2 col14\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col15\" class=\"data row2 col15\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col16\" class=\"data row2 col16\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col17\" class=\"data row2 col17\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col18\" class=\"data row2 col18\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col19\" class=\"data row2 col19\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col20\" class=\"data row2 col20\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col21\" class=\"data row2 col21\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col22\" class=\"data row2 col22\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col23\" class=\"data row2 col23\" >1</td>\n",
       "      <td id=\"T_b060d_row2_col24\" class=\"data row2 col24\" >1</td>\n",
       "      <td id=\"T_b060d_row2_col25\" class=\"data row2 col25\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col26\" class=\"data row2 col26\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col27\" class=\"data row2 col27\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col28\" class=\"data row2 col28\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col29\" class=\"data row2 col29\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col30\" class=\"data row2 col30\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col31\" class=\"data row2 col31\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col32\" class=\"data row2 col32\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col33\" class=\"data row2 col33\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col34\" class=\"data row2 col34\" >0</td>\n",
       "      <td id=\"T_b060d_row2_col35\" class=\"data row2 col35\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b060d_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_b060d_row3_col0\" class=\"data row3 col0\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col1\" class=\"data row3 col1\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col2\" class=\"data row3 col2\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col3\" class=\"data row3 col3\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col4\" class=\"data row3 col4\" >1</td>\n",
       "      <td id=\"T_b060d_row3_col5\" class=\"data row3 col5\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col6\" class=\"data row3 col6\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col7\" class=\"data row3 col7\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col8\" class=\"data row3 col8\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col9\" class=\"data row3 col9\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col10\" class=\"data row3 col10\" >1</td>\n",
       "      <td id=\"T_b060d_row3_col11\" class=\"data row3 col11\" >1</td>\n",
       "      <td id=\"T_b060d_row3_col12\" class=\"data row3 col12\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col13\" class=\"data row3 col13\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col14\" class=\"data row3 col14\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col15\" class=\"data row3 col15\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col16\" class=\"data row3 col16\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col17\" class=\"data row3 col17\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col18\" class=\"data row3 col18\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col19\" class=\"data row3 col19\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col20\" class=\"data row3 col20\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col21\" class=\"data row3 col21\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col22\" class=\"data row3 col22\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col23\" class=\"data row3 col23\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col24\" class=\"data row3 col24\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col25\" class=\"data row3 col25\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col26\" class=\"data row3 col26\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col27\" class=\"data row3 col27\" >1</td>\n",
       "      <td id=\"T_b060d_row3_col28\" class=\"data row3 col28\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col29\" class=\"data row3 col29\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col30\" class=\"data row3 col30\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col31\" class=\"data row3 col31\" >1</td>\n",
       "      <td id=\"T_b060d_row3_col32\" class=\"data row3 col32\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col33\" class=\"data row3 col33\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col34\" class=\"data row3 col34\" >0</td>\n",
       "      <td id=\"T_b060d_row3_col35\" class=\"data row3 col35\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b060d_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_b060d_row4_col0\" class=\"data row4 col0\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col1\" class=\"data row4 col1\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col2\" class=\"data row4 col2\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col3\" class=\"data row4 col3\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col4\" class=\"data row4 col4\" >1</td>\n",
       "      <td id=\"T_b060d_row4_col5\" class=\"data row4 col5\" >1</td>\n",
       "      <td id=\"T_b060d_row4_col6\" class=\"data row4 col6\" >1</td>\n",
       "      <td id=\"T_b060d_row4_col7\" class=\"data row4 col7\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col8\" class=\"data row4 col8\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col9\" class=\"data row4 col9\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col10\" class=\"data row4 col10\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col11\" class=\"data row4 col11\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col12\" class=\"data row4 col12\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col13\" class=\"data row4 col13\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col14\" class=\"data row4 col14\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col15\" class=\"data row4 col15\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col16\" class=\"data row4 col16\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col17\" class=\"data row4 col17\" >1</td>\n",
       "      <td id=\"T_b060d_row4_col18\" class=\"data row4 col18\" >1</td>\n",
       "      <td id=\"T_b060d_row4_col19\" class=\"data row4 col19\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col20\" class=\"data row4 col20\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col21\" class=\"data row4 col21\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col22\" class=\"data row4 col22\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col23\" class=\"data row4 col23\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col24\" class=\"data row4 col24\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col25\" class=\"data row4 col25\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col26\" class=\"data row4 col26\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col27\" class=\"data row4 col27\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col28\" class=\"data row4 col28\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col29\" class=\"data row4 col29\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col30\" class=\"data row4 col30\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col31\" class=\"data row4 col31\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col32\" class=\"data row4 col32\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col33\" class=\"data row4 col33\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col34\" class=\"data row4 col34\" >0</td>\n",
       "      <td id=\"T_b060d_row4_col35\" class=\"data row4 col35\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b060d_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_b060d_row5_col0\" class=\"data row5 col0\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col1\" class=\"data row5 col1\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col2\" class=\"data row5 col2\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col3\" class=\"data row5 col3\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col4\" class=\"data row5 col4\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col5\" class=\"data row5 col5\" >1</td>\n",
       "      <td id=\"T_b060d_row5_col6\" class=\"data row5 col6\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col7\" class=\"data row5 col7\" >1</td>\n",
       "      <td id=\"T_b060d_row5_col8\" class=\"data row5 col8\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col9\" class=\"data row5 col9\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col10\" class=\"data row5 col10\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col11\" class=\"data row5 col11\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col12\" class=\"data row5 col12\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col13\" class=\"data row5 col13\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col14\" class=\"data row5 col14\" >1</td>\n",
       "      <td id=\"T_b060d_row5_col15\" class=\"data row5 col15\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col16\" class=\"data row5 col16\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col17\" class=\"data row5 col17\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col18\" class=\"data row5 col18\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col19\" class=\"data row5 col19\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col20\" class=\"data row5 col20\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col21\" class=\"data row5 col21\" >1</td>\n",
       "      <td id=\"T_b060d_row5_col22\" class=\"data row5 col22\" >1</td>\n",
       "      <td id=\"T_b060d_row5_col23\" class=\"data row5 col23\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col24\" class=\"data row5 col24\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col25\" class=\"data row5 col25\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col26\" class=\"data row5 col26\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col27\" class=\"data row5 col27\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col28\" class=\"data row5 col28\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col29\" class=\"data row5 col29\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col30\" class=\"data row5 col30\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col31\" class=\"data row5 col31\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col32\" class=\"data row5 col32\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col33\" class=\"data row5 col33\" >0</td>\n",
       "      <td id=\"T_b060d_row5_col34\" class=\"data row5 col34\" >1</td>\n",
       "      <td id=\"T_b060d_row5_col35\" class=\"data row5 col35\" >1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b060d_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_b060d_row6_col0\" class=\"data row6 col0\" >1</td>\n",
       "      <td id=\"T_b060d_row6_col1\" class=\"data row6 col1\" >1</td>\n",
       "      <td id=\"T_b060d_row6_col2\" class=\"data row6 col2\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col3\" class=\"data row6 col3\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col4\" class=\"data row6 col4\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col5\" class=\"data row6 col5\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col6\" class=\"data row6 col6\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col7\" class=\"data row6 col7\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col8\" class=\"data row6 col8\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col9\" class=\"data row6 col9\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col10\" class=\"data row6 col10\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col11\" class=\"data row6 col11\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col12\" class=\"data row6 col12\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col13\" class=\"data row6 col13\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col14\" class=\"data row6 col14\" >1</td>\n",
       "      <td id=\"T_b060d_row6_col15\" class=\"data row6 col15\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col16\" class=\"data row6 col16\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col17\" class=\"data row6 col17\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col18\" class=\"data row6 col18\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col19\" class=\"data row6 col19\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col20\" class=\"data row6 col20\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col21\" class=\"data row6 col21\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col22\" class=\"data row6 col22\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col23\" class=\"data row6 col23\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col24\" class=\"data row6 col24\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col25\" class=\"data row6 col25\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col26\" class=\"data row6 col26\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col27\" class=\"data row6 col27\" >1</td>\n",
       "      <td id=\"T_b060d_row6_col28\" class=\"data row6 col28\" >1</td>\n",
       "      <td id=\"T_b060d_row6_col29\" class=\"data row6 col29\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col30\" class=\"data row6 col30\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col31\" class=\"data row6 col31\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col32\" class=\"data row6 col32\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col33\" class=\"data row6 col33\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col34\" class=\"data row6 col34\" >0</td>\n",
       "      <td id=\"T_b060d_row6_col35\" class=\"data row6 col35\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b060d_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_b060d_row7_col0\" class=\"data row7 col0\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col1\" class=\"data row7 col1\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col2\" class=\"data row7 col2\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col3\" class=\"data row7 col3\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col4\" class=\"data row7 col4\" >1</td>\n",
       "      <td id=\"T_b060d_row7_col5\" class=\"data row7 col5\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col6\" class=\"data row7 col6\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col7\" class=\"data row7 col7\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col8\" class=\"data row7 col8\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col9\" class=\"data row7 col9\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col10\" class=\"data row7 col10\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col11\" class=\"data row7 col11\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col12\" class=\"data row7 col12\" >1</td>\n",
       "      <td id=\"T_b060d_row7_col13\" class=\"data row7 col13\" >1</td>\n",
       "      <td id=\"T_b060d_row7_col14\" class=\"data row7 col14\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col15\" class=\"data row7 col15\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col16\" class=\"data row7 col16\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col17\" class=\"data row7 col17\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col18\" class=\"data row7 col18\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col19\" class=\"data row7 col19\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col20\" class=\"data row7 col20\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col21\" class=\"data row7 col21\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col22\" class=\"data row7 col22\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col23\" class=\"data row7 col23\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col24\" class=\"data row7 col24\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col25\" class=\"data row7 col25\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col26\" class=\"data row7 col26\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col27\" class=\"data row7 col27\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col28\" class=\"data row7 col28\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col29\" class=\"data row7 col29\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col30\" class=\"data row7 col30\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col31\" class=\"data row7 col31\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col32\" class=\"data row7 col32\" >1</td>\n",
       "      <td id=\"T_b060d_row7_col33\" class=\"data row7 col33\" >1</td>\n",
       "      <td id=\"T_b060d_row7_col34\" class=\"data row7 col34\" >0</td>\n",
       "      <td id=\"T_b060d_row7_col35\" class=\"data row7 col35\" >0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1349fdf50>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df_dtm.sum 으로 빈도수 합계 구하기\n",
    "pd.DataFrame(dtm, columns=cvect.get_feature_names_out()).style.background_gradient()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 모델을 받아 변환을 하고 문서 용어 행렬을 반환하는 함수를 만들어 재사용합니다.\n",
    "def display_transform_dtm(cvect, corpus):\n",
    "    \"\"\"\n",
    "    모델을 받아 변환을 하고 문서 용어 행렬을 반환하는 함수\n",
    "    \"\"\"\n",
    "    X = cvect.fit_transform(corpus)\n",
    "    print(cvect.get_feature_names_out())\n",
    "    dtm = X.toarray()\n",
    "    df_dtm = pd.DataFrame(dtm, columns=cvect.get_feature_names_out()).style.background_gradient()\n",
    "    return df_dtm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['거리두기' '거리두기 안내입니다' '거리두기와' '거리두기와 코로나' '문의입니다' '버스' '버스 운행시간' '버스 터미널'\n",
      " '상생지원금' '상생지원금 문의입니다' '선별진료소' '선별진료소 문의입니다' '승강장' '승강장 문의입니다' '안내입니다'\n",
      " '요금' '요금 문의입니다' '운행시간' '운행시간 문의입니다' '운행시간과' '운행시간과 지하철' '위치' '위치 안내입니다'\n",
      " '지하철' '지하철 승강장' '지하철 요금' '지하철 운행시간과' '코로나' '코로나 거리두기' '코로나 거리두기와'\n",
      " '코로나 상생지원금' '코로나 선별진료소' '택시' '택시 승강장' '터미널' '터미널 위치']\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "  background-color: #fff7fb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_0d073_row0_col2, #T_0d073_row0_col3, #T_0d073_row0_col4, #T_0d073_row0_col8, #T_0d073_row0_col9, #T_0d073_row0_col27, #T_0d073_row0_col29, #T_0d073_row0_col30, #T_0d073_row1_col4, #T_0d073_row1_col15, #T_0d073_row1_col16, #T_0d073_row1_col19, #T_0d073_row1_col20, #T_0d073_row1_col23, #T_0d073_row1_col25, #T_0d073_row1_col26, #T_0d073_row2_col4, #T_0d073_row2_col12, #T_0d073_row2_col13, #T_0d073_row2_col24, #T_0d073_row3_col4, #T_0d073_row3_col10, #T_0d073_row3_col11, #T_0d073_row3_col31, #T_0d073_row4_col4, #T_0d073_row4_col5, #T_0d073_row4_col6, #T_0d073_row4_col17, #T_0d073_row4_col18, #T_0d073_row5_col5, #T_0d073_row5_col7, #T_0d073_row5_col14, #T_0d073_row5_col21, #T_0d073_row5_col22, #T_0d073_row5_col34, #T_0d073_row5_col35, #T_0d073_row6_col0, #T_0d073_row6_col1, #T_0d073_row6_col14, #T_0d073_row6_col28, #T_0d073_row7_col4, #T_0d073_row7_col12, #T_0d073_row7_col13, #T_0d073_row7_col32, #T_0d073_row7_col33 {\n",
       "  background-color: #023858;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_0d073_row2_col23, #T_0d073_row3_col27, #T_0d073_row6_col27 {\n",
       "  background-color: #73a9cf;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_0d073\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_0d073_level0_col0\" class=\"col_heading level0 col0\" >거리두기</th>\n",
       "      <th id=\"T_0d073_level0_col1\" class=\"col_heading level0 col1\" >거리두기 안내입니다</th>\n",
       "      <th id=\"T_0d073_level0_col2\" class=\"col_heading level0 col2\" >거리두기와</th>\n",
       "      <th id=\"T_0d073_level0_col3\" class=\"col_heading level0 col3\" >거리두기와 코로나</th>\n",
       "      <th id=\"T_0d073_level0_col4\" class=\"col_heading level0 col4\" >문의입니다</th>\n",
       "      <th id=\"T_0d073_level0_col5\" class=\"col_heading level0 col5\" >버스</th>\n",
       "      <th id=\"T_0d073_level0_col6\" class=\"col_heading level0 col6\" >버스 운행시간</th>\n",
       "      <th id=\"T_0d073_level0_col7\" class=\"col_heading level0 col7\" >버스 터미널</th>\n",
       "      <th id=\"T_0d073_level0_col8\" class=\"col_heading level0 col8\" >상생지원금</th>\n",
       "      <th id=\"T_0d073_level0_col9\" class=\"col_heading level0 col9\" >상생지원금 문의입니다</th>\n",
       "      <th id=\"T_0d073_level0_col10\" class=\"col_heading level0 col10\" >선별진료소</th>\n",
       "      <th id=\"T_0d073_level0_col11\" class=\"col_heading level0 col11\" >선별진료소 문의입니다</th>\n",
       "      <th id=\"T_0d073_level0_col12\" class=\"col_heading level0 col12\" >승강장</th>\n",
       "      <th id=\"T_0d073_level0_col13\" class=\"col_heading level0 col13\" >승강장 문의입니다</th>\n",
       "      <th id=\"T_0d073_level0_col14\" class=\"col_heading level0 col14\" >안내입니다</th>\n",
       "      <th id=\"T_0d073_level0_col15\" class=\"col_heading level0 col15\" >요금</th>\n",
       "      <th id=\"T_0d073_level0_col16\" class=\"col_heading level0 col16\" >요금 문의입니다</th>\n",
       "      <th id=\"T_0d073_level0_col17\" class=\"col_heading level0 col17\" >운행시간</th>\n",
       "      <th id=\"T_0d073_level0_col18\" class=\"col_heading level0 col18\" >운행시간 문의입니다</th>\n",
       "      <th id=\"T_0d073_level0_col19\" class=\"col_heading level0 col19\" >운행시간과</th>\n",
       "      <th id=\"T_0d073_level0_col20\" class=\"col_heading level0 col20\" >운행시간과 지하철</th>\n",
       "      <th id=\"T_0d073_level0_col21\" class=\"col_heading level0 col21\" >위치</th>\n",
       "      <th id=\"T_0d073_level0_col22\" class=\"col_heading level0 col22\" >위치 안내입니다</th>\n",
       "      <th id=\"T_0d073_level0_col23\" class=\"col_heading level0 col23\" >지하철</th>\n",
       "      <th id=\"T_0d073_level0_col24\" class=\"col_heading level0 col24\" >지하철 승강장</th>\n",
       "      <th id=\"T_0d073_level0_col25\" class=\"col_heading level0 col25\" >지하철 요금</th>\n",
       "      <th id=\"T_0d073_level0_col26\" class=\"col_heading level0 col26\" >지하철 운행시간과</th>\n",
       "      <th id=\"T_0d073_level0_col27\" class=\"col_heading level0 col27\" >코로나</th>\n",
       "      <th id=\"T_0d073_level0_col28\" class=\"col_heading level0 col28\" >코로나 거리두기</th>\n",
       "      <th id=\"T_0d073_level0_col29\" class=\"col_heading level0 col29\" >코로나 거리두기와</th>\n",
       "      <th id=\"T_0d073_level0_col30\" class=\"col_heading level0 col30\" >코로나 상생지원금</th>\n",
       "      <th id=\"T_0d073_level0_col31\" class=\"col_heading level0 col31\" >코로나 선별진료소</th>\n",
       "      <th id=\"T_0d073_level0_col32\" class=\"col_heading level0 col32\" >택시</th>\n",
       "      <th id=\"T_0d073_level0_col33\" class=\"col_heading level0 col33\" >택시 승강장</th>\n",
       "      <th id=\"T_0d073_level0_col34\" class=\"col_heading level0 col34\" >터미널</th>\n",
       "      <th id=\"T_0d073_level0_col35\" class=\"col_heading level0 col35\" >터미널 위치</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_0d073_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_0d073_row0_col0\" class=\"data row0 col0\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col1\" class=\"data row0 col1\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col2\" class=\"data row0 col2\" >1</td>\n",
       "      <td id=\"T_0d073_row0_col3\" class=\"data row0 col3\" >1</td>\n",
       "      <td id=\"T_0d073_row0_col4\" class=\"data row0 col4\" >1</td>\n",
       "      <td id=\"T_0d073_row0_col5\" class=\"data row0 col5\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col6\" class=\"data row0 col6\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col7\" class=\"data row0 col7\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col8\" class=\"data row0 col8\" >1</td>\n",
       "      <td id=\"T_0d073_row0_col9\" class=\"data row0 col9\" >1</td>\n",
       "      <td id=\"T_0d073_row0_col10\" class=\"data row0 col10\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col11\" class=\"data row0 col11\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col12\" class=\"data row0 col12\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col13\" class=\"data row0 col13\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col14\" class=\"data row0 col14\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col15\" class=\"data row0 col15\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col16\" class=\"data row0 col16\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col17\" class=\"data row0 col17\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col18\" class=\"data row0 col18\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col19\" class=\"data row0 col19\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col20\" class=\"data row0 col20\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col21\" class=\"data row0 col21\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col22\" class=\"data row0 col22\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col23\" class=\"data row0 col23\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col24\" class=\"data row0 col24\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col25\" class=\"data row0 col25\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col26\" class=\"data row0 col26\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col27\" class=\"data row0 col27\" >2</td>\n",
       "      <td id=\"T_0d073_row0_col28\" class=\"data row0 col28\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col29\" class=\"data row0 col29\" >1</td>\n",
       "      <td id=\"T_0d073_row0_col30\" class=\"data row0 col30\" >1</td>\n",
       "      <td id=\"T_0d073_row0_col31\" class=\"data row0 col31\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col32\" class=\"data row0 col32\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col33\" class=\"data row0 col33\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col34\" class=\"data row0 col34\" >0</td>\n",
       "      <td id=\"T_0d073_row0_col35\" class=\"data row0 col35\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0d073_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_0d073_row1_col0\" class=\"data row1 col0\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col1\" class=\"data row1 col1\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col2\" class=\"data row1 col2\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col3\" class=\"data row1 col3\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col4\" class=\"data row1 col4\" >1</td>\n",
       "      <td id=\"T_0d073_row1_col5\" class=\"data row1 col5\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col6\" class=\"data row1 col6\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col7\" class=\"data row1 col7\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col8\" class=\"data row1 col8\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col9\" class=\"data row1 col9\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col10\" class=\"data row1 col10\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col11\" class=\"data row1 col11\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col12\" class=\"data row1 col12\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col13\" class=\"data row1 col13\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col14\" class=\"data row1 col14\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col15\" class=\"data row1 col15\" >1</td>\n",
       "      <td id=\"T_0d073_row1_col16\" class=\"data row1 col16\" >1</td>\n",
       "      <td id=\"T_0d073_row1_col17\" class=\"data row1 col17\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col18\" class=\"data row1 col18\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col19\" class=\"data row1 col19\" >1</td>\n",
       "      <td id=\"T_0d073_row1_col20\" class=\"data row1 col20\" >1</td>\n",
       "      <td id=\"T_0d073_row1_col21\" class=\"data row1 col21\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col22\" class=\"data row1 col22\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col23\" class=\"data row1 col23\" >2</td>\n",
       "      <td id=\"T_0d073_row1_col24\" class=\"data row1 col24\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col25\" class=\"data row1 col25\" >1</td>\n",
       "      <td id=\"T_0d073_row1_col26\" class=\"data row1 col26\" >1</td>\n",
       "      <td id=\"T_0d073_row1_col27\" class=\"data row1 col27\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col28\" class=\"data row1 col28\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col29\" class=\"data row1 col29\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col30\" class=\"data row1 col30\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col31\" class=\"data row1 col31\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col32\" class=\"data row1 col32\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col33\" class=\"data row1 col33\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col34\" class=\"data row1 col34\" >0</td>\n",
       "      <td id=\"T_0d073_row1_col35\" class=\"data row1 col35\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0d073_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_0d073_row2_col0\" class=\"data row2 col0\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col1\" class=\"data row2 col1\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col2\" class=\"data row2 col2\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col3\" class=\"data row2 col3\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col4\" class=\"data row2 col4\" >1</td>\n",
       "      <td id=\"T_0d073_row2_col5\" class=\"data row2 col5\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col6\" class=\"data row2 col6\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col7\" class=\"data row2 col7\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col8\" class=\"data row2 col8\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col9\" class=\"data row2 col9\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col10\" class=\"data row2 col10\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col11\" class=\"data row2 col11\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col12\" class=\"data row2 col12\" >1</td>\n",
       "      <td id=\"T_0d073_row2_col13\" class=\"data row2 col13\" >1</td>\n",
       "      <td id=\"T_0d073_row2_col14\" class=\"data row2 col14\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col15\" class=\"data row2 col15\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col16\" class=\"data row2 col16\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col17\" class=\"data row2 col17\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col18\" class=\"data row2 col18\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col19\" class=\"data row2 col19\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col20\" class=\"data row2 col20\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col21\" class=\"data row2 col21\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col22\" class=\"data row2 col22\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col23\" class=\"data row2 col23\" >1</td>\n",
       "      <td id=\"T_0d073_row2_col24\" class=\"data row2 col24\" >1</td>\n",
       "      <td id=\"T_0d073_row2_col25\" class=\"data row2 col25\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col26\" class=\"data row2 col26\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col27\" class=\"data row2 col27\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col28\" class=\"data row2 col28\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col29\" class=\"data row2 col29\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col30\" class=\"data row2 col30\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col31\" class=\"data row2 col31\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col32\" class=\"data row2 col32\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col33\" class=\"data row2 col33\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col34\" class=\"data row2 col34\" >0</td>\n",
       "      <td id=\"T_0d073_row2_col35\" class=\"data row2 col35\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0d073_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_0d073_row3_col0\" class=\"data row3 col0\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col1\" class=\"data row3 col1\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col2\" class=\"data row3 col2\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col3\" class=\"data row3 col3\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col4\" class=\"data row3 col4\" >1</td>\n",
       "      <td id=\"T_0d073_row3_col5\" class=\"data row3 col5\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col6\" class=\"data row3 col6\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col7\" class=\"data row3 col7\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col8\" class=\"data row3 col8\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col9\" class=\"data row3 col9\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col10\" class=\"data row3 col10\" >1</td>\n",
       "      <td id=\"T_0d073_row3_col11\" class=\"data row3 col11\" >1</td>\n",
       "      <td id=\"T_0d073_row3_col12\" class=\"data row3 col12\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col13\" class=\"data row3 col13\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col14\" class=\"data row3 col14\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col15\" class=\"data row3 col15\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col16\" class=\"data row3 col16\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col17\" class=\"data row3 col17\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col18\" class=\"data row3 col18\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col19\" class=\"data row3 col19\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col20\" class=\"data row3 col20\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col21\" class=\"data row3 col21\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col22\" class=\"data row3 col22\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col23\" class=\"data row3 col23\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col24\" class=\"data row3 col24\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col25\" class=\"data row3 col25\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col26\" class=\"data row3 col26\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col27\" class=\"data row3 col27\" >1</td>\n",
       "      <td id=\"T_0d073_row3_col28\" class=\"data row3 col28\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col29\" class=\"data row3 col29\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col30\" class=\"data row3 col30\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col31\" class=\"data row3 col31\" >1</td>\n",
       "      <td id=\"T_0d073_row3_col32\" class=\"data row3 col32\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col33\" class=\"data row3 col33\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col34\" class=\"data row3 col34\" >0</td>\n",
       "      <td id=\"T_0d073_row3_col35\" class=\"data row3 col35\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0d073_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_0d073_row4_col0\" class=\"data row4 col0\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col1\" class=\"data row4 col1\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col2\" class=\"data row4 col2\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col3\" class=\"data row4 col3\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col4\" class=\"data row4 col4\" >1</td>\n",
       "      <td id=\"T_0d073_row4_col5\" class=\"data row4 col5\" >1</td>\n",
       "      <td id=\"T_0d073_row4_col6\" class=\"data row4 col6\" >1</td>\n",
       "      <td id=\"T_0d073_row4_col7\" class=\"data row4 col7\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col8\" class=\"data row4 col8\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col9\" class=\"data row4 col9\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col10\" class=\"data row4 col10\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col11\" class=\"data row4 col11\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col12\" class=\"data row4 col12\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col13\" class=\"data row4 col13\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col14\" class=\"data row4 col14\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col15\" class=\"data row4 col15\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col16\" class=\"data row4 col16\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col17\" class=\"data row4 col17\" >1</td>\n",
       "      <td id=\"T_0d073_row4_col18\" class=\"data row4 col18\" >1</td>\n",
       "      <td id=\"T_0d073_row4_col19\" class=\"data row4 col19\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col20\" class=\"data row4 col20\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col21\" class=\"data row4 col21\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col22\" class=\"data row4 col22\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col23\" class=\"data row4 col23\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col24\" class=\"data row4 col24\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col25\" class=\"data row4 col25\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col26\" class=\"data row4 col26\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col27\" class=\"data row4 col27\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col28\" class=\"data row4 col28\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col29\" class=\"data row4 col29\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col30\" class=\"data row4 col30\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col31\" class=\"data row4 col31\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col32\" class=\"data row4 col32\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col33\" class=\"data row4 col33\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col34\" class=\"data row4 col34\" >0</td>\n",
       "      <td id=\"T_0d073_row4_col35\" class=\"data row4 col35\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0d073_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_0d073_row5_col0\" class=\"data row5 col0\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col1\" class=\"data row5 col1\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col2\" class=\"data row5 col2\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col3\" class=\"data row5 col3\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col4\" class=\"data row5 col4\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col5\" class=\"data row5 col5\" >1</td>\n",
       "      <td id=\"T_0d073_row5_col6\" class=\"data row5 col6\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col7\" class=\"data row5 col7\" >1</td>\n",
       "      <td id=\"T_0d073_row5_col8\" class=\"data row5 col8\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col9\" class=\"data row5 col9\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col10\" class=\"data row5 col10\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col11\" class=\"data row5 col11\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col12\" class=\"data row5 col12\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col13\" class=\"data row5 col13\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col14\" class=\"data row5 col14\" >1</td>\n",
       "      <td id=\"T_0d073_row5_col15\" class=\"data row5 col15\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col16\" class=\"data row5 col16\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col17\" class=\"data row5 col17\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col18\" class=\"data row5 col18\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col19\" class=\"data row5 col19\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col20\" class=\"data row5 col20\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col21\" class=\"data row5 col21\" >1</td>\n",
       "      <td id=\"T_0d073_row5_col22\" class=\"data row5 col22\" >1</td>\n",
       "      <td id=\"T_0d073_row5_col23\" class=\"data row5 col23\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col24\" class=\"data row5 col24\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col25\" class=\"data row5 col25\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col26\" class=\"data row5 col26\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col27\" class=\"data row5 col27\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col28\" class=\"data row5 col28\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col29\" class=\"data row5 col29\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col30\" class=\"data row5 col30\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col31\" class=\"data row5 col31\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col32\" class=\"data row5 col32\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col33\" class=\"data row5 col33\" >0</td>\n",
       "      <td id=\"T_0d073_row5_col34\" class=\"data row5 col34\" >1</td>\n",
       "      <td id=\"T_0d073_row5_col35\" class=\"data row5 col35\" >1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0d073_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_0d073_row6_col0\" class=\"data row6 col0\" >1</td>\n",
       "      <td id=\"T_0d073_row6_col1\" class=\"data row6 col1\" >1</td>\n",
       "      <td id=\"T_0d073_row6_col2\" class=\"data row6 col2\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col3\" class=\"data row6 col3\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col4\" class=\"data row6 col4\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col5\" class=\"data row6 col5\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col6\" class=\"data row6 col6\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col7\" class=\"data row6 col7\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col8\" class=\"data row6 col8\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col9\" class=\"data row6 col9\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col10\" class=\"data row6 col10\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col11\" class=\"data row6 col11\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col12\" class=\"data row6 col12\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col13\" class=\"data row6 col13\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col14\" class=\"data row6 col14\" >1</td>\n",
       "      <td id=\"T_0d073_row6_col15\" class=\"data row6 col15\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col16\" class=\"data row6 col16\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col17\" class=\"data row6 col17\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col18\" class=\"data row6 col18\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col19\" class=\"data row6 col19\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col20\" class=\"data row6 col20\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col21\" class=\"data row6 col21\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col22\" class=\"data row6 col22\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col23\" class=\"data row6 col23\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col24\" class=\"data row6 col24\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col25\" class=\"data row6 col25\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col26\" class=\"data row6 col26\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col27\" class=\"data row6 col27\" >1</td>\n",
       "      <td id=\"T_0d073_row6_col28\" class=\"data row6 col28\" >1</td>\n",
       "      <td id=\"T_0d073_row6_col29\" class=\"data row6 col29\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col30\" class=\"data row6 col30\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col31\" class=\"data row6 col31\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col32\" class=\"data row6 col32\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col33\" class=\"data row6 col33\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col34\" class=\"data row6 col34\" >0</td>\n",
       "      <td id=\"T_0d073_row6_col35\" class=\"data row6 col35\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_0d073_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_0d073_row7_col0\" class=\"data row7 col0\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col1\" class=\"data row7 col1\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col2\" class=\"data row7 col2\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col3\" class=\"data row7 col3\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col4\" class=\"data row7 col4\" >1</td>\n",
       "      <td id=\"T_0d073_row7_col5\" class=\"data row7 col5\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col6\" class=\"data row7 col6\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col7\" class=\"data row7 col7\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col8\" class=\"data row7 col8\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col9\" class=\"data row7 col9\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col10\" class=\"data row7 col10\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col11\" class=\"data row7 col11\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col12\" class=\"data row7 col12\" >1</td>\n",
       "      <td id=\"T_0d073_row7_col13\" class=\"data row7 col13\" >1</td>\n",
       "      <td id=\"T_0d073_row7_col14\" class=\"data row7 col14\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col15\" class=\"data row7 col15\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col16\" class=\"data row7 col16\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col17\" class=\"data row7 col17\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col18\" class=\"data row7 col18\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col19\" class=\"data row7 col19\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col20\" class=\"data row7 col20\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col21\" class=\"data row7 col21\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col22\" class=\"data row7 col22\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col23\" class=\"data row7 col23\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col24\" class=\"data row7 col24\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col25\" class=\"data row7 col25\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col26\" class=\"data row7 col26\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col27\" class=\"data row7 col27\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col28\" class=\"data row7 col28\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col29\" class=\"data row7 col29\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col30\" class=\"data row7 col30\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col31\" class=\"data row7 col31\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col32\" class=\"data row7 col32\" >1</td>\n",
       "      <td id=\"T_0d073_row7_col33\" class=\"data row7 col33\" >1</td>\n",
       "      <td id=\"T_0d073_row7_col34\" class=\"data row7 col34\" >0</td>\n",
       "      <td id=\"T_0d073_row7_col35\" class=\"data row7 col35\" >0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x134b4e990>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# display_transform_dtm  함수가 잘 만들어졌는지 확인합니다.\n",
    "display_transform_dtm(cvect, corpus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "id": "AwUe4xXfPyYj"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['거리두기' '거리두기 안내입니다' '거리두기와' '거리두기와 코로나' '거리두기와 코로나 상생지원금'\n",
      " '거리두기와 코로나 상생지원금 문의입니다' '문의입니다' '버스' '버스 운행시간' '버스 운행시간 문의입니다' '버스 터미널'\n",
      " '버스 터미널 위치' '버스 터미널 위치 안내입니다' '상생지원금' '상생지원금 문의입니다' '선별진료소' '선별진료소 문의입니다'\n",
      " '승강장' '승강장 문의입니다' '안내입니다' '요금' '요금 문의입니다' '운행시간' '운행시간 문의입니다' '운행시간과'\n",
      " '운행시간과 지하철' '운행시간과 지하철 요금' '운행시간과 지하철 요금 문의입니다' '위치' '위치 안내입니다' '지하철'\n",
      " '지하철 승강장' '지하철 승강장 문의입니다' '지하철 요금' '지하철 요금 문의입니다' '지하철 운행시간과'\n",
      " '지하철 운행시간과 지하철' '지하철 운행시간과 지하철 요금' '지하철 운행시간과 지하철 요금 문의입니다' '코로나'\n",
      " '코로나 거리두기' '코로나 거리두기 안내입니다' '코로나 거리두기와' '코로나 거리두기와 코로나'\n",
      " '코로나 거리두기와 코로나 상생지원금' '코로나 거리두기와 코로나 상생지원금 문의입니다' '코로나 상생지원금'\n",
      " '코로나 상생지원금 문의입니다' '코로나 선별진료소' '코로나 선별진료소 문의입니다' '택시' '택시 승강장'\n",
      " '택시 승강장 문의입니다' '터미널' '터미널 위치' '터미널 위치 안내입니다']\n"
     ]
    },
    {
     "data": {
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#T_5b92e_row1_col5, #T_5b92e_row1_col7, #T_5b92e_row1_col8, #T_5b92e_row1_col9, #T_5b92e_row1_col10, #T_5b92e_row1_col11, #T_5b92e_row1_col12, #T_5b92e_row1_col13, #T_5b92e_row1_col14, #T_5b92e_row1_col15, #T_5b92e_row1_col16, #T_5b92e_row1_col17, #T_5b92e_row1_col18, #T_5b92e_row1_col19, #T_5b92e_row1_col22, #T_5b92e_row1_col23, #T_5b92e_row1_col28, #T_5b92e_row1_col29, #T_5b92e_row1_col31, #T_5b92e_row1_col32, #T_5b92e_row1_col39, #T_5b92e_row1_col40, #T_5b92e_row1_col41, #T_5b92e_row1_col42, #T_5b92e_row1_col43, #T_5b92e_row1_col44, #T_5b92e_row1_col45, #T_5b92e_row1_col46, #T_5b92e_row1_col47, #T_5b92e_row1_col48, #T_5b92e_row1_col49, #T_5b92e_row1_col50, #T_5b92e_row1_col51, #T_5b92e_row1_col52, #T_5b92e_row1_col53, #T_5b92e_row1_col54, #T_5b92e_row1_col55, #T_5b92e_row2_col0, #T_5b92e_row2_col1, #T_5b92e_row2_col2, #T_5b92e_row2_col3, #T_5b92e_row2_col4, #T_5b92e_row2_col5, #T_5b92e_row2_col7, #T_5b92e_row2_col8, #T_5b92e_row2_col9, #T_5b92e_row2_col10, #T_5b92e_row2_col11, #T_5b92e_row2_col12, #T_5b92e_row2_col13, #T_5b92e_row2_col14, #T_5b92e_row2_col15, #T_5b92e_row2_col16, #T_5b92e_row2_col19, #T_5b92e_row2_col20, #T_5b92e_row2_col21, #T_5b92e_row2_col22, #T_5b92e_row2_col23, #T_5b92e_row2_col24, #T_5b92e_row2_col25, #T_5b92e_row2_col26, #T_5b92e_row2_col27, #T_5b92e_row2_col28, #T_5b92e_row2_col29, #T_5b92e_row2_col33, #T_5b92e_row2_col34, #T_5b92e_row2_col35, #T_5b92e_row2_col36, #T_5b92e_row2_col37, #T_5b92e_row2_col38, #T_5b92e_row2_col39, #T_5b92e_row2_col40, #T_5b92e_row2_col41, #T_5b92e_row2_col42, #T_5b92e_row2_col43, #T_5b92e_row2_col44, #T_5b92e_row2_col45, #T_5b92e_row2_col46, #T_5b92e_row2_col47, #T_5b92e_row2_col48, #T_5b92e_row2_col49, #T_5b92e_row2_col50, #T_5b92e_row2_col51, #T_5b92e_row2_col52, #T_5b92e_row2_col53, #T_5b92e_row2_col54, #T_5b92e_row2_col55, #T_5b92e_row3_col0, #T_5b92e_row3_col1, #T_5b92e_row3_col2, #T_5b92e_row3_col3, #T_5b92e_row3_col4, #T_5b92e_row3_col5, #T_5b92e_row3_col7, #T_5b92e_row3_col8, #T_5b92e_row3_col9, #T_5b92e_row3_col10, #T_5b92e_row3_col11, #T_5b92e_row3_col12, #T_5b92e_row3_col13, #T_5b92e_row3_col14, #T_5b92e_row3_col17, #T_5b92e_row3_col18, #T_5b92e_row3_col19, #T_5b92e_row3_col20, #T_5b92e_row3_col21, #T_5b92e_row3_col22, #T_5b92e_row3_col23, #T_5b92e_row3_col24, #T_5b92e_row3_col25, #T_5b92e_row3_col26, #T_5b92e_row3_col27, #T_5b92e_row3_col28, #T_5b92e_row3_col29, #T_5b92e_row3_col30, #T_5b92e_row3_col31, #T_5b92e_row3_col32, #T_5b92e_row3_col33, #T_5b92e_row3_col34, #T_5b92e_row3_col35, #T_5b92e_row3_col36, #T_5b92e_row3_col37, #T_5b92e_row3_col38, #T_5b92e_row3_col40, #T_5b92e_row3_col41, #T_5b92e_row3_col42, #T_5b92e_row3_col43, #T_5b92e_row3_col44, #T_5b92e_row3_col45, #T_5b92e_row3_col46, #T_5b92e_row3_col47, #T_5b92e_row3_col50, #T_5b92e_row3_col51, #T_5b92e_row3_col52, #T_5b92e_row3_col53, #T_5b92e_row3_col54, #T_5b92e_row3_col55, #T_5b92e_row4_col0, #T_5b92e_row4_col1, #T_5b92e_row4_col2, #T_5b92e_row4_col3, #T_5b92e_row4_col4, #T_5b92e_row4_col5, #T_5b92e_row4_col10, #T_5b92e_row4_col11, #T_5b92e_row4_col12, #T_5b92e_row4_col13, #T_5b92e_row4_col14, #T_5b92e_row4_col15, #T_5b92e_row4_col16, #T_5b92e_row4_col17, #T_5b92e_row4_col18, #T_5b92e_row4_col19, #T_5b92e_row4_col20, #T_5b92e_row4_col21, #T_5b92e_row4_col24, #T_5b92e_row4_col25, #T_5b92e_row4_col26, #T_5b92e_row4_col27, #T_5b92e_row4_col28, #T_5b92e_row4_col29, #T_5b92e_row4_col30, #T_5b92e_row4_col31, #T_5b92e_row4_col32, #T_5b92e_row4_col33, #T_5b92e_row4_col34, #T_5b92e_row4_col35, #T_5b92e_row4_col36, #T_5b92e_row4_col37, #T_5b92e_row4_col38, #T_5b92e_row4_col39, #T_5b92e_row4_col40, #T_5b92e_row4_col41, #T_5b92e_row4_col42, #T_5b92e_row4_col43, #T_5b92e_row4_col44, #T_5b92e_row4_col45, #T_5b92e_row4_col46, #T_5b92e_row4_col47, #T_5b92e_row4_col48, #T_5b92e_row4_col49, #T_5b92e_row4_col50, #T_5b92e_row4_col51, #T_5b92e_row4_col52, #T_5b92e_row4_col53, #T_5b92e_row4_col54, #T_5b92e_row4_col55, #T_5b92e_row5_col0, #T_5b92e_row5_col1, #T_5b92e_row5_col2, #T_5b92e_row5_col3, #T_5b92e_row5_col4, #T_5b92e_row5_col5, #T_5b92e_row5_col6, #T_5b92e_row5_col8, #T_5b92e_row5_col9, #T_5b92e_row5_col13, #T_5b92e_row5_col14, #T_5b92e_row5_col15, #T_5b92e_row5_col16, #T_5b92e_row5_col17, #T_5b92e_row5_col18, #T_5b92e_row5_col20, #T_5b92e_row5_col21, #T_5b92e_row5_col22, #T_5b92e_row5_col23, #T_5b92e_row5_col24, #T_5b92e_row5_col25, #T_5b92e_row5_col26, #T_5b92e_row5_col27, #T_5b92e_row5_col30, #T_5b92e_row5_col31, #T_5b92e_row5_col32, #T_5b92e_row5_col33, #T_5b92e_row5_col34, #T_5b92e_row5_col35, #T_5b92e_row5_col36, #T_5b92e_row5_col37, #T_5b92e_row5_col38, #T_5b92e_row5_col39, #T_5b92e_row5_col40, #T_5b92e_row5_col41, #T_5b92e_row5_col42, #T_5b92e_row5_col43, #T_5b92e_row5_col44, #T_5b92e_row5_col45, #T_5b92e_row5_col46, #T_5b92e_row5_col47, #T_5b92e_row5_col48, #T_5b92e_row5_col49, #T_5b92e_row5_col50, #T_5b92e_row5_col51, #T_5b92e_row5_col52, #T_5b92e_row6_col2, #T_5b92e_row6_col3, #T_5b92e_row6_col4, #T_5b92e_row6_col5, #T_5b92e_row6_col6, #T_5b92e_row6_col7, #T_5b92e_row6_col8, #T_5b92e_row6_col9, #T_5b92e_row6_col10, #T_5b92e_row6_col11, #T_5b92e_row6_col12, #T_5b92e_row6_col13, #T_5b92e_row6_col14, #T_5b92e_row6_col15, #T_5b92e_row6_col16, #T_5b92e_row6_col17, #T_5b92e_row6_col18, #T_5b92e_row6_col20, #T_5b92e_row6_col21, #T_5b92e_row6_col22, #T_5b92e_row6_col23, #T_5b92e_row6_col24, #T_5b92e_row6_col25, #T_5b92e_row6_col26, #T_5b92e_row6_col27, #T_5b92e_row6_col28, #T_5b92e_row6_col29, #T_5b92e_row6_col30, #T_5b92e_row6_col31, #T_5b92e_row6_col32, #T_5b92e_row6_col33, #T_5b92e_row6_col34, #T_5b92e_row6_col35, #T_5b92e_row6_col36, #T_5b92e_row6_col37, #T_5b92e_row6_col38, #T_5b92e_row6_col42, #T_5b92e_row6_col43, #T_5b92e_row6_col44, #T_5b92e_row6_col45, #T_5b92e_row6_col46, #T_5b92e_row6_col47, #T_5b92e_row6_col48, #T_5b92e_row6_col49, #T_5b92e_row6_col50, #T_5b92e_row6_col51, #T_5b92e_row6_col52, #T_5b92e_row6_col53, #T_5b92e_row6_col54, #T_5b92e_row6_col55, #T_5b92e_row7_col0, #T_5b92e_row7_col1, #T_5b92e_row7_col2, #T_5b92e_row7_col3, #T_5b92e_row7_col4, #T_5b92e_row7_col5, #T_5b92e_row7_col7, #T_5b92e_row7_col8, #T_5b92e_row7_col9, #T_5b92e_row7_col10, #T_5b92e_row7_col11, #T_5b92e_row7_col12, #T_5b92e_row7_col13, #T_5b92e_row7_col14, #T_5b92e_row7_col15, #T_5b92e_row7_col16, #T_5b92e_row7_col19, #T_5b92e_row7_col20, #T_5b92e_row7_col21, #T_5b92e_row7_col22, #T_5b92e_row7_col23, #T_5b92e_row7_col24, #T_5b92e_row7_col25, #T_5b92e_row7_col26, #T_5b92e_row7_col27, #T_5b92e_row7_col28, #T_5b92e_row7_col29, #T_5b92e_row7_col30, #T_5b92e_row7_col31, #T_5b92e_row7_col32, #T_5b92e_row7_col33, #T_5b92e_row7_col34, #T_5b92e_row7_col35, #T_5b92e_row7_col36, #T_5b92e_row7_col37, #T_5b92e_row7_col38, #T_5b92e_row7_col39, #T_5b92e_row7_col40, #T_5b92e_row7_col41, #T_5b92e_row7_col42, #T_5b92e_row7_col43, #T_5b92e_row7_col44, #T_5b92e_row7_col45, #T_5b92e_row7_col46, #T_5b92e_row7_col47, #T_5b92e_row7_col48, #T_5b92e_row7_col49, #T_5b92e_row7_col53, #T_5b92e_row7_col54, #T_5b92e_row7_col55 {\n",
       "  background-color: #fff7fb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_5b92e_row0_col2, #T_5b92e_row0_col3, #T_5b92e_row0_col4, #T_5b92e_row0_col5, #T_5b92e_row0_col6, #T_5b92e_row0_col13, #T_5b92e_row0_col14, #T_5b92e_row0_col39, #T_5b92e_row0_col42, #T_5b92e_row0_col43, #T_5b92e_row0_col44, #T_5b92e_row0_col45, #T_5b92e_row0_col46, #T_5b92e_row0_col47, #T_5b92e_row1_col6, #T_5b92e_row1_col20, #T_5b92e_row1_col21, #T_5b92e_row1_col24, #T_5b92e_row1_col25, #T_5b92e_row1_col26, #T_5b92e_row1_col27, #T_5b92e_row1_col30, #T_5b92e_row1_col33, #T_5b92e_row1_col34, #T_5b92e_row1_col35, #T_5b92e_row1_col36, #T_5b92e_row1_col37, #T_5b92e_row1_col38, #T_5b92e_row2_col6, #T_5b92e_row2_col17, #T_5b92e_row2_col18, #T_5b92e_row2_col31, #T_5b92e_row2_col32, #T_5b92e_row3_col6, #T_5b92e_row3_col15, #T_5b92e_row3_col16, #T_5b92e_row3_col48, #T_5b92e_row3_col49, #T_5b92e_row4_col6, #T_5b92e_row4_col7, #T_5b92e_row4_col8, #T_5b92e_row4_col9, #T_5b92e_row4_col22, #T_5b92e_row4_col23, #T_5b92e_row5_col7, #T_5b92e_row5_col10, #T_5b92e_row5_col11, #T_5b92e_row5_col12, #T_5b92e_row5_col19, #T_5b92e_row5_col28, #T_5b92e_row5_col29, #T_5b92e_row5_col53, #T_5b92e_row5_col54, #T_5b92e_row5_col55, #T_5b92e_row6_col0, #T_5b92e_row6_col1, #T_5b92e_row6_col19, #T_5b92e_row6_col40, #T_5b92e_row6_col41, #T_5b92e_row7_col6, #T_5b92e_row7_col17, #T_5b92e_row7_col18, #T_5b92e_row7_col50, #T_5b92e_row7_col51, #T_5b92e_row7_col52 {\n",
       "  background-color: #023858;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_5b92e_row2_col30, #T_5b92e_row3_col39, #T_5b92e_row6_col39 {\n",
       "  background-color: #73a9cf;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_5b92e\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_5b92e_level0_col0\" class=\"col_heading level0 col0\" >거리두기</th>\n",
       "      <th id=\"T_5b92e_level0_col1\" class=\"col_heading level0 col1\" >거리두기 안내입니다</th>\n",
       "      <th id=\"T_5b92e_level0_col2\" class=\"col_heading level0 col2\" >거리두기와</th>\n",
       "      <th id=\"T_5b92e_level0_col3\" class=\"col_heading level0 col3\" >거리두기와 코로나</th>\n",
       "      <th id=\"T_5b92e_level0_col4\" class=\"col_heading level0 col4\" >거리두기와 코로나 상생지원금</th>\n",
       "      <th id=\"T_5b92e_level0_col5\" class=\"col_heading level0 col5\" >거리두기와 코로나 상생지원금 문의입니다</th>\n",
       "      <th id=\"T_5b92e_level0_col6\" class=\"col_heading level0 col6\" >문의입니다</th>\n",
       "      <th id=\"T_5b92e_level0_col7\" class=\"col_heading level0 col7\" >버스</th>\n",
       "      <th id=\"T_5b92e_level0_col8\" class=\"col_heading level0 col8\" >버스 운행시간</th>\n",
       "      <th id=\"T_5b92e_level0_col9\" class=\"col_heading level0 col9\" >버스 운행시간 문의입니다</th>\n",
       "      <th id=\"T_5b92e_level0_col10\" class=\"col_heading level0 col10\" >버스 터미널</th>\n",
       "      <th id=\"T_5b92e_level0_col11\" class=\"col_heading level0 col11\" >버스 터미널 위치</th>\n",
       "      <th id=\"T_5b92e_level0_col12\" class=\"col_heading level0 col12\" >버스 터미널 위치 안내입니다</th>\n",
       "      <th id=\"T_5b92e_level0_col13\" class=\"col_heading level0 col13\" >상생지원금</th>\n",
       "      <th id=\"T_5b92e_level0_col14\" class=\"col_heading level0 col14\" >상생지원금 문의입니다</th>\n",
       "      <th id=\"T_5b92e_level0_col15\" class=\"col_heading level0 col15\" >선별진료소</th>\n",
       "      <th id=\"T_5b92e_level0_col16\" class=\"col_heading level0 col16\" >선별진료소 문의입니다</th>\n",
       "      <th id=\"T_5b92e_level0_col17\" class=\"col_heading level0 col17\" >승강장</th>\n",
       "      <th id=\"T_5b92e_level0_col18\" class=\"col_heading level0 col18\" >승강장 문의입니다</th>\n",
       "      <th id=\"T_5b92e_level0_col19\" class=\"col_heading level0 col19\" >안내입니다</th>\n",
       "      <th id=\"T_5b92e_level0_col20\" class=\"col_heading level0 col20\" >요금</th>\n",
       "      <th id=\"T_5b92e_level0_col21\" class=\"col_heading level0 col21\" >요금 문의입니다</th>\n",
       "      <th id=\"T_5b92e_level0_col22\" class=\"col_heading level0 col22\" >운행시간</th>\n",
       "      <th id=\"T_5b92e_level0_col23\" class=\"col_heading level0 col23\" >운행시간 문의입니다</th>\n",
       "      <th id=\"T_5b92e_level0_col24\" class=\"col_heading level0 col24\" >운행시간과</th>\n",
       "      <th id=\"T_5b92e_level0_col25\" class=\"col_heading level0 col25\" >운행시간과 지하철</th>\n",
       "      <th id=\"T_5b92e_level0_col26\" class=\"col_heading level0 col26\" >운행시간과 지하철 요금</th>\n",
       "      <th id=\"T_5b92e_level0_col27\" class=\"col_heading level0 col27\" >운행시간과 지하철 요금 문의입니다</th>\n",
       "      <th id=\"T_5b92e_level0_col28\" class=\"col_heading level0 col28\" >위치</th>\n",
       "      <th id=\"T_5b92e_level0_col29\" class=\"col_heading level0 col29\" >위치 안내입니다</th>\n",
       "      <th id=\"T_5b92e_level0_col30\" class=\"col_heading level0 col30\" >지하철</th>\n",
       "      <th id=\"T_5b92e_level0_col31\" class=\"col_heading level0 col31\" >지하철 승강장</th>\n",
       "      <th id=\"T_5b92e_level0_col32\" class=\"col_heading level0 col32\" >지하철 승강장 문의입니다</th>\n",
       "      <th id=\"T_5b92e_level0_col33\" class=\"col_heading level0 col33\" >지하철 요금</th>\n",
       "      <th id=\"T_5b92e_level0_col34\" class=\"col_heading level0 col34\" >지하철 요금 문의입니다</th>\n",
       "      <th id=\"T_5b92e_level0_col35\" class=\"col_heading level0 col35\" >지하철 운행시간과</th>\n",
       "      <th id=\"T_5b92e_level0_col36\" class=\"col_heading level0 col36\" >지하철 운행시간과 지하철</th>\n",
       "      <th id=\"T_5b92e_level0_col37\" class=\"col_heading level0 col37\" >지하철 운행시간과 지하철 요금</th>\n",
       "      <th id=\"T_5b92e_level0_col38\" class=\"col_heading level0 col38\" >지하철 운행시간과 지하철 요금 문의입니다</th>\n",
       "      <th id=\"T_5b92e_level0_col39\" class=\"col_heading level0 col39\" >코로나</th>\n",
       "      <th id=\"T_5b92e_level0_col40\" class=\"col_heading level0 col40\" >코로나 거리두기</th>\n",
       "      <th id=\"T_5b92e_level0_col41\" class=\"col_heading level0 col41\" >코로나 거리두기 안내입니다</th>\n",
       "      <th id=\"T_5b92e_level0_col42\" class=\"col_heading level0 col42\" >코로나 거리두기와</th>\n",
       "      <th id=\"T_5b92e_level0_col43\" class=\"col_heading level0 col43\" >코로나 거리두기와 코로나</th>\n",
       "      <th id=\"T_5b92e_level0_col44\" class=\"col_heading level0 col44\" >코로나 거리두기와 코로나 상생지원금</th>\n",
       "      <th id=\"T_5b92e_level0_col45\" class=\"col_heading level0 col45\" >코로나 거리두기와 코로나 상생지원금 문의입니다</th>\n",
       "      <th id=\"T_5b92e_level0_col46\" class=\"col_heading level0 col46\" >코로나 상생지원금</th>\n",
       "      <th id=\"T_5b92e_level0_col47\" class=\"col_heading level0 col47\" >코로나 상생지원금 문의입니다</th>\n",
       "      <th id=\"T_5b92e_level0_col48\" class=\"col_heading level0 col48\" >코로나 선별진료소</th>\n",
       "      <th id=\"T_5b92e_level0_col49\" class=\"col_heading level0 col49\" >코로나 선별진료소 문의입니다</th>\n",
       "      <th id=\"T_5b92e_level0_col50\" class=\"col_heading level0 col50\" >택시</th>\n",
       "      <th id=\"T_5b92e_level0_col51\" class=\"col_heading level0 col51\" >택시 승강장</th>\n",
       "      <th id=\"T_5b92e_level0_col52\" class=\"col_heading level0 col52\" >택시 승강장 문의입니다</th>\n",
       "      <th id=\"T_5b92e_level0_col53\" class=\"col_heading level0 col53\" >터미널</th>\n",
       "      <th id=\"T_5b92e_level0_col54\" class=\"col_heading level0 col54\" >터미널 위치</th>\n",
       "      <th id=\"T_5b92e_level0_col55\" class=\"col_heading level0 col55\" >터미널 위치 안내입니다</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_5b92e_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_5b92e_row0_col0\" class=\"data row0 col0\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col1\" class=\"data row0 col1\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col2\" class=\"data row0 col2\" >1</td>\n",
       "      <td id=\"T_5b92e_row0_col3\" class=\"data row0 col3\" >1</td>\n",
       "      <td id=\"T_5b92e_row0_col4\" class=\"data row0 col4\" >1</td>\n",
       "      <td id=\"T_5b92e_row0_col5\" class=\"data row0 col5\" >1</td>\n",
       "      <td id=\"T_5b92e_row0_col6\" class=\"data row0 col6\" >1</td>\n",
       "      <td id=\"T_5b92e_row0_col7\" class=\"data row0 col7\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col8\" class=\"data row0 col8\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col9\" class=\"data row0 col9\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col10\" class=\"data row0 col10\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col11\" class=\"data row0 col11\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col12\" class=\"data row0 col12\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col13\" class=\"data row0 col13\" >1</td>\n",
       "      <td id=\"T_5b92e_row0_col14\" class=\"data row0 col14\" >1</td>\n",
       "      <td id=\"T_5b92e_row0_col15\" class=\"data row0 col15\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col16\" class=\"data row0 col16\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col17\" class=\"data row0 col17\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col18\" class=\"data row0 col18\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col19\" class=\"data row0 col19\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col20\" class=\"data row0 col20\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col21\" class=\"data row0 col21\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col22\" class=\"data row0 col22\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col23\" class=\"data row0 col23\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col24\" class=\"data row0 col24\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col25\" class=\"data row0 col25\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col26\" class=\"data row0 col26\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col27\" class=\"data row0 col27\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col28\" class=\"data row0 col28\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col29\" class=\"data row0 col29\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col30\" class=\"data row0 col30\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col31\" class=\"data row0 col31\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col32\" class=\"data row0 col32\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col33\" class=\"data row0 col33\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col34\" class=\"data row0 col34\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col35\" class=\"data row0 col35\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col36\" class=\"data row0 col36\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col37\" class=\"data row0 col37\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col38\" class=\"data row0 col38\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col39\" class=\"data row0 col39\" >2</td>\n",
       "      <td id=\"T_5b92e_row0_col40\" class=\"data row0 col40\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col41\" class=\"data row0 col41\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col42\" class=\"data row0 col42\" >1</td>\n",
       "      <td id=\"T_5b92e_row0_col43\" class=\"data row0 col43\" >1</td>\n",
       "      <td id=\"T_5b92e_row0_col44\" class=\"data row0 col44\" >1</td>\n",
       "      <td id=\"T_5b92e_row0_col45\" class=\"data row0 col45\" >1</td>\n",
       "      <td id=\"T_5b92e_row0_col46\" class=\"data row0 col46\" >1</td>\n",
       "      <td id=\"T_5b92e_row0_col47\" class=\"data row0 col47\" >1</td>\n",
       "      <td id=\"T_5b92e_row0_col48\" class=\"data row0 col48\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col49\" class=\"data row0 col49\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col50\" class=\"data row0 col50\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col51\" class=\"data row0 col51\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col52\" class=\"data row0 col52\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col53\" class=\"data row0 col53\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col54\" class=\"data row0 col54\" >0</td>\n",
       "      <td id=\"T_5b92e_row0_col55\" class=\"data row0 col55\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b92e_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_5b92e_row1_col0\" class=\"data row1 col0\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col1\" class=\"data row1 col1\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col2\" class=\"data row1 col2\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col3\" class=\"data row1 col3\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col4\" class=\"data row1 col4\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col5\" class=\"data row1 col5\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col6\" class=\"data row1 col6\" >1</td>\n",
       "      <td id=\"T_5b92e_row1_col7\" class=\"data row1 col7\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col8\" class=\"data row1 col8\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col9\" class=\"data row1 col9\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col10\" class=\"data row1 col10\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col11\" class=\"data row1 col11\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col12\" class=\"data row1 col12\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col13\" class=\"data row1 col13\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col14\" class=\"data row1 col14\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col15\" class=\"data row1 col15\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col16\" class=\"data row1 col16\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col17\" class=\"data row1 col17\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col18\" class=\"data row1 col18\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col19\" class=\"data row1 col19\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col20\" class=\"data row1 col20\" >1</td>\n",
       "      <td id=\"T_5b92e_row1_col21\" class=\"data row1 col21\" >1</td>\n",
       "      <td id=\"T_5b92e_row1_col22\" class=\"data row1 col22\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col23\" class=\"data row1 col23\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col24\" class=\"data row1 col24\" >1</td>\n",
       "      <td id=\"T_5b92e_row1_col25\" class=\"data row1 col25\" >1</td>\n",
       "      <td id=\"T_5b92e_row1_col26\" class=\"data row1 col26\" >1</td>\n",
       "      <td id=\"T_5b92e_row1_col27\" class=\"data row1 col27\" >1</td>\n",
       "      <td id=\"T_5b92e_row1_col28\" class=\"data row1 col28\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col29\" class=\"data row1 col29\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col30\" class=\"data row1 col30\" >2</td>\n",
       "      <td id=\"T_5b92e_row1_col31\" class=\"data row1 col31\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col32\" class=\"data row1 col32\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col33\" class=\"data row1 col33\" >1</td>\n",
       "      <td id=\"T_5b92e_row1_col34\" class=\"data row1 col34\" >1</td>\n",
       "      <td id=\"T_5b92e_row1_col35\" class=\"data row1 col35\" >1</td>\n",
       "      <td id=\"T_5b92e_row1_col36\" class=\"data row1 col36\" >1</td>\n",
       "      <td id=\"T_5b92e_row1_col37\" class=\"data row1 col37\" >1</td>\n",
       "      <td id=\"T_5b92e_row1_col38\" class=\"data row1 col38\" >1</td>\n",
       "      <td id=\"T_5b92e_row1_col39\" class=\"data row1 col39\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col40\" class=\"data row1 col40\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col41\" class=\"data row1 col41\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col42\" class=\"data row1 col42\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col43\" class=\"data row1 col43\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col44\" class=\"data row1 col44\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col45\" class=\"data row1 col45\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col46\" class=\"data row1 col46\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col47\" class=\"data row1 col47\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col48\" class=\"data row1 col48\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col49\" class=\"data row1 col49\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col50\" class=\"data row1 col50\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col51\" class=\"data row1 col51\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col52\" class=\"data row1 col52\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col53\" class=\"data row1 col53\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col54\" class=\"data row1 col54\" >0</td>\n",
       "      <td id=\"T_5b92e_row1_col55\" class=\"data row1 col55\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b92e_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_5b92e_row2_col0\" class=\"data row2 col0\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col1\" class=\"data row2 col1\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col2\" class=\"data row2 col2\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col3\" class=\"data row2 col3\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col4\" class=\"data row2 col4\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col5\" class=\"data row2 col5\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col6\" class=\"data row2 col6\" >1</td>\n",
       "      <td id=\"T_5b92e_row2_col7\" class=\"data row2 col7\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col8\" class=\"data row2 col8\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col9\" class=\"data row2 col9\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col10\" class=\"data row2 col10\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col11\" class=\"data row2 col11\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col12\" class=\"data row2 col12\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col13\" class=\"data row2 col13\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col14\" class=\"data row2 col14\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col15\" class=\"data row2 col15\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col16\" class=\"data row2 col16\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col17\" class=\"data row2 col17\" >1</td>\n",
       "      <td id=\"T_5b92e_row2_col18\" class=\"data row2 col18\" >1</td>\n",
       "      <td id=\"T_5b92e_row2_col19\" class=\"data row2 col19\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col20\" class=\"data row2 col20\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col21\" class=\"data row2 col21\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col22\" class=\"data row2 col22\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col23\" class=\"data row2 col23\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col24\" class=\"data row2 col24\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col25\" class=\"data row2 col25\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col26\" class=\"data row2 col26\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col27\" class=\"data row2 col27\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col28\" class=\"data row2 col28\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col29\" class=\"data row2 col29\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col30\" class=\"data row2 col30\" >1</td>\n",
       "      <td id=\"T_5b92e_row2_col31\" class=\"data row2 col31\" >1</td>\n",
       "      <td id=\"T_5b92e_row2_col32\" class=\"data row2 col32\" >1</td>\n",
       "      <td id=\"T_5b92e_row2_col33\" class=\"data row2 col33\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col34\" class=\"data row2 col34\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col35\" class=\"data row2 col35\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col36\" class=\"data row2 col36\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col37\" class=\"data row2 col37\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col38\" class=\"data row2 col38\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col39\" class=\"data row2 col39\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col40\" class=\"data row2 col40\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col41\" class=\"data row2 col41\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col42\" class=\"data row2 col42\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col43\" class=\"data row2 col43\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col44\" class=\"data row2 col44\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col45\" class=\"data row2 col45\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col46\" class=\"data row2 col46\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col47\" class=\"data row2 col47\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col48\" class=\"data row2 col48\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col49\" class=\"data row2 col49\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col50\" class=\"data row2 col50\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col51\" class=\"data row2 col51\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col52\" class=\"data row2 col52\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col53\" class=\"data row2 col53\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col54\" class=\"data row2 col54\" >0</td>\n",
       "      <td id=\"T_5b92e_row2_col55\" class=\"data row2 col55\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b92e_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_5b92e_row3_col0\" class=\"data row3 col0\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col1\" class=\"data row3 col1\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col2\" class=\"data row3 col2\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col3\" class=\"data row3 col3\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col4\" class=\"data row3 col4\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col5\" class=\"data row3 col5\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col6\" class=\"data row3 col6\" >1</td>\n",
       "      <td id=\"T_5b92e_row3_col7\" class=\"data row3 col7\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col8\" class=\"data row3 col8\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col9\" class=\"data row3 col9\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col10\" class=\"data row3 col10\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col11\" class=\"data row3 col11\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col12\" class=\"data row3 col12\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col13\" class=\"data row3 col13\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col14\" class=\"data row3 col14\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col15\" class=\"data row3 col15\" >1</td>\n",
       "      <td id=\"T_5b92e_row3_col16\" class=\"data row3 col16\" >1</td>\n",
       "      <td id=\"T_5b92e_row3_col17\" class=\"data row3 col17\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col18\" class=\"data row3 col18\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col19\" class=\"data row3 col19\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col20\" class=\"data row3 col20\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col21\" class=\"data row3 col21\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col22\" class=\"data row3 col22\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col23\" class=\"data row3 col23\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col24\" class=\"data row3 col24\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col25\" class=\"data row3 col25\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col26\" class=\"data row3 col26\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col27\" class=\"data row3 col27\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col28\" class=\"data row3 col28\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col29\" class=\"data row3 col29\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col30\" class=\"data row3 col30\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col31\" class=\"data row3 col31\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col32\" class=\"data row3 col32\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col33\" class=\"data row3 col33\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col34\" class=\"data row3 col34\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col35\" class=\"data row3 col35\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col36\" class=\"data row3 col36\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col37\" class=\"data row3 col37\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col38\" class=\"data row3 col38\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col39\" class=\"data row3 col39\" >1</td>\n",
       "      <td id=\"T_5b92e_row3_col40\" class=\"data row3 col40\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col41\" class=\"data row3 col41\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col42\" class=\"data row3 col42\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col43\" class=\"data row3 col43\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col44\" class=\"data row3 col44\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col45\" class=\"data row3 col45\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col46\" class=\"data row3 col46\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col47\" class=\"data row3 col47\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col48\" class=\"data row3 col48\" >1</td>\n",
       "      <td id=\"T_5b92e_row3_col49\" class=\"data row3 col49\" >1</td>\n",
       "      <td id=\"T_5b92e_row3_col50\" class=\"data row3 col50\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col51\" class=\"data row3 col51\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col52\" class=\"data row3 col52\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col53\" class=\"data row3 col53\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col54\" class=\"data row3 col54\" >0</td>\n",
       "      <td id=\"T_5b92e_row3_col55\" class=\"data row3 col55\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b92e_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_5b92e_row4_col0\" class=\"data row4 col0\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col1\" class=\"data row4 col1\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col2\" class=\"data row4 col2\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col3\" class=\"data row4 col3\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col4\" class=\"data row4 col4\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col5\" class=\"data row4 col5\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col6\" class=\"data row4 col6\" >1</td>\n",
       "      <td id=\"T_5b92e_row4_col7\" class=\"data row4 col7\" >1</td>\n",
       "      <td id=\"T_5b92e_row4_col8\" class=\"data row4 col8\" >1</td>\n",
       "      <td id=\"T_5b92e_row4_col9\" class=\"data row4 col9\" >1</td>\n",
       "      <td id=\"T_5b92e_row4_col10\" class=\"data row4 col10\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col11\" class=\"data row4 col11\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col12\" class=\"data row4 col12\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col13\" class=\"data row4 col13\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col14\" class=\"data row4 col14\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col15\" class=\"data row4 col15\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col16\" class=\"data row4 col16\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col17\" class=\"data row4 col17\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col18\" class=\"data row4 col18\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col19\" class=\"data row4 col19\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col20\" class=\"data row4 col20\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col21\" class=\"data row4 col21\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col22\" class=\"data row4 col22\" >1</td>\n",
       "      <td id=\"T_5b92e_row4_col23\" class=\"data row4 col23\" >1</td>\n",
       "      <td id=\"T_5b92e_row4_col24\" class=\"data row4 col24\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col25\" class=\"data row4 col25\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col26\" class=\"data row4 col26\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col27\" class=\"data row4 col27\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col28\" class=\"data row4 col28\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col29\" class=\"data row4 col29\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col30\" class=\"data row4 col30\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col31\" class=\"data row4 col31\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col32\" class=\"data row4 col32\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col33\" class=\"data row4 col33\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col34\" class=\"data row4 col34\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col35\" class=\"data row4 col35\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col36\" class=\"data row4 col36\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col37\" class=\"data row4 col37\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col38\" class=\"data row4 col38\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col39\" class=\"data row4 col39\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col40\" class=\"data row4 col40\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col41\" class=\"data row4 col41\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col42\" class=\"data row4 col42\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col43\" class=\"data row4 col43\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col44\" class=\"data row4 col44\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col45\" class=\"data row4 col45\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col46\" class=\"data row4 col46\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col47\" class=\"data row4 col47\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col48\" class=\"data row4 col48\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col49\" class=\"data row4 col49\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col50\" class=\"data row4 col50\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col51\" class=\"data row4 col51\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col52\" class=\"data row4 col52\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col53\" class=\"data row4 col53\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col54\" class=\"data row4 col54\" >0</td>\n",
       "      <td id=\"T_5b92e_row4_col55\" class=\"data row4 col55\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b92e_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_5b92e_row5_col0\" class=\"data row5 col0\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col1\" class=\"data row5 col1\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col2\" class=\"data row5 col2\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col3\" class=\"data row5 col3\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col4\" class=\"data row5 col4\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col5\" class=\"data row5 col5\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col6\" class=\"data row5 col6\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col7\" class=\"data row5 col7\" >1</td>\n",
       "      <td id=\"T_5b92e_row5_col8\" class=\"data row5 col8\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col9\" class=\"data row5 col9\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col10\" class=\"data row5 col10\" >1</td>\n",
       "      <td id=\"T_5b92e_row5_col11\" class=\"data row5 col11\" >1</td>\n",
       "      <td id=\"T_5b92e_row5_col12\" class=\"data row5 col12\" >1</td>\n",
       "      <td id=\"T_5b92e_row5_col13\" class=\"data row5 col13\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col14\" class=\"data row5 col14\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col15\" class=\"data row5 col15\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col16\" class=\"data row5 col16\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col17\" class=\"data row5 col17\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col18\" class=\"data row5 col18\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col19\" class=\"data row5 col19\" >1</td>\n",
       "      <td id=\"T_5b92e_row5_col20\" class=\"data row5 col20\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col21\" class=\"data row5 col21\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col22\" class=\"data row5 col22\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col23\" class=\"data row5 col23\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col24\" class=\"data row5 col24\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col25\" class=\"data row5 col25\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col26\" class=\"data row5 col26\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col27\" class=\"data row5 col27\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col28\" class=\"data row5 col28\" >1</td>\n",
       "      <td id=\"T_5b92e_row5_col29\" class=\"data row5 col29\" >1</td>\n",
       "      <td id=\"T_5b92e_row5_col30\" class=\"data row5 col30\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col31\" class=\"data row5 col31\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col32\" class=\"data row5 col32\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col33\" class=\"data row5 col33\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col34\" class=\"data row5 col34\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col35\" class=\"data row5 col35\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col36\" class=\"data row5 col36\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col37\" class=\"data row5 col37\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col38\" class=\"data row5 col38\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col39\" class=\"data row5 col39\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col40\" class=\"data row5 col40\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col41\" class=\"data row5 col41\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col42\" class=\"data row5 col42\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col43\" class=\"data row5 col43\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col44\" class=\"data row5 col44\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col45\" class=\"data row5 col45\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col46\" class=\"data row5 col46\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col47\" class=\"data row5 col47\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col48\" class=\"data row5 col48\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col49\" class=\"data row5 col49\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col50\" class=\"data row5 col50\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col51\" class=\"data row5 col51\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col52\" class=\"data row5 col52\" >0</td>\n",
       "      <td id=\"T_5b92e_row5_col53\" class=\"data row5 col53\" >1</td>\n",
       "      <td id=\"T_5b92e_row5_col54\" class=\"data row5 col54\" >1</td>\n",
       "      <td id=\"T_5b92e_row5_col55\" class=\"data row5 col55\" >1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b92e_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_5b92e_row6_col0\" class=\"data row6 col0\" >1</td>\n",
       "      <td id=\"T_5b92e_row6_col1\" class=\"data row6 col1\" >1</td>\n",
       "      <td id=\"T_5b92e_row6_col2\" class=\"data row6 col2\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col3\" class=\"data row6 col3\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col4\" class=\"data row6 col4\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col5\" class=\"data row6 col5\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col6\" class=\"data row6 col6\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col7\" class=\"data row6 col7\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col8\" class=\"data row6 col8\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col9\" class=\"data row6 col9\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col10\" class=\"data row6 col10\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col11\" class=\"data row6 col11\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col12\" class=\"data row6 col12\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col13\" class=\"data row6 col13\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col14\" class=\"data row6 col14\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col15\" class=\"data row6 col15\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col16\" class=\"data row6 col16\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col17\" class=\"data row6 col17\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col18\" class=\"data row6 col18\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col19\" class=\"data row6 col19\" >1</td>\n",
       "      <td id=\"T_5b92e_row6_col20\" class=\"data row6 col20\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col21\" class=\"data row6 col21\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col22\" class=\"data row6 col22\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col23\" class=\"data row6 col23\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col24\" class=\"data row6 col24\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col25\" class=\"data row6 col25\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col26\" class=\"data row6 col26\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col27\" class=\"data row6 col27\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col28\" class=\"data row6 col28\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col29\" class=\"data row6 col29\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col30\" class=\"data row6 col30\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col31\" class=\"data row6 col31\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col32\" class=\"data row6 col32\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col33\" class=\"data row6 col33\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col34\" class=\"data row6 col34\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col35\" class=\"data row6 col35\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col36\" class=\"data row6 col36\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col37\" class=\"data row6 col37\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col38\" class=\"data row6 col38\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col39\" class=\"data row6 col39\" >1</td>\n",
       "      <td id=\"T_5b92e_row6_col40\" class=\"data row6 col40\" >1</td>\n",
       "      <td id=\"T_5b92e_row6_col41\" class=\"data row6 col41\" >1</td>\n",
       "      <td id=\"T_5b92e_row6_col42\" class=\"data row6 col42\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col43\" class=\"data row6 col43\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col44\" class=\"data row6 col44\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col45\" class=\"data row6 col45\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col46\" class=\"data row6 col46\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col47\" class=\"data row6 col47\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col48\" class=\"data row6 col48\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col49\" class=\"data row6 col49\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col50\" class=\"data row6 col50\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col51\" class=\"data row6 col51\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col52\" class=\"data row6 col52\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col53\" class=\"data row6 col53\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col54\" class=\"data row6 col54\" >0</td>\n",
       "      <td id=\"T_5b92e_row6_col55\" class=\"data row6 col55\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b92e_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_5b92e_row7_col0\" class=\"data row7 col0\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col1\" class=\"data row7 col1\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col2\" class=\"data row7 col2\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col3\" class=\"data row7 col3\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col4\" class=\"data row7 col4\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col5\" class=\"data row7 col5\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col6\" class=\"data row7 col6\" >1</td>\n",
       "      <td id=\"T_5b92e_row7_col7\" class=\"data row7 col7\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col8\" class=\"data row7 col8\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col9\" class=\"data row7 col9\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col10\" class=\"data row7 col10\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col11\" class=\"data row7 col11\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col12\" class=\"data row7 col12\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col13\" class=\"data row7 col13\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col14\" class=\"data row7 col14\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col15\" class=\"data row7 col15\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col16\" class=\"data row7 col16\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col17\" class=\"data row7 col17\" >1</td>\n",
       "      <td id=\"T_5b92e_row7_col18\" class=\"data row7 col18\" >1</td>\n",
       "      <td id=\"T_5b92e_row7_col19\" class=\"data row7 col19\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col20\" class=\"data row7 col20\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col21\" class=\"data row7 col21\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col22\" class=\"data row7 col22\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col23\" class=\"data row7 col23\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col24\" class=\"data row7 col24\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col25\" class=\"data row7 col25\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col26\" class=\"data row7 col26\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col27\" class=\"data row7 col27\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col28\" class=\"data row7 col28\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col29\" class=\"data row7 col29\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col30\" class=\"data row7 col30\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col31\" class=\"data row7 col31\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col32\" class=\"data row7 col32\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col33\" class=\"data row7 col33\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col34\" class=\"data row7 col34\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col35\" class=\"data row7 col35\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col36\" class=\"data row7 col36\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col37\" class=\"data row7 col37\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col38\" class=\"data row7 col38\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col39\" class=\"data row7 col39\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col40\" class=\"data row7 col40\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col41\" class=\"data row7 col41\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col42\" class=\"data row7 col42\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col43\" class=\"data row7 col43\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col44\" class=\"data row7 col44\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col45\" class=\"data row7 col45\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col46\" class=\"data row7 col46\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col47\" class=\"data row7 col47\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col48\" class=\"data row7 col48\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col49\" class=\"data row7 col49\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col50\" class=\"data row7 col50\" >1</td>\n",
       "      <td id=\"T_5b92e_row7_col51\" class=\"data row7 col51\" >1</td>\n",
       "      <td id=\"T_5b92e_row7_col52\" class=\"data row7 col52\" >1</td>\n",
       "      <td id=\"T_5b92e_row7_col53\" class=\"data row7 col53\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col54\" class=\"data row7 col54\" >0</td>\n",
       "      <td id=\"T_5b92e_row7_col55\" class=\"data row7 col55\" >0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x134bb2650>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ngram_range=(2, 3)\n",
    "# display_transform_dtm 으로 확인합니다.\n",
    "cvect = CountVectorizer(ngram_range=(1, 6))\n",
    "display_transform_dtm(cvect, corpus)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dWEivLuaJ5te"
   },
   "source": [
    "### min_df\n",
    "\n",
    "* 기본값=1\n",
    "* min_df는 문서 빈도(문서의 %에 있음)가 지정된 임계값보다 엄격하게 낮은 용어를 무시합니다. \n",
    "* 예를 들어, min_df=0.66은 용어가 어휘의 일부로 간주되려면 문서의 66%에 나타나야 합니다.\n",
    "* 때때로 min_df가 어휘 크기를 제한하는 데 사용됩니다.\n",
    "* 예를들어 min_df를 0.1, 0.2로 설정한다면 10%, 20%에 나타나는 용어만 학습합니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "id": "CLoRKB46J4-6"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['문의입니다' '버스' '승강장' '승강장 문의입니다' '안내입니다' '지하철' '코로나']\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "  background-color: #023858;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_f4f19_row0_col1, #T_f4f19_row0_col2, #T_f4f19_row0_col3, #T_f4f19_row0_col4, #T_f4f19_row0_col5, #T_f4f19_row1_col1, #T_f4f19_row1_col2, #T_f4f19_row1_col3, #T_f4f19_row1_col4, #T_f4f19_row1_col6, #T_f4f19_row2_col1, #T_f4f19_row2_col4, #T_f4f19_row2_col6, #T_f4f19_row3_col1, #T_f4f19_row3_col2, #T_f4f19_row3_col3, #T_f4f19_row3_col4, #T_f4f19_row3_col5, #T_f4f19_row4_col2, #T_f4f19_row4_col3, #T_f4f19_row4_col4, #T_f4f19_row4_col5, #T_f4f19_row4_col6, #T_f4f19_row5_col0, #T_f4f19_row5_col2, #T_f4f19_row5_col3, #T_f4f19_row5_col5, #T_f4f19_row5_col6, #T_f4f19_row6_col0, #T_f4f19_row6_col1, #T_f4f19_row6_col2, #T_f4f19_row6_col3, #T_f4f19_row6_col5, #T_f4f19_row7_col1, #T_f4f19_row7_col4, #T_f4f19_row7_col5, #T_f4f19_row7_col6 {\n",
       "  background-color: #fff7fb;\n",
       "  color: #000000;\n",
       "}\n",
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       "</style>\n",
       "<table id=\"T_f4f19\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_f4f19_level0_col0\" class=\"col_heading level0 col0\" >문의입니다</th>\n",
       "      <th id=\"T_f4f19_level0_col1\" class=\"col_heading level0 col1\" >버스</th>\n",
       "      <th id=\"T_f4f19_level0_col2\" class=\"col_heading level0 col2\" >승강장</th>\n",
       "      <th id=\"T_f4f19_level0_col3\" class=\"col_heading level0 col3\" >승강장 문의입니다</th>\n",
       "      <th id=\"T_f4f19_level0_col4\" class=\"col_heading level0 col4\" >안내입니다</th>\n",
       "      <th id=\"T_f4f19_level0_col5\" class=\"col_heading level0 col5\" >지하철</th>\n",
       "      <th id=\"T_f4f19_level0_col6\" class=\"col_heading level0 col6\" >코로나</th>\n",
       "    </tr>\n",
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       "      <th id=\"T_f4f19_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_f4f19_row0_col0\" class=\"data row0 col0\" >1</td>\n",
       "      <td id=\"T_f4f19_row0_col1\" class=\"data row0 col1\" >0</td>\n",
       "      <td id=\"T_f4f19_row0_col2\" class=\"data row0 col2\" >0</td>\n",
       "      <td id=\"T_f4f19_row0_col3\" class=\"data row0 col3\" >0</td>\n",
       "      <td id=\"T_f4f19_row0_col4\" class=\"data row0 col4\" >0</td>\n",
       "      <td id=\"T_f4f19_row0_col5\" class=\"data row0 col5\" >0</td>\n",
       "      <td id=\"T_f4f19_row0_col6\" class=\"data row0 col6\" >2</td>\n",
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       "      <th id=\"T_f4f19_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_f4f19_row1_col0\" class=\"data row1 col0\" >1</td>\n",
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       "      <td id=\"T_f4f19_row2_col0\" class=\"data row2 col0\" >1</td>\n",
       "      <td id=\"T_f4f19_row2_col1\" class=\"data row2 col1\" >0</td>\n",
       "      <td id=\"T_f4f19_row2_col2\" class=\"data row2 col2\" >1</td>\n",
       "      <td id=\"T_f4f19_row2_col3\" class=\"data row2 col3\" >1</td>\n",
       "      <td id=\"T_f4f19_row2_col4\" class=\"data row2 col4\" >0</td>\n",
       "      <td id=\"T_f4f19_row2_col5\" class=\"data row2 col5\" >1</td>\n",
       "      <td id=\"T_f4f19_row2_col6\" class=\"data row2 col6\" >0</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_f4f19_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_f4f19_row3_col0\" class=\"data row3 col0\" >1</td>\n",
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       "      <td id=\"T_f4f19_row3_col2\" class=\"data row3 col2\" >0</td>\n",
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       "      <td id=\"T_f4f19_row3_col6\" class=\"data row3 col6\" >1</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_f4f19_row4_col1\" class=\"data row4 col1\" >1</td>\n",
       "      <td id=\"T_f4f19_row4_col2\" class=\"data row4 col2\" >0</td>\n",
       "      <td id=\"T_f4f19_row4_col3\" class=\"data row4 col3\" >0</td>\n",
       "      <td id=\"T_f4f19_row4_col4\" class=\"data row4 col4\" >0</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_f4f19_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_f4f19_row5_col0\" class=\"data row5 col0\" >0</td>\n",
       "      <td id=\"T_f4f19_row5_col1\" class=\"data row5 col1\" >1</td>\n",
       "      <td id=\"T_f4f19_row5_col2\" class=\"data row5 col2\" >0</td>\n",
       "      <td id=\"T_f4f19_row5_col3\" class=\"data row5 col3\" >0</td>\n",
       "      <td id=\"T_f4f19_row5_col4\" class=\"data row5 col4\" >1</td>\n",
       "      <td id=\"T_f4f19_row5_col5\" class=\"data row5 col5\" >0</td>\n",
       "      <td id=\"T_f4f19_row5_col6\" class=\"data row5 col6\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_f4f19_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_f4f19_row6_col0\" class=\"data row6 col0\" >0</td>\n",
       "      <td id=\"T_f4f19_row6_col1\" class=\"data row6 col1\" >0</td>\n",
       "      <td id=\"T_f4f19_row6_col2\" class=\"data row6 col2\" >0</td>\n",
       "      <td id=\"T_f4f19_row6_col3\" class=\"data row6 col3\" >0</td>\n",
       "      <td id=\"T_f4f19_row6_col4\" class=\"data row6 col4\" >1</td>\n",
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       "      <td id=\"T_f4f19_row6_col6\" class=\"data row6 col6\" >1</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_f4f19_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
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       "      <td id=\"T_f4f19_row7_col1\" class=\"data row7 col1\" >0</td>\n",
       "      <td id=\"T_f4f19_row7_col2\" class=\"data row7 col2\" >1</td>\n",
       "      <td id=\"T_f4f19_row7_col3\" class=\"data row7 col3\" >1</td>\n",
       "      <td id=\"T_f4f19_row7_col4\" class=\"data row7 col4\" >0</td>\n",
       "      <td id=\"T_f4f19_row7_col5\" class=\"data row7 col5\" >0</td>\n",
       "      <td id=\"T_f4f19_row7_col6\" class=\"data row7 col6\" >0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x134b844d0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# min_df=0.1\n",
    "# display_transform_dtm 으로 확인합니다.\n",
    "\n",
    "cvect = CountVectorizer(ngram_range=(1, 3), min_df=0.2)\n",
    "display_transform_dtm(cvect, corpus)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "MdwIi9dOLoHb"
   },
   "source": [
    "### max_df\n",
    "\n",
    "* 기본값=**1**\n",
    "* max_df=int : 빈도수를 의미\n",
    "* max_df=float : 비율을 의미\n",
    "* 어휘를 작성할 때 주어진 임계값보다 문서 빈도가 엄격히 높은 용어는 무시\n",
    "* 빈번하게 등장하는 불용어 등을 제거하기에 좋음\n",
    "* 예를 들어 코로나 관련 기사를 분석하면 90%에 '코로나'라는 용어가 등장할 수 있는데, 이 경우 max_df=0.89 로 비율을 설정하여 너무 빈번하게 등장하는 단어를 제외할 수 있음"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "id": "TPcoz3dCL8Vx"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['버스' '승강장' '승강장 문의입니다' '안내입니다' '지하철' '코로나']\n"
     ]
    },
    {
     "data": {
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       "<style type=\"text/css\">\n",
       "#T_74679_row0_col0, #T_74679_row0_col1, #T_74679_row0_col2, #T_74679_row0_col3, #T_74679_row0_col4, #T_74679_row1_col0, #T_74679_row1_col1, #T_74679_row1_col2, #T_74679_row1_col3, #T_74679_row1_col5, #T_74679_row2_col0, #T_74679_row2_col3, #T_74679_row2_col5, #T_74679_row3_col0, #T_74679_row3_col1, #T_74679_row3_col2, #T_74679_row3_col3, #T_74679_row3_col4, #T_74679_row4_col1, #T_74679_row4_col2, #T_74679_row4_col3, #T_74679_row4_col4, #T_74679_row4_col5, #T_74679_row5_col1, #T_74679_row5_col2, #T_74679_row5_col4, #T_74679_row5_col5, #T_74679_row6_col0, #T_74679_row6_col1, #T_74679_row6_col2, #T_74679_row6_col4, #T_74679_row7_col0, #T_74679_row7_col3, #T_74679_row7_col4, #T_74679_row7_col5 {\n",
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       "  background-color: #023858;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_74679_row2_col4, #T_74679_row3_col5, #T_74679_row6_col5 {\n",
       "  background-color: #73a9cf;\n",
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       "}\n",
       "</style>\n",
       "<table id=\"T_74679\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_74679_level0_col0\" class=\"col_heading level0 col0\" >버스</th>\n",
       "      <th id=\"T_74679_level0_col1\" class=\"col_heading level0 col1\" >승강장</th>\n",
       "      <th id=\"T_74679_level0_col2\" class=\"col_heading level0 col2\" >승강장 문의입니다</th>\n",
       "      <th id=\"T_74679_level0_col3\" class=\"col_heading level0 col3\" >안내입니다</th>\n",
       "      <th id=\"T_74679_level0_col4\" class=\"col_heading level0 col4\" >지하철</th>\n",
       "      <th id=\"T_74679_level0_col5\" class=\"col_heading level0 col5\" >코로나</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_74679_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_74679_row0_col0\" class=\"data row0 col0\" >0</td>\n",
       "      <td id=\"T_74679_row0_col1\" class=\"data row0 col1\" >0</td>\n",
       "      <td id=\"T_74679_row0_col2\" class=\"data row0 col2\" >0</td>\n",
       "      <td id=\"T_74679_row0_col3\" class=\"data row0 col3\" >0</td>\n",
       "      <td id=\"T_74679_row0_col4\" class=\"data row0 col4\" >0</td>\n",
       "      <td id=\"T_74679_row0_col5\" class=\"data row0 col5\" >2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_74679_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_74679_row1_col0\" class=\"data row1 col0\" >0</td>\n",
       "      <td id=\"T_74679_row1_col1\" class=\"data row1 col1\" >0</td>\n",
       "      <td id=\"T_74679_row1_col2\" class=\"data row1 col2\" >0</td>\n",
       "      <td id=\"T_74679_row1_col3\" class=\"data row1 col3\" >0</td>\n",
       "      <td id=\"T_74679_row1_col4\" class=\"data row1 col4\" >2</td>\n",
       "      <td id=\"T_74679_row1_col5\" class=\"data row1 col5\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_74679_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_74679_row2_col0\" class=\"data row2 col0\" >0</td>\n",
       "      <td id=\"T_74679_row2_col1\" class=\"data row2 col1\" >1</td>\n",
       "      <td id=\"T_74679_row2_col2\" class=\"data row2 col2\" >1</td>\n",
       "      <td id=\"T_74679_row2_col3\" class=\"data row2 col3\" >0</td>\n",
       "      <td id=\"T_74679_row2_col4\" class=\"data row2 col4\" >1</td>\n",
       "      <td id=\"T_74679_row2_col5\" class=\"data row2 col5\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_74679_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_74679_row3_col0\" class=\"data row3 col0\" >0</td>\n",
       "      <td id=\"T_74679_row3_col1\" class=\"data row3 col1\" >0</td>\n",
       "      <td id=\"T_74679_row3_col2\" class=\"data row3 col2\" >0</td>\n",
       "      <td id=\"T_74679_row3_col3\" class=\"data row3 col3\" >0</td>\n",
       "      <td id=\"T_74679_row3_col4\" class=\"data row3 col4\" >0</td>\n",
       "      <td id=\"T_74679_row3_col5\" class=\"data row3 col5\" >1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_74679_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_74679_row4_col0\" class=\"data row4 col0\" >1</td>\n",
       "      <td id=\"T_74679_row4_col1\" class=\"data row4 col1\" >0</td>\n",
       "      <td id=\"T_74679_row4_col2\" class=\"data row4 col2\" >0</td>\n",
       "      <td id=\"T_74679_row4_col3\" class=\"data row4 col3\" >0</td>\n",
       "      <td id=\"T_74679_row4_col4\" class=\"data row4 col4\" >0</td>\n",
       "      <td id=\"T_74679_row4_col5\" class=\"data row4 col5\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_74679_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_74679_row5_col0\" class=\"data row5 col0\" >1</td>\n",
       "      <td id=\"T_74679_row5_col1\" class=\"data row5 col1\" >0</td>\n",
       "      <td id=\"T_74679_row5_col2\" class=\"data row5 col2\" >0</td>\n",
       "      <td id=\"T_74679_row5_col3\" class=\"data row5 col3\" >1</td>\n",
       "      <td id=\"T_74679_row5_col4\" class=\"data row5 col4\" >0</td>\n",
       "      <td id=\"T_74679_row5_col5\" class=\"data row5 col5\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_74679_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_74679_row6_col0\" class=\"data row6 col0\" >0</td>\n",
       "      <td id=\"T_74679_row6_col1\" class=\"data row6 col1\" >0</td>\n",
       "      <td id=\"T_74679_row6_col2\" class=\"data row6 col2\" >0</td>\n",
       "      <td id=\"T_74679_row6_col3\" class=\"data row6 col3\" >1</td>\n",
       "      <td id=\"T_74679_row6_col4\" class=\"data row6 col4\" >0</td>\n",
       "      <td id=\"T_74679_row6_col5\" class=\"data row6 col5\" >1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_74679_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_74679_row7_col0\" class=\"data row7 col0\" >0</td>\n",
       "      <td id=\"T_74679_row7_col1\" class=\"data row7 col1\" >1</td>\n",
       "      <td id=\"T_74679_row7_col2\" class=\"data row7 col2\" >1</td>\n",
       "      <td id=\"T_74679_row7_col3\" class=\"data row7 col3\" >0</td>\n",
       "      <td id=\"T_74679_row7_col4\" class=\"data row7 col4\" >0</td>\n",
       "      <td id=\"T_74679_row7_col5\" class=\"data row7 col5\" >0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x134b76f50>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# max_df=int : 빈도수를 의미\n",
    "# max_df=float : 비율을 의미\n",
    "# display_transform_dtm 으로 확인합니다.\n",
    "\n",
    "\n",
    "cvect = CountVectorizer(ngram_range=(1, 3), min_df=0.2, max_df=5)\n",
    "display_transform_dtm(cvect, corpus)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2IseYq_4RZk5"
   },
   "source": [
    "### max_features\n",
    "\n",
    "* 기본값 = None\n",
    "* 벡터라이저가 학습할 기능(어휘)의 양 제한\n",
    "* corpus중 빈도수가 가장 높은 순으로 해당 개수만큼만 추출"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "id": "8Ad5WAo1PyVI"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['문의입니다' '버스' '승강장' '승강장 문의입니다' '안내입니다' '지하철' '지하철 승강장 문의입니다' '지하철 요금'\n",
      " '지하철 요금 문의입니다' '코로나']\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_6354d_row0_col0, #T_6354d_row0_col9, #T_6354d_row1_col0, #T_6354d_row1_col5, #T_6354d_row1_col7, #T_6354d_row1_col8, #T_6354d_row2_col0, #T_6354d_row2_col2, #T_6354d_row2_col3, #T_6354d_row2_col6, #T_6354d_row3_col0, #T_6354d_row4_col0, #T_6354d_row4_col1, #T_6354d_row5_col1, #T_6354d_row5_col4, #T_6354d_row6_col4, #T_6354d_row7_col0, #T_6354d_row7_col2, #T_6354d_row7_col3 {\n",
       "  background-color: #023858;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_6354d_row0_col1, #T_6354d_row0_col2, #T_6354d_row0_col3, #T_6354d_row0_col4, #T_6354d_row0_col5, #T_6354d_row0_col6, #T_6354d_row0_col7, #T_6354d_row0_col8, #T_6354d_row1_col1, #T_6354d_row1_col2, #T_6354d_row1_col3, #T_6354d_row1_col4, #T_6354d_row1_col6, #T_6354d_row1_col9, #T_6354d_row2_col1, #T_6354d_row2_col4, #T_6354d_row2_col7, #T_6354d_row2_col8, #T_6354d_row2_col9, #T_6354d_row3_col1, #T_6354d_row3_col2, #T_6354d_row3_col3, #T_6354d_row3_col4, #T_6354d_row3_col5, #T_6354d_row3_col6, #T_6354d_row3_col7, #T_6354d_row3_col8, #T_6354d_row4_col2, #T_6354d_row4_col3, #T_6354d_row4_col4, #T_6354d_row4_col5, #T_6354d_row4_col6, #T_6354d_row4_col7, #T_6354d_row4_col8, #T_6354d_row4_col9, #T_6354d_row5_col0, #T_6354d_row5_col2, #T_6354d_row5_col3, #T_6354d_row5_col5, #T_6354d_row5_col6, #T_6354d_row5_col7, #T_6354d_row5_col8, #T_6354d_row5_col9, #T_6354d_row6_col0, #T_6354d_row6_col1, #T_6354d_row6_col2, #T_6354d_row6_col3, #T_6354d_row6_col5, #T_6354d_row6_col6, #T_6354d_row6_col7, #T_6354d_row6_col8, #T_6354d_row7_col1, #T_6354d_row7_col4, #T_6354d_row7_col5, #T_6354d_row7_col6, #T_6354d_row7_col7, #T_6354d_row7_col8, #T_6354d_row7_col9 {\n",
       "  background-color: #fff7fb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_6354d_row2_col5, #T_6354d_row3_col9, #T_6354d_row6_col9 {\n",
       "  background-color: #73a9cf;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_6354d\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_6354d_level0_col0\" class=\"col_heading level0 col0\" >문의입니다</th>\n",
       "      <th id=\"T_6354d_level0_col1\" class=\"col_heading level0 col1\" >버스</th>\n",
       "      <th id=\"T_6354d_level0_col2\" class=\"col_heading level0 col2\" >승강장</th>\n",
       "      <th id=\"T_6354d_level0_col3\" class=\"col_heading level0 col3\" >승강장 문의입니다</th>\n",
       "      <th id=\"T_6354d_level0_col4\" class=\"col_heading level0 col4\" >안내입니다</th>\n",
       "      <th id=\"T_6354d_level0_col5\" class=\"col_heading level0 col5\" >지하철</th>\n",
       "      <th id=\"T_6354d_level0_col6\" class=\"col_heading level0 col6\" >지하철 승강장 문의입니다</th>\n",
       "      <th id=\"T_6354d_level0_col7\" class=\"col_heading level0 col7\" >지하철 요금</th>\n",
       "      <th id=\"T_6354d_level0_col8\" class=\"col_heading level0 col8\" >지하철 요금 문의입니다</th>\n",
       "      <th id=\"T_6354d_level0_col9\" class=\"col_heading level0 col9\" >코로나</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_6354d_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_6354d_row0_col0\" class=\"data row0 col0\" >1</td>\n",
       "      <td id=\"T_6354d_row0_col1\" class=\"data row0 col1\" >0</td>\n",
       "      <td id=\"T_6354d_row0_col2\" class=\"data row0 col2\" >0</td>\n",
       "      <td id=\"T_6354d_row0_col3\" class=\"data row0 col3\" >0</td>\n",
       "      <td id=\"T_6354d_row0_col4\" class=\"data row0 col4\" >0</td>\n",
       "      <td id=\"T_6354d_row0_col5\" class=\"data row0 col5\" >0</td>\n",
       "      <td id=\"T_6354d_row0_col6\" class=\"data row0 col6\" >0</td>\n",
       "      <td id=\"T_6354d_row0_col7\" class=\"data row0 col7\" >0</td>\n",
       "      <td id=\"T_6354d_row0_col8\" class=\"data row0 col8\" >0</td>\n",
       "      <td id=\"T_6354d_row0_col9\" class=\"data row0 col9\" >2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_6354d_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_6354d_row1_col0\" class=\"data row1 col0\" >1</td>\n",
       "      <td id=\"T_6354d_row1_col1\" class=\"data row1 col1\" >0</td>\n",
       "      <td id=\"T_6354d_row1_col2\" class=\"data row1 col2\" >0</td>\n",
       "      <td id=\"T_6354d_row1_col3\" class=\"data row1 col3\" >0</td>\n",
       "      <td id=\"T_6354d_row1_col4\" class=\"data row1 col4\" >0</td>\n",
       "      <td id=\"T_6354d_row1_col5\" class=\"data row1 col5\" >2</td>\n",
       "      <td id=\"T_6354d_row1_col6\" class=\"data row1 col6\" >0</td>\n",
       "      <td id=\"T_6354d_row1_col7\" class=\"data row1 col7\" >1</td>\n",
       "      <td id=\"T_6354d_row1_col8\" class=\"data row1 col8\" >1</td>\n",
       "      <td id=\"T_6354d_row1_col9\" class=\"data row1 col9\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_6354d_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_6354d_row2_col0\" class=\"data row2 col0\" >1</td>\n",
       "      <td id=\"T_6354d_row2_col1\" class=\"data row2 col1\" >0</td>\n",
       "      <td id=\"T_6354d_row2_col2\" class=\"data row2 col2\" >1</td>\n",
       "      <td id=\"T_6354d_row2_col3\" class=\"data row2 col3\" >1</td>\n",
       "      <td id=\"T_6354d_row2_col4\" class=\"data row2 col4\" >0</td>\n",
       "      <td id=\"T_6354d_row2_col5\" class=\"data row2 col5\" >1</td>\n",
       "      <td id=\"T_6354d_row2_col6\" class=\"data row2 col6\" >1</td>\n",
       "      <td id=\"T_6354d_row2_col7\" class=\"data row2 col7\" >0</td>\n",
       "      <td id=\"T_6354d_row2_col8\" class=\"data row2 col8\" >0</td>\n",
       "      <td id=\"T_6354d_row2_col9\" class=\"data row2 col9\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_6354d_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_6354d_row3_col0\" class=\"data row3 col0\" >1</td>\n",
       "      <td id=\"T_6354d_row3_col1\" class=\"data row3 col1\" >0</td>\n",
       "      <td id=\"T_6354d_row3_col2\" class=\"data row3 col2\" >0</td>\n",
       "      <td id=\"T_6354d_row3_col3\" class=\"data row3 col3\" >0</td>\n",
       "      <td id=\"T_6354d_row3_col4\" class=\"data row3 col4\" >0</td>\n",
       "      <td id=\"T_6354d_row3_col5\" class=\"data row3 col5\" >0</td>\n",
       "      <td id=\"T_6354d_row3_col6\" class=\"data row3 col6\" >0</td>\n",
       "      <td id=\"T_6354d_row3_col7\" class=\"data row3 col7\" >0</td>\n",
       "      <td id=\"T_6354d_row3_col8\" class=\"data row3 col8\" >0</td>\n",
       "      <td id=\"T_6354d_row3_col9\" class=\"data row3 col9\" >1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_6354d_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_6354d_row4_col0\" class=\"data row4 col0\" >1</td>\n",
       "      <td id=\"T_6354d_row4_col1\" class=\"data row4 col1\" >1</td>\n",
       "      <td id=\"T_6354d_row4_col2\" class=\"data row4 col2\" >0</td>\n",
       "      <td id=\"T_6354d_row4_col3\" class=\"data row4 col3\" >0</td>\n",
       "      <td id=\"T_6354d_row4_col4\" class=\"data row4 col4\" >0</td>\n",
       "      <td id=\"T_6354d_row4_col5\" class=\"data row4 col5\" >0</td>\n",
       "      <td id=\"T_6354d_row4_col6\" class=\"data row4 col6\" >0</td>\n",
       "      <td id=\"T_6354d_row4_col7\" class=\"data row4 col7\" >0</td>\n",
       "      <td id=\"T_6354d_row4_col8\" class=\"data row4 col8\" >0</td>\n",
       "      <td id=\"T_6354d_row4_col9\" class=\"data row4 col9\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_6354d_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_6354d_row5_col0\" class=\"data row5 col0\" >0</td>\n",
       "      <td id=\"T_6354d_row5_col1\" class=\"data row5 col1\" >1</td>\n",
       "      <td id=\"T_6354d_row5_col2\" class=\"data row5 col2\" >0</td>\n",
       "      <td id=\"T_6354d_row5_col3\" class=\"data row5 col3\" >0</td>\n",
       "      <td id=\"T_6354d_row5_col4\" class=\"data row5 col4\" >1</td>\n",
       "      <td id=\"T_6354d_row5_col5\" class=\"data row5 col5\" >0</td>\n",
       "      <td id=\"T_6354d_row5_col6\" class=\"data row5 col6\" >0</td>\n",
       "      <td id=\"T_6354d_row5_col7\" class=\"data row5 col7\" >0</td>\n",
       "      <td id=\"T_6354d_row5_col8\" class=\"data row5 col8\" >0</td>\n",
       "      <td id=\"T_6354d_row5_col9\" class=\"data row5 col9\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_6354d_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_6354d_row6_col0\" class=\"data row6 col0\" >0</td>\n",
       "      <td id=\"T_6354d_row6_col1\" class=\"data row6 col1\" >0</td>\n",
       "      <td id=\"T_6354d_row6_col2\" class=\"data row6 col2\" >0</td>\n",
       "      <td id=\"T_6354d_row6_col3\" class=\"data row6 col3\" >0</td>\n",
       "      <td id=\"T_6354d_row6_col4\" class=\"data row6 col4\" >1</td>\n",
       "      <td id=\"T_6354d_row6_col5\" class=\"data row6 col5\" >0</td>\n",
       "      <td id=\"T_6354d_row6_col6\" class=\"data row6 col6\" >0</td>\n",
       "      <td id=\"T_6354d_row6_col7\" class=\"data row6 col7\" >0</td>\n",
       "      <td id=\"T_6354d_row6_col8\" class=\"data row6 col8\" >0</td>\n",
       "      <td id=\"T_6354d_row6_col9\" class=\"data row6 col9\" >1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_6354d_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_6354d_row7_col0\" class=\"data row7 col0\" >1</td>\n",
       "      <td id=\"T_6354d_row7_col1\" class=\"data row7 col1\" >0</td>\n",
       "      <td id=\"T_6354d_row7_col2\" class=\"data row7 col2\" >1</td>\n",
       "      <td id=\"T_6354d_row7_col3\" class=\"data row7 col3\" >1</td>\n",
       "      <td id=\"T_6354d_row7_col4\" class=\"data row7 col4\" >0</td>\n",
       "      <td id=\"T_6354d_row7_col5\" class=\"data row7 col5\" >0</td>\n",
       "      <td id=\"T_6354d_row7_col6\" class=\"data row7 col6\" >0</td>\n",
       "      <td id=\"T_6354d_row7_col7\" class=\"data row7 col7\" >0</td>\n",
       "      <td id=\"T_6354d_row7_col8\" class=\"data row7 col8\" >0</td>\n",
       "      <td id=\"T_6354d_row7_col9\" class=\"data row7 col9\" >0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x134b80f50>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# max_features 개수만큼의 단어만 추출하기\n",
    "# display_transform_dtm 으로 확인합니다.\n",
    "\n",
    "cvect = CountVectorizer(ngram_range=(1, 6), min_df=1, max_df=0.9, max_features=10)\n",
    "display_transform_dtm(cvect, corpus)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 불용어 stop_words\n",
    "\n",
    "* 문장에 자주 등장하지만 \"우리, 그, 그리고, 그래서\" 등 관사, 전치사, 조사, 접속사 등의 단어로 문장 내에서 큰 의미를 갖지 않는 단어"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['거리두기' '버스' '승강장' '안내입니다' '지하철' '지하철 운행시간과 지하철' '지하철 운행시간과 지하철 요금' '택시'\n",
      " '택시 승강장' '터미널']\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_7a35f_row0_col0, #T_7a35f_row0_col1, #T_7a35f_row0_col2, #T_7a35f_row0_col3, #T_7a35f_row0_col4, #T_7a35f_row0_col5, #T_7a35f_row0_col6, #T_7a35f_row0_col7, #T_7a35f_row0_col8, #T_7a35f_row0_col9, #T_7a35f_row1_col0, #T_7a35f_row1_col1, #T_7a35f_row1_col2, #T_7a35f_row1_col3, #T_7a35f_row1_col7, #T_7a35f_row1_col8, #T_7a35f_row1_col9, #T_7a35f_row2_col0, #T_7a35f_row2_col1, #T_7a35f_row2_col3, #T_7a35f_row2_col5, #T_7a35f_row2_col6, #T_7a35f_row2_col7, #T_7a35f_row2_col8, #T_7a35f_row2_col9, #T_7a35f_row3_col0, #T_7a35f_row3_col1, #T_7a35f_row3_col2, #T_7a35f_row3_col3, #T_7a35f_row3_col4, #T_7a35f_row3_col5, #T_7a35f_row3_col6, #T_7a35f_row3_col7, #T_7a35f_row3_col8, #T_7a35f_row3_col9, #T_7a35f_row4_col0, #T_7a35f_row4_col2, #T_7a35f_row4_col3, #T_7a35f_row4_col4, #T_7a35f_row4_col5, #T_7a35f_row4_col6, #T_7a35f_row4_col7, #T_7a35f_row4_col8, #T_7a35f_row4_col9, #T_7a35f_row5_col0, #T_7a35f_row5_col2, #T_7a35f_row5_col4, #T_7a35f_row5_col5, #T_7a35f_row5_col6, #T_7a35f_row5_col7, #T_7a35f_row5_col8, #T_7a35f_row6_col1, #T_7a35f_row6_col2, #T_7a35f_row6_col4, #T_7a35f_row6_col5, #T_7a35f_row6_col6, #T_7a35f_row6_col7, #T_7a35f_row6_col8, #T_7a35f_row6_col9, #T_7a35f_row7_col0, #T_7a35f_row7_col1, #T_7a35f_row7_col3, #T_7a35f_row7_col4, #T_7a35f_row7_col5, #T_7a35f_row7_col6, #T_7a35f_row7_col9 {\n",
       "  background-color: #fff7fb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7a35f_row1_col4, #T_7a35f_row1_col5, #T_7a35f_row1_col6, #T_7a35f_row2_col2, #T_7a35f_row4_col1, #T_7a35f_row5_col1, #T_7a35f_row5_col3, #T_7a35f_row5_col9, #T_7a35f_row6_col0, #T_7a35f_row6_col3, #T_7a35f_row7_col2, #T_7a35f_row7_col7, #T_7a35f_row7_col8 {\n",
       "  background-color: #023858;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_7a35f_row2_col4 {\n",
       "  background-color: #73a9cf;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_7a35f\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_7a35f_level0_col0\" class=\"col_heading level0 col0\" >거리두기</th>\n",
       "      <th id=\"T_7a35f_level0_col1\" class=\"col_heading level0 col1\" >버스</th>\n",
       "      <th id=\"T_7a35f_level0_col2\" class=\"col_heading level0 col2\" >승강장</th>\n",
       "      <th id=\"T_7a35f_level0_col3\" class=\"col_heading level0 col3\" >안내입니다</th>\n",
       "      <th id=\"T_7a35f_level0_col4\" class=\"col_heading level0 col4\" >지하철</th>\n",
       "      <th id=\"T_7a35f_level0_col5\" class=\"col_heading level0 col5\" >지하철 운행시간과 지하철</th>\n",
       "      <th id=\"T_7a35f_level0_col6\" class=\"col_heading level0 col6\" >지하철 운행시간과 지하철 요금</th>\n",
       "      <th id=\"T_7a35f_level0_col7\" class=\"col_heading level0 col7\" >택시</th>\n",
       "      <th id=\"T_7a35f_level0_col8\" class=\"col_heading level0 col8\" >택시 승강장</th>\n",
       "      <th id=\"T_7a35f_level0_col9\" class=\"col_heading level0 col9\" >터미널</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_7a35f_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_7a35f_row0_col0\" class=\"data row0 col0\" >0</td>\n",
       "      <td id=\"T_7a35f_row0_col1\" class=\"data row0 col1\" >0</td>\n",
       "      <td id=\"T_7a35f_row0_col2\" class=\"data row0 col2\" >0</td>\n",
       "      <td id=\"T_7a35f_row0_col3\" class=\"data row0 col3\" >0</td>\n",
       "      <td id=\"T_7a35f_row0_col4\" class=\"data row0 col4\" >0</td>\n",
       "      <td id=\"T_7a35f_row0_col5\" class=\"data row0 col5\" >0</td>\n",
       "      <td id=\"T_7a35f_row0_col6\" class=\"data row0 col6\" >0</td>\n",
       "      <td id=\"T_7a35f_row0_col7\" class=\"data row0 col7\" >0</td>\n",
       "      <td id=\"T_7a35f_row0_col8\" class=\"data row0 col8\" >0</td>\n",
       "      <td id=\"T_7a35f_row0_col9\" class=\"data row0 col9\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7a35f_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_7a35f_row1_col0\" class=\"data row1 col0\" >0</td>\n",
       "      <td id=\"T_7a35f_row1_col1\" class=\"data row1 col1\" >0</td>\n",
       "      <td id=\"T_7a35f_row1_col2\" class=\"data row1 col2\" >0</td>\n",
       "      <td id=\"T_7a35f_row1_col3\" class=\"data row1 col3\" >0</td>\n",
       "      <td id=\"T_7a35f_row1_col4\" class=\"data row1 col4\" >2</td>\n",
       "      <td id=\"T_7a35f_row1_col5\" class=\"data row1 col5\" >1</td>\n",
       "      <td id=\"T_7a35f_row1_col6\" class=\"data row1 col6\" >1</td>\n",
       "      <td id=\"T_7a35f_row1_col7\" class=\"data row1 col7\" >0</td>\n",
       "      <td id=\"T_7a35f_row1_col8\" class=\"data row1 col8\" >0</td>\n",
       "      <td id=\"T_7a35f_row1_col9\" class=\"data row1 col9\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7a35f_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_7a35f_row2_col0\" class=\"data row2 col0\" >0</td>\n",
       "      <td id=\"T_7a35f_row2_col1\" class=\"data row2 col1\" >0</td>\n",
       "      <td id=\"T_7a35f_row2_col2\" class=\"data row2 col2\" >1</td>\n",
       "      <td id=\"T_7a35f_row2_col3\" class=\"data row2 col3\" >0</td>\n",
       "      <td id=\"T_7a35f_row2_col4\" class=\"data row2 col4\" >1</td>\n",
       "      <td id=\"T_7a35f_row2_col5\" class=\"data row2 col5\" >0</td>\n",
       "      <td id=\"T_7a35f_row2_col6\" class=\"data row2 col6\" >0</td>\n",
       "      <td id=\"T_7a35f_row2_col7\" class=\"data row2 col7\" >0</td>\n",
       "      <td id=\"T_7a35f_row2_col8\" class=\"data row2 col8\" >0</td>\n",
       "      <td id=\"T_7a35f_row2_col9\" class=\"data row2 col9\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7a35f_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_7a35f_row3_col0\" class=\"data row3 col0\" >0</td>\n",
       "      <td id=\"T_7a35f_row3_col1\" class=\"data row3 col1\" >0</td>\n",
       "      <td id=\"T_7a35f_row3_col2\" class=\"data row3 col2\" >0</td>\n",
       "      <td id=\"T_7a35f_row3_col3\" class=\"data row3 col3\" >0</td>\n",
       "      <td id=\"T_7a35f_row3_col4\" class=\"data row3 col4\" >0</td>\n",
       "      <td id=\"T_7a35f_row3_col5\" class=\"data row3 col5\" >0</td>\n",
       "      <td id=\"T_7a35f_row3_col6\" class=\"data row3 col6\" >0</td>\n",
       "      <td id=\"T_7a35f_row3_col7\" class=\"data row3 col7\" >0</td>\n",
       "      <td id=\"T_7a35f_row3_col8\" class=\"data row3 col8\" >0</td>\n",
       "      <td id=\"T_7a35f_row3_col9\" class=\"data row3 col9\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7a35f_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_7a35f_row4_col0\" class=\"data row4 col0\" >0</td>\n",
       "      <td id=\"T_7a35f_row4_col1\" class=\"data row4 col1\" >1</td>\n",
       "      <td id=\"T_7a35f_row4_col2\" class=\"data row4 col2\" >0</td>\n",
       "      <td id=\"T_7a35f_row4_col3\" class=\"data row4 col3\" >0</td>\n",
       "      <td id=\"T_7a35f_row4_col4\" class=\"data row4 col4\" >0</td>\n",
       "      <td id=\"T_7a35f_row4_col5\" class=\"data row4 col5\" >0</td>\n",
       "      <td id=\"T_7a35f_row4_col6\" class=\"data row4 col6\" >0</td>\n",
       "      <td id=\"T_7a35f_row4_col7\" class=\"data row4 col7\" >0</td>\n",
       "      <td id=\"T_7a35f_row4_col8\" class=\"data row4 col8\" >0</td>\n",
       "      <td id=\"T_7a35f_row4_col9\" class=\"data row4 col9\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7a35f_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_7a35f_row5_col0\" class=\"data row5 col0\" >0</td>\n",
       "      <td id=\"T_7a35f_row5_col1\" class=\"data row5 col1\" >1</td>\n",
       "      <td id=\"T_7a35f_row5_col2\" class=\"data row5 col2\" >0</td>\n",
       "      <td id=\"T_7a35f_row5_col3\" class=\"data row5 col3\" >1</td>\n",
       "      <td id=\"T_7a35f_row5_col4\" class=\"data row5 col4\" >0</td>\n",
       "      <td id=\"T_7a35f_row5_col5\" class=\"data row5 col5\" >0</td>\n",
       "      <td id=\"T_7a35f_row5_col6\" class=\"data row5 col6\" >0</td>\n",
       "      <td id=\"T_7a35f_row5_col7\" class=\"data row5 col7\" >0</td>\n",
       "      <td id=\"T_7a35f_row5_col8\" class=\"data row5 col8\" >0</td>\n",
       "      <td id=\"T_7a35f_row5_col9\" class=\"data row5 col9\" >1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7a35f_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_7a35f_row6_col0\" class=\"data row6 col0\" >1</td>\n",
       "      <td id=\"T_7a35f_row6_col1\" class=\"data row6 col1\" >0</td>\n",
       "      <td id=\"T_7a35f_row6_col2\" class=\"data row6 col2\" >0</td>\n",
       "      <td id=\"T_7a35f_row6_col3\" class=\"data row6 col3\" >1</td>\n",
       "      <td id=\"T_7a35f_row6_col4\" class=\"data row6 col4\" >0</td>\n",
       "      <td id=\"T_7a35f_row6_col5\" class=\"data row6 col5\" >0</td>\n",
       "      <td id=\"T_7a35f_row6_col6\" class=\"data row6 col6\" >0</td>\n",
       "      <td id=\"T_7a35f_row6_col7\" class=\"data row6 col7\" >0</td>\n",
       "      <td id=\"T_7a35f_row6_col8\" class=\"data row6 col8\" >0</td>\n",
       "      <td id=\"T_7a35f_row6_col9\" class=\"data row6 col9\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7a35f_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_7a35f_row7_col0\" class=\"data row7 col0\" >0</td>\n",
       "      <td id=\"T_7a35f_row7_col1\" class=\"data row7 col1\" >0</td>\n",
       "      <td id=\"T_7a35f_row7_col2\" class=\"data row7 col2\" >1</td>\n",
       "      <td id=\"T_7a35f_row7_col3\" class=\"data row7 col3\" >0</td>\n",
       "      <td id=\"T_7a35f_row7_col4\" class=\"data row7 col4\" >0</td>\n",
       "      <td id=\"T_7a35f_row7_col5\" class=\"data row7 col5\" >0</td>\n",
       "      <td id=\"T_7a35f_row7_col6\" class=\"data row7 col6\" >0</td>\n",
       "      <td id=\"T_7a35f_row7_col7\" class=\"data row7 col7\" >1</td>\n",
       "      <td id=\"T_7a35f_row7_col8\" class=\"data row7 col8\" >1</td>\n",
       "      <td id=\"T_7a35f_row7_col9\" class=\"data row7 col9\" >0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x134be42d0>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stop_words=[\"코로나\", \"문의입니다\"]\n",
    "# max_features 개수만큼의 단어만 추출하기\n",
    "\n",
    "cvect = CountVectorizer(ngram_range=(1, 6), min_df=1, max_df=0.9, \n",
    "                        max_features=10, stop_words=stop_words)\n",
    "display_transform_dtm(cvect, corpus)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "FWIgHaWFbYyZ"
   },
   "source": [
    "### analyzer\n",
    "\n",
    "* 기본값='word'\n",
    "* 종류: word, char, char_wb\n",
    "* 기능을 단어 n-그램으로 만들지 문자 n-그램으로 만들어야 하는지 여부입니다. 옵션 'char_wb'는 단어 경계 내부의 텍스트에서만 문자 n-gram을 생성합니다. 단어 가장자리의 n-gram은 공백으로 채워집니다.\n",
    "* 띄어쓰기가 제대로 되어 있지 않은 문자 등에 사용할 수 있습니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "id": "YK3L74Esbizy"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[' 거' ' 거리' ' 문' ' 문의' ' 버' ' 버스' ' 상' ' 상생' ' 선' ' 선별' ' 승' ' 승강' ' 안'\n",
      " ' 안내' ' 요' ' 요금' ' 운' ' 운행' ' 위' ' 위치' ' 지' ' 지하' ' 코' ' 코로' ' 택' ' 택시'\n",
      " ' 터' ' 터미' '간 ' '간과' '간과 ' '강장' '강장 ' '거리' '거리두' '과 ' '금 ' '기 ' '기와'\n",
      " '기와 ' '나 ' '내입' '내입니' '널 ' '두기' '두기 ' '두기와' '로나' '로나 ' '료소' '료소 ' '리두'\n",
      " '리두기' '문의' '문의입' '미널' '미널 ' '버스' '버스 ' '별진' '별진료' '상생' '상생지' '생지' '생지원'\n",
      " '선별' '선별진' '소 ' '스 ' '승강' '승강장' '시 ' '시간' '시간 ' '시간과' '안내' '안내입' '와 '\n",
      " '요금' '요금 ' '운행' '운행시' '원금' '원금 ' '위치' '위치 ' '의입' '의입니' '장 ' '지원' '지원금'\n",
      " '지하' '지하철' '진료' '진료소' '철 ' '치 ' '코로' '코로나' '택시' '택시 ' '터미' '터미널' '하철'\n",
      " '하철 ' '행시' '행시간']\n"
     ]
    },
    {
     "data": {
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#T_3e2e3_row4_col13, #T_3e2e3_row4_col14, #T_3e2e3_row4_col15, #T_3e2e3_row4_col18, #T_3e2e3_row4_col19, #T_3e2e3_row4_col20, #T_3e2e3_row4_col21, #T_3e2e3_row4_col22, #T_3e2e3_row4_col23, #T_3e2e3_row4_col24, #T_3e2e3_row4_col25, #T_3e2e3_row4_col26, #T_3e2e3_row4_col27, #T_3e2e3_row4_col29, #T_3e2e3_row4_col30, #T_3e2e3_row4_col31, #T_3e2e3_row4_col32, #T_3e2e3_row4_col33, #T_3e2e3_row4_col34, #T_3e2e3_row4_col35, #T_3e2e3_row4_col36, #T_3e2e3_row4_col37, #T_3e2e3_row4_col38, #T_3e2e3_row4_col39, #T_3e2e3_row4_col40, #T_3e2e3_row4_col41, #T_3e2e3_row4_col42, #T_3e2e3_row4_col43, #T_3e2e3_row4_col44, #T_3e2e3_row4_col45, #T_3e2e3_row4_col46, #T_3e2e3_row4_col47, #T_3e2e3_row4_col48, #T_3e2e3_row4_col49, #T_3e2e3_row4_col50, #T_3e2e3_row4_col51, #T_3e2e3_row4_col52, #T_3e2e3_row4_col55, #T_3e2e3_row4_col56, #T_3e2e3_row4_col59, #T_3e2e3_row4_col60, #T_3e2e3_row4_col61, #T_3e2e3_row4_col62, #T_3e2e3_row4_col63, #T_3e2e3_row4_col64, #T_3e2e3_row4_col65, #T_3e2e3_row4_col66, #T_3e2e3_row4_col67, #T_3e2e3_row4_col69, #T_3e2e3_row4_col70, #T_3e2e3_row4_col71, #T_3e2e3_row4_col74, #T_3e2e3_row4_col75, #T_3e2e3_row4_col76, #T_3e2e3_row4_col77, #T_3e2e3_row4_col78, #T_3e2e3_row4_col79, #T_3e2e3_row4_col82, #T_3e2e3_row4_col83, #T_3e2e3_row4_col84, #T_3e2e3_row4_col85, #T_3e2e3_row4_col88, #T_3e2e3_row4_col89, #T_3e2e3_row4_col90, #T_3e2e3_row4_col91, #T_3e2e3_row4_col92, #T_3e2e3_row4_col93, #T_3e2e3_row4_col94, #T_3e2e3_row4_col95, #T_3e2e3_row4_col96, #T_3e2e3_row4_col97, #T_3e2e3_row4_col98, #T_3e2e3_row4_col99, #T_3e2e3_row4_col100, #T_3e2e3_row4_col101, #T_3e2e3_row4_col102, #T_3e2e3_row4_col103, #T_3e2e3_row4_col104, #T_3e2e3_row5_col0, #T_3e2e3_row5_col1, #T_3e2e3_row5_col2, #T_3e2e3_row5_col3, #T_3e2e3_row5_col6, #T_3e2e3_row5_col7, #T_3e2e3_row5_col8, #T_3e2e3_row5_col9, #T_3e2e3_row5_col10, #T_3e2e3_row5_col11, #T_3e2e3_row5_col14, #T_3e2e3_row5_col15, #T_3e2e3_row5_col16, #T_3e2e3_row5_col17, #T_3e2e3_row5_col20, #T_3e2e3_row5_col21, #T_3e2e3_row5_col22, #T_3e2e3_row5_col23, #T_3e2e3_row5_col24, #T_3e2e3_row5_col25, #T_3e2e3_row5_col28, #T_3e2e3_row5_col29, #T_3e2e3_row5_col30, #T_3e2e3_row5_col31, #T_3e2e3_row5_col32, #T_3e2e3_row5_col33, #T_3e2e3_row5_col34, #T_3e2e3_row5_col35, #T_3e2e3_row5_col36, #T_3e2e3_row5_col37, #T_3e2e3_row5_col38, #T_3e2e3_row5_col39, #T_3e2e3_row5_col40, #T_3e2e3_row5_col44, #T_3e2e3_row5_col45, #T_3e2e3_row5_col46, #T_3e2e3_row5_col47, #T_3e2e3_row5_col48, #T_3e2e3_row5_col49, #T_3e2e3_row5_col50, #T_3e2e3_row5_col51, #T_3e2e3_row5_col52, #T_3e2e3_row5_col53, #T_3e2e3_row5_col54, #T_3e2e3_row5_col59, #T_3e2e3_row5_col60, #T_3e2e3_row5_col61, #T_3e2e3_row5_col62, #T_3e2e3_row5_col63, #T_3e2e3_row5_col64, #T_3e2e3_row5_col65, #T_3e2e3_row5_col66, #T_3e2e3_row5_col67, #T_3e2e3_row5_col69, #T_3e2e3_row5_col70, #T_3e2e3_row5_col71, #T_3e2e3_row5_col72, #T_3e2e3_row5_col73, #T_3e2e3_row5_col74, #T_3e2e3_row5_col77, #T_3e2e3_row5_col78, #T_3e2e3_row5_col79, #T_3e2e3_row5_col80, #T_3e2e3_row5_col81, #T_3e2e3_row5_col82, #T_3e2e3_row5_col83, #T_3e2e3_row5_col86, #T_3e2e3_row5_col87, #T_3e2e3_row5_col88, #T_3e2e3_row5_col89, #T_3e2e3_row5_col90, #T_3e2e3_row5_col91, #T_3e2e3_row5_col92, #T_3e2e3_row5_col93, #T_3e2e3_row5_col94, #T_3e2e3_row5_col95, #T_3e2e3_row5_col97, #T_3e2e3_row5_col98, #T_3e2e3_row5_col99, #T_3e2e3_row5_col100, #T_3e2e3_row5_col103, #T_3e2e3_row5_col104, #T_3e2e3_row5_col105, #T_3e2e3_row5_col106, #T_3e2e3_row6_col2, #T_3e2e3_row6_col3, #T_3e2e3_row6_col4, #T_3e2e3_row6_col5, #T_3e2e3_row6_col6, #T_3e2e3_row6_col7, #T_3e2e3_row6_col8, #T_3e2e3_row6_col9, #T_3e2e3_row6_col10, #T_3e2e3_row6_col11, #T_3e2e3_row6_col14, #T_3e2e3_row6_col15, #T_3e2e3_row6_col16, #T_3e2e3_row6_col17, #T_3e2e3_row6_col18, #T_3e2e3_row6_col19, #T_3e2e3_row6_col20, #T_3e2e3_row6_col21, #T_3e2e3_row6_col24, #T_3e2e3_row6_col25, #T_3e2e3_row6_col26, #T_3e2e3_row6_col27, #T_3e2e3_row6_col28, #T_3e2e3_row6_col29, #T_3e2e3_row6_col30, #T_3e2e3_row6_col31, 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#T_3e2e3_row6_col93, #T_3e2e3_row6_col94, #T_3e2e3_row6_col95, #T_3e2e3_row6_col96, #T_3e2e3_row6_col99, #T_3e2e3_row6_col100, #T_3e2e3_row6_col101, #T_3e2e3_row6_col102, #T_3e2e3_row6_col103, #T_3e2e3_row6_col104, #T_3e2e3_row6_col105, #T_3e2e3_row6_col106, #T_3e2e3_row7_col0, #T_3e2e3_row7_col1, #T_3e2e3_row7_col4, #T_3e2e3_row7_col5, #T_3e2e3_row7_col6, #T_3e2e3_row7_col7, #T_3e2e3_row7_col8, #T_3e2e3_row7_col9, #T_3e2e3_row7_col12, #T_3e2e3_row7_col13, #T_3e2e3_row7_col14, #T_3e2e3_row7_col15, #T_3e2e3_row7_col16, #T_3e2e3_row7_col17, #T_3e2e3_row7_col18, #T_3e2e3_row7_col19, #T_3e2e3_row7_col20, #T_3e2e3_row7_col21, #T_3e2e3_row7_col22, #T_3e2e3_row7_col23, #T_3e2e3_row7_col26, #T_3e2e3_row7_col27, #T_3e2e3_row7_col28, #T_3e2e3_row7_col29, #T_3e2e3_row7_col30, #T_3e2e3_row7_col33, #T_3e2e3_row7_col34, #T_3e2e3_row7_col35, #T_3e2e3_row7_col36, #T_3e2e3_row7_col37, #T_3e2e3_row7_col38, #T_3e2e3_row7_col39, #T_3e2e3_row7_col40, #T_3e2e3_row7_col41, #T_3e2e3_row7_col42, #T_3e2e3_row7_col43, #T_3e2e3_row7_col44, #T_3e2e3_row7_col45, #T_3e2e3_row7_col46, #T_3e2e3_row7_col47, #T_3e2e3_row7_col48, #T_3e2e3_row7_col49, #T_3e2e3_row7_col50, #T_3e2e3_row7_col51, #T_3e2e3_row7_col52, #T_3e2e3_row7_col55, #T_3e2e3_row7_col56, #T_3e2e3_row7_col57, #T_3e2e3_row7_col58, #T_3e2e3_row7_col59, #T_3e2e3_row7_col60, #T_3e2e3_row7_col61, #T_3e2e3_row7_col62, #T_3e2e3_row7_col63, #T_3e2e3_row7_col64, #T_3e2e3_row7_col65, #T_3e2e3_row7_col66, #T_3e2e3_row7_col67, #T_3e2e3_row7_col68, #T_3e2e3_row7_col72, #T_3e2e3_row7_col73, #T_3e2e3_row7_col74, #T_3e2e3_row7_col75, #T_3e2e3_row7_col76, #T_3e2e3_row7_col77, #T_3e2e3_row7_col78, #T_3e2e3_row7_col79, #T_3e2e3_row7_col80, #T_3e2e3_row7_col81, #T_3e2e3_row7_col82, #T_3e2e3_row7_col83, #T_3e2e3_row7_col84, #T_3e2e3_row7_col85, #T_3e2e3_row7_col89, #T_3e2e3_row7_col90, #T_3e2e3_row7_col91, #T_3e2e3_row7_col92, #T_3e2e3_row7_col93, #T_3e2e3_row7_col94, #T_3e2e3_row7_col95, #T_3e2e3_row7_col96, #T_3e2e3_row7_col97, #T_3e2e3_row7_col98, #T_3e2e3_row7_col101, #T_3e2e3_row7_col102, #T_3e2e3_row7_col103, #T_3e2e3_row7_col104, #T_3e2e3_row7_col105, #T_3e2e3_row7_col106 {\n",
       "  background-color: #fff7fb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e2e3_row2_col20, #T_3e2e3_row2_col21, #T_3e2e3_row2_col91, #T_3e2e3_row2_col92, #T_3e2e3_row2_col95, #T_3e2e3_row2_col103, #T_3e2e3_row2_col104, #T_3e2e3_row3_col22, #T_3e2e3_row3_col23, #T_3e2e3_row3_col40, #T_3e2e3_row3_col47, #T_3e2e3_row3_col48, #T_3e2e3_row3_col97, #T_3e2e3_row3_col98, #T_3e2e3_row6_col22, #T_3e2e3_row6_col23, #T_3e2e3_row6_col40, #T_3e2e3_row6_col47, #T_3e2e3_row6_col48, #T_3e2e3_row6_col97, #T_3e2e3_row6_col98 {\n",
       "  background-color: #73a9cf;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_3e2e3\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_3e2e3_level0_col0\" class=\"col_heading level0 col0\" > 거</th>\n",
       "      <th id=\"T_3e2e3_level0_col1\" class=\"col_heading level0 col1\" > 거리</th>\n",
       "      <th id=\"T_3e2e3_level0_col2\" class=\"col_heading level0 col2\" > 문</th>\n",
       "      <th id=\"T_3e2e3_level0_col3\" class=\"col_heading level0 col3\" > 문의</th>\n",
       "      <th id=\"T_3e2e3_level0_col4\" class=\"col_heading level0 col4\" > 버</th>\n",
       "      <th id=\"T_3e2e3_level0_col5\" class=\"col_heading level0 col5\" > 버스</th>\n",
       "      <th id=\"T_3e2e3_level0_col6\" class=\"col_heading level0 col6\" > 상</th>\n",
       "      <th id=\"T_3e2e3_level0_col7\" class=\"col_heading level0 col7\" > 상생</th>\n",
       "      <th id=\"T_3e2e3_level0_col8\" class=\"col_heading level0 col8\" > 선</th>\n",
       "      <th id=\"T_3e2e3_level0_col9\" class=\"col_heading level0 col9\" > 선별</th>\n",
       "      <th id=\"T_3e2e3_level0_col10\" class=\"col_heading level0 col10\" > 승</th>\n",
       "      <th id=\"T_3e2e3_level0_col11\" class=\"col_heading level0 col11\" > 승강</th>\n",
       "      <th id=\"T_3e2e3_level0_col12\" class=\"col_heading level0 col12\" > 안</th>\n",
       "      <th id=\"T_3e2e3_level0_col13\" class=\"col_heading level0 col13\" > 안내</th>\n",
       "      <th id=\"T_3e2e3_level0_col14\" class=\"col_heading level0 col14\" > 요</th>\n",
       "      <th id=\"T_3e2e3_level0_col15\" class=\"col_heading level0 col15\" > 요금</th>\n",
       "      <th id=\"T_3e2e3_level0_col16\" class=\"col_heading level0 col16\" > 운</th>\n",
       "      <th id=\"T_3e2e3_level0_col17\" class=\"col_heading level0 col17\" > 운행</th>\n",
       "      <th id=\"T_3e2e3_level0_col18\" class=\"col_heading level0 col18\" > 위</th>\n",
       "      <th id=\"T_3e2e3_level0_col19\" class=\"col_heading level0 col19\" > 위치</th>\n",
       "      <th id=\"T_3e2e3_level0_col20\" class=\"col_heading level0 col20\" > 지</th>\n",
       "      <th id=\"T_3e2e3_level0_col21\" class=\"col_heading level0 col21\" > 지하</th>\n",
       "      <th id=\"T_3e2e3_level0_col22\" class=\"col_heading level0 col22\" > 코</th>\n",
       "      <th id=\"T_3e2e3_level0_col23\" class=\"col_heading level0 col23\" > 코로</th>\n",
       "      <th id=\"T_3e2e3_level0_col24\" class=\"col_heading level0 col24\" > 택</th>\n",
       "      <th id=\"T_3e2e3_level0_col25\" class=\"col_heading level0 col25\" > 택시</th>\n",
       "      <th id=\"T_3e2e3_level0_col26\" class=\"col_heading level0 col26\" > 터</th>\n",
       "      <th id=\"T_3e2e3_level0_col27\" class=\"col_heading level0 col27\" > 터미</th>\n",
       "      <th id=\"T_3e2e3_level0_col28\" class=\"col_heading level0 col28\" >간 </th>\n",
       "      <th id=\"T_3e2e3_level0_col29\" class=\"col_heading level0 col29\" >간과</th>\n",
       "      <th id=\"T_3e2e3_level0_col30\" class=\"col_heading level0 col30\" >간과 </th>\n",
       "      <th id=\"T_3e2e3_level0_col31\" class=\"col_heading level0 col31\" >강장</th>\n",
       "      <th id=\"T_3e2e3_level0_col32\" class=\"col_heading level0 col32\" >강장 </th>\n",
       "      <th id=\"T_3e2e3_level0_col33\" class=\"col_heading level0 col33\" >거리</th>\n",
       "      <th id=\"T_3e2e3_level0_col34\" class=\"col_heading level0 col34\" >거리두</th>\n",
       "      <th id=\"T_3e2e3_level0_col35\" class=\"col_heading level0 col35\" >과 </th>\n",
       "      <th id=\"T_3e2e3_level0_col36\" class=\"col_heading level0 col36\" >금 </th>\n",
       "      <th id=\"T_3e2e3_level0_col37\" class=\"col_heading level0 col37\" >기 </th>\n",
       "      <th id=\"T_3e2e3_level0_col38\" class=\"col_heading level0 col38\" >기와</th>\n",
       "      <th id=\"T_3e2e3_level0_col39\" class=\"col_heading level0 col39\" >기와 </th>\n",
       "      <th id=\"T_3e2e3_level0_col40\" class=\"col_heading level0 col40\" >나 </th>\n",
       "      <th id=\"T_3e2e3_level0_col41\" class=\"col_heading level0 col41\" >내입</th>\n",
       "      <th id=\"T_3e2e3_level0_col42\" class=\"col_heading level0 col42\" >내입니</th>\n",
       "      <th id=\"T_3e2e3_level0_col43\" class=\"col_heading level0 col43\" >널 </th>\n",
       "      <th id=\"T_3e2e3_level0_col44\" class=\"col_heading level0 col44\" >두기</th>\n",
       "      <th id=\"T_3e2e3_level0_col45\" class=\"col_heading level0 col45\" >두기 </th>\n",
       "      <th id=\"T_3e2e3_level0_col46\" class=\"col_heading level0 col46\" >두기와</th>\n",
       "      <th id=\"T_3e2e3_level0_col47\" class=\"col_heading level0 col47\" >로나</th>\n",
       "      <th id=\"T_3e2e3_level0_col48\" class=\"col_heading level0 col48\" >로나 </th>\n",
       "      <th id=\"T_3e2e3_level0_col49\" class=\"col_heading level0 col49\" >료소</th>\n",
       "      <th id=\"T_3e2e3_level0_col50\" class=\"col_heading level0 col50\" >료소 </th>\n",
       "      <th id=\"T_3e2e3_level0_col51\" class=\"col_heading level0 col51\" >리두</th>\n",
       "      <th id=\"T_3e2e3_level0_col52\" class=\"col_heading level0 col52\" >리두기</th>\n",
       "      <th id=\"T_3e2e3_level0_col53\" class=\"col_heading level0 col53\" >문의</th>\n",
       "      <th id=\"T_3e2e3_level0_col54\" class=\"col_heading level0 col54\" >문의입</th>\n",
       "      <th id=\"T_3e2e3_level0_col55\" class=\"col_heading level0 col55\" >미널</th>\n",
       "      <th id=\"T_3e2e3_level0_col56\" class=\"col_heading level0 col56\" >미널 </th>\n",
       "      <th id=\"T_3e2e3_level0_col57\" class=\"col_heading level0 col57\" >버스</th>\n",
       "      <th id=\"T_3e2e3_level0_col58\" class=\"col_heading level0 col58\" >버스 </th>\n",
       "      <th id=\"T_3e2e3_level0_col59\" class=\"col_heading level0 col59\" >별진</th>\n",
       "      <th id=\"T_3e2e3_level0_col60\" class=\"col_heading level0 col60\" >별진료</th>\n",
       "      <th id=\"T_3e2e3_level0_col61\" class=\"col_heading level0 col61\" >상생</th>\n",
       "      <th id=\"T_3e2e3_level0_col62\" class=\"col_heading level0 col62\" >상생지</th>\n",
       "      <th id=\"T_3e2e3_level0_col63\" class=\"col_heading level0 col63\" >생지</th>\n",
       "      <th id=\"T_3e2e3_level0_col64\" class=\"col_heading level0 col64\" >생지원</th>\n",
       "      <th id=\"T_3e2e3_level0_col65\" class=\"col_heading level0 col65\" >선별</th>\n",
       "      <th id=\"T_3e2e3_level0_col66\" class=\"col_heading level0 col66\" >선별진</th>\n",
       "      <th id=\"T_3e2e3_level0_col67\" class=\"col_heading level0 col67\" >소 </th>\n",
       "      <th id=\"T_3e2e3_level0_col68\" class=\"col_heading level0 col68\" >스 </th>\n",
       "      <th id=\"T_3e2e3_level0_col69\" class=\"col_heading level0 col69\" >승강</th>\n",
       "      <th id=\"T_3e2e3_level0_col70\" class=\"col_heading level0 col70\" >승강장</th>\n",
       "      <th id=\"T_3e2e3_level0_col71\" class=\"col_heading level0 col71\" >시 </th>\n",
       "      <th id=\"T_3e2e3_level0_col72\" class=\"col_heading level0 col72\" >시간</th>\n",
       "      <th id=\"T_3e2e3_level0_col73\" class=\"col_heading level0 col73\" >시간 </th>\n",
       "      <th id=\"T_3e2e3_level0_col74\" class=\"col_heading level0 col74\" >시간과</th>\n",
       "      <th id=\"T_3e2e3_level0_col75\" class=\"col_heading level0 col75\" >안내</th>\n",
       "      <th id=\"T_3e2e3_level0_col76\" class=\"col_heading level0 col76\" >안내입</th>\n",
       "      <th id=\"T_3e2e3_level0_col77\" class=\"col_heading level0 col77\" >와 </th>\n",
       "      <th id=\"T_3e2e3_level0_col78\" class=\"col_heading level0 col78\" >요금</th>\n",
       "      <th id=\"T_3e2e3_level0_col79\" class=\"col_heading level0 col79\" >요금 </th>\n",
       "      <th id=\"T_3e2e3_level0_col80\" class=\"col_heading level0 col80\" >운행</th>\n",
       "      <th id=\"T_3e2e3_level0_col81\" class=\"col_heading level0 col81\" >운행시</th>\n",
       "      <th id=\"T_3e2e3_level0_col82\" class=\"col_heading level0 col82\" >원금</th>\n",
       "      <th id=\"T_3e2e3_level0_col83\" class=\"col_heading level0 col83\" >원금 </th>\n",
       "      <th id=\"T_3e2e3_level0_col84\" class=\"col_heading level0 col84\" >위치</th>\n",
       "      <th id=\"T_3e2e3_level0_col85\" class=\"col_heading level0 col85\" >위치 </th>\n",
       "      <th id=\"T_3e2e3_level0_col86\" class=\"col_heading level0 col86\" >의입</th>\n",
       "      <th id=\"T_3e2e3_level0_col87\" class=\"col_heading level0 col87\" >의입니</th>\n",
       "      <th id=\"T_3e2e3_level0_col88\" class=\"col_heading level0 col88\" >장 </th>\n",
       "      <th id=\"T_3e2e3_level0_col89\" class=\"col_heading level0 col89\" >지원</th>\n",
       "      <th id=\"T_3e2e3_level0_col90\" class=\"col_heading level0 col90\" >지원금</th>\n",
       "      <th id=\"T_3e2e3_level0_col91\" class=\"col_heading level0 col91\" >지하</th>\n",
       "      <th id=\"T_3e2e3_level0_col92\" class=\"col_heading level0 col92\" >지하철</th>\n",
       "      <th id=\"T_3e2e3_level0_col93\" class=\"col_heading level0 col93\" >진료</th>\n",
       "      <th id=\"T_3e2e3_level0_col94\" class=\"col_heading level0 col94\" >진료소</th>\n",
       "      <th id=\"T_3e2e3_level0_col95\" class=\"col_heading level0 col95\" >철 </th>\n",
       "      <th id=\"T_3e2e3_level0_col96\" class=\"col_heading level0 col96\" >치 </th>\n",
       "      <th id=\"T_3e2e3_level0_col97\" class=\"col_heading level0 col97\" >코로</th>\n",
       "      <th id=\"T_3e2e3_level0_col98\" class=\"col_heading level0 col98\" >코로나</th>\n",
       "      <th id=\"T_3e2e3_level0_col99\" class=\"col_heading level0 col99\" >택시</th>\n",
       "      <th id=\"T_3e2e3_level0_col100\" class=\"col_heading level0 col100\" >택시 </th>\n",
       "      <th id=\"T_3e2e3_level0_col101\" class=\"col_heading level0 col101\" >터미</th>\n",
       "      <th id=\"T_3e2e3_level0_col102\" class=\"col_heading level0 col102\" >터미널</th>\n",
       "      <th id=\"T_3e2e3_level0_col103\" class=\"col_heading level0 col103\" >하철</th>\n",
       "      <th id=\"T_3e2e3_level0_col104\" class=\"col_heading level0 col104\" >하철 </th>\n",
       "      <th id=\"T_3e2e3_level0_col105\" class=\"col_heading level0 col105\" >행시</th>\n",
       "      <th id=\"T_3e2e3_level0_col106\" class=\"col_heading level0 col106\" >행시간</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_3e2e3_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_3e2e3_row0_col0\" class=\"data row0 col0\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col1\" class=\"data row0 col1\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col2\" class=\"data row0 col2\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col3\" class=\"data row0 col3\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col4\" class=\"data row0 col4\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col5\" class=\"data row0 col5\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col6\" class=\"data row0 col6\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col7\" class=\"data row0 col7\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col8\" class=\"data row0 col8\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col9\" class=\"data row0 col9\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col10\" class=\"data row0 col10\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col11\" class=\"data row0 col11\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col12\" class=\"data row0 col12\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col13\" class=\"data row0 col13\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col14\" class=\"data row0 col14\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col15\" class=\"data row0 col15\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col16\" class=\"data row0 col16\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col17\" class=\"data row0 col17\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col18\" class=\"data row0 col18\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col19\" class=\"data row0 col19\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col20\" class=\"data row0 col20\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col21\" class=\"data row0 col21\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col22\" class=\"data row0 col22\" >2</td>\n",
       "      <td id=\"T_3e2e3_row0_col23\" class=\"data row0 col23\" >2</td>\n",
       "      <td id=\"T_3e2e3_row0_col24\" class=\"data row0 col24\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col25\" class=\"data row0 col25\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col26\" class=\"data row0 col26\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col27\" class=\"data row0 col27\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col28\" class=\"data row0 col28\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col29\" class=\"data row0 col29\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col30\" class=\"data row0 col30\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col31\" class=\"data row0 col31\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col32\" class=\"data row0 col32\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col33\" class=\"data row0 col33\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col34\" class=\"data row0 col34\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col35\" class=\"data row0 col35\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col36\" class=\"data row0 col36\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col37\" class=\"data row0 col37\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col38\" class=\"data row0 col38\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col39\" class=\"data row0 col39\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col40\" class=\"data row0 col40\" >2</td>\n",
       "      <td id=\"T_3e2e3_row0_col41\" class=\"data row0 col41\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col42\" class=\"data row0 col42\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col43\" class=\"data row0 col43\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col44\" class=\"data row0 col44\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col45\" class=\"data row0 col45\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col46\" class=\"data row0 col46\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col47\" class=\"data row0 col47\" >2</td>\n",
       "      <td id=\"T_3e2e3_row0_col48\" class=\"data row0 col48\" >2</td>\n",
       "      <td id=\"T_3e2e3_row0_col49\" class=\"data row0 col49\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col50\" class=\"data row0 col50\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col51\" class=\"data row0 col51\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col52\" class=\"data row0 col52\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col53\" class=\"data row0 col53\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col54\" class=\"data row0 col54\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col55\" class=\"data row0 col55\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col56\" class=\"data row0 col56\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col57\" class=\"data row0 col57\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col58\" class=\"data row0 col58\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col59\" class=\"data row0 col59\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col60\" class=\"data row0 col60\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col61\" class=\"data row0 col61\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col62\" class=\"data row0 col62\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col63\" class=\"data row0 col63\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col64\" class=\"data row0 col64\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col65\" class=\"data row0 col65\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col66\" class=\"data row0 col66\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col67\" class=\"data row0 col67\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col68\" class=\"data row0 col68\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col69\" class=\"data row0 col69\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col70\" class=\"data row0 col70\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col71\" class=\"data row0 col71\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col72\" class=\"data row0 col72\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col73\" class=\"data row0 col73\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col74\" class=\"data row0 col74\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col75\" class=\"data row0 col75\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col76\" class=\"data row0 col76\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col77\" class=\"data row0 col77\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col78\" class=\"data row0 col78\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col79\" class=\"data row0 col79\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col80\" class=\"data row0 col80\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col81\" class=\"data row0 col81\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col82\" class=\"data row0 col82\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col83\" class=\"data row0 col83\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col84\" class=\"data row0 col84\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col85\" class=\"data row0 col85\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col86\" class=\"data row0 col86\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col87\" class=\"data row0 col87\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col88\" class=\"data row0 col88\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col89\" class=\"data row0 col89\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col90\" class=\"data row0 col90\" >1</td>\n",
       "      <td id=\"T_3e2e3_row0_col91\" class=\"data row0 col91\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col92\" class=\"data row0 col92\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col93\" class=\"data row0 col93\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col94\" class=\"data row0 col94\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col95\" class=\"data row0 col95\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col96\" class=\"data row0 col96\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col97\" class=\"data row0 col97\" >2</td>\n",
       "      <td id=\"T_3e2e3_row0_col98\" class=\"data row0 col98\" >2</td>\n",
       "      <td id=\"T_3e2e3_row0_col99\" class=\"data row0 col99\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col100\" class=\"data row0 col100\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col101\" class=\"data row0 col101\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col102\" class=\"data row0 col102\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col103\" class=\"data row0 col103\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col104\" class=\"data row0 col104\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col105\" class=\"data row0 col105\" >0</td>\n",
       "      <td id=\"T_3e2e3_row0_col106\" class=\"data row0 col106\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_3e2e3_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_3e2e3_row1_col0\" class=\"data row1 col0\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col1\" class=\"data row1 col1\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col2\" class=\"data row1 col2\" >1</td>\n",
       "      <td id=\"T_3e2e3_row1_col3\" class=\"data row1 col3\" >1</td>\n",
       "      <td id=\"T_3e2e3_row1_col4\" class=\"data row1 col4\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col5\" class=\"data row1 col5\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col6\" class=\"data row1 col6\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col7\" class=\"data row1 col7\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col8\" class=\"data row1 col8\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col9\" class=\"data row1 col9\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col10\" class=\"data row1 col10\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col11\" class=\"data row1 col11\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col12\" class=\"data row1 col12\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col13\" class=\"data row1 col13\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col14\" class=\"data row1 col14\" >1</td>\n",
       "      <td id=\"T_3e2e3_row1_col15\" class=\"data row1 col15\" >1</td>\n",
       "      <td id=\"T_3e2e3_row1_col16\" class=\"data row1 col16\" >1</td>\n",
       "      <td id=\"T_3e2e3_row1_col17\" class=\"data row1 col17\" >1</td>\n",
       "      <td id=\"T_3e2e3_row1_col18\" class=\"data row1 col18\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col19\" class=\"data row1 col19\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col20\" class=\"data row1 col20\" >2</td>\n",
       "      <td id=\"T_3e2e3_row1_col21\" class=\"data row1 col21\" >2</td>\n",
       "      <td id=\"T_3e2e3_row1_col22\" class=\"data row1 col22\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col23\" class=\"data row1 col23\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col24\" class=\"data row1 col24\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col25\" class=\"data row1 col25\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col26\" class=\"data row1 col26\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col27\" class=\"data row1 col27\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col28\" class=\"data row1 col28\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col29\" class=\"data row1 col29\" >1</td>\n",
       "      <td id=\"T_3e2e3_row1_col30\" class=\"data row1 col30\" >1</td>\n",
       "      <td id=\"T_3e2e3_row1_col31\" class=\"data row1 col31\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col32\" class=\"data row1 col32\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col33\" class=\"data row1 col33\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col34\" class=\"data row1 col34\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col35\" class=\"data row1 col35\" >1</td>\n",
       "      <td id=\"T_3e2e3_row1_col36\" class=\"data row1 col36\" >1</td>\n",
       "      <td id=\"T_3e2e3_row1_col37\" class=\"data row1 col37\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col38\" class=\"data row1 col38\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col39\" class=\"data row1 col39\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col40\" class=\"data row1 col40\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col41\" class=\"data row1 col41\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col42\" class=\"data row1 col42\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col43\" class=\"data row1 col43\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col44\" class=\"data row1 col44\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col45\" class=\"data row1 col45\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col46\" class=\"data row1 col46\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col47\" class=\"data row1 col47\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col48\" class=\"data row1 col48\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col49\" class=\"data row1 col49\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col50\" class=\"data row1 col50\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col51\" class=\"data row1 col51\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col52\" class=\"data row1 col52\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col53\" class=\"data row1 col53\" >1</td>\n",
       "      <td id=\"T_3e2e3_row1_col54\" class=\"data row1 col54\" >1</td>\n",
       "      <td id=\"T_3e2e3_row1_col55\" class=\"data row1 col55\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col56\" class=\"data row1 col56\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col57\" class=\"data row1 col57\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col58\" class=\"data row1 col58\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col59\" class=\"data row1 col59\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col60\" class=\"data row1 col60\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col61\" class=\"data row1 col61\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col62\" class=\"data row1 col62\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col63\" class=\"data row1 col63\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col64\" class=\"data row1 col64\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col65\" class=\"data row1 col65\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col66\" class=\"data row1 col66\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col67\" class=\"data row1 col67\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col68\" class=\"data row1 col68\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col69\" class=\"data row1 col69\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col70\" class=\"data row1 col70\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col71\" class=\"data row1 col71\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col72\" class=\"data row1 col72\" >1</td>\n",
       "      <td id=\"T_3e2e3_row1_col73\" class=\"data row1 col73\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col74\" class=\"data row1 col74\" >1</td>\n",
       "      <td id=\"T_3e2e3_row1_col75\" class=\"data row1 col75\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col76\" class=\"data row1 col76\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col77\" class=\"data row1 col77\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col78\" class=\"data row1 col78\" >1</td>\n",
       "      <td id=\"T_3e2e3_row1_col79\" class=\"data row1 col79\" >1</td>\n",
       "      <td id=\"T_3e2e3_row1_col80\" class=\"data row1 col80\" >1</td>\n",
       "      <td id=\"T_3e2e3_row1_col81\" class=\"data row1 col81\" >1</td>\n",
       "      <td id=\"T_3e2e3_row1_col82\" class=\"data row1 col82\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col83\" class=\"data row1 col83\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col84\" class=\"data row1 col84\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col85\" class=\"data row1 col85\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col86\" class=\"data row1 col86\" >1</td>\n",
       "      <td id=\"T_3e2e3_row1_col87\" class=\"data row1 col87\" >1</td>\n",
       "      <td id=\"T_3e2e3_row1_col88\" class=\"data row1 col88\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col89\" class=\"data row1 col89\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col90\" class=\"data row1 col90\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col91\" class=\"data row1 col91\" >2</td>\n",
       "      <td id=\"T_3e2e3_row1_col92\" class=\"data row1 col92\" >2</td>\n",
       "      <td id=\"T_3e2e3_row1_col93\" class=\"data row1 col93\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col94\" class=\"data row1 col94\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col95\" class=\"data row1 col95\" >2</td>\n",
       "      <td id=\"T_3e2e3_row1_col96\" class=\"data row1 col96\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col97\" class=\"data row1 col97\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col98\" class=\"data row1 col98\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col99\" class=\"data row1 col99\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col100\" class=\"data row1 col100\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col101\" class=\"data row1 col101\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col102\" class=\"data row1 col102\" >0</td>\n",
       "      <td id=\"T_3e2e3_row1_col103\" class=\"data row1 col103\" >2</td>\n",
       "      <td id=\"T_3e2e3_row1_col104\" class=\"data row1 col104\" >2</td>\n",
       "      <td id=\"T_3e2e3_row1_col105\" class=\"data row1 col105\" >1</td>\n",
       "      <td id=\"T_3e2e3_row1_col106\" class=\"data row1 col106\" >1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_3e2e3_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_3e2e3_row2_col0\" class=\"data row2 col0\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col1\" class=\"data row2 col1\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col2\" class=\"data row2 col2\" >1</td>\n",
       "      <td id=\"T_3e2e3_row2_col3\" class=\"data row2 col3\" >1</td>\n",
       "      <td id=\"T_3e2e3_row2_col4\" class=\"data row2 col4\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col5\" class=\"data row2 col5\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col6\" class=\"data row2 col6\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col7\" class=\"data row2 col7\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col8\" class=\"data row2 col8\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col9\" class=\"data row2 col9\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col10\" class=\"data row2 col10\" >1</td>\n",
       "      <td id=\"T_3e2e3_row2_col11\" class=\"data row2 col11\" >1</td>\n",
       "      <td id=\"T_3e2e3_row2_col12\" class=\"data row2 col12\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col13\" class=\"data row2 col13\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col14\" class=\"data row2 col14\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col15\" class=\"data row2 col15\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col16\" class=\"data row2 col16\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col17\" class=\"data row2 col17\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col18\" class=\"data row2 col18\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col19\" class=\"data row2 col19\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col20\" class=\"data row2 col20\" >1</td>\n",
       "      <td id=\"T_3e2e3_row2_col21\" class=\"data row2 col21\" >1</td>\n",
       "      <td id=\"T_3e2e3_row2_col22\" class=\"data row2 col22\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col23\" class=\"data row2 col23\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col24\" class=\"data row2 col24\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col25\" class=\"data row2 col25\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col26\" class=\"data row2 col26\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col27\" class=\"data row2 col27\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col28\" class=\"data row2 col28\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col29\" class=\"data row2 col29\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col30\" class=\"data row2 col30\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col31\" class=\"data row2 col31\" >1</td>\n",
       "      <td id=\"T_3e2e3_row2_col32\" class=\"data row2 col32\" >1</td>\n",
       "      <td id=\"T_3e2e3_row2_col33\" class=\"data row2 col33\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col34\" class=\"data row2 col34\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col35\" class=\"data row2 col35\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col36\" class=\"data row2 col36\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col37\" class=\"data row2 col37\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col38\" class=\"data row2 col38\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col39\" class=\"data row2 col39\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col40\" class=\"data row2 col40\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col41\" class=\"data row2 col41\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col42\" class=\"data row2 col42\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col43\" class=\"data row2 col43\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col44\" class=\"data row2 col44\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col45\" class=\"data row2 col45\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col46\" class=\"data row2 col46\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col47\" class=\"data row2 col47\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col48\" class=\"data row2 col48\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col49\" class=\"data row2 col49\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col50\" class=\"data row2 col50\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col51\" class=\"data row2 col51\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col52\" class=\"data row2 col52\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col53\" class=\"data row2 col53\" >1</td>\n",
       "      <td id=\"T_3e2e3_row2_col54\" class=\"data row2 col54\" >1</td>\n",
       "      <td id=\"T_3e2e3_row2_col55\" class=\"data row2 col55\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col56\" class=\"data row2 col56\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col57\" class=\"data row2 col57\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col58\" class=\"data row2 col58\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col59\" class=\"data row2 col59\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col60\" class=\"data row2 col60\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col61\" class=\"data row2 col61\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col62\" class=\"data row2 col62\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col63\" class=\"data row2 col63\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col64\" class=\"data row2 col64\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col65\" class=\"data row2 col65\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col66\" class=\"data row2 col66\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col67\" class=\"data row2 col67\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col68\" class=\"data row2 col68\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col69\" class=\"data row2 col69\" >1</td>\n",
       "      <td id=\"T_3e2e3_row2_col70\" class=\"data row2 col70\" >1</td>\n",
       "      <td id=\"T_3e2e3_row2_col71\" class=\"data row2 col71\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col72\" class=\"data row2 col72\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col73\" class=\"data row2 col73\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col74\" class=\"data row2 col74\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col75\" class=\"data row2 col75\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col76\" class=\"data row2 col76\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col77\" class=\"data row2 col77\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col78\" class=\"data row2 col78\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col79\" class=\"data row2 col79\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col80\" class=\"data row2 col80\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col81\" class=\"data row2 col81\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col82\" class=\"data row2 col82\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col83\" class=\"data row2 col83\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col84\" class=\"data row2 col84\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col85\" class=\"data row2 col85\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col86\" class=\"data row2 col86\" >1</td>\n",
       "      <td id=\"T_3e2e3_row2_col87\" class=\"data row2 col87\" >1</td>\n",
       "      <td id=\"T_3e2e3_row2_col88\" class=\"data row2 col88\" >1</td>\n",
       "      <td id=\"T_3e2e3_row2_col89\" class=\"data row2 col89\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col90\" class=\"data row2 col90\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col91\" class=\"data row2 col91\" >1</td>\n",
       "      <td id=\"T_3e2e3_row2_col92\" class=\"data row2 col92\" >1</td>\n",
       "      <td id=\"T_3e2e3_row2_col93\" class=\"data row2 col93\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col94\" class=\"data row2 col94\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col95\" class=\"data row2 col95\" >1</td>\n",
       "      <td id=\"T_3e2e3_row2_col96\" class=\"data row2 col96\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col97\" class=\"data row2 col97\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col98\" class=\"data row2 col98\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col99\" class=\"data row2 col99\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col100\" class=\"data row2 col100\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col101\" class=\"data row2 col101\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col102\" class=\"data row2 col102\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col103\" class=\"data row2 col103\" >1</td>\n",
       "      <td id=\"T_3e2e3_row2_col104\" class=\"data row2 col104\" >1</td>\n",
       "      <td id=\"T_3e2e3_row2_col105\" class=\"data row2 col105\" >0</td>\n",
       "      <td id=\"T_3e2e3_row2_col106\" class=\"data row2 col106\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_3e2e3_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_3e2e3_row3_col0\" class=\"data row3 col0\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col1\" class=\"data row3 col1\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col2\" class=\"data row3 col2\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col3\" class=\"data row3 col3\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col4\" class=\"data row3 col4\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col5\" class=\"data row3 col5\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col6\" class=\"data row3 col6\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col7\" class=\"data row3 col7\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col8\" class=\"data row3 col8\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col9\" class=\"data row3 col9\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col10\" class=\"data row3 col10\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col11\" class=\"data row3 col11\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col12\" class=\"data row3 col12\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col13\" class=\"data row3 col13\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col14\" class=\"data row3 col14\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col15\" class=\"data row3 col15\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col16\" class=\"data row3 col16\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col17\" class=\"data row3 col17\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col18\" class=\"data row3 col18\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col19\" class=\"data row3 col19\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col20\" class=\"data row3 col20\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col21\" class=\"data row3 col21\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col22\" class=\"data row3 col22\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col23\" class=\"data row3 col23\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col24\" class=\"data row3 col24\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col25\" class=\"data row3 col25\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col26\" class=\"data row3 col26\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col27\" class=\"data row3 col27\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col28\" class=\"data row3 col28\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col29\" class=\"data row3 col29\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col30\" class=\"data row3 col30\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col31\" class=\"data row3 col31\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col32\" class=\"data row3 col32\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col33\" class=\"data row3 col33\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col34\" class=\"data row3 col34\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col35\" class=\"data row3 col35\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col36\" class=\"data row3 col36\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col37\" class=\"data row3 col37\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col38\" class=\"data row3 col38\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col39\" class=\"data row3 col39\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col40\" class=\"data row3 col40\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col41\" class=\"data row3 col41\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col42\" class=\"data row3 col42\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col43\" class=\"data row3 col43\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col44\" class=\"data row3 col44\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col45\" class=\"data row3 col45\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col46\" class=\"data row3 col46\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col47\" class=\"data row3 col47\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col48\" class=\"data row3 col48\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col49\" class=\"data row3 col49\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col50\" class=\"data row3 col50\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col51\" class=\"data row3 col51\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col52\" class=\"data row3 col52\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col53\" class=\"data row3 col53\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col54\" class=\"data row3 col54\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col55\" class=\"data row3 col55\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col56\" class=\"data row3 col56\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col57\" class=\"data row3 col57\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col58\" class=\"data row3 col58\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col59\" class=\"data row3 col59\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col60\" class=\"data row3 col60\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col61\" class=\"data row3 col61\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col62\" class=\"data row3 col62\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col63\" class=\"data row3 col63\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col64\" class=\"data row3 col64\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col65\" class=\"data row3 col65\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col66\" class=\"data row3 col66\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col67\" class=\"data row3 col67\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col68\" class=\"data row3 col68\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col69\" class=\"data row3 col69\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col70\" class=\"data row3 col70\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col71\" class=\"data row3 col71\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col72\" class=\"data row3 col72\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col73\" class=\"data row3 col73\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col74\" class=\"data row3 col74\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col75\" class=\"data row3 col75\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col76\" class=\"data row3 col76\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col77\" class=\"data row3 col77\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col78\" class=\"data row3 col78\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col79\" class=\"data row3 col79\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col80\" class=\"data row3 col80\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col81\" class=\"data row3 col81\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col82\" class=\"data row3 col82\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col83\" class=\"data row3 col83\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col84\" class=\"data row3 col84\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col85\" class=\"data row3 col85\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col86\" class=\"data row3 col86\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col87\" class=\"data row3 col87\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col88\" class=\"data row3 col88\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col89\" class=\"data row3 col89\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col90\" class=\"data row3 col90\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col91\" class=\"data row3 col91\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col92\" class=\"data row3 col92\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col93\" class=\"data row3 col93\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col94\" class=\"data row3 col94\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col95\" class=\"data row3 col95\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col96\" class=\"data row3 col96\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col97\" class=\"data row3 col97\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col98\" class=\"data row3 col98\" >1</td>\n",
       "      <td id=\"T_3e2e3_row3_col99\" class=\"data row3 col99\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col100\" class=\"data row3 col100\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col101\" class=\"data row3 col101\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col102\" class=\"data row3 col102\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col103\" class=\"data row3 col103\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col104\" class=\"data row3 col104\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col105\" class=\"data row3 col105\" >0</td>\n",
       "      <td id=\"T_3e2e3_row3_col106\" class=\"data row3 col106\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_3e2e3_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_3e2e3_row4_col0\" class=\"data row4 col0\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col1\" class=\"data row4 col1\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col2\" class=\"data row4 col2\" >1</td>\n",
       "      <td id=\"T_3e2e3_row4_col3\" class=\"data row4 col3\" >1</td>\n",
       "      <td id=\"T_3e2e3_row4_col4\" class=\"data row4 col4\" >1</td>\n",
       "      <td id=\"T_3e2e3_row4_col5\" class=\"data row4 col5\" >1</td>\n",
       "      <td id=\"T_3e2e3_row4_col6\" class=\"data row4 col6\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col7\" class=\"data row4 col7\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col8\" class=\"data row4 col8\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col9\" class=\"data row4 col9\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col10\" class=\"data row4 col10\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col11\" class=\"data row4 col11\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col12\" class=\"data row4 col12\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col13\" class=\"data row4 col13\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col14\" class=\"data row4 col14\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col15\" class=\"data row4 col15\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col16\" class=\"data row4 col16\" >1</td>\n",
       "      <td id=\"T_3e2e3_row4_col17\" class=\"data row4 col17\" >1</td>\n",
       "      <td id=\"T_3e2e3_row4_col18\" class=\"data row4 col18\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col19\" class=\"data row4 col19\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col20\" class=\"data row4 col20\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col21\" class=\"data row4 col21\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col22\" class=\"data row4 col22\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col23\" class=\"data row4 col23\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col24\" class=\"data row4 col24\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col25\" class=\"data row4 col25\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col26\" class=\"data row4 col26\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col27\" class=\"data row4 col27\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col28\" class=\"data row4 col28\" >1</td>\n",
       "      <td id=\"T_3e2e3_row4_col29\" class=\"data row4 col29\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col30\" class=\"data row4 col30\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col31\" class=\"data row4 col31\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col32\" class=\"data row4 col32\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col33\" class=\"data row4 col33\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col34\" class=\"data row4 col34\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col35\" class=\"data row4 col35\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col36\" class=\"data row4 col36\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col37\" class=\"data row4 col37\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col38\" class=\"data row4 col38\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col39\" class=\"data row4 col39\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col40\" class=\"data row4 col40\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col41\" class=\"data row4 col41\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col42\" class=\"data row4 col42\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col43\" class=\"data row4 col43\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col44\" class=\"data row4 col44\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col45\" class=\"data row4 col45\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col46\" class=\"data row4 col46\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col47\" class=\"data row4 col47\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col48\" class=\"data row4 col48\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col49\" class=\"data row4 col49\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col50\" class=\"data row4 col50\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col51\" class=\"data row4 col51\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col52\" class=\"data row4 col52\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col53\" class=\"data row4 col53\" >1</td>\n",
       "      <td id=\"T_3e2e3_row4_col54\" class=\"data row4 col54\" >1</td>\n",
       "      <td id=\"T_3e2e3_row4_col55\" class=\"data row4 col55\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col56\" class=\"data row4 col56\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col57\" class=\"data row4 col57\" >1</td>\n",
       "      <td id=\"T_3e2e3_row4_col58\" class=\"data row4 col58\" >1</td>\n",
       "      <td id=\"T_3e2e3_row4_col59\" class=\"data row4 col59\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col60\" class=\"data row4 col60\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col61\" class=\"data row4 col61\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col62\" class=\"data row4 col62\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col63\" class=\"data row4 col63\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col64\" class=\"data row4 col64\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col65\" class=\"data row4 col65\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col66\" class=\"data row4 col66\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col67\" class=\"data row4 col67\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col68\" class=\"data row4 col68\" >1</td>\n",
       "      <td id=\"T_3e2e3_row4_col69\" class=\"data row4 col69\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col70\" class=\"data row4 col70\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col71\" class=\"data row4 col71\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col72\" class=\"data row4 col72\" >1</td>\n",
       "      <td id=\"T_3e2e3_row4_col73\" class=\"data row4 col73\" >1</td>\n",
       "      <td id=\"T_3e2e3_row4_col74\" class=\"data row4 col74\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col75\" class=\"data row4 col75\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col76\" class=\"data row4 col76\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col77\" class=\"data row4 col77\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col78\" class=\"data row4 col78\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col79\" class=\"data row4 col79\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col80\" class=\"data row4 col80\" >1</td>\n",
       "      <td id=\"T_3e2e3_row4_col81\" class=\"data row4 col81\" >1</td>\n",
       "      <td id=\"T_3e2e3_row4_col82\" class=\"data row4 col82\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col83\" class=\"data row4 col83\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col84\" class=\"data row4 col84\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col85\" class=\"data row4 col85\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col86\" class=\"data row4 col86\" >1</td>\n",
       "      <td id=\"T_3e2e3_row4_col87\" class=\"data row4 col87\" >1</td>\n",
       "      <td id=\"T_3e2e3_row4_col88\" class=\"data row4 col88\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col89\" class=\"data row4 col89\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col90\" class=\"data row4 col90\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col91\" class=\"data row4 col91\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col92\" class=\"data row4 col92\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col93\" class=\"data row4 col93\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col94\" class=\"data row4 col94\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col95\" class=\"data row4 col95\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col96\" class=\"data row4 col96\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col97\" class=\"data row4 col97\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col98\" class=\"data row4 col98\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col99\" class=\"data row4 col99\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col100\" class=\"data row4 col100\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col101\" class=\"data row4 col101\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col102\" class=\"data row4 col102\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col103\" class=\"data row4 col103\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col104\" class=\"data row4 col104\" >0</td>\n",
       "      <td id=\"T_3e2e3_row4_col105\" class=\"data row4 col105\" >1</td>\n",
       "      <td id=\"T_3e2e3_row4_col106\" class=\"data row4 col106\" >1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_3e2e3_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_3e2e3_row5_col0\" class=\"data row5 col0\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col1\" class=\"data row5 col1\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col2\" class=\"data row5 col2\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col3\" class=\"data row5 col3\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col4\" class=\"data row5 col4\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col5\" class=\"data row5 col5\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col6\" class=\"data row5 col6\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col7\" class=\"data row5 col7\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col8\" class=\"data row5 col8\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col9\" class=\"data row5 col9\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col10\" class=\"data row5 col10\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col11\" class=\"data row5 col11\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col12\" class=\"data row5 col12\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col13\" class=\"data row5 col13\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col14\" class=\"data row5 col14\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col15\" class=\"data row5 col15\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col16\" class=\"data row5 col16\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col17\" class=\"data row5 col17\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col18\" class=\"data row5 col18\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col19\" class=\"data row5 col19\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col20\" class=\"data row5 col20\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col21\" class=\"data row5 col21\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col22\" class=\"data row5 col22\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col23\" class=\"data row5 col23\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col24\" class=\"data row5 col24\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col25\" class=\"data row5 col25\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col26\" class=\"data row5 col26\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col27\" class=\"data row5 col27\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col28\" class=\"data row5 col28\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col29\" class=\"data row5 col29\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col30\" class=\"data row5 col30\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col31\" class=\"data row5 col31\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col32\" class=\"data row5 col32\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col33\" class=\"data row5 col33\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col34\" class=\"data row5 col34\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col35\" class=\"data row5 col35\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col36\" class=\"data row5 col36\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col37\" class=\"data row5 col37\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col38\" class=\"data row5 col38\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col39\" class=\"data row5 col39\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col40\" class=\"data row5 col40\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col41\" class=\"data row5 col41\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col42\" class=\"data row5 col42\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col43\" class=\"data row5 col43\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col44\" class=\"data row5 col44\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col45\" class=\"data row5 col45\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col46\" class=\"data row5 col46\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col47\" class=\"data row5 col47\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col48\" class=\"data row5 col48\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col49\" class=\"data row5 col49\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col50\" class=\"data row5 col50\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col51\" class=\"data row5 col51\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col52\" class=\"data row5 col52\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col53\" class=\"data row5 col53\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col54\" class=\"data row5 col54\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col55\" class=\"data row5 col55\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col56\" class=\"data row5 col56\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col57\" class=\"data row5 col57\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col58\" class=\"data row5 col58\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col59\" class=\"data row5 col59\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col60\" class=\"data row5 col60\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col61\" class=\"data row5 col61\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col62\" class=\"data row5 col62\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col63\" class=\"data row5 col63\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col64\" class=\"data row5 col64\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col65\" class=\"data row5 col65\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col66\" class=\"data row5 col66\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col67\" class=\"data row5 col67\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col68\" class=\"data row5 col68\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col69\" class=\"data row5 col69\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col70\" class=\"data row5 col70\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col71\" class=\"data row5 col71\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col72\" class=\"data row5 col72\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col73\" class=\"data row5 col73\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col74\" class=\"data row5 col74\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col75\" class=\"data row5 col75\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col76\" class=\"data row5 col76\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col77\" class=\"data row5 col77\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col78\" class=\"data row5 col78\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col79\" class=\"data row5 col79\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col80\" class=\"data row5 col80\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col81\" class=\"data row5 col81\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col82\" class=\"data row5 col82\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col83\" class=\"data row5 col83\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col84\" class=\"data row5 col84\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col85\" class=\"data row5 col85\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col86\" class=\"data row5 col86\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col87\" class=\"data row5 col87\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col88\" class=\"data row5 col88\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col89\" class=\"data row5 col89\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col90\" class=\"data row5 col90\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col91\" class=\"data row5 col91\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col92\" class=\"data row5 col92\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col93\" class=\"data row5 col93\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col94\" class=\"data row5 col94\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col95\" class=\"data row5 col95\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col96\" class=\"data row5 col96\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col97\" class=\"data row5 col97\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col98\" class=\"data row5 col98\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col99\" class=\"data row5 col99\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col100\" class=\"data row5 col100\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col101\" class=\"data row5 col101\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col102\" class=\"data row5 col102\" >1</td>\n",
       "      <td id=\"T_3e2e3_row5_col103\" class=\"data row5 col103\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col104\" class=\"data row5 col104\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col105\" class=\"data row5 col105\" >0</td>\n",
       "      <td id=\"T_3e2e3_row5_col106\" class=\"data row5 col106\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_3e2e3_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_3e2e3_row6_col0\" class=\"data row6 col0\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col1\" class=\"data row6 col1\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col2\" class=\"data row6 col2\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col3\" class=\"data row6 col3\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col4\" class=\"data row6 col4\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col5\" class=\"data row6 col5\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col6\" class=\"data row6 col6\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col7\" class=\"data row6 col7\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col8\" class=\"data row6 col8\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col9\" class=\"data row6 col9\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col10\" class=\"data row6 col10\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col11\" class=\"data row6 col11\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col12\" class=\"data row6 col12\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col13\" class=\"data row6 col13\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col14\" class=\"data row6 col14\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col15\" class=\"data row6 col15\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col16\" class=\"data row6 col16\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col17\" class=\"data row6 col17\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col18\" class=\"data row6 col18\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col19\" class=\"data row6 col19\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col20\" class=\"data row6 col20\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col21\" class=\"data row6 col21\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col22\" class=\"data row6 col22\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col23\" class=\"data row6 col23\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col24\" class=\"data row6 col24\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col25\" class=\"data row6 col25\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col26\" class=\"data row6 col26\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col27\" class=\"data row6 col27\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col28\" class=\"data row6 col28\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col29\" class=\"data row6 col29\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col30\" class=\"data row6 col30\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col31\" class=\"data row6 col31\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col32\" class=\"data row6 col32\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col33\" class=\"data row6 col33\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col34\" class=\"data row6 col34\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col35\" class=\"data row6 col35\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col36\" class=\"data row6 col36\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col37\" class=\"data row6 col37\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col38\" class=\"data row6 col38\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col39\" class=\"data row6 col39\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col40\" class=\"data row6 col40\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col41\" class=\"data row6 col41\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col42\" class=\"data row6 col42\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col43\" class=\"data row6 col43\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col44\" class=\"data row6 col44\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col45\" class=\"data row6 col45\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col46\" class=\"data row6 col46\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col47\" class=\"data row6 col47\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col48\" class=\"data row6 col48\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col49\" class=\"data row6 col49\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col50\" class=\"data row6 col50\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col51\" class=\"data row6 col51\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col52\" class=\"data row6 col52\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col53\" class=\"data row6 col53\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col54\" class=\"data row6 col54\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col55\" class=\"data row6 col55\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col56\" class=\"data row6 col56\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col57\" class=\"data row6 col57\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col58\" class=\"data row6 col58\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col59\" class=\"data row6 col59\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col60\" class=\"data row6 col60\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col61\" class=\"data row6 col61\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col62\" class=\"data row6 col62\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col63\" class=\"data row6 col63\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col64\" class=\"data row6 col64\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col65\" class=\"data row6 col65\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col66\" class=\"data row6 col66\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col67\" class=\"data row6 col67\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col68\" class=\"data row6 col68\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col69\" class=\"data row6 col69\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col70\" class=\"data row6 col70\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col71\" class=\"data row6 col71\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col72\" class=\"data row6 col72\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col73\" class=\"data row6 col73\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col74\" class=\"data row6 col74\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col75\" class=\"data row6 col75\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col76\" class=\"data row6 col76\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col77\" class=\"data row6 col77\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col78\" class=\"data row6 col78\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col79\" class=\"data row6 col79\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col80\" class=\"data row6 col80\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col81\" class=\"data row6 col81\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col82\" class=\"data row6 col82\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col83\" class=\"data row6 col83\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col84\" class=\"data row6 col84\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col85\" class=\"data row6 col85\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col86\" class=\"data row6 col86\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col87\" class=\"data row6 col87\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col88\" class=\"data row6 col88\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col89\" class=\"data row6 col89\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col90\" class=\"data row6 col90\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col91\" class=\"data row6 col91\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col92\" class=\"data row6 col92\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col93\" class=\"data row6 col93\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col94\" class=\"data row6 col94\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col95\" class=\"data row6 col95\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col96\" class=\"data row6 col96\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col97\" class=\"data row6 col97\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col98\" class=\"data row6 col98\" >1</td>\n",
       "      <td id=\"T_3e2e3_row6_col99\" class=\"data row6 col99\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col100\" class=\"data row6 col100\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col101\" class=\"data row6 col101\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col102\" class=\"data row6 col102\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col103\" class=\"data row6 col103\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col104\" class=\"data row6 col104\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col105\" class=\"data row6 col105\" >0</td>\n",
       "      <td id=\"T_3e2e3_row6_col106\" class=\"data row6 col106\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_3e2e3_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_3e2e3_row7_col0\" class=\"data row7 col0\" >0</td>\n",
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       "      <td id=\"T_3e2e3_row7_col3\" class=\"data row7 col3\" >1</td>\n",
       "      <td id=\"T_3e2e3_row7_col4\" class=\"data row7 col4\" >0</td>\n",
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       "      <td id=\"T_3e2e3_row7_col69\" class=\"data row7 col69\" >1</td>\n",
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       "      <td id=\"T_3e2e3_row7_col105\" class=\"data row7 col105\" >0</td>\n",
       "      <td id=\"T_3e2e3_row7_col106\" class=\"data row7 col106\" >0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x13475b850>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# analyzer='char_wb'\n",
    "\n",
    "\n",
    "cvect = CountVectorizer(ngram_range=(2, 3), min_df=1, max_df=0.9, \n",
    "                        analyzer=\"char_wb\")\n",
    "display_transform_dtm(cvect, corpus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "id": "sW3jX8omddHS"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[' 거' ' 거리' ' 문' ' 문의' ' 상' ' 상생' ' 선' ' 선별' ' 승' ' 승강' ' 안' ' 안내' ' 요'\n",
      " ' 요금' ' 운' ' 운행' ' 위' ' 위치' ' 지' ' 지하' ' 코' ' 코로' ' 터' ' 터미' '간 ' '간 문'\n",
      " '간과' '간과 ' '강장' '강장 ' '거리' '거리두' '과 ' '과 지' '금 ' '금 문' '기 ' '기 안' '기와'\n",
      " '기와 ' '나 ' '나 거' '나 상' '나 선' '내입' '내입니' '널 ' '널 위' '두기' '두기 ' '두기와' '로나'\n",
      " '로나 ' '료소' '료소 ' '리두' '리두기' '문의' '문의입' '미널' '미널 ' '버스' '버스 ' '별진' '별진료'\n",
      " '상생' '상생지' '생지' '생지원' '선별' '선별진' '소 ' '소 문' '스 ' '스 운' '스 터' '승강' '승강장'\n",
      " '시 ' '시 승' '시간' '시간 ' '시간과' '안내' '안내입' '와 ' '와 코' '요금' '요금 ' '운행' '운행시'\n",
      " '원금' '원금 ' '위치' '위치 ' '의입' '의입니' '장 ' '장 문' '지원' '지원금' '지하' '지하철' '진료'\n",
      " '진료소' '철 ' '철 승' '철 요' '철 운' '치 ' '치 안' '코로' '코로나' '택시' '택시 ' '터미' '터미널'\n",
      " '하철' '하철 ' '행시' '행시간']\n"
     ]
    },
    {
     "data": {
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#T_6fc60_row6_col62, #T_6fc60_row6_col63, #T_6fc60_row6_col64, #T_6fc60_row6_col65, #T_6fc60_row6_col66, #T_6fc60_row6_col67, #T_6fc60_row6_col68, #T_6fc60_row6_col69, #T_6fc60_row6_col70, #T_6fc60_row6_col71, #T_6fc60_row6_col72, #T_6fc60_row6_col73, #T_6fc60_row6_col74, #T_6fc60_row6_col75, #T_6fc60_row6_col76, #T_6fc60_row6_col77, #T_6fc60_row6_col78, #T_6fc60_row6_col79, #T_6fc60_row6_col80, #T_6fc60_row6_col81, #T_6fc60_row6_col82, #T_6fc60_row6_col85, #T_6fc60_row6_col86, #T_6fc60_row6_col87, #T_6fc60_row6_col88, #T_6fc60_row6_col89, #T_6fc60_row6_col90, #T_6fc60_row6_col91, #T_6fc60_row6_col92, #T_6fc60_row6_col93, #T_6fc60_row6_col94, #T_6fc60_row6_col95, #T_6fc60_row6_col96, #T_6fc60_row6_col97, #T_6fc60_row6_col98, #T_6fc60_row6_col99, #T_6fc60_row6_col100, #T_6fc60_row6_col101, #T_6fc60_row6_col102, #T_6fc60_row6_col103, #T_6fc60_row6_col104, #T_6fc60_row6_col105, #T_6fc60_row6_col106, #T_6fc60_row6_col107, #T_6fc60_row6_col108, #T_6fc60_row6_col109, #T_6fc60_row6_col110, #T_6fc60_row6_col113, #T_6fc60_row6_col114, #T_6fc60_row6_col115, #T_6fc60_row6_col116, #T_6fc60_row6_col117, #T_6fc60_row6_col118, #T_6fc60_row6_col119, #T_6fc60_row6_col120, #T_6fc60_row7_col0, #T_6fc60_row7_col1, #T_6fc60_row7_col4, #T_6fc60_row7_col5, #T_6fc60_row7_col6, #T_6fc60_row7_col7, #T_6fc60_row7_col10, #T_6fc60_row7_col11, #T_6fc60_row7_col12, #T_6fc60_row7_col13, #T_6fc60_row7_col14, #T_6fc60_row7_col15, #T_6fc60_row7_col16, #T_6fc60_row7_col17, #T_6fc60_row7_col18, #T_6fc60_row7_col19, #T_6fc60_row7_col20, #T_6fc60_row7_col21, #T_6fc60_row7_col22, #T_6fc60_row7_col23, #T_6fc60_row7_col24, #T_6fc60_row7_col25, #T_6fc60_row7_col26, #T_6fc60_row7_col27, #T_6fc60_row7_col30, #T_6fc60_row7_col31, #T_6fc60_row7_col32, #T_6fc60_row7_col33, #T_6fc60_row7_col34, #T_6fc60_row7_col35, #T_6fc60_row7_col36, #T_6fc60_row7_col37, #T_6fc60_row7_col38, #T_6fc60_row7_col39, #T_6fc60_row7_col40, #T_6fc60_row7_col41, #T_6fc60_row7_col42, #T_6fc60_row7_col43, #T_6fc60_row7_col44, #T_6fc60_row7_col45, #T_6fc60_row7_col46, #T_6fc60_row7_col47, #T_6fc60_row7_col48, #T_6fc60_row7_col49, #T_6fc60_row7_col50, #T_6fc60_row7_col51, #T_6fc60_row7_col52, #T_6fc60_row7_col53, #T_6fc60_row7_col54, #T_6fc60_row7_col55, #T_6fc60_row7_col56, #T_6fc60_row7_col59, #T_6fc60_row7_col60, #T_6fc60_row7_col61, #T_6fc60_row7_col62, #T_6fc60_row7_col63, #T_6fc60_row7_col64, #T_6fc60_row7_col65, #T_6fc60_row7_col66, #T_6fc60_row7_col67, #T_6fc60_row7_col68, #T_6fc60_row7_col69, #T_6fc60_row7_col70, #T_6fc60_row7_col71, #T_6fc60_row7_col72, #T_6fc60_row7_col73, #T_6fc60_row7_col74, #T_6fc60_row7_col75, #T_6fc60_row7_col80, #T_6fc60_row7_col81, #T_6fc60_row7_col82, #T_6fc60_row7_col83, #T_6fc60_row7_col84, #T_6fc60_row7_col85, #T_6fc60_row7_col86, #T_6fc60_row7_col87, #T_6fc60_row7_col88, #T_6fc60_row7_col89, #T_6fc60_row7_col90, #T_6fc60_row7_col91, #T_6fc60_row7_col92, #T_6fc60_row7_col93, #T_6fc60_row7_col94, #T_6fc60_row7_col99, #T_6fc60_row7_col100, #T_6fc60_row7_col101, #T_6fc60_row7_col102, #T_6fc60_row7_col103, #T_6fc60_row7_col104, #T_6fc60_row7_col105, #T_6fc60_row7_col106, #T_6fc60_row7_col107, #T_6fc60_row7_col108, #T_6fc60_row7_col109, #T_6fc60_row7_col110, #T_6fc60_row7_col111, #T_6fc60_row7_col112, #T_6fc60_row7_col115, #T_6fc60_row7_col116, #T_6fc60_row7_col117, #T_6fc60_row7_col118, #T_6fc60_row7_col119, #T_6fc60_row7_col120 {\n",
       "  background-color: #fff7fb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_6fc60_row2_col101, #T_6fc60_row2_col102, #T_6fc60_row2_col105, #T_6fc60_row2_col117, #T_6fc60_row2_col118, #T_6fc60_row3_col40, #T_6fc60_row3_col51, #T_6fc60_row3_col52, #T_6fc60_row3_col111, #T_6fc60_row3_col112, #T_6fc60_row6_col40, #T_6fc60_row6_col51, #T_6fc60_row6_col52, #T_6fc60_row6_col111, #T_6fc60_row6_col112 {\n",
       "  background-color: #73a9cf;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_6fc60\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_6fc60_level0_col0\" class=\"col_heading level0 col0\" > 거</th>\n",
       "      <th id=\"T_6fc60_level0_col1\" class=\"col_heading level0 col1\" > 거리</th>\n",
       "      <th id=\"T_6fc60_level0_col2\" class=\"col_heading level0 col2\" > 문</th>\n",
       "      <th id=\"T_6fc60_level0_col3\" class=\"col_heading level0 col3\" > 문의</th>\n",
       "      <th id=\"T_6fc60_level0_col4\" class=\"col_heading level0 col4\" > 상</th>\n",
       "      <th id=\"T_6fc60_level0_col5\" class=\"col_heading level0 col5\" > 상생</th>\n",
       "      <th id=\"T_6fc60_level0_col6\" class=\"col_heading level0 col6\" > 선</th>\n",
       "      <th id=\"T_6fc60_level0_col7\" class=\"col_heading level0 col7\" > 선별</th>\n",
       "      <th id=\"T_6fc60_level0_col8\" class=\"col_heading level0 col8\" > 승</th>\n",
       "      <th id=\"T_6fc60_level0_col9\" class=\"col_heading level0 col9\" > 승강</th>\n",
       "      <th id=\"T_6fc60_level0_col10\" class=\"col_heading level0 col10\" > 안</th>\n",
       "      <th id=\"T_6fc60_level0_col11\" class=\"col_heading level0 col11\" > 안내</th>\n",
       "      <th id=\"T_6fc60_level0_col12\" class=\"col_heading level0 col12\" > 요</th>\n",
       "      <th id=\"T_6fc60_level0_col13\" class=\"col_heading level0 col13\" > 요금</th>\n",
       "      <th id=\"T_6fc60_level0_col14\" class=\"col_heading level0 col14\" > 운</th>\n",
       "      <th id=\"T_6fc60_level0_col15\" class=\"col_heading level0 col15\" > 운행</th>\n",
       "      <th id=\"T_6fc60_level0_col16\" class=\"col_heading level0 col16\" > 위</th>\n",
       "      <th id=\"T_6fc60_level0_col17\" class=\"col_heading level0 col17\" > 위치</th>\n",
       "      <th id=\"T_6fc60_level0_col18\" class=\"col_heading level0 col18\" > 지</th>\n",
       "      <th id=\"T_6fc60_level0_col19\" class=\"col_heading level0 col19\" > 지하</th>\n",
       "      <th id=\"T_6fc60_level0_col20\" class=\"col_heading level0 col20\" > 코</th>\n",
       "      <th id=\"T_6fc60_level0_col21\" class=\"col_heading level0 col21\" > 코로</th>\n",
       "      <th id=\"T_6fc60_level0_col22\" class=\"col_heading level0 col22\" > 터</th>\n",
       "      <th id=\"T_6fc60_level0_col23\" class=\"col_heading level0 col23\" > 터미</th>\n",
       "      <th id=\"T_6fc60_level0_col24\" class=\"col_heading level0 col24\" >간 </th>\n",
       "      <th id=\"T_6fc60_level0_col25\" class=\"col_heading level0 col25\" >간 문</th>\n",
       "      <th id=\"T_6fc60_level0_col26\" class=\"col_heading level0 col26\" >간과</th>\n",
       "      <th id=\"T_6fc60_level0_col27\" class=\"col_heading level0 col27\" >간과 </th>\n",
       "      <th id=\"T_6fc60_level0_col28\" class=\"col_heading level0 col28\" >강장</th>\n",
       "      <th id=\"T_6fc60_level0_col29\" class=\"col_heading level0 col29\" >강장 </th>\n",
       "      <th id=\"T_6fc60_level0_col30\" class=\"col_heading level0 col30\" >거리</th>\n",
       "      <th id=\"T_6fc60_level0_col31\" class=\"col_heading level0 col31\" >거리두</th>\n",
       "      <th id=\"T_6fc60_level0_col32\" class=\"col_heading level0 col32\" >과 </th>\n",
       "      <th id=\"T_6fc60_level0_col33\" class=\"col_heading level0 col33\" >과 지</th>\n",
       "      <th id=\"T_6fc60_level0_col34\" class=\"col_heading level0 col34\" >금 </th>\n",
       "      <th id=\"T_6fc60_level0_col35\" class=\"col_heading level0 col35\" >금 문</th>\n",
       "      <th id=\"T_6fc60_level0_col36\" class=\"col_heading level0 col36\" >기 </th>\n",
       "      <th id=\"T_6fc60_level0_col37\" class=\"col_heading level0 col37\" >기 안</th>\n",
       "      <th id=\"T_6fc60_level0_col38\" class=\"col_heading level0 col38\" >기와</th>\n",
       "      <th id=\"T_6fc60_level0_col39\" class=\"col_heading level0 col39\" >기와 </th>\n",
       "      <th id=\"T_6fc60_level0_col40\" class=\"col_heading level0 col40\" >나 </th>\n",
       "      <th id=\"T_6fc60_level0_col41\" class=\"col_heading level0 col41\" >나 거</th>\n",
       "      <th id=\"T_6fc60_level0_col42\" class=\"col_heading level0 col42\" >나 상</th>\n",
       "      <th id=\"T_6fc60_level0_col43\" class=\"col_heading level0 col43\" >나 선</th>\n",
       "      <th id=\"T_6fc60_level0_col44\" class=\"col_heading level0 col44\" >내입</th>\n",
       "      <th id=\"T_6fc60_level0_col45\" class=\"col_heading level0 col45\" >내입니</th>\n",
       "      <th id=\"T_6fc60_level0_col46\" class=\"col_heading level0 col46\" >널 </th>\n",
       "      <th id=\"T_6fc60_level0_col47\" class=\"col_heading level0 col47\" >널 위</th>\n",
       "      <th id=\"T_6fc60_level0_col48\" class=\"col_heading level0 col48\" >두기</th>\n",
       "      <th id=\"T_6fc60_level0_col49\" class=\"col_heading level0 col49\" >두기 </th>\n",
       "      <th id=\"T_6fc60_level0_col50\" class=\"col_heading level0 col50\" >두기와</th>\n",
       "      <th id=\"T_6fc60_level0_col51\" class=\"col_heading level0 col51\" >로나</th>\n",
       "      <th id=\"T_6fc60_level0_col52\" class=\"col_heading level0 col52\" >로나 </th>\n",
       "      <th id=\"T_6fc60_level0_col53\" class=\"col_heading level0 col53\" >료소</th>\n",
       "      <th id=\"T_6fc60_level0_col54\" class=\"col_heading level0 col54\" >료소 </th>\n",
       "      <th id=\"T_6fc60_level0_col55\" class=\"col_heading level0 col55\" >리두</th>\n",
       "      <th id=\"T_6fc60_level0_col56\" class=\"col_heading level0 col56\" >리두기</th>\n",
       "      <th id=\"T_6fc60_level0_col57\" class=\"col_heading level0 col57\" >문의</th>\n",
       "      <th id=\"T_6fc60_level0_col58\" class=\"col_heading level0 col58\" >문의입</th>\n",
       "      <th id=\"T_6fc60_level0_col59\" class=\"col_heading level0 col59\" >미널</th>\n",
       "      <th id=\"T_6fc60_level0_col60\" class=\"col_heading level0 col60\" >미널 </th>\n",
       "      <th id=\"T_6fc60_level0_col61\" class=\"col_heading level0 col61\" >버스</th>\n",
       "      <th id=\"T_6fc60_level0_col62\" class=\"col_heading level0 col62\" >버스 </th>\n",
       "      <th id=\"T_6fc60_level0_col63\" class=\"col_heading level0 col63\" >별진</th>\n",
       "      <th id=\"T_6fc60_level0_col64\" class=\"col_heading level0 col64\" >별진료</th>\n",
       "      <th id=\"T_6fc60_level0_col65\" class=\"col_heading level0 col65\" >상생</th>\n",
       "      <th id=\"T_6fc60_level0_col66\" class=\"col_heading level0 col66\" >상생지</th>\n",
       "      <th id=\"T_6fc60_level0_col67\" class=\"col_heading level0 col67\" >생지</th>\n",
       "      <th id=\"T_6fc60_level0_col68\" class=\"col_heading level0 col68\" >생지원</th>\n",
       "      <th id=\"T_6fc60_level0_col69\" class=\"col_heading level0 col69\" >선별</th>\n",
       "      <th id=\"T_6fc60_level0_col70\" class=\"col_heading level0 col70\" >선별진</th>\n",
       "      <th id=\"T_6fc60_level0_col71\" class=\"col_heading level0 col71\" >소 </th>\n",
       "      <th id=\"T_6fc60_level0_col72\" class=\"col_heading level0 col72\" >소 문</th>\n",
       "      <th id=\"T_6fc60_level0_col73\" class=\"col_heading level0 col73\" >스 </th>\n",
       "      <th id=\"T_6fc60_level0_col74\" class=\"col_heading level0 col74\" >스 운</th>\n",
       "      <th id=\"T_6fc60_level0_col75\" class=\"col_heading level0 col75\" >스 터</th>\n",
       "      <th id=\"T_6fc60_level0_col76\" class=\"col_heading level0 col76\" >승강</th>\n",
       "      <th id=\"T_6fc60_level0_col77\" class=\"col_heading level0 col77\" >승강장</th>\n",
       "      <th id=\"T_6fc60_level0_col78\" class=\"col_heading level0 col78\" >시 </th>\n",
       "      <th id=\"T_6fc60_level0_col79\" class=\"col_heading level0 col79\" >시 승</th>\n",
       "      <th id=\"T_6fc60_level0_col80\" class=\"col_heading level0 col80\" >시간</th>\n",
       "      <th id=\"T_6fc60_level0_col81\" class=\"col_heading level0 col81\" >시간 </th>\n",
       "      <th id=\"T_6fc60_level0_col82\" class=\"col_heading level0 col82\" >시간과</th>\n",
       "      <th id=\"T_6fc60_level0_col83\" class=\"col_heading level0 col83\" >안내</th>\n",
       "      <th id=\"T_6fc60_level0_col84\" class=\"col_heading level0 col84\" >안내입</th>\n",
       "      <th id=\"T_6fc60_level0_col85\" class=\"col_heading level0 col85\" >와 </th>\n",
       "      <th id=\"T_6fc60_level0_col86\" class=\"col_heading level0 col86\" >와 코</th>\n",
       "      <th id=\"T_6fc60_level0_col87\" class=\"col_heading level0 col87\" >요금</th>\n",
       "      <th id=\"T_6fc60_level0_col88\" class=\"col_heading level0 col88\" >요금 </th>\n",
       "      <th id=\"T_6fc60_level0_col89\" class=\"col_heading level0 col89\" >운행</th>\n",
       "      <th id=\"T_6fc60_level0_col90\" class=\"col_heading level0 col90\" >운행시</th>\n",
       "      <th id=\"T_6fc60_level0_col91\" class=\"col_heading level0 col91\" >원금</th>\n",
       "      <th id=\"T_6fc60_level0_col92\" class=\"col_heading level0 col92\" >원금 </th>\n",
       "      <th id=\"T_6fc60_level0_col93\" class=\"col_heading level0 col93\" >위치</th>\n",
       "      <th id=\"T_6fc60_level0_col94\" class=\"col_heading level0 col94\" >위치 </th>\n",
       "      <th id=\"T_6fc60_level0_col95\" class=\"col_heading level0 col95\" >의입</th>\n",
       "      <th id=\"T_6fc60_level0_col96\" class=\"col_heading level0 col96\" >의입니</th>\n",
       "      <th id=\"T_6fc60_level0_col97\" class=\"col_heading level0 col97\" >장 </th>\n",
       "      <th id=\"T_6fc60_level0_col98\" class=\"col_heading level0 col98\" >장 문</th>\n",
       "      <th id=\"T_6fc60_level0_col99\" class=\"col_heading level0 col99\" >지원</th>\n",
       "      <th id=\"T_6fc60_level0_col100\" class=\"col_heading level0 col100\" >지원금</th>\n",
       "      <th id=\"T_6fc60_level0_col101\" class=\"col_heading level0 col101\" >지하</th>\n",
       "      <th id=\"T_6fc60_level0_col102\" class=\"col_heading level0 col102\" >지하철</th>\n",
       "      <th id=\"T_6fc60_level0_col103\" class=\"col_heading level0 col103\" >진료</th>\n",
       "      <th id=\"T_6fc60_level0_col104\" class=\"col_heading level0 col104\" >진료소</th>\n",
       "      <th id=\"T_6fc60_level0_col105\" class=\"col_heading level0 col105\" >철 </th>\n",
       "      <th id=\"T_6fc60_level0_col106\" class=\"col_heading level0 col106\" >철 승</th>\n",
       "      <th id=\"T_6fc60_level0_col107\" class=\"col_heading level0 col107\" >철 요</th>\n",
       "      <th id=\"T_6fc60_level0_col108\" class=\"col_heading level0 col108\" >철 운</th>\n",
       "      <th id=\"T_6fc60_level0_col109\" class=\"col_heading level0 col109\" >치 </th>\n",
       "      <th id=\"T_6fc60_level0_col110\" class=\"col_heading level0 col110\" >치 안</th>\n",
       "      <th id=\"T_6fc60_level0_col111\" class=\"col_heading level0 col111\" >코로</th>\n",
       "      <th id=\"T_6fc60_level0_col112\" class=\"col_heading level0 col112\" >코로나</th>\n",
       "      <th id=\"T_6fc60_level0_col113\" class=\"col_heading level0 col113\" >택시</th>\n",
       "      <th id=\"T_6fc60_level0_col114\" class=\"col_heading level0 col114\" >택시 </th>\n",
       "      <th id=\"T_6fc60_level0_col115\" class=\"col_heading level0 col115\" >터미</th>\n",
       "      <th id=\"T_6fc60_level0_col116\" class=\"col_heading level0 col116\" >터미널</th>\n",
       "      <th id=\"T_6fc60_level0_col117\" class=\"col_heading level0 col117\" >하철</th>\n",
       "      <th id=\"T_6fc60_level0_col118\" class=\"col_heading level0 col118\" >하철 </th>\n",
       "      <th id=\"T_6fc60_level0_col119\" class=\"col_heading level0 col119\" >행시</th>\n",
       "      <th id=\"T_6fc60_level0_col120\" class=\"col_heading level0 col120\" >행시간</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_6fc60_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_6fc60_row0_col0\" class=\"data row0 col0\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col1\" class=\"data row0 col1\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col2\" class=\"data row0 col2\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col3\" class=\"data row0 col3\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col4\" class=\"data row0 col4\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col5\" class=\"data row0 col5\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col6\" class=\"data row0 col6\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col7\" class=\"data row0 col7\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col8\" class=\"data row0 col8\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col9\" class=\"data row0 col9\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col10\" class=\"data row0 col10\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col11\" class=\"data row0 col11\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col12\" class=\"data row0 col12\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col13\" class=\"data row0 col13\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col14\" class=\"data row0 col14\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col15\" class=\"data row0 col15\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col16\" class=\"data row0 col16\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col17\" class=\"data row0 col17\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col18\" class=\"data row0 col18\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col19\" class=\"data row0 col19\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col20\" class=\"data row0 col20\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col21\" class=\"data row0 col21\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col22\" class=\"data row0 col22\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col23\" class=\"data row0 col23\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col24\" class=\"data row0 col24\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col25\" class=\"data row0 col25\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col26\" class=\"data row0 col26\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col27\" class=\"data row0 col27\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col28\" class=\"data row0 col28\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col29\" class=\"data row0 col29\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col30\" class=\"data row0 col30\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col31\" class=\"data row0 col31\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col32\" class=\"data row0 col32\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col33\" class=\"data row0 col33\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col34\" class=\"data row0 col34\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col35\" class=\"data row0 col35\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col36\" class=\"data row0 col36\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col37\" class=\"data row0 col37\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col38\" class=\"data row0 col38\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col39\" class=\"data row0 col39\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col40\" class=\"data row0 col40\" >2</td>\n",
       "      <td id=\"T_6fc60_row0_col41\" class=\"data row0 col41\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col42\" class=\"data row0 col42\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col43\" class=\"data row0 col43\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col44\" class=\"data row0 col44\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col45\" class=\"data row0 col45\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col46\" class=\"data row0 col46\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col47\" class=\"data row0 col47\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col48\" class=\"data row0 col48\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col49\" class=\"data row0 col49\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col50\" class=\"data row0 col50\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col51\" class=\"data row0 col51\" >2</td>\n",
       "      <td id=\"T_6fc60_row0_col52\" class=\"data row0 col52\" >2</td>\n",
       "      <td id=\"T_6fc60_row0_col53\" class=\"data row0 col53\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col54\" class=\"data row0 col54\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col55\" class=\"data row0 col55\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col56\" class=\"data row0 col56\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col57\" class=\"data row0 col57\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col58\" class=\"data row0 col58\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col59\" class=\"data row0 col59\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col60\" class=\"data row0 col60\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col61\" class=\"data row0 col61\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col62\" class=\"data row0 col62\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col63\" class=\"data row0 col63\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col64\" class=\"data row0 col64\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col65\" class=\"data row0 col65\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col66\" class=\"data row0 col66\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col67\" class=\"data row0 col67\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col68\" class=\"data row0 col68\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col69\" class=\"data row0 col69\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col70\" class=\"data row0 col70\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col71\" class=\"data row0 col71\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col72\" class=\"data row0 col72\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col73\" class=\"data row0 col73\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col74\" class=\"data row0 col74\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col75\" class=\"data row0 col75\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col76\" class=\"data row0 col76\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col77\" class=\"data row0 col77\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col78\" class=\"data row0 col78\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col79\" class=\"data row0 col79\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col80\" class=\"data row0 col80\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col81\" class=\"data row0 col81\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col82\" class=\"data row0 col82\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col83\" class=\"data row0 col83\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col84\" class=\"data row0 col84\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col85\" class=\"data row0 col85\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col86\" class=\"data row0 col86\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col87\" class=\"data row0 col87\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col88\" class=\"data row0 col88\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col89\" class=\"data row0 col89\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col90\" class=\"data row0 col90\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col91\" class=\"data row0 col91\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col92\" class=\"data row0 col92\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col93\" class=\"data row0 col93\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col94\" class=\"data row0 col94\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col95\" class=\"data row0 col95\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col96\" class=\"data row0 col96\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col97\" class=\"data row0 col97\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col98\" class=\"data row0 col98\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col99\" class=\"data row0 col99\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col100\" class=\"data row0 col100\" >1</td>\n",
       "      <td id=\"T_6fc60_row0_col101\" class=\"data row0 col101\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col102\" class=\"data row0 col102\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col103\" class=\"data row0 col103\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col104\" class=\"data row0 col104\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col105\" class=\"data row0 col105\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col106\" class=\"data row0 col106\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col107\" class=\"data row0 col107\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col108\" class=\"data row0 col108\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col109\" class=\"data row0 col109\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col110\" class=\"data row0 col110\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col111\" class=\"data row0 col111\" >2</td>\n",
       "      <td id=\"T_6fc60_row0_col112\" class=\"data row0 col112\" >2</td>\n",
       "      <td id=\"T_6fc60_row0_col113\" class=\"data row0 col113\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col114\" class=\"data row0 col114\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col115\" class=\"data row0 col115\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col116\" class=\"data row0 col116\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col117\" class=\"data row0 col117\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col118\" class=\"data row0 col118\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col119\" class=\"data row0 col119\" >0</td>\n",
       "      <td id=\"T_6fc60_row0_col120\" class=\"data row0 col120\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_6fc60_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_6fc60_row1_col0\" class=\"data row1 col0\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col1\" class=\"data row1 col1\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col2\" class=\"data row1 col2\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col3\" class=\"data row1 col3\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col4\" class=\"data row1 col4\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col5\" class=\"data row1 col5\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col6\" class=\"data row1 col6\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col7\" class=\"data row1 col7\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col8\" class=\"data row1 col8\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col9\" class=\"data row1 col9\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col10\" class=\"data row1 col10\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col11\" class=\"data row1 col11\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col12\" class=\"data row1 col12\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col13\" class=\"data row1 col13\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col14\" class=\"data row1 col14\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col15\" class=\"data row1 col15\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col16\" class=\"data row1 col16\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col17\" class=\"data row1 col17\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col18\" class=\"data row1 col18\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col19\" class=\"data row1 col19\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col20\" class=\"data row1 col20\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col21\" class=\"data row1 col21\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col22\" class=\"data row1 col22\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col23\" class=\"data row1 col23\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col24\" class=\"data row1 col24\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col25\" class=\"data row1 col25\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col26\" class=\"data row1 col26\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col27\" class=\"data row1 col27\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col28\" class=\"data row1 col28\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col29\" class=\"data row1 col29\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col30\" class=\"data row1 col30\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col31\" class=\"data row1 col31\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col32\" class=\"data row1 col32\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col33\" class=\"data row1 col33\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col34\" class=\"data row1 col34\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col35\" class=\"data row1 col35\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col36\" class=\"data row1 col36\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col37\" class=\"data row1 col37\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col38\" class=\"data row1 col38\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col39\" class=\"data row1 col39\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col40\" class=\"data row1 col40\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col41\" class=\"data row1 col41\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col42\" class=\"data row1 col42\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col43\" class=\"data row1 col43\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col44\" class=\"data row1 col44\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col45\" class=\"data row1 col45\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col46\" class=\"data row1 col46\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col47\" class=\"data row1 col47\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col48\" class=\"data row1 col48\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col49\" class=\"data row1 col49\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col50\" class=\"data row1 col50\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col51\" class=\"data row1 col51\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col52\" class=\"data row1 col52\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col53\" class=\"data row1 col53\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col54\" class=\"data row1 col54\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col55\" class=\"data row1 col55\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col56\" class=\"data row1 col56\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col57\" class=\"data row1 col57\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col58\" class=\"data row1 col58\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col59\" class=\"data row1 col59\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col60\" class=\"data row1 col60\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col61\" class=\"data row1 col61\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col62\" class=\"data row1 col62\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col63\" class=\"data row1 col63\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col64\" class=\"data row1 col64\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col65\" class=\"data row1 col65\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col66\" class=\"data row1 col66\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col67\" class=\"data row1 col67\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col68\" class=\"data row1 col68\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col69\" class=\"data row1 col69\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col70\" class=\"data row1 col70\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col71\" class=\"data row1 col71\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col72\" class=\"data row1 col72\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col73\" class=\"data row1 col73\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col74\" class=\"data row1 col74\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col75\" class=\"data row1 col75\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col76\" class=\"data row1 col76\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col77\" class=\"data row1 col77\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col78\" class=\"data row1 col78\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col79\" class=\"data row1 col79\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col80\" class=\"data row1 col80\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col81\" class=\"data row1 col81\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col82\" class=\"data row1 col82\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col83\" class=\"data row1 col83\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col84\" class=\"data row1 col84\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col85\" class=\"data row1 col85\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col86\" class=\"data row1 col86\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col87\" class=\"data row1 col87\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col88\" class=\"data row1 col88\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col89\" class=\"data row1 col89\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col90\" class=\"data row1 col90\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col91\" class=\"data row1 col91\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col92\" class=\"data row1 col92\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col93\" class=\"data row1 col93\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col94\" class=\"data row1 col94\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col95\" class=\"data row1 col95\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col96\" class=\"data row1 col96\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col97\" class=\"data row1 col97\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col98\" class=\"data row1 col98\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col99\" class=\"data row1 col99\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col100\" class=\"data row1 col100\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col101\" class=\"data row1 col101\" >2</td>\n",
       "      <td id=\"T_6fc60_row1_col102\" class=\"data row1 col102\" >2</td>\n",
       "      <td id=\"T_6fc60_row1_col103\" class=\"data row1 col103\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col104\" class=\"data row1 col104\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col105\" class=\"data row1 col105\" >2</td>\n",
       "      <td id=\"T_6fc60_row1_col106\" class=\"data row1 col106\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col107\" class=\"data row1 col107\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col108\" class=\"data row1 col108\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col109\" class=\"data row1 col109\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col110\" class=\"data row1 col110\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col111\" class=\"data row1 col111\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col112\" class=\"data row1 col112\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col113\" class=\"data row1 col113\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col114\" class=\"data row1 col114\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col115\" class=\"data row1 col115\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col116\" class=\"data row1 col116\" >0</td>\n",
       "      <td id=\"T_6fc60_row1_col117\" class=\"data row1 col117\" >2</td>\n",
       "      <td id=\"T_6fc60_row1_col118\" class=\"data row1 col118\" >2</td>\n",
       "      <td id=\"T_6fc60_row1_col119\" class=\"data row1 col119\" >1</td>\n",
       "      <td id=\"T_6fc60_row1_col120\" class=\"data row1 col120\" >1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_6fc60_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_6fc60_row2_col0\" class=\"data row2 col0\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col1\" class=\"data row2 col1\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col2\" class=\"data row2 col2\" >1</td>\n",
       "      <td id=\"T_6fc60_row2_col3\" class=\"data row2 col3\" >1</td>\n",
       "      <td id=\"T_6fc60_row2_col4\" class=\"data row2 col4\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col5\" class=\"data row2 col5\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col6\" class=\"data row2 col6\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col7\" class=\"data row2 col7\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col8\" class=\"data row2 col8\" >1</td>\n",
       "      <td id=\"T_6fc60_row2_col9\" class=\"data row2 col9\" >1</td>\n",
       "      <td id=\"T_6fc60_row2_col10\" class=\"data row2 col10\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col11\" class=\"data row2 col11\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col12\" class=\"data row2 col12\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col13\" class=\"data row2 col13\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col14\" class=\"data row2 col14\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col15\" class=\"data row2 col15\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col16\" class=\"data row2 col16\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col17\" class=\"data row2 col17\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col18\" class=\"data row2 col18\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col19\" class=\"data row2 col19\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col20\" class=\"data row2 col20\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col21\" class=\"data row2 col21\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col22\" class=\"data row2 col22\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col23\" class=\"data row2 col23\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col24\" class=\"data row2 col24\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col25\" class=\"data row2 col25\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col26\" class=\"data row2 col26\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col27\" class=\"data row2 col27\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col28\" class=\"data row2 col28\" >1</td>\n",
       "      <td id=\"T_6fc60_row2_col29\" class=\"data row2 col29\" >1</td>\n",
       "      <td id=\"T_6fc60_row2_col30\" class=\"data row2 col30\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col31\" class=\"data row2 col31\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col32\" class=\"data row2 col32\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col33\" class=\"data row2 col33\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col34\" class=\"data row2 col34\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col35\" class=\"data row2 col35\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col36\" class=\"data row2 col36\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col37\" class=\"data row2 col37\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col38\" class=\"data row2 col38\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col39\" class=\"data row2 col39\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col40\" class=\"data row2 col40\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col41\" class=\"data row2 col41\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col42\" class=\"data row2 col42\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col43\" class=\"data row2 col43\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col44\" class=\"data row2 col44\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col45\" class=\"data row2 col45\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col46\" class=\"data row2 col46\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col47\" class=\"data row2 col47\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col48\" class=\"data row2 col48\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col49\" class=\"data row2 col49\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col50\" class=\"data row2 col50\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col51\" class=\"data row2 col51\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col52\" class=\"data row2 col52\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col53\" class=\"data row2 col53\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col54\" class=\"data row2 col54\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col55\" class=\"data row2 col55\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col56\" class=\"data row2 col56\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col57\" class=\"data row2 col57\" >1</td>\n",
       "      <td id=\"T_6fc60_row2_col58\" class=\"data row2 col58\" >1</td>\n",
       "      <td id=\"T_6fc60_row2_col59\" class=\"data row2 col59\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col60\" class=\"data row2 col60\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col61\" class=\"data row2 col61\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col62\" class=\"data row2 col62\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col63\" class=\"data row2 col63\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col64\" class=\"data row2 col64\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col65\" class=\"data row2 col65\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col66\" class=\"data row2 col66\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col67\" class=\"data row2 col67\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col68\" class=\"data row2 col68\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col69\" class=\"data row2 col69\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col70\" class=\"data row2 col70\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col71\" class=\"data row2 col71\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col72\" class=\"data row2 col72\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col73\" class=\"data row2 col73\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col74\" class=\"data row2 col74\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col75\" class=\"data row2 col75\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col76\" class=\"data row2 col76\" >1</td>\n",
       "      <td id=\"T_6fc60_row2_col77\" class=\"data row2 col77\" >1</td>\n",
       "      <td id=\"T_6fc60_row2_col78\" class=\"data row2 col78\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col79\" class=\"data row2 col79\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col80\" class=\"data row2 col80\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col81\" class=\"data row2 col81\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col82\" class=\"data row2 col82\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col83\" class=\"data row2 col83\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col84\" class=\"data row2 col84\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col85\" class=\"data row2 col85\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col86\" class=\"data row2 col86\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col87\" class=\"data row2 col87\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col88\" class=\"data row2 col88\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col89\" class=\"data row2 col89\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col90\" class=\"data row2 col90\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col91\" class=\"data row2 col91\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col92\" class=\"data row2 col92\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col93\" class=\"data row2 col93\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col94\" class=\"data row2 col94\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col95\" class=\"data row2 col95\" >1</td>\n",
       "      <td id=\"T_6fc60_row2_col96\" class=\"data row2 col96\" >1</td>\n",
       "      <td id=\"T_6fc60_row2_col97\" class=\"data row2 col97\" >1</td>\n",
       "      <td id=\"T_6fc60_row2_col98\" class=\"data row2 col98\" >1</td>\n",
       "      <td id=\"T_6fc60_row2_col99\" class=\"data row2 col99\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col100\" class=\"data row2 col100\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col101\" class=\"data row2 col101\" >1</td>\n",
       "      <td id=\"T_6fc60_row2_col102\" class=\"data row2 col102\" >1</td>\n",
       "      <td id=\"T_6fc60_row2_col103\" class=\"data row2 col103\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col104\" class=\"data row2 col104\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col105\" class=\"data row2 col105\" >1</td>\n",
       "      <td id=\"T_6fc60_row2_col106\" class=\"data row2 col106\" >1</td>\n",
       "      <td id=\"T_6fc60_row2_col107\" class=\"data row2 col107\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col108\" class=\"data row2 col108\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col109\" class=\"data row2 col109\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col110\" class=\"data row2 col110\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col111\" class=\"data row2 col111\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col112\" class=\"data row2 col112\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col113\" class=\"data row2 col113\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col114\" class=\"data row2 col114\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col115\" class=\"data row2 col115\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col116\" class=\"data row2 col116\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col117\" class=\"data row2 col117\" >1</td>\n",
       "      <td id=\"T_6fc60_row2_col118\" class=\"data row2 col118\" >1</td>\n",
       "      <td id=\"T_6fc60_row2_col119\" class=\"data row2 col119\" >0</td>\n",
       "      <td id=\"T_6fc60_row2_col120\" class=\"data row2 col120\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_6fc60_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_6fc60_row3_col0\" class=\"data row3 col0\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col1\" class=\"data row3 col1\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col2\" class=\"data row3 col2\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col3\" class=\"data row3 col3\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col4\" class=\"data row3 col4\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col5\" class=\"data row3 col5\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col6\" class=\"data row3 col6\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col7\" class=\"data row3 col7\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col8\" class=\"data row3 col8\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col9\" class=\"data row3 col9\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col10\" class=\"data row3 col10\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col11\" class=\"data row3 col11\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col12\" class=\"data row3 col12\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col13\" class=\"data row3 col13\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col14\" class=\"data row3 col14\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col15\" class=\"data row3 col15\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col16\" class=\"data row3 col16\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col17\" class=\"data row3 col17\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col18\" class=\"data row3 col18\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col19\" class=\"data row3 col19\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col20\" class=\"data row3 col20\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col21\" class=\"data row3 col21\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col22\" class=\"data row3 col22\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col23\" class=\"data row3 col23\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col24\" class=\"data row3 col24\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col25\" class=\"data row3 col25\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col26\" class=\"data row3 col26\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col27\" class=\"data row3 col27\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col28\" class=\"data row3 col28\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col29\" class=\"data row3 col29\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col30\" class=\"data row3 col30\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col31\" class=\"data row3 col31\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col32\" class=\"data row3 col32\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col33\" class=\"data row3 col33\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col34\" class=\"data row3 col34\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col35\" class=\"data row3 col35\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col36\" class=\"data row3 col36\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col37\" class=\"data row3 col37\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col38\" class=\"data row3 col38\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col39\" class=\"data row3 col39\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col40\" class=\"data row3 col40\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col41\" class=\"data row3 col41\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col42\" class=\"data row3 col42\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col43\" class=\"data row3 col43\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col44\" class=\"data row3 col44\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col45\" class=\"data row3 col45\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col46\" class=\"data row3 col46\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col47\" class=\"data row3 col47\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col48\" class=\"data row3 col48\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col49\" class=\"data row3 col49\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col50\" class=\"data row3 col50\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col51\" class=\"data row3 col51\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col52\" class=\"data row3 col52\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col53\" class=\"data row3 col53\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col54\" class=\"data row3 col54\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col55\" class=\"data row3 col55\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col56\" class=\"data row3 col56\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col57\" class=\"data row3 col57\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col58\" class=\"data row3 col58\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col59\" class=\"data row3 col59\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col60\" class=\"data row3 col60\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col61\" class=\"data row3 col61\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col62\" class=\"data row3 col62\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col63\" class=\"data row3 col63\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col64\" class=\"data row3 col64\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col65\" class=\"data row3 col65\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col66\" class=\"data row3 col66\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col67\" class=\"data row3 col67\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col68\" class=\"data row3 col68\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col69\" class=\"data row3 col69\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col70\" class=\"data row3 col70\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col71\" class=\"data row3 col71\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col72\" class=\"data row3 col72\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col73\" class=\"data row3 col73\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col74\" class=\"data row3 col74\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col75\" class=\"data row3 col75\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col76\" class=\"data row3 col76\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col77\" class=\"data row3 col77\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col78\" class=\"data row3 col78\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col79\" class=\"data row3 col79\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col80\" class=\"data row3 col80\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col81\" class=\"data row3 col81\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col82\" class=\"data row3 col82\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col83\" class=\"data row3 col83\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col84\" class=\"data row3 col84\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col85\" class=\"data row3 col85\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col86\" class=\"data row3 col86\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col87\" class=\"data row3 col87\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col88\" class=\"data row3 col88\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col89\" class=\"data row3 col89\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col90\" class=\"data row3 col90\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col91\" class=\"data row3 col91\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col92\" class=\"data row3 col92\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col93\" class=\"data row3 col93\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col94\" class=\"data row3 col94\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col95\" class=\"data row3 col95\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col96\" class=\"data row3 col96\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col97\" class=\"data row3 col97\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col98\" class=\"data row3 col98\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col99\" class=\"data row3 col99\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col100\" class=\"data row3 col100\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col101\" class=\"data row3 col101\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col102\" class=\"data row3 col102\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col103\" class=\"data row3 col103\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col104\" class=\"data row3 col104\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col105\" class=\"data row3 col105\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col106\" class=\"data row3 col106\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col107\" class=\"data row3 col107\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col108\" class=\"data row3 col108\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col109\" class=\"data row3 col109\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col110\" class=\"data row3 col110\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col111\" class=\"data row3 col111\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col112\" class=\"data row3 col112\" >1</td>\n",
       "      <td id=\"T_6fc60_row3_col113\" class=\"data row3 col113\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col114\" class=\"data row3 col114\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col115\" class=\"data row3 col115\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col116\" class=\"data row3 col116\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col117\" class=\"data row3 col117\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col118\" class=\"data row3 col118\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col119\" class=\"data row3 col119\" >0</td>\n",
       "      <td id=\"T_6fc60_row3_col120\" class=\"data row3 col120\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_6fc60_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_6fc60_row4_col0\" class=\"data row4 col0\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col1\" class=\"data row4 col1\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col2\" class=\"data row4 col2\" >1</td>\n",
       "      <td id=\"T_6fc60_row4_col3\" class=\"data row4 col3\" >1</td>\n",
       "      <td id=\"T_6fc60_row4_col4\" class=\"data row4 col4\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col5\" class=\"data row4 col5\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col6\" class=\"data row4 col6\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col7\" class=\"data row4 col7\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col8\" class=\"data row4 col8\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col9\" class=\"data row4 col9\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col10\" class=\"data row4 col10\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col11\" class=\"data row4 col11\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col12\" class=\"data row4 col12\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col13\" class=\"data row4 col13\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col14\" class=\"data row4 col14\" >1</td>\n",
       "      <td id=\"T_6fc60_row4_col15\" class=\"data row4 col15\" >1</td>\n",
       "      <td id=\"T_6fc60_row4_col16\" class=\"data row4 col16\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col17\" class=\"data row4 col17\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col18\" class=\"data row4 col18\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col19\" class=\"data row4 col19\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col20\" class=\"data row4 col20\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col21\" class=\"data row4 col21\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col22\" class=\"data row4 col22\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col23\" class=\"data row4 col23\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col24\" class=\"data row4 col24\" >1</td>\n",
       "      <td id=\"T_6fc60_row4_col25\" class=\"data row4 col25\" >1</td>\n",
       "      <td id=\"T_6fc60_row4_col26\" class=\"data row4 col26\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col27\" class=\"data row4 col27\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col28\" class=\"data row4 col28\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col29\" class=\"data row4 col29\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col30\" class=\"data row4 col30\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col31\" class=\"data row4 col31\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col32\" class=\"data row4 col32\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col33\" class=\"data row4 col33\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col34\" class=\"data row4 col34\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col35\" class=\"data row4 col35\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col36\" class=\"data row4 col36\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col37\" class=\"data row4 col37\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col38\" class=\"data row4 col38\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col39\" class=\"data row4 col39\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col40\" class=\"data row4 col40\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col41\" class=\"data row4 col41\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col42\" class=\"data row4 col42\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col43\" class=\"data row4 col43\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col44\" class=\"data row4 col44\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col45\" class=\"data row4 col45\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col46\" class=\"data row4 col46\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col47\" class=\"data row4 col47\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col48\" class=\"data row4 col48\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col49\" class=\"data row4 col49\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col50\" class=\"data row4 col50\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col51\" class=\"data row4 col51\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col52\" class=\"data row4 col52\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col53\" class=\"data row4 col53\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col54\" class=\"data row4 col54\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col55\" class=\"data row4 col55\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col56\" class=\"data row4 col56\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col57\" class=\"data row4 col57\" >1</td>\n",
       "      <td id=\"T_6fc60_row4_col58\" class=\"data row4 col58\" >1</td>\n",
       "      <td id=\"T_6fc60_row4_col59\" class=\"data row4 col59\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col60\" class=\"data row4 col60\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col61\" class=\"data row4 col61\" >1</td>\n",
       "      <td id=\"T_6fc60_row4_col62\" class=\"data row4 col62\" >1</td>\n",
       "      <td id=\"T_6fc60_row4_col63\" class=\"data row4 col63\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col64\" class=\"data row4 col64\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col65\" class=\"data row4 col65\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col66\" class=\"data row4 col66\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col67\" class=\"data row4 col67\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col68\" class=\"data row4 col68\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col69\" class=\"data row4 col69\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col70\" class=\"data row4 col70\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col71\" class=\"data row4 col71\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col72\" class=\"data row4 col72\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col73\" class=\"data row4 col73\" >1</td>\n",
       "      <td id=\"T_6fc60_row4_col74\" class=\"data row4 col74\" >1</td>\n",
       "      <td id=\"T_6fc60_row4_col75\" class=\"data row4 col75\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col76\" class=\"data row4 col76\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col77\" class=\"data row4 col77\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col78\" class=\"data row4 col78\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col79\" class=\"data row4 col79\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col80\" class=\"data row4 col80\" >1</td>\n",
       "      <td id=\"T_6fc60_row4_col81\" class=\"data row4 col81\" >1</td>\n",
       "      <td id=\"T_6fc60_row4_col82\" class=\"data row4 col82\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col83\" class=\"data row4 col83\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col84\" class=\"data row4 col84\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col85\" class=\"data row4 col85\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col86\" class=\"data row4 col86\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col87\" class=\"data row4 col87\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col88\" class=\"data row4 col88\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col89\" class=\"data row4 col89\" >1</td>\n",
       "      <td id=\"T_6fc60_row4_col90\" class=\"data row4 col90\" >1</td>\n",
       "      <td id=\"T_6fc60_row4_col91\" class=\"data row4 col91\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col92\" class=\"data row4 col92\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col93\" class=\"data row4 col93\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col94\" class=\"data row4 col94\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col95\" class=\"data row4 col95\" >1</td>\n",
       "      <td id=\"T_6fc60_row4_col96\" class=\"data row4 col96\" >1</td>\n",
       "      <td id=\"T_6fc60_row4_col97\" class=\"data row4 col97\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col98\" class=\"data row4 col98\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col99\" class=\"data row4 col99\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col100\" class=\"data row4 col100\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col101\" class=\"data row4 col101\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col102\" class=\"data row4 col102\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col103\" class=\"data row4 col103\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col104\" class=\"data row4 col104\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col105\" class=\"data row4 col105\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col106\" class=\"data row4 col106\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col107\" class=\"data row4 col107\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col108\" class=\"data row4 col108\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col109\" class=\"data row4 col109\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col110\" class=\"data row4 col110\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col111\" class=\"data row4 col111\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col112\" class=\"data row4 col112\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col113\" class=\"data row4 col113\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col114\" class=\"data row4 col114\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col115\" class=\"data row4 col115\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col116\" class=\"data row4 col116\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col117\" class=\"data row4 col117\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col118\" class=\"data row4 col118\" >0</td>\n",
       "      <td id=\"T_6fc60_row4_col119\" class=\"data row4 col119\" >1</td>\n",
       "      <td id=\"T_6fc60_row4_col120\" class=\"data row4 col120\" >1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_6fc60_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_6fc60_row5_col0\" class=\"data row5 col0\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col1\" class=\"data row5 col1\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col2\" class=\"data row5 col2\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col3\" class=\"data row5 col3\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col4\" class=\"data row5 col4\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col5\" class=\"data row5 col5\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col6\" class=\"data row5 col6\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col7\" class=\"data row5 col7\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col8\" class=\"data row5 col8\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col9\" class=\"data row5 col9\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col10\" class=\"data row5 col10\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col11\" class=\"data row5 col11\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col12\" class=\"data row5 col12\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col13\" class=\"data row5 col13\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col14\" class=\"data row5 col14\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col15\" class=\"data row5 col15\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col16\" class=\"data row5 col16\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col17\" class=\"data row5 col17\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col18\" class=\"data row5 col18\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col19\" class=\"data row5 col19\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col20\" class=\"data row5 col20\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col21\" class=\"data row5 col21\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col22\" class=\"data row5 col22\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col23\" class=\"data row5 col23\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col24\" class=\"data row5 col24\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col25\" class=\"data row5 col25\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col26\" class=\"data row5 col26\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col27\" class=\"data row5 col27\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col28\" class=\"data row5 col28\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col29\" class=\"data row5 col29\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col30\" class=\"data row5 col30\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col31\" class=\"data row5 col31\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col32\" class=\"data row5 col32\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col33\" class=\"data row5 col33\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col34\" class=\"data row5 col34\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col35\" class=\"data row5 col35\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col36\" class=\"data row5 col36\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col37\" class=\"data row5 col37\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col38\" class=\"data row5 col38\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col39\" class=\"data row5 col39\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col40\" class=\"data row5 col40\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col41\" class=\"data row5 col41\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col42\" class=\"data row5 col42\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col43\" class=\"data row5 col43\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col44\" class=\"data row5 col44\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col45\" class=\"data row5 col45\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col46\" class=\"data row5 col46\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col47\" class=\"data row5 col47\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col48\" class=\"data row5 col48\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col49\" class=\"data row5 col49\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col50\" class=\"data row5 col50\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col51\" class=\"data row5 col51\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col52\" class=\"data row5 col52\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col53\" class=\"data row5 col53\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col54\" class=\"data row5 col54\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col55\" class=\"data row5 col55\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col56\" class=\"data row5 col56\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col57\" class=\"data row5 col57\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col58\" class=\"data row5 col58\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col59\" class=\"data row5 col59\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col60\" class=\"data row5 col60\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col61\" class=\"data row5 col61\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col62\" class=\"data row5 col62\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col63\" class=\"data row5 col63\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col64\" class=\"data row5 col64\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col65\" class=\"data row5 col65\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col66\" class=\"data row5 col66\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col67\" class=\"data row5 col67\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col68\" class=\"data row5 col68\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col69\" class=\"data row5 col69\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col70\" class=\"data row5 col70\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col71\" class=\"data row5 col71\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col72\" class=\"data row5 col72\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col73\" class=\"data row5 col73\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col74\" class=\"data row5 col74\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col75\" class=\"data row5 col75\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col76\" class=\"data row5 col76\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col77\" class=\"data row5 col77\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col78\" class=\"data row5 col78\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col79\" class=\"data row5 col79\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col80\" class=\"data row5 col80\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col81\" class=\"data row5 col81\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col82\" class=\"data row5 col82\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col83\" class=\"data row5 col83\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col84\" class=\"data row5 col84\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col85\" class=\"data row5 col85\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col86\" class=\"data row5 col86\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col87\" class=\"data row5 col87\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col88\" class=\"data row5 col88\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col89\" class=\"data row5 col89\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col90\" class=\"data row5 col90\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col91\" class=\"data row5 col91\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col92\" class=\"data row5 col92\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col93\" class=\"data row5 col93\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col94\" class=\"data row5 col94\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col95\" class=\"data row5 col95\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col96\" class=\"data row5 col96\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col97\" class=\"data row5 col97\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col98\" class=\"data row5 col98\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col99\" class=\"data row5 col99\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col100\" class=\"data row5 col100\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col101\" class=\"data row5 col101\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col102\" class=\"data row5 col102\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col103\" class=\"data row5 col103\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col104\" class=\"data row5 col104\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col105\" class=\"data row5 col105\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col106\" class=\"data row5 col106\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col107\" class=\"data row5 col107\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col108\" class=\"data row5 col108\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col109\" class=\"data row5 col109\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col110\" class=\"data row5 col110\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col111\" class=\"data row5 col111\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col112\" class=\"data row5 col112\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col113\" class=\"data row5 col113\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col114\" class=\"data row5 col114\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col115\" class=\"data row5 col115\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col116\" class=\"data row5 col116\" >1</td>\n",
       "      <td id=\"T_6fc60_row5_col117\" class=\"data row5 col117\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col118\" class=\"data row5 col118\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col119\" class=\"data row5 col119\" >0</td>\n",
       "      <td id=\"T_6fc60_row5_col120\" class=\"data row5 col120\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_6fc60_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_6fc60_row6_col0\" class=\"data row6 col0\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col1\" class=\"data row6 col1\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col2\" class=\"data row6 col2\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col3\" class=\"data row6 col3\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col4\" class=\"data row6 col4\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col5\" class=\"data row6 col5\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col6\" class=\"data row6 col6\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col7\" class=\"data row6 col7\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col8\" class=\"data row6 col8\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col9\" class=\"data row6 col9\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col10\" class=\"data row6 col10\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col11\" class=\"data row6 col11\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col12\" class=\"data row6 col12\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col13\" class=\"data row6 col13\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col14\" class=\"data row6 col14\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col15\" class=\"data row6 col15\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col16\" class=\"data row6 col16\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col17\" class=\"data row6 col17\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col18\" class=\"data row6 col18\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col19\" class=\"data row6 col19\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col20\" class=\"data row6 col20\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col21\" class=\"data row6 col21\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col22\" class=\"data row6 col22\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col23\" class=\"data row6 col23\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col24\" class=\"data row6 col24\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col25\" class=\"data row6 col25\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col26\" class=\"data row6 col26\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col27\" class=\"data row6 col27\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col28\" class=\"data row6 col28\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col29\" class=\"data row6 col29\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col30\" class=\"data row6 col30\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col31\" class=\"data row6 col31\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col32\" class=\"data row6 col32\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col33\" class=\"data row6 col33\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col34\" class=\"data row6 col34\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col35\" class=\"data row6 col35\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col36\" class=\"data row6 col36\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col37\" class=\"data row6 col37\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col38\" class=\"data row6 col38\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col39\" class=\"data row6 col39\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col40\" class=\"data row6 col40\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col41\" class=\"data row6 col41\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col42\" class=\"data row6 col42\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col43\" class=\"data row6 col43\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col44\" class=\"data row6 col44\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col45\" class=\"data row6 col45\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col46\" class=\"data row6 col46\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col47\" class=\"data row6 col47\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col48\" class=\"data row6 col48\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col49\" class=\"data row6 col49\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col50\" class=\"data row6 col50\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col51\" class=\"data row6 col51\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col52\" class=\"data row6 col52\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col53\" class=\"data row6 col53\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col54\" class=\"data row6 col54\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col55\" class=\"data row6 col55\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col56\" class=\"data row6 col56\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col57\" class=\"data row6 col57\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col58\" class=\"data row6 col58\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col59\" class=\"data row6 col59\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col60\" class=\"data row6 col60\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col61\" class=\"data row6 col61\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col62\" class=\"data row6 col62\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col63\" class=\"data row6 col63\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col64\" class=\"data row6 col64\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col65\" class=\"data row6 col65\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col66\" class=\"data row6 col66\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col67\" class=\"data row6 col67\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col68\" class=\"data row6 col68\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col69\" class=\"data row6 col69\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col70\" class=\"data row6 col70\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col71\" class=\"data row6 col71\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col72\" class=\"data row6 col72\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col73\" class=\"data row6 col73\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col74\" class=\"data row6 col74\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col75\" class=\"data row6 col75\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col76\" class=\"data row6 col76\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col77\" class=\"data row6 col77\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col78\" class=\"data row6 col78\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col79\" class=\"data row6 col79\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col80\" class=\"data row6 col80\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col81\" class=\"data row6 col81\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col82\" class=\"data row6 col82\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col83\" class=\"data row6 col83\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col84\" class=\"data row6 col84\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col85\" class=\"data row6 col85\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col86\" class=\"data row6 col86\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col87\" class=\"data row6 col87\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col88\" class=\"data row6 col88\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col89\" class=\"data row6 col89\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col90\" class=\"data row6 col90\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col91\" class=\"data row6 col91\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col92\" class=\"data row6 col92\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col93\" class=\"data row6 col93\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col94\" class=\"data row6 col94\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col95\" class=\"data row6 col95\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col96\" class=\"data row6 col96\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col97\" class=\"data row6 col97\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col98\" class=\"data row6 col98\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col99\" class=\"data row6 col99\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col100\" class=\"data row6 col100\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col101\" class=\"data row6 col101\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col102\" class=\"data row6 col102\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col103\" class=\"data row6 col103\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col104\" class=\"data row6 col104\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col105\" class=\"data row6 col105\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col106\" class=\"data row6 col106\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col107\" class=\"data row6 col107\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col108\" class=\"data row6 col108\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col109\" class=\"data row6 col109\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col110\" class=\"data row6 col110\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col111\" class=\"data row6 col111\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col112\" class=\"data row6 col112\" >1</td>\n",
       "      <td id=\"T_6fc60_row6_col113\" class=\"data row6 col113\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col114\" class=\"data row6 col114\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col115\" class=\"data row6 col115\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col116\" class=\"data row6 col116\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col117\" class=\"data row6 col117\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col118\" class=\"data row6 col118\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col119\" class=\"data row6 col119\" >0</td>\n",
       "      <td id=\"T_6fc60_row6_col120\" class=\"data row6 col120\" >0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_6fc60_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_6fc60_row7_col0\" class=\"data row7 col0\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col1\" class=\"data row7 col1\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col2\" class=\"data row7 col2\" >1</td>\n",
       "      <td id=\"T_6fc60_row7_col3\" class=\"data row7 col3\" >1</td>\n",
       "      <td id=\"T_6fc60_row7_col4\" class=\"data row7 col4\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col5\" class=\"data row7 col5\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col6\" class=\"data row7 col6\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col7\" class=\"data row7 col7\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col8\" class=\"data row7 col8\" >1</td>\n",
       "      <td id=\"T_6fc60_row7_col9\" class=\"data row7 col9\" >1</td>\n",
       "      <td id=\"T_6fc60_row7_col10\" class=\"data row7 col10\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col11\" class=\"data row7 col11\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col12\" class=\"data row7 col12\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col13\" class=\"data row7 col13\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col14\" class=\"data row7 col14\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col15\" class=\"data row7 col15\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col16\" class=\"data row7 col16\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col17\" class=\"data row7 col17\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col18\" class=\"data row7 col18\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col19\" class=\"data row7 col19\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col20\" class=\"data row7 col20\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col21\" class=\"data row7 col21\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col22\" class=\"data row7 col22\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col23\" class=\"data row7 col23\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col24\" class=\"data row7 col24\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col25\" class=\"data row7 col25\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col26\" class=\"data row7 col26\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col27\" class=\"data row7 col27\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col28\" class=\"data row7 col28\" >1</td>\n",
       "      <td id=\"T_6fc60_row7_col29\" class=\"data row7 col29\" >1</td>\n",
       "      <td id=\"T_6fc60_row7_col30\" class=\"data row7 col30\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col31\" class=\"data row7 col31\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col32\" class=\"data row7 col32\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col33\" class=\"data row7 col33\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col34\" class=\"data row7 col34\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col35\" class=\"data row7 col35\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col36\" class=\"data row7 col36\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col37\" class=\"data row7 col37\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col38\" class=\"data row7 col38\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col39\" class=\"data row7 col39\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col40\" class=\"data row7 col40\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col41\" class=\"data row7 col41\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col42\" class=\"data row7 col42\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col43\" class=\"data row7 col43\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col44\" class=\"data row7 col44\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col45\" class=\"data row7 col45\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col46\" class=\"data row7 col46\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col47\" class=\"data row7 col47\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col48\" class=\"data row7 col48\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col49\" class=\"data row7 col49\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col50\" class=\"data row7 col50\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col51\" class=\"data row7 col51\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col52\" class=\"data row7 col52\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col53\" class=\"data row7 col53\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col54\" class=\"data row7 col54\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col55\" class=\"data row7 col55\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col56\" class=\"data row7 col56\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col57\" class=\"data row7 col57\" >1</td>\n",
       "      <td id=\"T_6fc60_row7_col58\" class=\"data row7 col58\" >1</td>\n",
       "      <td id=\"T_6fc60_row7_col59\" class=\"data row7 col59\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col60\" class=\"data row7 col60\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col61\" class=\"data row7 col61\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col62\" class=\"data row7 col62\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col63\" class=\"data row7 col63\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col64\" class=\"data row7 col64\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col65\" class=\"data row7 col65\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col66\" class=\"data row7 col66\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col67\" class=\"data row7 col67\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col68\" class=\"data row7 col68\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col69\" class=\"data row7 col69\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col70\" class=\"data row7 col70\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col71\" class=\"data row7 col71\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col72\" class=\"data row7 col72\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col73\" class=\"data row7 col73\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col74\" class=\"data row7 col74\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col75\" class=\"data row7 col75\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col76\" class=\"data row7 col76\" >1</td>\n",
       "      <td id=\"T_6fc60_row7_col77\" class=\"data row7 col77\" >1</td>\n",
       "      <td id=\"T_6fc60_row7_col78\" class=\"data row7 col78\" >1</td>\n",
       "      <td id=\"T_6fc60_row7_col79\" class=\"data row7 col79\" >1</td>\n",
       "      <td id=\"T_6fc60_row7_col80\" class=\"data row7 col80\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col81\" class=\"data row7 col81\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col82\" class=\"data row7 col82\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col83\" class=\"data row7 col83\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col84\" class=\"data row7 col84\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col85\" class=\"data row7 col85\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col86\" class=\"data row7 col86\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col87\" class=\"data row7 col87\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col88\" class=\"data row7 col88\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col89\" class=\"data row7 col89\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col90\" class=\"data row7 col90\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col91\" class=\"data row7 col91\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col92\" class=\"data row7 col92\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col93\" class=\"data row7 col93\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col94\" class=\"data row7 col94\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col95\" class=\"data row7 col95\" >1</td>\n",
       "      <td id=\"T_6fc60_row7_col96\" class=\"data row7 col96\" >1</td>\n",
       "      <td id=\"T_6fc60_row7_col97\" class=\"data row7 col97\" >1</td>\n",
       "      <td id=\"T_6fc60_row7_col98\" class=\"data row7 col98\" >1</td>\n",
       "      <td id=\"T_6fc60_row7_col99\" class=\"data row7 col99\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col100\" class=\"data row7 col100\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col101\" class=\"data row7 col101\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col102\" class=\"data row7 col102\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col103\" class=\"data row7 col103\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col104\" class=\"data row7 col104\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col105\" class=\"data row7 col105\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col106\" class=\"data row7 col106\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col107\" class=\"data row7 col107\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col108\" class=\"data row7 col108\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col109\" class=\"data row7 col109\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col110\" class=\"data row7 col110\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col111\" class=\"data row7 col111\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col112\" class=\"data row7 col112\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col113\" class=\"data row7 col113\" >1</td>\n",
       "      <td id=\"T_6fc60_row7_col114\" class=\"data row7 col114\" >1</td>\n",
       "      <td id=\"T_6fc60_row7_col115\" class=\"data row7 col115\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col116\" class=\"data row7 col116\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col117\" class=\"data row7 col117\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col118\" class=\"data row7 col118\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col119\" class=\"data row7 col119\" >0</td>\n",
       "      <td id=\"T_6fc60_row7_col120\" class=\"data row7 col120\" >0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x134bcd310>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# analyzer='char', ngram_range=(2, 3)\n",
    "\n",
    "\n",
    "cvect = CountVectorizer(ngram_range=(2, 3), min_df=1, max_df=0.9, \n",
    "                        analyzer=\"char\")\n",
    "display_transform_dtm(cvect, corpus)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "rJFrsTk0m-kR"
   },
   "source": [
    "## TF-IDF(Term Frequency-Inverse Document Frequency)\n",
    "TF(단어 빈도, term frequency)는 특정한 단어가 문서 내에 얼마나 자주 등장하는지를 나타내는 값으로, 이 값이 높을수록 문서에서 중요하다고 생각할 수 있다. 하지만 단어 자체가 문서군 내에서 자주 사용되는 경우, 이것은 그 단어가 흔하게 등장한다는 것을 의미한다. 이것을 DF(문서 빈도, document frequency)라고 하며, 이 값의 역수를 IDF(역문서 빈도, inverse document frequency)라고 한다. TF-IDF는 TF와 IDF를 곱한 값이다.\n",
    "\n",
    "IDF 값은 문서군의 성격에 따라 결정된다. 예를 들어 '원자'라는 낱말은 일반적인 문서들 사이에서는 잘 나오지 않기 때문에 IDF 값이 높아지고 문서의 핵심어가 될 수 있지만, 원자에 대한 문서를 모아놓은 문서군의 경우 이 낱말은 상투어가 되어 각 문서들을 세분화하여 구분할 수 있는 다른 낱말들이 높은 가중치를 얻게 된다.\n",
    "\n",
    "역문서 빈도(IDF)는 한 단어가 문서 집합 전체에서 얼마나 공통적으로 나타나는지를 나타내는 값이다. 전체 문서의 수를 해당 단어를 포함한 문서의 수로 나눈 뒤 로그를 취하여 얻을 수 있다.\n",
    "\n",
    "* 출처 : [TF-IDF - 위키백과, 우리 모두의 백과사전](https://ko.wikipedia.org/wiki/TF-IDF)\n",
    "\n",
    "\\begin{equation*}\n",
    "\\text{tfidf}(w, d) = \\text{tf} \\times (\\log\\big(\\frac{N + 1}{N_w + 1}\\big) + 1)\n",
    "\\end{equation*}\n",
    "\n",
    "* IDF 값에 로그를 사용하는 이유\n",
    "    * 스케일 조정: 로그 함수는 IDF 값을 더 작은 범위로 조정합니다. 이는 수치적으로 매우 큰 차이를 가지는 값들을 다룰 때 유용합니다. 예를 들어, 어떤 단어가 한 문서에서만 나타나는 경우와 모든 문서에서 나타나는 경우의 IDF 차이가 매우 클 수 있습니다. 로그를 사용하면 이러한 극단적인 차이를 완화하여 더 관리하기 쉬운 스케일로 만듭니다.\n",
    "\n",
    "    * 단어 빈도의 비선형적 처리: 단어가 문서에서 등장하는 빈도는 선형적으로 증가하지 않습니다. 예를 들어, 어떤 단어가 10개 문서에서 발견되는 것과 100개 문서에서 발견되는 것 사이의 중요도 차이는 선형적이지 않습니다. 로그를 사용하면 이러한 비선형성을 반영할 수 있습니다.\n",
    "\n",
    "    * 희소성 강조: 로그를 사용하면 드물게 나타나는 단어들이 더 높은 IDF 값을 갖게 됩니다. 이는 정보 검색이나 문서 분류에서 중요한 역할을 합니다. 드문 단어일수록 문서나 문서 집합에서의 중요성이 높아질 가능성이 큽니다.\n",
    "\n",
    "    * 과도한 빈도 감소: 매우 흔하게 나타나는 단어들은 낮은 IDF 값을 갖게 됩니다. 이는 과도한 빈도를 가진 일반적인 단어들이 검색이나 분류에서 큰 역할을 하지 못하도록 방지합니다.\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "### TfidfVectorizer\n",
    "* CountVectorizer 와 TfidfTransformer 를 합쳐 놓은 것\n",
    "* 문서 모음을 TF-IDF 기능의 매트릭스로 변환합니다.\n",
    "* tf-idf를 사용하는 목표는 주어진 말뭉치에서 매우 자주 발생하고 따라서 훈련 말뭉치의 작은 부분에서 발생하는 특징보다 경험적으로 덜 유용한 토큰의 영향을 축소하는 것입니다.\n",
    "* API documentation : https://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.TfidfVectorizer.html\n",
    "\n",
    "\n",
    "* TfidfVectorizer 는 사이킷런에서 TF-IDF 가중치를 적용한 단어 벡터를 만들 수 있는 방법입니다.\n",
    "    * norm='l2' 각 문서의 피처 벡터 정규화 방법\n",
    "        - L2 : \n",
    "            - 벡터의 각 원소의 제곱의 합이 1이 되도록 만드는 것이고 기본 값\n",
    "            - 문서 간 코사인 유사도 계산에 유용\n",
    "            - 높은 단어 빈도를 가진 문서에 대한 가중치 감소\n",
    "        - L1 : \n",
    "            - 벡터의 각 원소의 절댓값의 합이 1이 되도록 크기를 조절\n",
    "            - 문서 내 각 단어의 상대적 중요도 표현\n",
    "            - 불균형한 문서 길이 영향 감소\n",
    "\n",
    "    * smooth_idf=False\n",
    "        - 피처를 만들 때 0으로 나오는 항목에 대해 작은 값을 더해서(스무딩을 해서) 피처를 만들지 아니면 그냥 생성할지를 결정\n",
    "        - IDF 가중치를 부드럽게 조정\n",
    "        - 모든 용어가 정확히 한 번씩 포함된 추가 문서가 있는 것처럼 문서 빈도에 1을 더하는 것\n",
    "        - 0으로 나누기 오류를 방지하는 데 도움\n",
    "        - 어떤 단어가 모든 문서에서 나타나지 않는 경우에도 IDF 계산 시 분모가 0이 되지 않도록 함\n",
    "    * sublinear_tf=False\n",
    "        - 서브리니어 TF 스케일링을 적용, tf를 1 + log(tf)로 대체\n",
    "        - TF 값이 클 때 그 영향을 줄이기 위해 로그 스케일을 적용하는 것\n",
    "        - 빈도수가 매우 높은 단어의 중요도가 과도하게 증가하는 것을 방지\n",
    "    * use_idf=True\n",
    "        - TF-IDF를 사용해 피처를 만들 것인지 아니면 단어 빈도 자체를 사용할 것인지 여부\n",
    "        - True로 설정하면 각 단어에 대해 IDF 값을 계산하여 사용하고, False로 설정하면 IDF 값을 사용하지 않고 단순 텀 빈도(TF)만을 사용"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "id": "2jyOWdiGTCSR"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<8x16 sparse matrix of type '<class 'numpy.float64'>'\n",
       "\twith 27 stored elements in Compressed Sparse Row format>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# sklearn.feature_extraction.text 에서 TfidfVectorizer 를 불러옵니다.\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "# fit, transform 으로 변환을 합니다.\n",
    "tfidfvect = TfidfVectorizer()\n",
    "X = tfidfvect.fit(corpus).transform(corpus)\n",
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fit_transform 으로 변환할 수도 있습니다.\n",
    "\n",
    "X = tfidfvect.fit_transform(corpus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.        , 0.47991911, 0.23982075, 0.        , 0.47991911,\n",
       "        0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        , 0.        , 0.        , 0.69414789, 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.22216587, 0.        , 0.        ,\n",
       "        0.        , 0.        , 0.        , 0.44458893, 0.        ,\n",
       "        0.44458893, 0.        , 0.74520044, 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.38849954, 0.        , 0.        ,\n",
       "        0.        , 0.65156278, 0.        , 0.        , 0.        ,\n",
       "        0.        , 0.        , 0.65156278, 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.37531751, 0.        , 0.        ,\n",
       "        0.7510695 , 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        , 0.        , 0.        , 0.5431679 , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.35765909, 0.59983945, 0.        ,\n",
       "        0.        , 0.        , 0.        , 0.        , 0.71573221,\n",
       "        0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.        , 0.4541945 , 0.        ,\n",
       "        0.        , 0.        , 0.4541945 , 0.        , 0.        ,\n",
       "        0.        , 0.54194774, 0.        , 0.        , 0.        ,\n",
       "        0.54194774],\n",
       "       [0.67034393, 0.        , 0.        , 0.        , 0.        ,\n",
       "        0.        , 0.        , 0.56180053, 0.        , 0.        ,\n",
       "        0.        , 0.        , 0.        , 0.48478776, 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.        , 0.35765909, 0.        , 0.        ,\n",
       "        0.        , 0.59983945, 0.        , 0.        , 0.        ,\n",
       "        0.        , 0.        , 0.        , 0.        , 0.71573221,\n",
       "        0.        ]])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# dtm.toarray() 로 배열을 확인합니다.\n",
    "# 문서에 토큰이 더 많이 나타날수록 가중치는 더 커집니다. \n",
    "# 그러나 토큰이 문서에 많이 표시될수록 가중치가 감소합니다.\n",
    "\n",
    "dtm = X.toarray()\n",
    "dtm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# cvect = CountVectorizer()\n",
    "# display_transform_dtm(cvect, corpus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['거리두기' '거리두기와' '문의입니다' '버스' '상생지원금' '선별진료소' '승강장' '안내입니다' '요금' '운행시간'\n",
      " '운행시간과' '위치' '지하철' '코로나' '택시' '터미널']\n"
     ]
    },
    {
     "data": {
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       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_6bfd9_level0_col0\" class=\"col_heading level0 col0\" >거리두기</th>\n",
       "      <th id=\"T_6bfd9_level0_col1\" class=\"col_heading level0 col1\" >거리두기와</th>\n",
       "      <th id=\"T_6bfd9_level0_col2\" class=\"col_heading level0 col2\" >문의입니다</th>\n",
       "      <th id=\"T_6bfd9_level0_col3\" class=\"col_heading level0 col3\" >버스</th>\n",
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       "      <th id=\"T_6bfd9_level0_col9\" class=\"col_heading level0 col9\" >운행시간</th>\n",
       "      <th id=\"T_6bfd9_level0_col10\" class=\"col_heading level0 col10\" >운행시간과</th>\n",
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       "      <th id=\"T_6bfd9_level0_col15\" class=\"col_heading level0 col15\" >터미널</th>\n",
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       "      <td id=\"T_6bfd9_row4_col12\" class=\"data row4 col12\" >0.000000</td>\n",
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       "      <td id=\"T_6bfd9_row4_col15\" class=\"data row4 col15\" >0.000000</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_6bfd9_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_6bfd9_row5_col0\" class=\"data row5 col0\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row5_col1\" class=\"data row5 col1\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row5_col2\" class=\"data row5 col2\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row5_col3\" class=\"data row5 col3\" >0.454195</td>\n",
       "      <td id=\"T_6bfd9_row5_col4\" class=\"data row5 col4\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row5_col5\" class=\"data row5 col5\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row5_col6\" class=\"data row5 col6\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row5_col7\" class=\"data row5 col7\" >0.454195</td>\n",
       "      <td id=\"T_6bfd9_row5_col8\" class=\"data row5 col8\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row5_col9\" class=\"data row5 col9\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row5_col10\" class=\"data row5 col10\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row5_col11\" class=\"data row5 col11\" >0.541948</td>\n",
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       "      <td id=\"T_6bfd9_row5_col13\" class=\"data row5 col13\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row5_col14\" class=\"data row5 col14\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row5_col15\" class=\"data row5 col15\" >0.541948</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_6bfd9_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
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       "      <td id=\"T_6bfd9_row6_col2\" class=\"data row6 col2\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row6_col3\" class=\"data row6 col3\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row6_col4\" class=\"data row6 col4\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row6_col5\" class=\"data row6 col5\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row6_col6\" class=\"data row6 col6\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row6_col7\" class=\"data row6 col7\" >0.561801</td>\n",
       "      <td id=\"T_6bfd9_row6_col8\" class=\"data row6 col8\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row6_col9\" class=\"data row6 col9\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row6_col10\" class=\"data row6 col10\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row6_col11\" class=\"data row6 col11\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row6_col12\" class=\"data row6 col12\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row6_col13\" class=\"data row6 col13\" >0.484788</td>\n",
       "      <td id=\"T_6bfd9_row6_col14\" class=\"data row6 col14\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row6_col15\" class=\"data row6 col15\" >0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_6bfd9_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_6bfd9_row7_col0\" class=\"data row7 col0\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row7_col1\" class=\"data row7 col1\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row7_col2\" class=\"data row7 col2\" >0.357659</td>\n",
       "      <td id=\"T_6bfd9_row7_col3\" class=\"data row7 col3\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row7_col4\" class=\"data row7 col4\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row7_col5\" class=\"data row7 col5\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row7_col6\" class=\"data row7 col6\" >0.599839</td>\n",
       "      <td id=\"T_6bfd9_row7_col7\" class=\"data row7 col7\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row7_col8\" class=\"data row7 col8\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row7_col9\" class=\"data row7 col9\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row7_col10\" class=\"data row7 col10\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row7_col11\" class=\"data row7 col11\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row7_col12\" class=\"data row7 col12\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row7_col13\" class=\"data row7 col13\" >0.000000</td>\n",
       "      <td id=\"T_6bfd9_row7_col14\" class=\"data row7 col14\" >0.715732</td>\n",
       "      <td id=\"T_6bfd9_row7_col15\" class=\"data row7 col15\" >0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x134ba7450>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# display_transform_dtm 으로 변환 결과를 확인합니다.\n",
    "display_transform_dtm(tfidfvect, corpus)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "XNrqEJNYS1GX"
   },
   "source": [
    "### IDF(Inverse Document Frequency)\n",
    "\n",
    "- IDF 값은 문서군의 성격에 따라 결정된다. 예를 들어 '원자'라는 낱말은 일반적인 문서들 사이에서는 잘 나오지 않기 때문에 IDF 값이 높아지고 문서의 핵심어가 될 수 있지만, 원자에 대한 문서를 모아놓은 문서군의 경우 이 낱말은 상투어가 되어 각 문서들을 세분화하여 구분할 수 있는 다른 낱말들이 높은 가중치를 얻게 된다.\n",
    "\n",
    "\n",
    "$IDF(t) = \\log \\frac{N}{df(t)}$\n",
    "\n",
    "\n",
    "* 스케일 조정: 로그 함수는 IDF 값을 더 작은 범위로 조정합니다. 이는 수치적으로 매우 큰 차이를 가지는 값들을 다룰 때 유용합니다. 예를 들어, 어떤 단어가 한 문서에서만 나타나는 경우와 모든 문서에서 나타나는 경우의 IDF 차이가 매우 클 수 있습니다. 로그를 사용하면 이러한 극단적인 차이를 완화하여 더 관리하기 쉬운 스케일로 만듭니다.\n",
    "\n",
    "* 단어 빈도의 비선형적 처리: 단어가 문서에서 등장하는 빈도는 선형적으로 증가하지 않습니다. 예를 들어, 어떤 단어가 10개 문서에서 발견되는 것과 100개 문서에서 발견되는 것 사이의 중요도 차이는 선형적이지 않습니다. 로그를 사용하면 이러한 비선형성을 반영할 수 있습니다.\n",
    "\n",
    "* 희소성 강조: 로그를 사용하면 드물게 나타나는 단어들이 더 높은 IDF 값을 갖게 됩니다. 이는 정보 검색이나 문서 분류에서 중요한 역할을 합니다. 드문 단어일수록 문서나 문서 집합에서의 중요성이 높아질 가능성이 큽니다.\n",
    "\n",
    "* 과도한 빈도 감소: 매우 흔하게 나타나는 단어들은 낮은 IDF 값을 갖게 됩니다. 이는 과도한 빈도를 가진 일반적인 단어들이 검색이나 분류에서 큰 역할을 하지 못하도록 방지합니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "id": "OkaUmQ_rTCMj"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2.5040774 , 2.5040774 , 1.25131443, 2.09861229, 2.5040774 ,\n",
       "       2.5040774 , 2.09861229, 2.09861229, 2.5040774 , 2.5040774 ,\n",
       "       2.5040774 , 2.5040774 , 2.09861229, 1.81093022, 2.5040774 ,\n",
       "       2.5040774 ])"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 하나의 문서에만 나타나는 토큰은 idf 가중치가 높습니다.\n",
    "# 적게 나타난 토큰이라도 모든 문서에도 있는 토큰은 idf가 낮습니다.\n",
    "idf = tfidfvect.idf_\n",
    "idf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "id": "ikcpPibOUiSz"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'거리두기': 2.504077396776274,\n",
       " '거리두기와': 2.504077396776274,\n",
       " '문의입니다': 1.251314428280906,\n",
       " '버스': 2.09861228866811,\n",
       " '상생지원금': 2.504077396776274,\n",
       " '선별진료소': 2.504077396776274,\n",
       " '승강장': 2.09861228866811,\n",
       " '안내입니다': 2.09861228866811,\n",
       " '요금': 2.504077396776274,\n",
       " '운행시간': 2.504077396776274,\n",
       " '운행시간과': 2.504077396776274,\n",
       " '위치': 2.504077396776274,\n",
       " '지하철': 2.09861228866811,\n",
       " '코로나': 1.8109302162163288,\n",
       " '택시': 2.504077396776274,\n",
       " '터미널': 2.504077396776274}"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 사전만들기\n",
    "# dict, zip 을 사용하여 피처명과 idf 값을 딕셔너리 형태로 만듭니다.\n",
    "vocab = tfidfvect.get_feature_names_out()\n",
    "idf_dict = dict(zip(vocab, tfidfvect.idf_))\n",
    "idf_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# idf_dict 값 시각화\n",
    "pd.Series(idf_dict).sort_values().plot(kind=\"barh\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### TfidfVectorizer 의 다양한 기능 사용하기\n",
    "* analyzer\n",
    "* n-gram\n",
    "* min_df, max_df\n",
    "* max_features\n",
    "* stop_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "id": "ZxrR99jEk714"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[' 거리' ' 거리두' ' 문의' ' 문의입' ' 버스' ' 버스 ' ' 상생' ' 상생지' ' 선별' ' 선별진' ' 승강'\n",
      " ' 승강장' ' 안내' ' 안내입' ' 요금' ' 요금 ' ' 운행' ' 운행시' ' 위치' ' 위치 ' ' 지하' ' 지하철'\n",
      " ' 코로' ' 코로나' ' 택시' ' 택시 ' ' 터미' ' 터미널' '간과 ' '강장 ' '거리두' '거리두기' '기와 '\n",
      " '내입니' '내입니다' '니다.' '니다. ' '다. ' '두기 ' '두기와' '두기와 ' '로나 ' '료소 ' '리두기'\n",
      " '리두기 ' '리두기와' '문의입' '문의입니' '미널 ' '버스 ' '별진료' '별진료소' '상생지' '상생지원' '생지원'\n",
      " '생지원금' '선별진' '선별진료' '승강장' '승강장 ' '시간 ' '시간과' '시간과 ' '안내입' '안내입니' '요금 '\n",
      " '운행시' '운행시간' '원금 ' '위치 ' '의입니' '의입니다' '입니다' '입니다.' '지원금' '지원금 ' '지하철'\n",
      " '지하철 ' '진료소' '진료소 ' '코로나' '코로나 ' '택시 ' '터미널' '터미널 ' '하철 ' '행시간' '행시간 '\n",
      " '행시간과']\n"
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#T_a39a7_row7_col27, #T_a39a7_row7_col28, #T_a39a7_row7_col30, #T_a39a7_row7_col31, #T_a39a7_row7_col32, #T_a39a7_row7_col33, #T_a39a7_row7_col34, #T_a39a7_row7_col38, #T_a39a7_row7_col39, #T_a39a7_row7_col40, #T_a39a7_row7_col41, #T_a39a7_row7_col42, #T_a39a7_row7_col43, #T_a39a7_row7_col44, #T_a39a7_row7_col45, #T_a39a7_row7_col48, #T_a39a7_row7_col49, #T_a39a7_row7_col50, #T_a39a7_row7_col51, #T_a39a7_row7_col52, #T_a39a7_row7_col53, #T_a39a7_row7_col54, #T_a39a7_row7_col55, #T_a39a7_row7_col56, #T_a39a7_row7_col57, #T_a39a7_row7_col60, #T_a39a7_row7_col61, #T_a39a7_row7_col62, #T_a39a7_row7_col63, #T_a39a7_row7_col64, #T_a39a7_row7_col65, #T_a39a7_row7_col66, #T_a39a7_row7_col67, #T_a39a7_row7_col68, #T_a39a7_row7_col69, #T_a39a7_row7_col74, #T_a39a7_row7_col75, #T_a39a7_row7_col76, #T_a39a7_row7_col77, #T_a39a7_row7_col78, #T_a39a7_row7_col79, #T_a39a7_row7_col80, #T_a39a7_row7_col81, #T_a39a7_row7_col83, #T_a39a7_row7_col84, #T_a39a7_row7_col85, #T_a39a7_row7_col86, #T_a39a7_row7_col87, #T_a39a7_row7_col88 {\n",
       "  background-color: #fff7fb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a39a7_row0_col6, #T_a39a7_row0_col7, #T_a39a7_row0_col22, #T_a39a7_row0_col23, #T_a39a7_row0_col32, #T_a39a7_row0_col39, #T_a39a7_row0_col40, #T_a39a7_row0_col41, #T_a39a7_row0_col45, #T_a39a7_row0_col52, #T_a39a7_row0_col53, #T_a39a7_row0_col54, #T_a39a7_row0_col55, #T_a39a7_row0_col68, #T_a39a7_row0_col74, #T_a39a7_row0_col75, #T_a39a7_row0_col80, #T_a39a7_row0_col81, #T_a39a7_row1_col14, #T_a39a7_row1_col15, #T_a39a7_row1_col20, #T_a39a7_row1_col21, #T_a39a7_row1_col28, #T_a39a7_row1_col61, #T_a39a7_row1_col62, #T_a39a7_row1_col65, #T_a39a7_row1_col76, #T_a39a7_row1_col77, #T_a39a7_row1_col85, #T_a39a7_row1_col88, #T_a39a7_row3_col8, #T_a39a7_row3_col9, #T_a39a7_row3_col42, #T_a39a7_row3_col50, #T_a39a7_row3_col51, #T_a39a7_row3_col56, #T_a39a7_row3_col57, #T_a39a7_row3_col78, #T_a39a7_row3_col79, #T_a39a7_row4_col4, #T_a39a7_row4_col5, #T_a39a7_row4_col16, #T_a39a7_row4_col17, #T_a39a7_row4_col49, #T_a39a7_row4_col60, #T_a39a7_row4_col66, #T_a39a7_row4_col67, #T_a39a7_row4_col86, #T_a39a7_row4_col87, #T_a39a7_row5_col18, #T_a39a7_row5_col19, #T_a39a7_row5_col26, #T_a39a7_row5_col27, #T_a39a7_row5_col48, #T_a39a7_row5_col69, #T_a39a7_row5_col83, #T_a39a7_row5_col84, #T_a39a7_row6_col0, #T_a39a7_row6_col1, #T_a39a7_row6_col12, #T_a39a7_row6_col13, #T_a39a7_row6_col30, #T_a39a7_row6_col31, #T_a39a7_row6_col33, #T_a39a7_row6_col34, #T_a39a7_row6_col38, #T_a39a7_row6_col43, #T_a39a7_row6_col44, #T_a39a7_row6_col63, #T_a39a7_row6_col64, #T_a39a7_row7_col2, #T_a39a7_row7_col3, #T_a39a7_row7_col10, #T_a39a7_row7_col11, #T_a39a7_row7_col24, #T_a39a7_row7_col25, #T_a39a7_row7_col29, #T_a39a7_row7_col35, #T_a39a7_row7_col36, #T_a39a7_row7_col37, #T_a39a7_row7_col46, #T_a39a7_row7_col47, #T_a39a7_row7_col58, #T_a39a7_row7_col59, #T_a39a7_row7_col70, #T_a39a7_row7_col71, #T_a39a7_row7_col72, #T_a39a7_row7_col73, #T_a39a7_row7_col82 {\n",
       "  background-color: #023858;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a39a7_row1_col2, #T_a39a7_row1_col3, #T_a39a7_row1_col46, #T_a39a7_row1_col47, #T_a39a7_row1_col70, #T_a39a7_row1_col71 {\n",
       "  background-color: #509ac6;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a39a7_row1_col16, #T_a39a7_row1_col17, #T_a39a7_row1_col66, #T_a39a7_row1_col67, #T_a39a7_row1_col86 {\n",
       "  background-color: #3f93c2;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a39a7_row1_col35, #T_a39a7_row1_col36, #T_a39a7_row1_col37, #T_a39a7_row1_col72, #T_a39a7_row1_col73 {\n",
       "  background-color: #f7f0f7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a39a7_row2_col2, #T_a39a7_row2_col3, #T_a39a7_row2_col10, #T_a39a7_row2_col11, #T_a39a7_row2_col29, #T_a39a7_row2_col46, #T_a39a7_row2_col47, #T_a39a7_row2_col58, #T_a39a7_row2_col59, #T_a39a7_row2_col70, #T_a39a7_row2_col71 {\n",
       "  background-color: #023f64;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a39a7_row2_col20, #T_a39a7_row2_col21, #T_a39a7_row2_col76, #T_a39a7_row2_col77, #T_a39a7_row2_col85 {\n",
       "  background-color: #045e94;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a39a7_row2_col35, #T_a39a7_row2_col36, #T_a39a7_row2_col37, #T_a39a7_row2_col72, #T_a39a7_row2_col73 {\n",
       "  background-color: #034871;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a39a7_row3_col2, #T_a39a7_row3_col3, #T_a39a7_row3_col46, #T_a39a7_row3_col47, #T_a39a7_row3_col70, #T_a39a7_row3_col71 {\n",
       "  background-color: #0568a3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a39a7_row3_col22, #T_a39a7_row3_col23, #T_a39a7_row3_col41, #T_a39a7_row3_col80, #T_a39a7_row3_col81 {\n",
       "  background-color: #0f76b3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a39a7_row4_col2, #T_a39a7_row4_col3, #T_a39a7_row4_col46, #T_a39a7_row4_col47, #T_a39a7_row4_col70, #T_a39a7_row4_col71 {\n",
       "  background-color: #03476f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a39a7_row4_col35, #T_a39a7_row4_col36, #T_a39a7_row4_col37, #T_a39a7_row4_col72, #T_a39a7_row4_col73 {\n",
       "  background-color: #045a8d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a39a7_row5_col4, #T_a39a7_row5_col5, #T_a39a7_row5_col49 {\n",
       "  background-color: #05659f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a39a7_row5_col12, #T_a39a7_row5_col13, #T_a39a7_row5_col33, #T_a39a7_row5_col34, #T_a39a7_row5_col63, #T_a39a7_row5_col64 {\n",
       "  background-color: #034a74;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a39a7_row5_col35, #T_a39a7_row5_col36, #T_a39a7_row5_col37, #T_a39a7_row5_col72, #T_a39a7_row5_col73 {\n",
       "  background-color: #7eadd1;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a39a7_row6_col22, #T_a39a7_row6_col23, #T_a39a7_row6_col41, #T_a39a7_row6_col80, #T_a39a7_row6_col81 {\n",
       "  background-color: #0570b0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a39a7_row6_col35, #T_a39a7_row6_col36, #T_a39a7_row6_col37, #T_a39a7_row6_col72, #T_a39a7_row6_col73 {\n",
       "  background-color: #4295c3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_a39a7\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_a39a7_level0_col0\" class=\"col_heading level0 col0\" > 거리</th>\n",
       "      <th id=\"T_a39a7_level0_col1\" class=\"col_heading level0 col1\" > 거리두</th>\n",
       "      <th id=\"T_a39a7_level0_col2\" class=\"col_heading level0 col2\" > 문의</th>\n",
       "      <th id=\"T_a39a7_level0_col3\" class=\"col_heading level0 col3\" > 문의입</th>\n",
       "      <th id=\"T_a39a7_level0_col4\" class=\"col_heading level0 col4\" > 버스</th>\n",
       "      <th id=\"T_a39a7_level0_col5\" class=\"col_heading level0 col5\" > 버스 </th>\n",
       "      <th id=\"T_a39a7_level0_col6\" class=\"col_heading level0 col6\" > 상생</th>\n",
       "      <th id=\"T_a39a7_level0_col7\" class=\"col_heading level0 col7\" > 상생지</th>\n",
       "      <th id=\"T_a39a7_level0_col8\" class=\"col_heading level0 col8\" > 선별</th>\n",
       "      <th id=\"T_a39a7_level0_col9\" class=\"col_heading level0 col9\" > 선별진</th>\n",
       "      <th id=\"T_a39a7_level0_col10\" class=\"col_heading level0 col10\" > 승강</th>\n",
       "      <th id=\"T_a39a7_level0_col11\" class=\"col_heading level0 col11\" > 승강장</th>\n",
       "      <th id=\"T_a39a7_level0_col12\" class=\"col_heading level0 col12\" > 안내</th>\n",
       "      <th id=\"T_a39a7_level0_col13\" class=\"col_heading level0 col13\" > 안내입</th>\n",
       "      <th id=\"T_a39a7_level0_col14\" class=\"col_heading level0 col14\" > 요금</th>\n",
       "      <th id=\"T_a39a7_level0_col15\" class=\"col_heading level0 col15\" > 요금 </th>\n",
       "      <th id=\"T_a39a7_level0_col16\" class=\"col_heading level0 col16\" > 운행</th>\n",
       "      <th id=\"T_a39a7_level0_col17\" class=\"col_heading level0 col17\" > 운행시</th>\n",
       "      <th id=\"T_a39a7_level0_col18\" class=\"col_heading level0 col18\" > 위치</th>\n",
       "      <th id=\"T_a39a7_level0_col19\" class=\"col_heading level0 col19\" > 위치 </th>\n",
       "      <th id=\"T_a39a7_level0_col20\" class=\"col_heading level0 col20\" > 지하</th>\n",
       "      <th id=\"T_a39a7_level0_col21\" class=\"col_heading level0 col21\" > 지하철</th>\n",
       "      <th id=\"T_a39a7_level0_col22\" class=\"col_heading level0 col22\" > 코로</th>\n",
       "      <th id=\"T_a39a7_level0_col23\" class=\"col_heading level0 col23\" > 코로나</th>\n",
       "      <th id=\"T_a39a7_level0_col24\" class=\"col_heading level0 col24\" > 택시</th>\n",
       "      <th id=\"T_a39a7_level0_col25\" class=\"col_heading level0 col25\" > 택시 </th>\n",
       "      <th id=\"T_a39a7_level0_col26\" class=\"col_heading level0 col26\" > 터미</th>\n",
       "      <th id=\"T_a39a7_level0_col27\" class=\"col_heading level0 col27\" > 터미널</th>\n",
       "      <th id=\"T_a39a7_level0_col28\" class=\"col_heading level0 col28\" >간과 </th>\n",
       "      <th id=\"T_a39a7_level0_col29\" class=\"col_heading level0 col29\" >강장 </th>\n",
       "      <th id=\"T_a39a7_level0_col30\" class=\"col_heading level0 col30\" >거리두</th>\n",
       "      <th id=\"T_a39a7_level0_col31\" class=\"col_heading level0 col31\" >거리두기</th>\n",
       "      <th id=\"T_a39a7_level0_col32\" class=\"col_heading level0 col32\" >기와 </th>\n",
       "      <th id=\"T_a39a7_level0_col33\" class=\"col_heading level0 col33\" >내입니</th>\n",
       "      <th id=\"T_a39a7_level0_col34\" class=\"col_heading level0 col34\" >내입니다</th>\n",
       "      <th id=\"T_a39a7_level0_col35\" class=\"col_heading level0 col35\" >니다.</th>\n",
       "      <th id=\"T_a39a7_level0_col36\" class=\"col_heading level0 col36\" >니다. </th>\n",
       "      <th id=\"T_a39a7_level0_col37\" class=\"col_heading level0 col37\" >다. </th>\n",
       "      <th id=\"T_a39a7_level0_col38\" class=\"col_heading level0 col38\" >두기 </th>\n",
       "      <th id=\"T_a39a7_level0_col39\" class=\"col_heading level0 col39\" >두기와</th>\n",
       "      <th id=\"T_a39a7_level0_col40\" class=\"col_heading level0 col40\" >두기와 </th>\n",
       "      <th id=\"T_a39a7_level0_col41\" class=\"col_heading level0 col41\" >로나 </th>\n",
       "      <th id=\"T_a39a7_level0_col42\" class=\"col_heading level0 col42\" >료소 </th>\n",
       "      <th id=\"T_a39a7_level0_col43\" class=\"col_heading level0 col43\" >리두기</th>\n",
       "      <th id=\"T_a39a7_level0_col44\" class=\"col_heading level0 col44\" >리두기 </th>\n",
       "      <th id=\"T_a39a7_level0_col45\" class=\"col_heading level0 col45\" >리두기와</th>\n",
       "      <th id=\"T_a39a7_level0_col46\" class=\"col_heading level0 col46\" >문의입</th>\n",
       "      <th id=\"T_a39a7_level0_col47\" class=\"col_heading level0 col47\" >문의입니</th>\n",
       "      <th id=\"T_a39a7_level0_col48\" class=\"col_heading level0 col48\" >미널 </th>\n",
       "      <th id=\"T_a39a7_level0_col49\" class=\"col_heading level0 col49\" >버스 </th>\n",
       "      <th id=\"T_a39a7_level0_col50\" class=\"col_heading level0 col50\" >별진료</th>\n",
       "      <th id=\"T_a39a7_level0_col51\" class=\"col_heading level0 col51\" >별진료소</th>\n",
       "      <th id=\"T_a39a7_level0_col52\" class=\"col_heading level0 col52\" >상생지</th>\n",
       "      <th id=\"T_a39a7_level0_col53\" class=\"col_heading level0 col53\" >상생지원</th>\n",
       "      <th id=\"T_a39a7_level0_col54\" class=\"col_heading level0 col54\" >생지원</th>\n",
       "      <th id=\"T_a39a7_level0_col55\" class=\"col_heading level0 col55\" >생지원금</th>\n",
       "      <th id=\"T_a39a7_level0_col56\" class=\"col_heading level0 col56\" >선별진</th>\n",
       "      <th id=\"T_a39a7_level0_col57\" class=\"col_heading level0 col57\" >선별진료</th>\n",
       "      <th id=\"T_a39a7_level0_col58\" class=\"col_heading level0 col58\" >승강장</th>\n",
       "      <th id=\"T_a39a7_level0_col59\" class=\"col_heading level0 col59\" >승강장 </th>\n",
       "      <th id=\"T_a39a7_level0_col60\" class=\"col_heading level0 col60\" >시간 </th>\n",
       "      <th id=\"T_a39a7_level0_col61\" class=\"col_heading level0 col61\" >시간과</th>\n",
       "      <th id=\"T_a39a7_level0_col62\" class=\"col_heading level0 col62\" >시간과 </th>\n",
       "      <th id=\"T_a39a7_level0_col63\" class=\"col_heading level0 col63\" >안내입</th>\n",
       "      <th id=\"T_a39a7_level0_col64\" class=\"col_heading level0 col64\" >안내입니</th>\n",
       "      <th id=\"T_a39a7_level0_col65\" class=\"col_heading level0 col65\" >요금 </th>\n",
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       "      <th id=\"T_a39a7_level0_col68\" class=\"col_heading level0 col68\" >원금 </th>\n",
       "      <th id=\"T_a39a7_level0_col69\" class=\"col_heading level0 col69\" >위치 </th>\n",
       "      <th id=\"T_a39a7_level0_col70\" class=\"col_heading level0 col70\" >의입니</th>\n",
       "      <th id=\"T_a39a7_level0_col71\" class=\"col_heading level0 col71\" >의입니다</th>\n",
       "      <th id=\"T_a39a7_level0_col72\" class=\"col_heading level0 col72\" >입니다</th>\n",
       "      <th id=\"T_a39a7_level0_col73\" class=\"col_heading level0 col73\" >입니다.</th>\n",
       "      <th id=\"T_a39a7_level0_col74\" class=\"col_heading level0 col74\" >지원금</th>\n",
       "      <th id=\"T_a39a7_level0_col75\" class=\"col_heading level0 col75\" >지원금 </th>\n",
       "      <th id=\"T_a39a7_level0_col76\" class=\"col_heading level0 col76\" >지하철</th>\n",
       "      <th id=\"T_a39a7_level0_col77\" class=\"col_heading level0 col77\" >지하철 </th>\n",
       "      <th id=\"T_a39a7_level0_col78\" class=\"col_heading level0 col78\" >진료소</th>\n",
       "      <th id=\"T_a39a7_level0_col79\" class=\"col_heading level0 col79\" >진료소 </th>\n",
       "      <th id=\"T_a39a7_level0_col80\" class=\"col_heading level0 col80\" >코로나</th>\n",
       "      <th id=\"T_a39a7_level0_col81\" class=\"col_heading level0 col81\" >코로나 </th>\n",
       "      <th id=\"T_a39a7_level0_col82\" class=\"col_heading level0 col82\" >택시 </th>\n",
       "      <th id=\"T_a39a7_level0_col83\" class=\"col_heading level0 col83\" >터미널</th>\n",
       "      <th id=\"T_a39a7_level0_col84\" class=\"col_heading level0 col84\" >터미널 </th>\n",
       "      <th id=\"T_a39a7_level0_col85\" class=\"col_heading level0 col85\" >하철 </th>\n",
       "      <th id=\"T_a39a7_level0_col86\" class=\"col_heading level0 col86\" >행시간</th>\n",
       "      <th id=\"T_a39a7_level0_col87\" class=\"col_heading level0 col87\" >행시간 </th>\n",
       "      <th id=\"T_a39a7_level0_col88\" class=\"col_heading level0 col88\" >행시간과</th>\n",
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       "    <tr>\n",
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       "    <tr>\n",
       "      <th id=\"T_a39a7_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "      <td id=\"T_a39a7_row6_col45\" class=\"data row6 col45\" >0.000000</td>\n",
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       "      <td id=\"T_a39a7_row6_col47\" class=\"data row6 col47\" >0.000000</td>\n",
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       "      <td id=\"T_a39a7_row6_col52\" class=\"data row6 col52\" >0.000000</td>\n",
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       "      <td id=\"T_a39a7_row6_col58\" class=\"data row6 col58\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row6_col59\" class=\"data row6 col59\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row6_col60\" class=\"data row6 col60\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row6_col61\" class=\"data row6 col61\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row6_col62\" class=\"data row6 col62\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row6_col63\" class=\"data row6 col63\" >0.231212</td>\n",
       "      <td id=\"T_a39a7_row6_col64\" class=\"data row6 col64\" >0.231212</td>\n",
       "      <td id=\"T_a39a7_row6_col65\" class=\"data row6 col65\" >0.000000</td>\n",
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       "      <td id=\"T_a39a7_row6_col67\" class=\"data row6 col67\" >0.000000</td>\n",
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       "      <td id=\"T_a39a7_row6_col69\" class=\"data row6 col69\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row6_col70\" class=\"data row6 col70\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row6_col71\" class=\"data row6 col71\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row6_col72\" class=\"data row6 col72\" >0.110174</td>\n",
       "      <td id=\"T_a39a7_row6_col73\" class=\"data row6 col73\" >0.110174</td>\n",
       "      <td id=\"T_a39a7_row6_col74\" class=\"data row6 col74\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row6_col75\" class=\"data row6 col75\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row6_col76\" class=\"data row6 col76\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row6_col77\" class=\"data row6 col77\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row6_col78\" class=\"data row6 col78\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row6_col79\" class=\"data row6 col79\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row6_col80\" class=\"data row6 col80\" >0.199517</td>\n",
       "      <td id=\"T_a39a7_row6_col81\" class=\"data row6 col81\" >0.199517</td>\n",
       "      <td id=\"T_a39a7_row6_col82\" class=\"data row6 col82\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row6_col83\" class=\"data row6 col83\" >0.000000</td>\n",
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       "      <td id=\"T_a39a7_row6_col85\" class=\"data row6 col85\" >0.000000</td>\n",
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       "      <td id=\"T_a39a7_row6_col87\" class=\"data row6 col87\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row6_col88\" class=\"data row6 col88\" >0.000000</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_a39a7_row7_col3\" class=\"data row7 col3\" >0.168380</td>\n",
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       "      <td id=\"T_a39a7_row7_col7\" class=\"data row7 col7\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col8\" class=\"data row7 col8\" >0.000000</td>\n",
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       "      <td id=\"T_a39a7_row7_col16\" class=\"data row7 col16\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col17\" class=\"data row7 col17\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col18\" class=\"data row7 col18\" >0.000000</td>\n",
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       "      <td id=\"T_a39a7_row7_col23\" class=\"data row7 col23\" >0.000000</td>\n",
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       "      <td id=\"T_a39a7_row7_col28\" class=\"data row7 col28\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col29\" class=\"data row7 col29\" >0.282395</td>\n",
       "      <td id=\"T_a39a7_row7_col30\" class=\"data row7 col30\" >0.000000</td>\n",
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       "      <td id=\"T_a39a7_row7_col36\" class=\"data row7 col36\" >0.134563</td>\n",
       "      <td id=\"T_a39a7_row7_col37\" class=\"data row7 col37\" >0.134563</td>\n",
       "      <td id=\"T_a39a7_row7_col38\" class=\"data row7 col38\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col39\" class=\"data row7 col39\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col40\" class=\"data row7 col40\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col41\" class=\"data row7 col41\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col42\" class=\"data row7 col42\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col43\" class=\"data row7 col43\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col44\" class=\"data row7 col44\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col45\" class=\"data row7 col45\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col46\" class=\"data row7 col46\" >0.168380</td>\n",
       "      <td id=\"T_a39a7_row7_col47\" class=\"data row7 col47\" >0.168380</td>\n",
       "      <td id=\"T_a39a7_row7_col48\" class=\"data row7 col48\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col49\" class=\"data row7 col49\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col50\" class=\"data row7 col50\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col51\" class=\"data row7 col51\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col52\" class=\"data row7 col52\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col53\" class=\"data row7 col53\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col54\" class=\"data row7 col54\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col55\" class=\"data row7 col55\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col56\" class=\"data row7 col56\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col57\" class=\"data row7 col57\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col58\" class=\"data row7 col58\" >0.282395</td>\n",
       "      <td id=\"T_a39a7_row7_col59\" class=\"data row7 col59\" >0.282395</td>\n",
       "      <td id=\"T_a39a7_row7_col60\" class=\"data row7 col60\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col61\" class=\"data row7 col61\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col62\" class=\"data row7 col62\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col63\" class=\"data row7 col63\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col64\" class=\"data row7 col64\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col65\" class=\"data row7 col65\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col66\" class=\"data row7 col66\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col67\" class=\"data row7 col67\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col68\" class=\"data row7 col68\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col69\" class=\"data row7 col69\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col70\" class=\"data row7 col70\" >0.168380</td>\n",
       "      <td id=\"T_a39a7_row7_col71\" class=\"data row7 col71\" >0.168380</td>\n",
       "      <td id=\"T_a39a7_row7_col72\" class=\"data row7 col72\" >0.134563</td>\n",
       "      <td id=\"T_a39a7_row7_col73\" class=\"data row7 col73\" >0.134563</td>\n",
       "      <td id=\"T_a39a7_row7_col74\" class=\"data row7 col74\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col75\" class=\"data row7 col75\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col76\" class=\"data row7 col76\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col77\" class=\"data row7 col77\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col78\" class=\"data row7 col78\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col79\" class=\"data row7 col79\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col80\" class=\"data row7 col80\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col81\" class=\"data row7 col81\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col82\" class=\"data row7 col82\" >0.336956</td>\n",
       "      <td id=\"T_a39a7_row7_col83\" class=\"data row7 col83\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col84\" class=\"data row7 col84\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col85\" class=\"data row7 col85\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col86\" class=\"data row7 col86\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col87\" class=\"data row7 col87\" >0.000000</td>\n",
       "      <td id=\"T_a39a7_row7_col88\" class=\"data row7 col88\" >0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x134bdfed0>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# analyzer='char_wb', ngram_range=(2, 3), max_df=1.0, min_df=1\n",
    "tfidfvect = TfidfVectorizer(analyzer='char_wb', ngram_range=(3, 4), max_df=1.0, min_df=1)\n",
    "display_transform_dtm(tfidfvect, corpus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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