select_feature.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Selection\n",
    "\n",
    "* Keep 욕설\n",
    "* Delete one letter words (No meaning)\n",
    "* Delete 생소한 words\n",
    "* Keep Noun, Adjective, Verb, KoreanParticles\n",
    "* Information Gain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import csv\n",
    "import os\n",
    "from collections import defaultdict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "allassult = []\n",
    "with open('./dataset/assult.csv','r',encoding='utf-8') as readfile:\n",
    "    reader = csv.reader(readfile)\n",
    "    for row in reader:\n",
    "        word = False\n",
    "        for ch in row[0]:\n",
    "            try:\n",
    "                ch.encode('ascii')\n",
    "                word = True\n",
    "            except:\n",
    "                pass\n",
    "        if not word:\n",
    "            allassult.append(row[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "with open('./dataset/assult2.csv','w',newline='\\n',encoding='utf-8') as writefile:\n",
    "    writer = csv.writer(writefile)\n",
    "    for assult in allassult:\n",
    "        writer.writerow([assult])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 모든 단어 set 확인 및 욕설 단어 갯수 확인\n",
    "\n",
    "* 욕 DB에 있는 1439개 단어 중 506개가 사용됨"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "allword = set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "filepath = './cbt5_onlyoneday_result/'\n",
    "files = os.listdir(filepath)\n",
    "for file in files:\n",
    "    with open(filepath+file,'r',encoding='utf-8') as readfile:\n",
    "        reader = csv.reader(readfile)\n",
    "        for row in reader:\n",
    "            allword.add(row[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "69551"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(allword)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1439"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "assult_set = set(allassult)\n",
    "len(assult_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "343"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(allword & assult_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## 한글자 짜리, 형태소 의미 없는 것들 삭제 + 욕 db에 있으면 남기기\n",
    "\n",
    "* Noun, Verb, Adjective, KoreanParticle 만 남기기\n",
    "* 1글자 짜리 삭제"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "filepath = './cbt5_onlyoneday_result/'\n",
    "files = os.listdir(filepath)\n",
    "all_result = defaultdict(lambda:\"\")\n",
    "for file in files:\n",
    "    with open(filepath+file,'r',encoding='utf-8') as readfile:\n",
    "        reader = csv.reader(readfile)\n",
    "        game_id = int(file.split('.')[0])\n",
    "        for row in reader:\n",
    "            pos = row[1]\n",
    "            if row[0] in assult_set:\n",
    "                for i in range(0,int(row[2])):\n",
    "                    all_result[game_id]+=(row[0]+\" \")\n",
    "            elif pos in ([\"Noun\",\"Verb\",\"Adjective\",\"KoreanParticle\"]):\n",
    "                if len(row[0])>1:\n",
    "                    for i in range(0,int(row[2])):\n",
    "                        all_result[game_id]+=(row[0]+\" \")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "라벨링 후 저장"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "a_list = []\n",
    "f_list = []\n",
    "with open('./dataset/cbt5_label.csv','r',encoding='utf-8') as readfile:\n",
    "    reader = csv.reader(readfile)\n",
    "    next(reader)\n",
    "    for row in reader:\n",
    "        if row[1]=='A':\n",
    "            a_list.append(int(row[0]))\n",
    "        else:\n",
    "            f_list.append(int(row[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "allword = set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "with open('./dataset/cbt5_oneday_label.csv','w',newline='\\n',encoding='utf-8') as writefile:\n",
    "    writer = csv.writer(writefile)\n",
    "    writer.writerow(['game_id','corpus','label'])\n",
    "    for game_id in all_result.keys():\n",
    "\n",
    "        if game_id in a_list:\n",
    "            for w in all_result[game_id].split(' '):\n",
    "                allword.add(w)\n",
    "            writer.writerow([game_id,all_result[game_id],'a'])\n",
    "        elif game_id in f_list:\n",
    "            writer.writerow([game_id,all_result[game_id],'f'])\n",
    "            for w in all_result[game_id].split(' '):\n",
    "                allword.add(w)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30431"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(allword)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Make Bow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>game_id</th>\n",
       "      <th>corpus</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10014</td>\n",
       "      <td>심해서 그럼 그럼 그럼 최저 가서 ㄴㅇㅣ 언제 언제 마을 마을 최솔 사랑해 수고해 ...</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10037</td>\n",
       "      <td>문제 나와라 ㅅㅂ ㅅㅂ ㅅㅂ 들리는 들리는 방가 소리 소리 소리 소리 가는 들리 들...</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10185</td>\n",
       "      <td>이름 하시 ㅋㅋ ㅋㅋ ㅋㅋ ㅋㅋ ㅋㅋ ㅋㅋ 해주시 해주시 해주시 해주시 해주시 해주...</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10230</td>\n",
       "      <td>쩐다 쩐다 쩐다 초반 초반 도하 적용된 죽자 있다 신고하면 그게 시간 시간 차클베떄...</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10231</td>\n",
       "      <td>지지 쾨적 채팅 줄어 어디 아키 아키 공지 달라 멋지 풀옵 풀옵 갑자기 사람 확인 ...</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   game_id                                             corpus label\n",
       "0    10014  심해서 그럼 그럼 그럼 최저 가서 ㄴㅇㅣ 언제 언제 마을 마을 최솔 사랑해 수고해 ...     f\n",
       "1    10037  문제 나와라 ㅅㅂ ㅅㅂ ㅅㅂ 들리는 들리는 방가 소리 소리 소리 소리 가는 들리 들...     f\n",
       "2    10185  이름 하시 ㅋㅋ ㅋㅋ ㅋㅋ ㅋㅋ ㅋㅋ ㅋㅋ 해주시 해주시 해주시 해주시 해주시 해주...     a\n",
       "3    10230  쩐다 쩐다 쩐다 초반 초반 도하 적용된 죽자 있다 신고하면 그게 시간 시간 차클베떄...     f\n",
       "4    10231  지지 쾨적 채팅 줄어 어디 아키 아키 공지 달라 멋지 풀옵 풀옵 갑자기 사람 확인 ...     f"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('./dataset/cbt5_threeday_label.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>label</th>\n",
       "      <th>counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>a</td>\n",
       "      <td>438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>f</td>\n",
       "      <td>521</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  label  counts\n",
       "0     a     438\n",
       "1     f     521"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby(['label']).size().reset_index(name='counts')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def make_review_bow(data):    \n",
    "   \n",
    "    vectorizer = CountVectorizer(min_df=0)\n",
    "\n",
    "    doc = []\n",
    "    \n",
    "    for text in data['corpus']:\n",
    "        doc.append(text)\n",
    "    vectorizer.fit(doc)\n",
    "    x = vectorizer.transform(doc)\n",
    "    bow2 = x.toarray()\n",
    "    bow = pd.DataFrame(bow2,columns=vectorizer.vocabulary_.keys())\n",
    "\n",
    "    return vectorizer, bow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "vectorizer, X = make_review_bow(data)\n",
    "Y = data['label']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "over_col = []\n",
    "for col in X.columns:\n",
    "    if (X[col].sum())>=10:\n",
    "        over_col.append(col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X_2 = X[over_col]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(959, 7280)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# X_2['game_id']=data['game_id']\n",
    "X_2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# X_2.to_csv('./oneday_vector.csv',encoding='utf-8',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "78.30666666666667"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(71.69+84.19+79.04)/3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cross_validation import train_test_split\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.linear_model import SGDClassifier\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "x_train, x_test, y_train, y_test = train_test_split(X_2,Y,test_size=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model Accuracy: 86.1111111111\n",
      "[[118  17]\n",
      " [ 23 130]]\n",
      "Model Accuracy: 87.5\n",
      "[[125  10]\n",
      " [ 26 127]]\n",
      "Model Accuracy: 84.0277777778\n",
      "[[104  31]\n",
      " [ 15 138]]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ahroobe\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:18: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
     ]
    }
   ],
   "source": [
    "sgd = SGDClassifier()\n",
    "sgd.fit(x_train, y_train)\n",
    "y_pred = sgd.predict(x_test)\n",
    "cm = confusion_matrix(y_test,y_pred)\n",
    "print (\"Model Accuracy:\", 100 * sgd.score(x_test, y_test))\n",
    "print (cm)\n",
    "nb = MultinomialNB()\n",
    "nb.fit(x_train, y_train)\n",
    "y_pred = nb.predict(x_test)\n",
    "cm = confusion_matrix(y_test,y_pred)\n",
    "print (\"Model Accuracy:\", 100 * nb.score(x_test, y_test))\n",
    "print (cm)\n",
    "lg = LogisticRegression()\n",
    "lg.fit(x_train,y_train)\n",
    "y_pred = lg.predict(x_test)\n",
    "cm = confusion_matrix(y_test,y_pred)\n",
    "print (\"Model Accuracy:\", 100 * lg.score(x_test, y_test))\n",
    "x_test['lr'] = y_pred\n",
    "print (cm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ahroobe\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "x_test['real'] = y_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "x_test.to_csv('./lr_result.csv',index=False, encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import operator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tp = x_test[(x_test['lr']=='a') & ( x_test['real']=='a')]\n",
    "fp = x_test[(x_test['lr']=='a') & ( x_test['real']=='f')]\n",
    "fn = x_test[(x_test['lr']=='f') & ( x_test['real']=='a')]\n",
    "tn = x_test[(x_test['lr']=='f') & ( x_test['real']=='f')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>쩐다</th>\n",
       "      <th>좀덜</th>\n",
       "      <th>초반</th>\n",
       "      <th>가나</th>\n",
       "      <th>도하</th>\n",
       "      <th>그렇</th>\n",
       "      <th>개그</th>\n",
       "      <th>적용된</th>\n",
       "      <th>표시</th>\n",
       "      <th>죽자</th>\n",
       "      <th>...</th>\n",
       "      <th>읗나흐</th>\n",
       "      <th>폭눈</th>\n",
       "      <th>부관</th>\n",
       "      <th>챤트</th>\n",
       "      <th>마링</th>\n",
       "      <th>긿잃자</th>\n",
       "      <th>낄껀데</th>\n",
       "      <th>헥있음</th>\n",
       "      <th>lr</th>\n",
       "      <th>real</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>740</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>a</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>a</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>a</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>2</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>0</td>\n",
       "      <td>...</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>a</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>a</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 30426 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     쩐다  좀덜  초반  가나  도하  그렇  개그  적용된  표시  죽자  ...   읗나흐  폭눈  부관  챤트  마링  긿잃자  \\\n",
       "740   1   0   0   0   0   0   0    0   0   0  ...     0   0   0   0   0    0   \n",
       "120   0   0   0   0   0   0   0    0   0   0  ...     0   0   0   0   0    0   \n",
       "261   1   0   0   0   0   0   0    0   0   0  ...     0   0   0   0   0    0   \n",
       "379   2   0   0   0   0   0   0    0   0   0  ...     0   0   0   0   0    0   \n",
       "238   0   0   0   0   0   0   0    0   0   0  ...     0   0   0   0   0    0   \n",
       "\n",
       "     낄껀데  헥있음  lr  real  \n",
       "740    0    0   a     a  \n",
       "120    0    0   a     a  \n",
       "261    0    0   a     a  \n",
       "379    0    0   a     a  \n",
       "238    0    0   a     a  \n",
       "\n",
       "[5 rows x 30426 columns]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tp.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "word_count =dict()\n",
    "for col in tp.columns[:-2]:\n",
    "    word_count[col] = tp[col].astype(bool).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sorted_x = sorted(word_count.items(), key=operator.itemgetter(1),reverse=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('가더', 41),\n",
       " ('비유왕', 36),\n",
       " ('어쩌다가', 32),\n",
       " ('동훈', 32),\n",
       " ('속하는', 31),\n",
       " ('책임', 31),\n",
       " ('관장', 30),\n",
       " ('기대', 29),\n",
       " ('달려갈', 29),\n",
       " ('편지지', 29),\n",
       " ('히이이잉', 28),\n",
       " ('모집합', 27),\n",
       " ('시끄럽', 27),\n",
       " ('두르', 27),\n",
       " ('알꺠드려', 27),\n",
       " ('웁니', 27),\n",
       " ('쌓였', 26),\n",
       " ('견해', 26),\n",
       " ('대론', 25),\n",
       " ('줄라', 25),\n",
       " ('일로일로', 25),\n",
       " ('쎄쎼쎄하면', 25),\n",
       " ('동일하게', 25),\n",
       " ('도안', 24),\n",
       " ('김치', 24),\n",
       " ('ㅣㅓㅁㄴ', 24),\n",
       " ('벗냐', 24),\n",
       " ('정직', 24),\n",
       " ('대효', 23),\n",
       " ('ㅘㄴ', 23),\n",
       " ('피똥', 23),\n",
       " ('달무리', 23),\n",
       " ('분거', 22),\n",
       " ('빈칸', 22),\n",
       " ('쩐다', 21),\n",
       " ('잭스', 21),\n",
       " ('나올삘', 21),\n",
       " ('아나팅', 20),\n",
       " ('루셔', 20),\n",
       " ('타게팅', 20),\n",
       " ('통하는', 20),\n",
       " ('몹좀', 20),\n",
       " ('래버어디갓', 19),\n",
       " ('져깄', 19),\n",
       " ('ㅈㅋㅈㅋㅋ', 19),\n",
       " ('이상', 18),\n",
       " ('모습', 18),\n",
       " ('해설', 18),\n",
       " ('말임', 18),\n",
       " ('혁신', 18),\n",
       " ('요하른', 18),\n",
       " ('의별', 17),\n",
       " ('자유형', 17),\n",
       " ('주머니', 17),\n",
       " ('공개', 17),\n",
       " ('대루', 17),\n",
       " ('다하냐', 17),\n",
       " ('설거지', 17),\n",
       " ('글쌔', 17),\n",
       " ('도번', 17),\n",
       " ('렙탬', 16),\n",
       " ('오셧음', 16),\n",
       " ('시볼롬', 16),\n",
       " ('총대', 16),\n",
       " ('옆방', 16),\n",
       " ('아파', 15),\n",
       " ('장소', 15),\n",
       " ('일일이', 15),\n",
       " ('단축', 15),\n",
       " ('매달리', 15),\n",
       " ('대문자', 15),\n",
       " ('데려갈', 15),\n",
       " ('정적', 15),\n",
       " ('알아봐', 15),\n",
       " ('페관쪽', 15),\n",
       " ('대답해', 15),\n",
       " ('아쌈', 15),\n",
       " ('카일', 15),\n",
       " ('기상', 15),\n",
       " ('흐긴여케', 15),\n",
       " ('하란', 14),\n",
       " ('아르', 14),\n",
       " ('엇어', 14),\n",
       " ('까진', 14),\n",
       " ('덩키', 14),\n",
       " ('귓말주세요뿌잉', 14),\n",
       " ('해보던', 14),\n",
       " ('곱창', 14),\n",
       " ('내려가세', 14),\n",
       " ('배모', 14),\n",
       " ('판형', 14),\n",
       " ('가줒', 14),\n",
       " ('파토', 14),\n",
       " ('도때', 14),\n",
       " ('리퀘', 14),\n",
       " ('무기', 13),\n",
       " ('아인', 13),\n",
       " ('온길', 13),\n",
       " ('딲지', 13),\n",
       " ('침애', 13),\n",
       " ('뛰어올', 13),\n",
       " ('힘드럿', 13),\n",
       " ('가입하고', 12),\n",
       " ('막상', 12),\n",
       " ('팟좀', 12),\n",
       " ('비싸네', 12),\n",
       " ('대고', 12),\n",
       " ('제뒤', 12),\n",
       " ('신고', 12),\n",
       " ('나서도', 12),\n",
       " ('접니', 12),\n",
       " ('집으', 12),\n",
       " ('글쎼용', 12),\n",
       " ('방안', 12),\n",
       " ('사막화', 12),\n",
       " ('구글링', 12),\n",
       " ('퀘못', 12),\n",
       " ('명근', 12),\n",
       " ('담달', 12),\n",
       " ('왼속', 12),\n",
       " ('마를렌', 12),\n",
       " ('ㅋㅋㄴㅔㅇ', 12),\n",
       " ('서두', 12),\n",
       " ('이두', 12),\n",
       " ('다양해', 12),\n",
       " ('메즈할테', 12),\n",
       " ('날아감', 11),\n",
       " ('이동', 11),\n",
       " ('방학', 11),\n",
       " ('부탁드려', 11),\n",
       " ('무릎', 11),\n",
       " ('기공', 11),\n",
       " ('뿌리', 11),\n",
       " ('툴팁', 11),\n",
       " ('버봏', 11),\n",
       " ('실제', 11),\n",
       " ('태양', 11),\n",
       " ('또찻어', 11),\n",
       " ('좀타', 11),\n",
       " ('뭐시', 11),\n",
       " ('암사', 11),\n",
       " ('해보겠', 11),\n",
       " ('표현하기', 11),\n",
       " ('시장어딧', 11),\n",
       " ('떼밋', 11),\n",
       " ('서초구', 11),\n",
       " ('천군', 11),\n",
       " ('엘더날', 11),\n",
       " ('고윤하', 11),\n",
       " ('무효', 11),\n",
       " ('빠냐', 10),\n",
       " ('셨으', 10),\n",
       " ('없어져', 10),\n",
       " ('왜또', 10),\n",
       " ('ㅇㄴㅁㅇㄴㅁ', 10),\n",
       " ('카미', 10),\n",
       " ('버스', 10),\n",
       " ('아크라', 10),\n",
       " ('모여잇늕데', 10),\n",
       " ('갠뎅', 10),\n",
       " ('부족해야', 10),\n",
       " ('안드로메다', 10),\n",
       " ('알람', 10),\n",
       " ('이어지는', 10),\n",
       " ('낑긴', 10),\n",
       " ('휴먼', 10),\n",
       " ('듣던', 10),\n",
       " ('빼기', 10),\n",
       " ('어워드', 10),\n",
       " ('육봉', 10),\n",
       " ('햇내', 10),\n",
       " ('좀만팟음', 10),\n",
       " ('기달령', 10),\n",
       " ('끝내는', 10),\n",
       " ('포인터', 10),\n",
       " ('검투', 10),\n",
       " ('쏠수잇슴', 10),\n",
       " ('사용하냐', 10),\n",
       " ('등집', 10),\n",
       " ('댕길', 10),\n",
       " ('벌어짐', 10),\n",
       " ('루드비힐어딧', 10),\n",
       " ('렙안되', 10),\n",
       " ('엄재경', 10),\n",
       " ('체험하실', 10),\n",
       " ('다오셧', 10),\n",
       " ('몇개', 9),\n",
       " ('덜덜', 9),\n",
       " ('현상', 9),\n",
       " ('수풀', 9),\n",
       " ('말하는', 9),\n",
       " ('하드웨어', 9),\n",
       " ('안정', 9),\n",
       " ('다완', 9),\n",
       " ('글쎄', 9),\n",
       " ('의견', 9),\n",
       " ('궁금해서', 9),\n",
       " ('심함', 9),\n",
       " ('초선', 9),\n",
       " ('약하더', 9),\n",
       " ('쌍수', 9),\n",
       " ('가소', 9),\n",
       " ('지그', 9),\n",
       " ('화려한', 9),\n",
       " ('놧댕', 9),\n",
       " ('아음', 9),\n",
       " ('개섹히들', 9),\n",
       " ('너낼', 9),\n",
       " ('이응', 9),\n",
       " ('넉느데', 9),\n",
       " ('뺴껴따', 9),\n",
       " ('온겜', 9),\n",
       " ('둥글', 9),\n",
       " ('나또죽엇어', 9),\n",
       " ('회복할', 9),\n",
       " ('약병', 9),\n",
       " ('묵동', 9),\n",
       " ('어후', 9),\n",
       " ('엄청나게', 9),\n",
       " ('늡누', 9),\n",
       " ('알아볼', 9),\n",
       " ('탱이될런', 9),\n",
       " ('금기', 9),\n",
       " ('비올', 9),\n",
       " ('에이리언', 9),\n",
       " ('난바', 9),\n",
       " ('분당', 9),\n",
       " ('쿨옴', 9),\n",
       " ('정립', 9),\n",
       " ('깊으', 9),\n",
       " ('루고', 9),\n",
       " ('파티', 8),\n",
       " ('있다', 8),\n",
       " ('해주는', 8),\n",
       " ('울트라', 8),\n",
       " ('상자', 8),\n",
       " ('이야기', 8),\n",
       " ('렙에하', 8),\n",
       " ('사막', 8),\n",
       " ('깨시', 8),\n",
       " ('고등학교', 8),\n",
       " ('정산', 8),\n",
       " ('우편', 8),\n",
       " ('왜안그랫음', 8),\n",
       " ('렙메인퀘', 8),\n",
       " ('낮아', 8),\n",
       " ('다합', 8),\n",
       " ('달려랏', 8),\n",
       " ('말하기', 8),\n",
       " ('단시간', 8),\n",
       " ('한적', 8),\n",
       " ('읽고', 8),\n",
       " ('조라', 8),\n",
       " ('음산', 8),\n",
       " ('징징대', 8),\n",
       " ('문뚤', 8),\n",
       " ('주심', 8),\n",
       " ('정해진', 8),\n",
       " ('햣도그', 8),\n",
       " ('좀캐봐', 8),\n",
       " ('면개', 8),\n",
       " ('아직까지', 8),\n",
       " ('락퀘', 8),\n",
       " ('올라가셔', 8),\n",
       " ('적응하는', 8),\n",
       " ('이얍', 8),\n",
       " ('안뎄어', 8),\n",
       " ('꼭지', 8),\n",
       " ('힐링', 8),\n",
       " ('함께하실', 8),\n",
       " ('있듬', 8),\n",
       " ('마하반야', 8),\n",
       " ('생길껄', 8),\n",
       " ('카운터스트라이크', 8),\n",
       " ('에트로낙', 8),\n",
       " ('엘티이', 8),\n",
       " ('길어졌', 8),\n",
       " ('맛있었', 8),\n",
       " ('먈컴', 8),\n",
       " ('멈쳐따', 8),\n",
       " ('옹이', 8),\n",
       " ('짓게', 8),\n",
       " ('죶간', 8),\n",
       " ('배척', 8),\n",
       " ('안댓어', 8),\n",
       " ('바좀', 8),\n",
       " ('눌럿어', 8),\n",
       " ('안심하시', 8),\n",
       " ('완욤', 8),\n",
       " ('졸렬', 8),\n",
       " ('찌르', 8),\n",
       " ('거오', 8),\n",
       " ('푹찎', 8),\n",
       " ('이속', 7),\n",
       " ('나왔', 7),\n",
       " ('심해', 7),\n",
       " ('올라가는', 7),\n",
       " ('기력', 7),\n",
       " ('혈좀', 7),\n",
       " ('낙오', 7),\n",
       " ('성벽', 7),\n",
       " ('바오밥나무', 7),\n",
       " ('바퀴', 7),\n",
       " ('세련', 7),\n",
       " ('가합', 7),\n",
       " ('퀘꺠', 7),\n",
       " ('폭렙', 7),\n",
       " ('지나고', 7),\n",
       " ('피하', 7),\n",
       " ('버벅거려', 7),\n",
       " ('그거슨', 7),\n",
       " ('유지하고', 7),\n",
       " ('히믈', 7),\n",
       " ('들켯슴', 7),\n",
       " ('좆긔', 7),\n",
       " ('루키', 7),\n",
       " ('반사', 7),\n",
       " ('만들기', 7),\n",
       " ('개멈', 7),\n",
       " ('깨구', 7),\n",
       " ('거산', 7),\n",
       " ('카트라이더', 7),\n",
       " ('저르', 7),\n",
       " ('뿐임', 7),\n",
       " ('뮤호', 7),\n",
       " ('날아오네', 7),\n",
       " ('오능', 7),\n",
       " ('고당', 7),\n",
       " ('음영', 7),\n",
       " ('리나', 7),\n",
       " ('욕설', 7),\n",
       " ('개쩌는거같', 7),\n",
       " ('퍼즈', 7),\n",
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       " ('권한', 3),\n",
       " ('어더', 3),\n",
       " ('우두머리', 3),\n",
       " ('개비', 3),\n",
       " ('고속', 3),\n",
       " ('망하고', 3),\n",
       " ('할룽', 3),\n",
       " ('모집한', 3),\n",
       " ('이임', 3),\n",
       " ('저만큼', 3),\n",
       " ('서니', 3),\n",
       " ('퍼남기', 3),\n",
       " ('겜키', 3),\n",
       " ('몰겠', 3),\n",
       " ('시스탬', 3),\n",
       " ('정검', 3),\n",
       " ('가드', 3),\n",
       " ('불이익', 3),\n",
       " ('채때', 3),\n",
       " ('생쇼', 3),\n",
       " ('이상하네', 3),\n",
       " ('참나무', 3),\n",
       " ('타시', 3),\n",
       " ('미챠버리겠눼', 3),\n",
       " ('나오기', 3),\n",
       " ('솔리', 3),\n",
       " ('스닉앤런이였느데', 3),\n",
       " ('이상태', 3),\n",
       " ('찢기', 3),\n",
       " ('피곤하다', 3),\n",
       " ('쓰냐', 3),\n",
       " ('다뭅니', 3),\n",
       " ('기고', 3),\n",
       " ('피기', 3),\n",
       " ('도입', 3),\n",
       " ('나발', 3),\n",
       " ('스트로', 3),\n",
       " ('어딧는거', 3),\n",
       " ('거러가', 3),\n",
       " ('살인자', 3),\n",
       " ('금빛', 3),\n",
       " ('진행하셔', 3),\n",
       " ('하셧는데', 3),\n",
       " ('최윤', 3),\n",
       " ('카르', 3),\n",
       " ('얘치', 3),\n",
       " ('엄청나', 3),\n",
       " ('이비', 3),\n",
       " ('랜덤', 3),\n",
       " ('서문', 3),\n",
       " ('ㄳㄷㄳ', 3),\n",
       " ('노엘', 3),\n",
       " ('사랑스럽', 3),\n",
       " ('닫히', 3),\n",
       " ('티버', 3),\n",
       " ('사사', 3),\n",
       " ('늬들뭐', 3),\n",
       " ('나제', 3),\n",
       " ('실걸', 3),\n",
       " ('생각하니', 3),\n",
       " ('홍수', 3),\n",
       " ('인터페이스', 3),\n",
       " ('꼇어', 3),\n",
       " ('럿어', 3),\n",
       " ('온도', 3),\n",
       " ('접도', 3),\n",
       " ('적장', 3),\n",
       " ('닥사쩌', 3),\n",
       " ('곳어딧', 3),\n",
       " ('배짱', 3),\n",
       " ('갠챠', 3),\n",
       " ('잘못됬', 3),\n",
       " ('제제', 3),\n",
       " ('만주어', 3),\n",
       " ('배만드심', 3),\n",
       " ('야구', 3),\n",
       " ('돌린', 3),\n",
       " ('강하네', 3),\n",
       " ('사수', 3),\n",
       " ('형수', 3),\n",
       " ('보정', 3),\n",
       " ('한쪽', 3),\n",
       " ('맘데', 3),\n",
       " ('하하호호', 3),\n",
       " ('찍히', 3),\n",
       " ('요리해', 3),\n",
       " ('조용해', 3),\n",
       " ('꾸져', 3),\n",
       " ('요술쟁이', 3),\n",
       " ('안쎄', 3),\n",
       " ('노래방', 3),\n",
       " ('하제', 3),\n",
       " ('잘났', 3),\n",
       " ('낚엿', 3),\n",
       " ('워씨빠빠찌찌', 3),\n",
       " ('가실레', 3),\n",
       " ('어찌해서', 3),\n",
       " ('햇찌', 3),\n",
       " ('입력하는', 3),\n",
       " ('도장', 3),\n",
       " ('빨갱이', 3),\n",
       " ('아이오에스', 3),\n",
       " ('요거퀘꺠구', 3),\n",
       " ('해주니', 3),\n",
       " ('좀쉽게해놧', 3),\n",
       " ('베세', 3),\n",
       " ('스탄', 3),\n",
       " ('심긴', 3),\n",
       " ('캐졍', 3),\n",
       " ('정판', 3),\n",
       " ('퀘템줌', 3),\n",
       " ('콜안키', 3),\n",
       " ('얌채짓하', 3),\n",
       " ('돌아오냐', 3),\n",
       " ('못하셧', 3),\n",
       " ('괯낳아', 3),\n",
       " ('오빤어딧음', 3),\n",
       " ('시아', 3),\n",
       " ('팸임', 3),\n",
       " ('오졋', 3),\n",
       " ('읷두초', 3),\n",
       " ('스톰', 3),\n",
       " ('위험하면', 3),\n",
       " ('금리', 3),\n",
       " ('우히히', 3),\n",
       " ('수원', 3),\n",
       " ('어글바낌', 3),\n",
       " ('안꺠지', 3),\n",
       " ('도함', 3),\n",
       " ('셔틀딧', 3),\n",
       " ('주니', 3),\n",
       " ('기계완', 3),\n",
       " ('체인지', 3),\n",
       " ('해염', 3),\n",
       " ('안귀', 3),\n",
       " ('없을껄', 3),\n",
       " ('먹여주', 3),\n",
       " ('슈시', 3),\n",
       " ('어떡', 3),\n",
       " ('쥐는', 3),\n",
       " ('얘기하면', 3),\n",
       " ('눌럿는대', 3),\n",
       " ('한가지', 3),\n",
       " ('타세욤', 3),\n",
       " ('털림', 3),\n",
       " ('개맛', 3),\n",
       " ('야채', 3),\n",
       " ('고쳤', 3),\n",
       " ('질문해', 3),\n",
       " ('맥주', 3),\n",
       " ('저욤', 3),\n",
       " ('쾌감', 3),\n",
       " ('스탯', 3),\n",
       " ('용준', 3),\n",
       " ('양옹', 3),\n",
       " ('빠삐용', 3),\n",
       " ('세팅좀', 3),\n",
       " ('오케잉', 3),\n",
       " ...]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted_x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('가더', 28),\n",
       " ('쌓였', 23),\n",
       " ('어쩌다가', 23),\n",
       " ('도안', 22),\n",
       " ('동일하게', 21),\n",
       " ('비유왕', 20),\n",
       " ('달려갈', 20),\n",
       " ('관장', 20),\n",
       " ('두르', 19),\n",
       " ('동훈', 19),\n",
       " ('대효', 17),\n",
       " ('속하는', 17),\n",
       " ('책임', 17),\n",
       " ('시끄럽', 16),\n",
       " ('웁니', 16),\n",
       " ('기대', 15),\n",
       " ('모집합', 15),\n",
       " ('대론', 15),\n",
       " ('줄라', 15),\n",
       " ('편지지', 15),\n",
       " ('래버어디갓', 14),\n",
       " ('져깄', 14),\n",
       " ('ㅘㄴ', 14),\n",
       " ('히이이잉', 14),\n",
       " ('빈칸', 14),\n",
       " ('곱창', 14),\n",
       " ('달무리', 14),\n",
       " ('말임', 14),\n",
       " ('하란', 13),\n",
       " ('김치', 13),\n",
       " ('ㅣㅓㅁㄴ', 13),\n",
       " ('벗냐', 13),\n",
       " ('어워드', 13),\n",
       " ('ㅈㅋㅈㅋㅋ', 13),\n",
       " ('쎄쎼쎄하면', 13),\n",
       " ('서두', 13),\n",
       " ('이두', 13),\n",
       " ('아파', 12),\n",
       " ('장소', 12),\n",
       " ('루셔', 12),\n",
       " ('분거', 12),\n",
       " ('일로일로', 12),\n",
       " ('견해', 12),\n",
       " ('무릎', 11),\n",
       " ('타게팅', 11),\n",
       " ('대답해', 11),\n",
       " ('정직', 11),\n",
       " ('뛰어올', 11),\n",
       " ('알꺠드려', 11),\n",
       " ('몹좀', 11),\n",
       " ('ㅋㅋㄴㅔㅇ', 11),\n",
       " ('기상', 11),\n",
       " ('쩐다', 10),\n",
       " ('날아감', 10),\n",
       " ('일기', 10),\n",
       " ('정적', 10),\n",
       " ('구글링', 10),\n",
       " ('담달', 10),\n",
       " ('암사', 10),\n",
       " ('판형', 10),\n",
       " ('도때', 10),\n",
       " ('옆방', 10),\n",
       " ('자유형', 9),\n",
       " ('올라가는', 9),\n",
       " ('무기', 9),\n",
       " ('다완', 9),\n",
       " ('아르', 9),\n",
       " ('데려갈', 9),\n",
       " ('알아봐', 9),\n",
       " ('덩키', 9),\n",
       " ('스톰', 9),\n",
       " ('피똥', 9),\n",
       " ('기달령', 9),\n",
       " ('포인터', 9),\n",
       " ('총대', 9),\n",
       " ('혁신', 9),\n",
       " ('요하른', 9),\n",
       " ('이상', 8),\n",
       " ('있다', 8),\n",
       " ('모습', 8),\n",
       " ('엇어', 8),\n",
       " ('오셧음', 8),\n",
       " ('일일이', 8),\n",
       " ('단축', 8),\n",
       " ('잭스', 8),\n",
       " ('그거슨', 8),\n",
       " ('알람', 8),\n",
       " ('시볼롬', 8),\n",
       " ('너낼', 8),\n",
       " ('햣도그', 8),\n",
       " ('방안', 8),\n",
       " ('뮤호', 8),\n",
       " ('생길껄', 8),\n",
       " ('검투', 8),\n",
       " ('설거지', 8),\n",
       " ('카일', 8),\n",
       " ('사원', 8),\n",
       " ('표현하기', 8),\n",
       " ('어후', 8),\n",
       " ('다양해', 8),\n",
       " ('메즈할테', 8),\n",
       " ('방학', 7),\n",
       " ('현상', 7),\n",
       " ('막상', 7),\n",
       " ('기력', 7),\n",
       " ('부탁드려', 7),\n",
       " ('사막', 7),\n",
       " ('성벽', 7),\n",
       " ('비싸네', 7),\n",
       " ('대루', 7),\n",
       " ('렙메인퀘', 7),\n",
       " ('말하기', 7),\n",
       " ('제뒤', 7),\n",
       " ('갠찬', 7),\n",
       " ('시더', 7),\n",
       " ('페관쪽', 7),\n",
       " ('나올삘', 7),\n",
       " ('또찻어', 7),\n",
       " ('인해', 7),\n",
       " ('다하냐', 7),\n",
       " ('아쌈', 7),\n",
       " ('귓말주세요뿌잉', 7),\n",
       " ('나또죽엇어', 7),\n",
       " ('퀘못', 7),\n",
       " ('해보던', 7),\n",
       " ('빨른', 7),\n",
       " ('차구', 7),\n",
       " ('종복', 7),\n",
       " ('통하는', 7),\n",
       " ('맛있었', 7),\n",
       " ('시장어딧', 7),\n",
       " ('사노', 7),\n",
       " ('죶간', 7),\n",
       " ('천군', 7),\n",
       " ('도번', 7),\n",
       " ('바좀', 7),\n",
       " ('손애', 7),\n",
       " ('알아볼', 7),\n",
       " ('댕길', 7),\n",
       " ('벌어짐', 7),\n",
       " ('비올', 7),\n",
       " ('해설', 7),\n",
       " ('친절했', 7),\n",
       " ('비율', 7),\n",
       " ('파토', 7),\n",
       " ('렙안되', 7),\n",
       " ('뒷북', 7),\n",
       " ('엄재경', 7),\n",
       " ('흐긴여케', 7),\n",
       " ('의별', 6),\n",
       " ('심해', 6),\n",
       " ('국산', 6),\n",
       " ('하드웨어', 6),\n",
       " ('상자', 6),\n",
       " ('주머니', 6),\n",
       " ('팟좀', 6),\n",
       " ('틀림', 6),\n",
       " ('낙오', 6),\n",
       " ('탭설정', 6),\n",
       " ('공개', 6),\n",
       " ('대고', 6),\n",
       " ('뿌리', 6),\n",
       " ('대문자', 6),\n",
       " ('신고', 6),\n",
       " ('폭렙', 6),\n",
       " ('버벅거려', 6),\n",
       " ('쌍수', 6),\n",
       " ('지그', 6),\n",
       " ('스콜', 6),\n",
       " ('노엘', 6),\n",
       " ('피로', 6),\n",
       " ('화려한', 6),\n",
       " ('띄기', 6),\n",
       " ('툴팁', 6),\n",
       " ('안드로메다', 6),\n",
       " ('개섹히들', 6),\n",
       " ('괴롭히', 6),\n",
       " ('토할', 6),\n",
       " ('아직까지', 6),\n",
       " ('실제', 6),\n",
       " ('퀼리티', 6),\n",
       " ('사막화', 6),\n",
       " ('흑단나무', 6),\n",
       " ('햇내', 6),\n",
       " ('끝내는', 6),\n",
       " ('침애', 6),\n",
       " ('차햇던', 6),\n",
       " ('배모', 6),\n",
       " ('배척', 6),\n",
       " ('사용하냐', 6),\n",
       " ('왼속', 6),\n",
       " ('마를렌', 6),\n",
       " ('공동', 6),\n",
       " ('가줒', 6),\n",
       " ('사랒비', 6),\n",
       " ('등집', 6),\n",
       " ('쌍창', 6),\n",
       " ('악역', 6),\n",
       " ('예수님', 6),\n",
       " ('파오캐', 6),\n",
       " ('얼머', 6),\n",
       " ('힘드럿', 6),\n",
       " ('닥사해야', 6),\n",
       " ('랙임', 6),\n",
       " ('렉좆', 6),\n",
       " ('쿨옴', 6),\n",
       " ('찌르', 6),\n",
       " ('닭어덯', 6),\n",
       " ('뭐더', 5),\n",
       " ('절도', 5),\n",
       " ('빠냐', 5),\n",
       " ('울트라', 5),\n",
       " ('말하는', 5),\n",
       " ('후회할', 5),\n",
       " ('아인', 5),\n",
       " ('귓말', 5),\n",
       " ('관련', 5),\n",
       " ('렙에하', 5),\n",
       " ('오버', 5),\n",
       " ('없어져', 5),\n",
       " ('아나팅', 5),\n",
       " ('왜또', 5),\n",
       " ('우편', 5),\n",
       " ('로나', 5),\n",
       " ('바오밥나무', 5),\n",
       " ('닭다리', 5),\n",
       " ('궁금해서', 5),\n",
       " ('단시간', 5),\n",
       " ('줩밥', 5),\n",
       " ('모여잇늕데', 5),\n",
       " ('온길', 5),\n",
       " ('놧댕', 5),\n",
       " ('나서도', 5),\n",
       " ('많잖', 5),\n",
       " ('표정', 5),\n",
       " ('만들기', 5),\n",
       " ('집으', 5),\n",
       " ('돌좀', 5),\n",
       " ('글쎼용', 5),\n",
       " ('쎄겟', 5),\n",
       " ('까진', 5),\n",
       " ('많긔', 5),\n",
       " ('왜쪽바뤼', 5),\n",
       " ('이어지는', 5),\n",
       " ('심긴', 5),\n",
       " ('올라가셔', 5),\n",
       " ('형퀘완', 5),\n",
       " ('케이블', 5),\n",
       " ('자켐', 5),\n",
       " ('태양', 5),\n",
       " ('슈시', 5),\n",
       " ('거절하면', 5),\n",
       " ('듣던', 5),\n",
       " ('빼기', 5),\n",
       " ('비교함', 5),\n",
       " ('좃만함', 5),\n",
       " ('어럽', 5),\n",
       " ('있듬', 5),\n",
       " ('싸우냐', 5),\n",
       " ('약병', 5),\n",
       " ('인산', 5),\n",
       " ('친궁', 5),\n",
       " ('포대', 5),\n",
       " ('보이시', 5),\n",
       " ('길어졌', 5),\n",
       " ('풍닥닥', 5),\n",
       " ('포확', 5),\n",
       " ('묵동', 5),\n",
       " ('글쌔', 5),\n",
       " ('먈컴', 5),\n",
       " ('판도', 5),\n",
       " ('말루', 5),\n",
       " ('양보했', 5),\n",
       " ('자라노', 5),\n",
       " ('한개주넹', 5),\n",
       " ('가원', 5),\n",
       " ('늡누', 5),\n",
       " ('엘더날', 5),\n",
       " ('숩지기벤', 5),\n",
       " ('고윤하', 5),\n",
       " ('탱이될런', 5),\n",
       " ('바방', 5),\n",
       " ('안심하시', 5),\n",
       " ('훨낫군', 5),\n",
       " ('갑갑함', 5),\n",
       " ('뿌엉뿌엉', 5),\n",
       " ('팅기셨', 5),\n",
       " ('풍기', 5),\n",
       " ('루드비힐어딧', 5),\n",
       " ('어쩐', 5),\n",
       " ('졸렬', 5),\n",
       " ('무시해', 5),\n",
       " ('고서', 5),\n",
       " ('손고', 5),\n",
       " ('다오셧', 5),\n",
       " ('조아할', 5),\n",
       " ('말씀드렸', 5),\n",
       " ('생각', 4),\n",
       " ('덜덜', 4),\n",
       " ('감소되는', 4),\n",
       " ('가입하고', 4),\n",
       " ('세트', 4),\n",
       " ('요맨', 4),\n",
       " ('혈좀', 4),\n",
       " ('꼬여', 4),\n",
       " ('돌아봐', 4),\n",
       " ('말했', 4),\n",
       " ('막혀', 4),\n",
       " ('해드려', 4),\n",
       " ('이제야', 4),\n",
       " ('깨시', 4),\n",
       " ('바뀐', 4),\n",
       " ('기공', 4),\n",
       " ('스피드', 4),\n",
       " ('섹꼐봐봐', 4),\n",
       " ('매기', 4),\n",
       " ('가십', 4),\n",
       " ('까자', 4),\n",
       " ('가합', 4),\n",
       " ('겜키', 4),\n",
       " ('물쓰로잉', 4),\n",
       " ('태풍', 4),\n",
       " ('보내죠', 4),\n",
       " ('유지하고', 4),\n",
       " ('가소', 4),\n",
       " ('돈점', 4),\n",
       " ('지겹', 4),\n",
       " ('아크라', 4),\n",
       " ('까말', 4),\n",
       " ('부족해야', 4),\n",
       " ('쿠헐', 4),\n",
       " ('보쌈', 4),\n",
       " ('반사', 4),\n",
       " ('관계', 4),\n",
       " ('버봏', 4),\n",
       " ('이율', 4),\n",
       " ('땅로', 4),\n",
       " ('상업지구', 4),\n",
       " ('넉느데', 4),\n",
       " ('요술쟁이', 4),\n",
       " ('얹어', 4),\n",
       " ('안쓰럽', 4),\n",
       " ('뺴껴따', 4),\n",
       " ('좌회전', 4),\n",
       " ('딲지', 4),\n",
       " ('진담', 4),\n",
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       " ('몹선타', 2),\n",
       " ('야이뇬', 2),\n",
       " ('야퍼거스', 2),\n",
       " ('해보질', 2),\n",
       " ('뻣뻣', 2),\n",
       " ('갠챠', 2),\n",
       " ('울어', 2),\n",
       " ('제제', 2),\n",
       " ('파시', 2),\n",
       " ('만주어', 2),\n",
       " ('배사', 2),\n",
       " ('르네어딧음', 2),\n",
       " ('ㅇㅡㅡ', 2),\n",
       " ('얻겠', 2),\n",
       " ('정해진', 2),\n",
       " ('맘데', 2),\n",
       " ('쉘위댄스', 2),\n",
       " ('들어간', 2),\n",
       " ('폇내', 2),\n",
       " ('일해야', 2),\n",
       " ('하에', 2),\n",
       " ('이기젃', 2),\n",
       " ('꼴통', 2),\n",
       " ('조용해', 2),\n",
       " ('강가', 2),\n",
       " ('오넹', 2),\n",
       " ('전어', 2),\n",
       " ('깨구', 2),\n",
       " ('매드', 2),\n",
       " ('덜듬', 2),\n",
       " ('셧나', 2),\n",
       " ('결책', 2),\n",
       " ('안쎄', 2),\n",
       " ('렙다', 2),\n",
       " ('노래방', 2),\n",
       " ('로타', 2),\n",
       " ('흘리는', 2),\n",
       " ('거산', 2),\n",
       " ('이난', 2),\n",
       " ('기존', 2),\n",
       " ('음유', 2),\n",
       " ('맹목', 2),\n",
       " ('먹잖', 2),\n",
       " ('햇찌', 2),\n",
       " ('인옴들앚', 2),\n",
       " ('팟장', 2),\n",
       " ('ㅃㅏㅇ', 2),\n",
       " ('머땜시', 2),\n",
       " ('입력하는', 2),\n",
       " ('로리로리', 2),\n",
       " ('해주니', 2),\n",
       " ('좀쉽게해놧', 2),\n",
       " ('앞바바', 2),\n",
       " ('카트라이더', 2),\n",
       " ('오리히메', 2),\n",
       " ('떄려졌', 2),\n",
       " ('슈랙', 2),\n",
       " ('오빤어딧음', 2),\n",
       " ('뿐임', 2),\n",
       " ('샹놈', 2),\n",
       " ('안썻', 2),\n",
       " ('기반', 2),\n",
       " ('맨탱하셈', 2),\n",
       " ('돈줌', 2),\n",
       " ('줏었자', 2),\n",
       " ('어글바낌', 2),\n",
       " ('길기', 2),\n",
       " ('깎엿어', 2),\n",
       " ('오됫', 2),\n",
       " ('만들엇음', 2),\n",
       " ('사용하세', 2),\n",
       " ('신씨', 2),\n",
       " ('힐안', 2),\n",
       " ('경이', 2),\n",
       " ('제접좀', 2),\n",
       " ('기계완', 2),\n",
       " ('헐퀴', 2),\n",
       " ('걸이', 2),\n",
       " ('존재하긴', 2),\n",
       " ('딜더들', 2),\n",
       " ('뻐팅겨', 2),\n",
       " ('해염', 2),\n",
       " ('고렙떄', 2),\n",
       " ('휴먼', 2),\n",
       " ('부러워', 2),\n",
       " ('벨포', 2),\n",
       " ('따져', 2),\n",
       " ('나능', 2),\n",
       " ('털림', 2),\n",
       " ('되어야', 2),\n",
       " ('더깨', 2),\n",
       " ('알아채지', 2),\n",
       " ('촤아', 2),\n",
       " ('이동할', 2),\n",
       " ('학점', 2),\n",
       " ('리나', 2),\n",
       " ('영문과', 2),\n",
       " ('빵터졋', 2),\n",
       " ('총기', 2),\n",
       " ('대기하면', 2),\n",
       " ('꼭지', 2),\n",
       " ('양옹', 2),\n",
       " ('멸종', 2),\n",
       " ('달타', 2),\n",
       " ('힐링', 2),\n",
       " ('빠달료', 2),\n",
       " ('빠졋', 2),\n",
       " ('렙이였', 2),\n",
       " ('개쩌는거같', 2),\n",
       " ('퍼즈', 2),\n",
       " ('선택하시', 2),\n",
       " ('ㅔㄷ', 2),\n",
       " ('회복할', 2),\n",
       " ('당혹', 2),\n",
       " ('보안', 2),\n",
       " ('애니비아', 2),\n",
       " ('데려가지', 2),\n",
       " ('죽으셨드', 2),\n",
       " ('귓말줘', 2),\n",
       " ('이썽', 2),\n",
       " ('팟주셈', 2),\n",
       " ('다하네', 2),\n",
       " ('맵위', 2),\n",
       " ('네넨', 2),\n",
       " ('안꺰', 2),\n",
       " ('아이비', 2),\n",
       " ('키우재', 2),\n",
       " ('전자', 2),\n",
       " ('크크흐콰한', 2),\n",
       " ('꺼내야', 2),\n",
       " ('출근하기', 2),\n",
       " ('마브', 2),\n",
       " ('드별', 2),\n",
       " ('카운터스트라이크', 2),\n",
       " ('신기할', 2),\n",
       " ('어엄', 2),\n",
       " ('농노', 2),\n",
       " ('씨밸', 2),\n",
       " ('모뎅링', 2),\n",
       " ('해남', 2),\n",
       " ('짧네', 2),\n",
       " ('쪄젼', 2),\n",
       " ...]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_count =dict()\n",
    "for col in tp.columns[:-2]:\n",
    "    word_count[col] = fp[col].astype(bool).sum()\n",
    "sorted_x = sorted(word_count.items(), key=operator.itemgetter(1),reverse=True)\n",
    "sorted_x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('가더', 27),\n",
       " ('속하는', 21),\n",
       " ('달려갈', 20),\n",
       " ('어쩌다가', 19),\n",
       " ('대효', 17),\n",
       " ('비유왕', 17),\n",
       " ('관장', 17),\n",
       " ('쌓였', 16),\n",
       " ('동훈', 16),\n",
       " ('서두', 16),\n",
       " ('동일하게', 16),\n",
       " ('기대', 15),\n",
       " ('다완', 15),\n",
       " ('시끄럽', 15),\n",
       " ('두르', 15),\n",
       " ('견해', 15),\n",
       " ('정직', 15),\n",
       " ('책임', 15),\n",
       " ('모집합', 14),\n",
       " ('대론', 14),\n",
       " ('루셔', 14),\n",
       " ('알꺠드려', 14),\n",
       " ('빈칸', 13),\n",
       " ('ㅈㅋㅈㅋㅋ', 13),\n",
       " ('달무리', 13),\n",
       " ('말임', 13),\n",
       " ('예전', 12),\n",
       " ('도안', 12),\n",
       " ('줄라', 12),\n",
       " ('벗냐', 12),\n",
       " ('담달', 12),\n",
       " ('총대', 12),\n",
       " ('웁니', 12),\n",
       " ('편지지', 12),\n",
       " ('말하기', 11),\n",
       " ('페관쪽', 11),\n",
       " ('나올삘', 11),\n",
       " ('져깄', 11),\n",
       " ('타게팅', 11),\n",
       " ('히이이잉', 11),\n",
       " ('통하는', 11),\n",
       " ('일로일로', 11),\n",
       " ('렙안되', 11),\n",
       " ('흐긴여케', 11),\n",
       " ('모습', 10),\n",
       " ('올라가는', 10),\n",
       " ('팟좀', 10),\n",
       " ('아르', 10),\n",
       " ('엇어', 10),\n",
       " ('대고', 10),\n",
       " ('오셧음', 10),\n",
       " ('일일이', 10),\n",
       " ('ㅣㅓㅁㄴ', 10),\n",
       " ('ㅘㄴ', 10),\n",
       " ('몹좀', 10),\n",
       " ('래버어디갓', 9),\n",
       " ('아파', 9),\n",
       " ('틀림', 9),\n",
       " ('공개', 9),\n",
       " ('잭스', 9),\n",
       " ('김치', 9),\n",
       " ('다하냐', 9),\n",
       " ('어워드', 9),\n",
       " ('글쌔', 9),\n",
       " ('이두', 9),\n",
       " ('요하른', 9),\n",
       " ('의별', 8),\n",
       " ('아나팅', 8),\n",
       " ('무릎', 8),\n",
       " ('뿌리', 8),\n",
       " ('단축', 8),\n",
       " ('아크라', 8),\n",
       " ('알람', 8),\n",
       " ('갠챠', 8),\n",
       " ('알아봐', 8),\n",
       " ('락퀘', 8),\n",
       " ('뮤호', 8),\n",
       " ('대답해', 8),\n",
       " ('귓말주세요뿌잉', 8),\n",
       " ('퀘못', 8),\n",
       " ('왼속', 8),\n",
       " ('어후', 8),\n",
       " ('바좀', 8),\n",
       " ('옆방', 8),\n",
       " ('쩐다', 7),\n",
       " ('이상', 7),\n",
       " ('자유형', 7),\n",
       " ('아인', 7),\n",
       " ('말했', 7),\n",
       " ('왜안그랫음', 7),\n",
       " ('대루', 7),\n",
       " ('매달리', 7),\n",
       " ('분거', 7),\n",
       " ('싱담', 7),\n",
       " ('집으', 7),\n",
       " ('시더', 7),\n",
       " ('면개', 7),\n",
       " ('또찻어', 7),\n",
       " ('안뎄어', 7),\n",
       " ('뭐시', 7),\n",
       " ('개쩌는거같', 7),\n",
       " ('명근', 7),\n",
       " ('포인터', 7),\n",
       " ('침애', 7),\n",
       " ('사원', 7),\n",
       " ('곱창', 7),\n",
       " ('내려가세', 7),\n",
       " ('배모', 7),\n",
       " ('말루', 7),\n",
       " ('데려올', 7),\n",
       " ('도번', 7),\n",
       " ('탱이될런', 7),\n",
       " ('댕길', 7),\n",
       " ('안심하시', 7),\n",
       " ('무효', 7),\n",
       " ('깊으', 7),\n",
       " ('찌르', 7),\n",
       " ('천시', 7),\n",
       " ('파티', 6),\n",
       " ('있다', 6),\n",
       " ('가입하고', 6),\n",
       " ('말하는', 6),\n",
       " ('하드웨어', 6),\n",
       " ('세트', 6),\n",
       " ('무기', 6),\n",
       " ('이야기', 6),\n",
       " ('말해야', 6),\n",
       " ('낙오', 6),\n",
       " ('비늘', 6),\n",
       " ('정산', 6),\n",
       " ('가소', 6),\n",
       " ('일기', 6),\n",
       " ('하룡', 6),\n",
       " ('모여잇늕데', 6),\n",
       " ('보쌈', 6),\n",
       " ('버봏', 6),\n",
       " ('이응', 6),\n",
       " ('글쎼용', 6),\n",
       " ('까진', 6),\n",
       " ('형퀘완', 6),\n",
       " ('슈시', 6),\n",
       " ('좀타', 6),\n",
       " ('힐링', 6),\n",
       " ('있듬', 6),\n",
       " ('갈렸나봐', 6),\n",
       " ('구글링', 6),\n",
       " ('암사', 6),\n",
       " ('검투', 6),\n",
       " ('띄우신', 6),\n",
       " ('카일', 6),\n",
       " ('시장어딧', 6),\n",
       " ('떼밋', 6),\n",
       " ('사용하냐', 6),\n",
       " ('공동', 6),\n",
       " ('자라노', 6),\n",
       " ('가줒', 6),\n",
       " ('쎄쎼쎄하면', 6),\n",
       " ('알아볼', 6),\n",
       " ('쌍창', 6),\n",
       " ('개쩔엇음', 6),\n",
       " ('축음기', 6),\n",
       " ('다되셧어', 6),\n",
       " ('해설', 6),\n",
       " ('풍기', 6),\n",
       " ('친절했', 6),\n",
       " ('파토', 6),\n",
       " ('도때', 6),\n",
       " ('생각', 5),\n",
       " ('깨야', 5),\n",
       " ('방학', 5),\n",
       " ('수풀', 5),\n",
       " ('막상', 5),\n",
       " ('후회할', 5),\n",
       " ('안정', 5),\n",
       " ('이전', 5),\n",
       " ('셨으', 5),\n",
       " ('없어져', 5),\n",
       " ('사막', 5),\n",
       " ('탭설정', 5),\n",
       " ('장소', 5),\n",
       " ('ㅇㄴㅁㅇㄴㅁ', 5),\n",
       " ('여울', 5),\n",
       " ('제뒤', 5),\n",
       " ('신고', 5),\n",
       " ('초선', 5),\n",
       " ('카미', 5),\n",
       " ('그거슨', 5),\n",
       " ('실걸', 5),\n",
       " ('온길', 5),\n",
       " ('나서도', 5),\n",
       " ('정적', 5),\n",
       " ('툴팁', 5),\n",
       " ('안드로메다', 5),\n",
       " ('갠찬', 5),\n",
       " ('뻣뻣', 5),\n",
       " ('생각나', 5),\n",
       " ('깨구', 5),\n",
       " ('괴롭히', 5),\n",
       " ('캐셔', 5),\n",
       " ('상업지구', 5),\n",
       " ('방안', 5),\n",
       " ('실제', 5),\n",
       " ('뺴껴따', 5),\n",
       " ('딲지', 5),\n",
       " ('덩키', 5),\n",
       " ('떄려졌', 5),\n",
       " ('낑긴', 5),\n",
       " ('본방', 5),\n",
       " ('적응하는', 5),\n",
       " ('이얍', 5),\n",
       " ('빼기', 5),\n",
       " ('바늘', 5),\n",
       " ('좃만함', 5),\n",
       " ('꼭지', 5),\n",
       " ('육봉', 5),\n",
       " ('피똥', 5),\n",
       " ('회복할', 5),\n",
       " ('흑단나무', 5),\n",
       " ('해보던', 5),\n",
       " ('약병', 5),\n",
       " ('리안', 5),\n",
       " ('내집마련', 5),\n",
       " ('해보겠', 5),\n",
       " ('먈컴', 5),\n",
       " ('천군', 5),\n",
       " ('뛰어올', 5),\n",
       " ('테그', 5),\n",
       " ('등집', 5),\n",
       " ('도쉬', 5),\n",
       " ('엘더날', 5),\n",
       " ('ㅇㅈ', 5),\n",
       " ('사람죽엿으', 5),\n",
       " ('줟같은년', 5),\n",
       " ('기상', 5),\n",
       " ('퀘완햇음', 5),\n",
       " ('불기둥', 5),\n",
       " ('엄재경', 5),\n",
       " ('메즈할테', 5),\n",
       " ('혁신', 5),\n",
       " ('일하지', 5),\n",
       " ('뭐더', 4),\n",
       " ('마차', 4),\n",
       " ('하란', 4),\n",
       " ('현상', 4),\n",
       " ('거나', 4),\n",
       " ('국산', 4),\n",
       " ('부활', 4),\n",
       " ('기력', 4),\n",
       " ('주머니', 4),\n",
       " ('담근', 4),\n",
       " ('모집', 4),\n",
       " ('깨시', 4),\n",
       " ('의견', 4),\n",
       " ('뭐시기', 4),\n",
       " ('님신', 4),\n",
       " ('낮아', 4),\n",
       " ('잡화', 4),\n",
       " ('대문자', 4),\n",
       " ('매기', 4),\n",
       " ('개빡', 4),\n",
       " ('겁나썜', 4),\n",
       " ('데려갈', 4),\n",
       " ('초뒤', 4),\n",
       " ('어지러워', 4),\n",
       " ('장만', 4),\n",
       " ('팟말', 4),\n",
       " ('피곤하다', 4),\n",
       " ('불곰', 4),\n",
       " ('버벅거려', 4),\n",
       " ('떨어뜨렸', 4),\n",
       " ('쌍수', 4),\n",
       " ('맨끝', 4),\n",
       " ('자시', 4),\n",
       " ('지그', 4),\n",
       " ('버스', 4),\n",
       " ('제작해', 4),\n",
       " ('포일', 4),\n",
       " ('텅텅', 4),\n",
       " ('온도', 4),\n",
       " ('배짱', 4),\n",
       " ('반사', 4),\n",
       " ('시볼롬', 4),\n",
       " ('개섹히들', 4),\n",
       " ('맘데', 4),\n",
       " ('더기', 4),\n",
       " ('좀캐봐', 4),\n",
       " ('요술쟁이', 4),\n",
       " ('아직까지', 4),\n",
       " ('결책', 4),\n",
       " ('신고하고', 4),\n",
       " ('많긔', 4),\n",
       " ('붙엇네', 4),\n",
       " ('좌회전', 4),\n",
       " ('뿐임', 4),\n",
       " ('스톰', 4),\n",
       " ('맨탱하셈', 4),\n",
       " ('태양', 4),\n",
       " ('요오', 4),\n",
       " ('기계완', 4),\n",
       " ('걍다뽀개', 4),\n",
       " ('털림', 4),\n",
       " ('사막화', 4),\n",
       " ('영문과', 4),\n",
       " ('나뽀나뽀', 4),\n",
       " ('아쌈', 4),\n",
       " ('햇내', 4),\n",
       " ('마하반야', 4),\n",
       " ('생길껄', 4),\n",
       " ('다하네', 4),\n",
       " ('끝내는', 4),\n",
       " ('쎈듯', 4),\n",
       " ('드별', 4),\n",
       " ('배네', 4),\n",
       " ('니에미', 4),\n",
       " ('에트로낙', 4),\n",
       " ('재경', 4),\n",
       " ('맘알', 4),\n",
       " ('엘티이', 4),\n",
       " ('왼쪾', 4),\n",
       " ('풍닥닥', 4),\n",
       " ('긔냥저', 4),\n",
       " ('맛있었', 4),\n",
       " ('표현하기', 4),\n",
       " ('폭파', 4),\n",
       " ('섭위', 4),\n",
       " ('옹이', 4),\n",
       " ('어드메', 4),\n",
       " ('횽들', 4),\n",
       " ('판형', 4),\n",
       " ('가조', 4),\n",
       " ('안댓어', 4),\n",
       " ('익숙해', 4),\n",
       " ('건드거', 4),\n",
       " ('나왓어애들', 4),\n",
       " ('개남으셧', 4),\n",
       " ('이공', 4),\n",
       " ('케야케', 4),\n",
       " ('졸귀', 4),\n",
       " ('늡누', 4),\n",
       " ('호갱새끼드', 4),\n",
       " ('풀링좀', 4),\n",
       " ('눌럿어', 4),\n",
       " ('틀리니', 4),\n",
       " ('파오캐', 4),\n",
       " ('완욤', 4),\n",
       " ('원년', 4),\n",
       " ('드롭률보소', 4),\n",
       " ('나아갈', 4),\n",
       " ('그만하죠', 4),\n",
       " ('세고', 4),\n",
       " ('루드비힐어딧', 4),\n",
       " ('거좀', 4),\n",
       " ('졸다', 4),\n",
       " ('어쩐', 4),\n",
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       " ('음영', 2),\n",
       " ('듣던', 2),\n",
       " ('되어야', 2),\n",
       " ('중요하긴', 2),\n",
       " ('실패한', 2),\n",
       " ('저욤', 2),\n",
       " ('일어나세', 2),\n",
       " ('음악가', 2),\n",
       " ('근가부', 2),\n",
       " ('쇼키', 2),\n",
       " ('타레좀', 2),\n",
       " ('띄는', 2),\n",
       " ('극먼말임', 2),\n",
       " ('멸종', 2),\n",
       " ('달타', 2),\n",
       " ('따질', 2),\n",
       " ('민아', 2),\n",
       " ('메달', 2),\n",
       " ('먹여주세', 2),\n",
       " ('빡씨', 2),\n",
       " ('아호', 2),\n",
       " ('얍삽하', 2),\n",
       " ('대수', 2),\n",
       " ('지조', 2),\n",
       " ('좀만팟음', 2),\n",
       " ('왜총', 2),\n",
       " ('불불', 2),\n",
       " ('싸우냐', 2),\n",
       " ('네넨', 2),\n",
       " ('굴지', 2),\n",
       " ('엇의', 2),\n",
       " ('크크흐콰한', 2),\n",
       " ('개솔', 2),\n",
       " ('말투', 2),\n",
       " ('나너', 2),\n",
       " ('장롱', 2),\n",
       " ('그쳐', 2),\n",
       " ('없드라구', 2),\n",
       " ('전화해야', 2),\n",
       " ('집사', 2),\n",
       " ('코다리', 2),\n",
       " ('용컴', 2),\n",
       " ('데펙티나', 2),\n",
       " ('쫄만', 2),\n",
       " ('해남', 2),\n",
       " ('타신', 2),\n",
       " ('반박', 2),\n",
       " ('나짱', 2),\n",
       " ('설거지', 2),\n",
       " ('레업', 2),\n",
       " ('흐로', 2),\n",
       " ('자율', 2),\n",
       " ('이솔렛', 2),\n",
       " ('정오', 2),\n",
       " ('오나흐', 2),\n",
       " ('어쨰야되', 2),\n",
       " ('이종범', 2),\n",
       " ('누구신지', 2),\n",
       " ('좋아하시', 2),\n",
       " ('당햇', 2),\n",
       " ('좇같넹', 2),\n",
       " ('쎼긴쎄', 2),\n",
       " ('잘못왓', 2),\n",
       " ('영수증', 2),\n",
       " ('깨알', 2),\n",
       " ('태리', 2),\n",
       " ('줜나만어', 2),\n",
       " ('해류', 2),\n",
       " ('취재', 2),\n",
       " ('서서히', 2),\n",
       " ('최재혁', 2),\n",
       " ('느긋', 2),\n",
       " ('귀화', 2),\n",
       " ('장실좀', 2),\n",
       " ('서초구', 2),\n",
       " ('포청천', 2),\n",
       " ('멈쳐따', 2),\n",
       " ('ㅏㄴㅇ', 2),\n",
       " ('데미', 2),\n",
       " ('타샨', 2),\n",
       " ('숨는', 2),\n",
       " ('좂련', 2),\n",
       " ('별다를', 2),\n",
       " ('판금삼', 2),\n",
       " ('나판금낌', 2),\n",
       " ('허니', 2),\n",
       " ('차라', 2),\n",
       " ('싸인', 2),\n",
       " ('샬럿', 2),\n",
       " ('렙몇때줌', 2),\n",
       " ('지나야', 2),\n",
       " ('여간', 2),\n",
       " ('연락해야', 2),\n",
       " ('똑똑함', 2),\n",
       " ('나랑께', 2),\n",
       " ('꼬잣어', 2),\n",
       " ('떡뽁', 2),\n",
       " ('자너', 2),\n",
       " ('노릇', 2),\n",
       " ('한개주넹', 2),\n",
       " ('커짐', 2),\n",
       " ('못팸', 2),\n",
       " ('끙끙', 2),\n",
       " ('가원', 2),\n",
       " ('적정렙', 2),\n",
       " ('햇엇', 2),\n",
       " ('가봣더', 2),\n",
       " ('추금', 2),\n",
       " ('뷁페이', 2),\n",
       " ('저래썌', 2),\n",
       " ('이상해서', 2),\n",
       " ('제정', 2),\n",
       " ('펼쳐져', 2),\n",
       " ('시작하게', 2),\n",
       " ('사랒비', 2),\n",
       " ('ㄸㄹㄹ', 2),\n",
       " ('자묘', 2),\n",
       " ('밝는', 2),\n",
       " ('정확해서', 2),\n",
       " ('가득함', 2),\n",
       " ('날아옴', 2),\n",
       " ('왕궅', 2),\n",
       " ('호휘', 2),\n",
       " ('운석', 2),\n",
       " ('실타레', 2),\n",
       " ('랩존', 2),\n",
       " ('하넘', 2),\n",
       " ('짓기', 2),\n",
       " ('앞방', 2),\n",
       " ('주어짐', 2),\n",
       " ('류단', 2),\n",
       " ('망케구', 2),\n",
       " ('장래희망', 2),\n",
       " ('비냐', 2),\n",
       " ...]"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_count =dict()\n",
    "for col in tp.columns[:-2]:\n",
    "    word_count[col] = fn[col].astype(bool).sum()\n",
    "sorted_x = sorted(word_count.items(), key=operator.itemgetter(1),reverse=True)\n",
    "sorted_x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('가더', 111),\n",
       " ('책임', 84),\n",
       " ('비유왕', 76),\n",
       " ('달려갈', 74),\n",
       " ('쌓였', 74),\n",
       " ('두르', 70),\n",
       " ('어쩌다가', 70),\n",
       " ('동훈', 67),\n",
       " ('다완', 58),\n",
       " ('동일하게', 57),\n",
       " ('줄라', 56),\n",
       " ('서두', 56),\n",
       " ('기대', 55),\n",
       " ('정직', 55),\n",
       " ('관장', 55),\n",
       " ('대효', 54),\n",
       " ('웁니', 53),\n",
       " ('속하는', 50),\n",
       " ('담달', 49),\n",
       " ('편지지', 49),\n",
       " ('시끄럽', 44),\n",
       " ('틀림', 44),\n",
       " ('빈칸', 43),\n",
       " ('ㅈㅋㅈㅋㅋ', 43),\n",
       " ('분거', 42),\n",
       " ('벗냐', 42),\n",
       " ('대론', 41),\n",
       " ('견해', 41),\n",
       " ('모습', 40),\n",
       " ('곱창', 40),\n",
       " ('도안', 39),\n",
       " ('져깄', 39),\n",
       " ('흐긴여케', 39),\n",
       " ('래버어디갓', 37),\n",
       " ('엇어', 37),\n",
       " ('총대', 37),\n",
       " ('알꺠드려', 37),\n",
       " ('아르', 36),\n",
       " ('정적', 36),\n",
       " ('알람', 36),\n",
       " ('히이이잉', 36),\n",
       " ('무릎', 35),\n",
       " ('어워드', 34),\n",
       " ('귓말주세요뿌잉', 34),\n",
       " ('장소', 33),\n",
       " ('루셔', 33),\n",
       " ('먈컴', 33),\n",
       " ('모집합', 32),\n",
       " ('말하기', 32),\n",
       " ('ㅣㅓㅁㄴ', 32),\n",
       " ('글쌔', 32),\n",
       " ('말임', 32),\n",
       " ('김치', 31),\n",
       " ('타게팅', 31),\n",
       " ('ㅘㄴ', 31),\n",
       " ('글쎼용', 30),\n",
       " ('락퀘', 30),\n",
       " ('아파', 28),\n",
       " ('팟좀', 28),\n",
       " ('잭스', 28),\n",
       " ('퀘못', 28),\n",
       " ('일로일로', 28),\n",
       " ('도번', 28),\n",
       " ('요하른', 28),\n",
       " ('무기', 27),\n",
       " ('툴팁', 27),\n",
       " ('나올삘', 27),\n",
       " ('피똥', 27),\n",
       " ('포인터', 27),\n",
       " ('이상', 26),\n",
       " ('아인', 26),\n",
       " ('단축', 26),\n",
       " ('태양', 26),\n",
       " ('쎄쎼쎄하면', 26),\n",
       " ('바좀', 26),\n",
       " ('파토', 26),\n",
       " ('렙안되', 26),\n",
       " ('올라가는', 25),\n",
       " ('그거슨', 25),\n",
       " ('알아봐', 25),\n",
       " ('암사', 25),\n",
       " ('마를렌', 25),\n",
       " ('뭐더', 24),\n",
       " ('자유형', 24),\n",
       " ('울트라', 24),\n",
       " ('만들기', 24),\n",
       " ('페관쪽', 24),\n",
       " ('종복', 24),\n",
       " ('알아볼', 24),\n",
       " ('해설', 24),\n",
       " ('친절했', 24),\n",
       " ('국산', 23),\n",
       " ('아나팅', 23),\n",
       " ('실제', 23),\n",
       " ('낑긴', 23),\n",
       " ('이얍', 23),\n",
       " ('악역', 23),\n",
       " ('도때', 23),\n",
       " ('있다', 22),\n",
       " ('생각', 22),\n",
       " ('하란', 22),\n",
       " ('덜덜', 22),\n",
       " ('가입하고', 22),\n",
       " ('배모', 22),\n",
       " ('배척', 22),\n",
       " ('몹좀', 22),\n",
       " ('달무리', 22),\n",
       " ('쩐다', 21),\n",
       " ('몇개', 21),\n",
       " ('아크라', 21),\n",
       " ('갠챠', 21),\n",
       " ('시볼롬', 21),\n",
       " ('욕설', 21),\n",
       " ('혁신', 21),\n",
       " ('예전', 20),\n",
       " ('하드웨어', 20),\n",
       " ('대루', 20),\n",
       " ('대고', 20),\n",
       " ('일기', 20),\n",
       " ('생길껄', 20),\n",
       " ('통하는', 20),\n",
       " ('엿뜸', 20),\n",
       " ('옆방', 20),\n",
       " ('메즈할테', 20),\n",
       " ('찌르', 20),\n",
       " ('빠냐', 19),\n",
       " ('오셧음', 19),\n",
       " ('일일이', 19),\n",
       " ('버벅거려', 19),\n",
       " ('머머석', 19),\n",
       " ('다하냐', 19),\n",
       " ('천군', 19),\n",
       " ('자라노', 19),\n",
       " ('케야케', 19),\n",
       " ('이두', 19),\n",
       " ('날아감', 18),\n",
       " ('의별', 18),\n",
       " ('후회할', 18),\n",
       " ('의견', 18),\n",
       " ('신고', 18),\n",
       " ('맨끝', 18),\n",
       " ('구글링', 18),\n",
       " ('맛있었', 18),\n",
       " ('왼속', 18),\n",
       " ('일하지', 18),\n",
       " ('여태', 17),\n",
       " ('렙에하', 17),\n",
       " ('없어져', 17),\n",
       " ('낙오', 17),\n",
       " ('ㅇㄴㅁㅇㄴㅁ', 17),\n",
       " ('공개', 17),\n",
       " ('매달리', 17),\n",
       " ('대문자', 17),\n",
       " ('가소', 17),\n",
       " ('지그', 17),\n",
       " ('까말', 17),\n",
       " ('뮤호', 17),\n",
       " ('바늘', 17),\n",
       " ('아쌈', 17),\n",
       " ('퍼즈', 17),\n",
       " ('햇내', 17),\n",
       " ('마하반야', 17),\n",
       " ('차구', 17),\n",
       " ('어후', 17),\n",
       " ('가줒', 17),\n",
       " ('쌍창', 17),\n",
       " ('ㅋㅋㄴㅔㅇ', 17),\n",
       " ('파오캐', 17),\n",
       " ('푼돈', 17),\n",
       " ('리퀘', 17),\n",
       " ('기력', 16),\n",
       " ('배율', 16),\n",
       " ('안드로메다', 16),\n",
       " ('싱담', 16),\n",
       " ('시더', 16),\n",
       " ('괴롭히', 16),\n",
       " ('아직까지', 16),\n",
       " ('위바바', 16),\n",
       " ('좀타', 16),\n",
       " ('흑단나무', 16),\n",
       " ('침애', 16),\n",
       " ('표현하기', 16),\n",
       " ('뛰어올', 16),\n",
       " ('안댓어', 16),\n",
       " ('틀리니', 16),\n",
       " ('그만하죠', 16),\n",
       " ('대답하게', 16),\n",
       " ('멘탙', 16),\n",
       " ('엄재경', 16),\n",
       " ('수풀', 15),\n",
       " ('정산', 15),\n",
       " ('뭐시기', 15),\n",
       " ('뿌리', 15),\n",
       " ('온길', 15),\n",
       " ('방안', 15),\n",
       " ('이어지는', 15),\n",
       " ('좀만팟음', 15),\n",
       " ('카일', 15),\n",
       " ('사원', 15),\n",
       " ('줜나만어', 15),\n",
       " ('사용하냐', 15),\n",
       " ('응용', 15),\n",
       " ('손애', 15),\n",
       " ('탱이될런', 15),\n",
       " ('비올', 15),\n",
       " ('완욤', 15),\n",
       " ('졸렬', 15),\n",
       " ('비율', 15),\n",
       " ('다오셧', 15),\n",
       " ('현상', 14),\n",
       " ('말했', 14),\n",
       " ('우편', 14),\n",
       " ('모여잇늕데', 14),\n",
       " ('나서도', 14),\n",
       " ('갠찬', 14),\n",
       " ('집앞', 14),\n",
       " ('집으', 14),\n",
       " ('빼기', 14),\n",
       " ('근가부', 14),\n",
       " ('대답해', 14),\n",
       " ('뭐시', 14),\n",
       " ('육봉', 14),\n",
       " ('기달령', 14),\n",
       " ('빨른', 14),\n",
       " ('검투', 14),\n",
       " ('띄우신', 14),\n",
       " ('섭위', 14),\n",
       " ('허씨', 14),\n",
       " ('판형', 14),\n",
       " ('가조', 14),\n",
       " ('테그', 14),\n",
       " ('댕길', 14),\n",
       " ('안심하시', 14),\n",
       " ('얼머', 14),\n",
       " ('원년', 14),\n",
       " ('풍기', 14),\n",
       " ('무효', 14),\n",
       " ('말씀드렸', 14),\n",
       " ('코볼트', 13),\n",
       " ('거나', 13),\n",
       " ('이야기', 13),\n",
       " ('왜안그랫음', 13),\n",
       " ('먼랙', 13),\n",
       " ('채굴', 13),\n",
       " ('물쓰로잉', 13),\n",
       " ('쌍수', 13),\n",
       " ('피로', 13),\n",
       " ('뻣뻣', 13),\n",
       " ('개얻엇네', 13),\n",
       " ('고든', 13),\n",
       " ('진담', 13),\n",
       " ('만들엇음', 13),\n",
       " ('경이', 13),\n",
       " ('장롱', 13),\n",
       " ('친궁', 13),\n",
       " ('시장어딧', 13),\n",
       " ('효능', 13),\n",
       " ('데려올', 13),\n",
       " ('익숙해', 13),\n",
       " ('사랒비', 13),\n",
       " ('엘더날', 13),\n",
       " ('외날', 13),\n",
       " ('기상', 13),\n",
       " ('축음기', 13),\n",
       " ('런가', 12),\n",
       " ('관련', 12),\n",
       " ('놀랄', 12),\n",
       " ('모집', 12),\n",
       " ('비싸네', 12),\n",
       " ('가합', 12),\n",
       " ('데려갈', 12),\n",
       " ('이비', 12),\n",
       " ('노엘', 12),\n",
       " ('포일', 12),\n",
       " ('좇같', 12),\n",
       " ('이율', 12),\n",
       " ('햣도그', 12),\n",
       " ('구슬', 12),\n",
       " ('깨구', 12),\n",
       " ('좀캐봐', 12),\n",
       " ('뺴껴따', 12),\n",
       " ('덩키', 12),\n",
       " ('퀼리티', 12),\n",
       " ('안꺴음', 12),\n",
       " ('오세욯', 12),\n",
       " ('힐링', 12),\n",
       " ('카운터스트라이크', 12),\n",
       " ('이솔렛', 12),\n",
       " ('내려가세', 12),\n",
       " ('사노', 12),\n",
       " ('졸귀', 12),\n",
       " ('빠직', 12),\n",
       " ('굿바영', 12),\n",
       " ('엿같아', 12),\n",
       " ('렉좆', 12),\n",
       " ('어쩐', 12),\n",
       " ('쿨옴', 12),\n",
       " ('만암', 12),\n",
       " ('깨야', 11),\n",
       " ('방학', 11),\n",
       " ('말하는', 11),\n",
       " ('셨으', 11),\n",
       " ('여울', 11),\n",
       " ('현기증', 11),\n",
       " ('궁금해서', 11),\n",
       " ('배신자', 11),\n",
       " ('버스', 11),\n",
       " ('화려한', 11),\n",
       " ('갠뎅', 11),\n",
       " ('많잖', 11),\n",
       " ('온도', 11),\n",
       " ('야퍼거스', 11),\n",
       " ('배사', 11),\n",
       " ('상업지구', 11),\n",
       " ('좌회전', 11),\n",
       " ('뿐임', 11),\n",
       " ('이동할', 11),\n",
       " ('영문과', 11),\n",
       " ('나뽀나뽀', 11),\n",
       " ('나또죽엇어', 11),\n",
       " ('이주용', 11),\n",
       " ('싸우냐', 11),\n",
       " ('명근', 11),\n",
       " ('나너', 11),\n",
       " ('끝내는', 11),\n",
       " ('리안', 11),\n",
       " ('쎈듯', 11),\n",
       " ('따름', 11),\n",
       " ('엄머', 11),\n",
       " ('엘티이', 11),\n",
       " ('포확', 11),\n",
       " ('서초구', 11),\n",
       " ('줄때', 11),\n",
       " ('옹이', 11),\n",
       " ('버프위주', 11),\n",
       " ('이공', 11),\n",
       " ('ㅇㅈ', 11),\n",
       " ('벌어짐', 11),\n",
       " ('예수님', 11),\n",
       " ('좋긔', 11),\n",
       " ('다양해', 11),\n",
       " ('힘드럿', 11),\n",
       " ('꺄오', 11),\n",
       " ('풀봐', 11),\n",
       " ('루드비힐어딧', 11),\n",
       " ('왓네', 11),\n",
       " ('뒷북', 11),\n",
       " ('고서', 11),\n",
       " ('아마추어', 11),\n",
       " ('루고', 11),\n",
       " ('편의', 10),\n",
       " ('세트', 10),\n",
       " ('상자', 10),\n",
       " ('몰이', 10),\n",
       " ('향기', 10),\n",
       " ('말해야', 10),\n",
       " ('이전', 10),\n",
       " ('경우', 10),\n",
       " ('탭설정', 10),\n",
       " ('비늘', 10),\n",
       " ('바뀐', 10),\n",
       " ('바퀴', 10),\n",
       " ('기공', 10),\n",
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       " ('퀘템줌', 5),\n",
       " ('슈랙', 5),\n",
       " ('길기', 5),\n",
       " ('온겜', 5),\n",
       " ('살아나', 5),\n",
       " ('걸이', 5),\n",
       " ('딧북', 5),\n",
       " ('날아오네', 5),\n",
       " ('오능', 5),\n",
       " ('명점뭐', 5),\n",
       " ('야하져', 5),\n",
       " ('알아채지', 5),\n",
       " ('타드', 5),\n",
       " ('리나', 5),\n",
       " ('띄는', 5),\n",
       " ('젖꼭지', 5),\n",
       " ('훨났', 5),\n",
       " ('세팅좀', 5),\n",
       " ('렙이였', 5),\n",
       " ('하조', 5),\n",
       " ('개쩌는거같', 5),\n",
       " ('거슬려', 5),\n",
       " ('얍삽하', 5),\n",
       " ('배우는', 5),\n",
       " ('미르', 5),\n",
       " ('지조', 5),\n",
       " ('팟주셈', 5),\n",
       " ('네넨', 5),\n",
       " ('크크흐콰한', 5),\n",
       " ('루영', 5),\n",
       " ('짧네', 5),\n",
       " ('차햇던', 5),\n",
       " ('뭐찍', 5),\n",
       " ('얌생이라닛', 5),\n",
       " ('포대', 5),\n",
       " ('슨상', 5),\n",
       " ('흐로', 5),\n",
       " ('왼쪾', 5),\n",
       " ('ㅏㅓ', 5),\n",
       " ('긔냥저', 5),\n",
       " ('블랑', 5),\n",
       " ('당햇', 5),\n",
       " ('그따위', 5),\n",
       " ('파이터', 5),\n",
       " ('뭘봐', 5),\n",
       " ('옮기는', 5),\n",
       " ('안은', 5),\n",
       " ('환술골랏', 5),\n",
       " ('송용', 5),\n",
       " ('미인', 5),\n",
       " ('죶간', 5),\n",
       " ('성모', 5),\n",
       " ('판레기', 5),\n",
       " ('끙끙', 5),\n",
       " ('확인하던', 5),\n",
       " ('엄청나게', 5),\n",
       " ('저래썌', 5),\n",
       " ('이상해서', 5),\n",
       " ('제정', 5),\n",
       " ('펼쳐져', 5),\n",
       " ('잘될', 5),\n",
       " ('네오', 5),\n",
       " ('초등학생', 5),\n",
       " ('광작', 5),\n",
       " ('시원', 5),\n",
       " ('짜빠게티', 5),\n",
       " ('몽골인', 5),\n",
       " ('드랍함', 5),\n",
       " ('개쩔엇음', 5),\n",
       " ('사람죽엿으', 5),\n",
       " ('뎁쇼', 5),\n",
       " ('캐갓낭', 5),\n",
       " ('빛나죠', 5),\n",
       " ('레베루', 5),\n",
       " ('세욘', 5),\n",
       " ('은사시나무', 5),\n",
       " ('만만', 5),\n",
       " ('렉떔시', 5),\n",
       " ('나눠졋으', 5),\n",
       " ('뭡니꼬', 5),\n",
       " ('안햇응게글죵', 5),\n",
       " ('드롭률보소', 5),\n",
       " ('대항', 5),\n",
       " ('템줄', 5),\n",
       " ('불기둥', 5),\n",
       " ('세고', 5),\n",
       " ('랙임', 5),\n",
       " ('가대', 5),\n",
       " ('허걱걱', 5),\n",
       " ('금캣', 5),\n",
       " ('둘걸', 5),\n",
       " ('분당', 5),\n",
       " ('변괴', 5),\n",
       " ('고쟁', 5),\n",
       " ('준비하세', 5),\n",
       " ('눈높이', 5),\n",
       " ('마트', 5),\n",
       " ('깊으', 5),\n",
       " ('꺠지', 5),\n",
       " ('위구', 5),\n",
       " ('충분하더', 5),\n",
       " ('것넹', 5),\n",
       " ('뺴곤없음', 5),\n",
       " ('거오', 5),\n",
       " ('르망', 5),\n",
       " ('아쒸발새꺄', 5),\n",
       " ('ㅣㅣㅃ', 5),\n",
       " ('미조', 5),\n",
       " ('아쉾', 5),\n",
       " ('화러', 5),\n",
       " ('개그', 4),\n",
       " ('줄어들', 4),\n",
       " ('레종', 4),\n",
       " ('절도', 4),\n",
       " ('키우고', 4),\n",
       " ('자의', 4),\n",
       " ('얼마', 4),\n",
       " ('수호', 4),\n",
       " ('줍는', 4),\n",
       " ('되냐', 4),\n",
       " ('박혀', 4),\n",
       " ('생김', 4),\n",
       " ('까지', 4),\n",
       " ('룹다지룯자', 4),\n",
       " ('심해', 4),\n",
       " ...]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_count =dict()\n",
    "for col in tp.columns[:-2]:\n",
    "    word_count[col] = tn[col].astype(bool).sum()\n",
    "sorted_x = sorted(word_count.items(), key=operator.itemgetter(1),reverse=True)\n",
    "sorted_x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "rank = defaultdict(lambda:0)\n",
    "for i, col in enumerate(x_train.columns):\n",
    "    rank[col] = lg.coef_[0][i]\n",
    "sorted_rank = sorted(rank.items(), key=operator.itemgetter(1), reverse=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('다완', 0.33467301201478789),\n",
       " ('스톰', 0.29165096934548917),\n",
       " ('ㅇㅁㅇ', 0.28739023734930225),\n",
       " ('어오렉', 0.26132652073060353),\n",
       " ('렙에하', 0.25476444095215833),\n",
       " ('여태', 0.25329942323614907),\n",
       " ('다되셧어', 0.25200168155106945),\n",
       " ('ㅋㅋㄴㅔㅇ', 0.24731680984092602),\n",
       " ('버스', 0.24532989044459105),\n",
       " ('잭스', 0.24390535373767588),\n",
       " ('국산', 0.23959863333138712),\n",
       " ('말하세', 0.23764916472031283),\n",
       " ('쌓였', 0.23758200658783893),\n",
       " ('글쎼용', 0.23648960076143358),\n",
       " ('채우고', 0.22998704969893166),\n",
       " ('진자', 0.22622194139374613),\n",
       " ('어칼', 0.22354887962350461),\n",
       " ('귓말주세요뿌잉', 0.22317925475874478),\n",
       " ('채굴', 0.22311161333299714),\n",
       " ('머머석', 0.22251297547847099),\n",
       " ('모습', 0.2218035508613771),\n",
       " ('갠찬', 0.22090288915167),\n",
       " ('울트라', 0.22076065429236932),\n",
       " ('올라가는', 0.22044506387706272),\n",
       " ('약초', 0.21548255850318437),\n",
       " ('싱담', 0.2145023366859703),\n",
       " ('알꺠드려', 0.21188383239086847),\n",
       " ('좇같', 0.21044111004959759),\n",
       " ('님신', 0.19478412143689464),\n",
       " ('의별', 0.19264602850472187),\n",
       " ('오졋는뎅', 0.19154283292322574),\n",
       " ('대답하게', 0.19127052781536025),\n",
       " ('빼기', 0.18843501447914035),\n",
       " ('정적', 0.18660386481115637),\n",
       " ('데려올', 0.18514357748833224),\n",
       " ('말해야', 0.18449477268336836),\n",
       " ('송용', 0.1822985602468549),\n",
       " ('묶는', 0.1817166848647386),\n",
       " ('얌채짓하', 0.17949915556822127),\n",
       " ('요맨', 0.17885534575744691),\n",
       " ('단소', 0.1784375123263959),\n",
       " ('요돌', 0.17826148423861959),\n",
       " ('ㅊㅊ', 0.17791234032421036),\n",
       " ('놀랄', 0.17770060220291095),\n",
       " ('다양해', 0.17524397378430015),\n",
       " ('견해', 0.17473231564800287),\n",
       " ('맹목', 0.17439108870463385),\n",
       " ('생큐', 0.17337258076517265),\n",
       " ('흐느', 0.17302730176876821),\n",
       " ('라야', 0.17297299525119442),\n",
       " ('관련', 0.17240015601035102),\n",
       " ('이암', 0.17174091048618284),\n",
       " ('어둠', 0.17162489468479025),\n",
       " ('사람죽엿으', 0.16960260166537486),\n",
       " ('테그', 0.16805422385995253),\n",
       " ('얼머', 0.16613575486911747),\n",
       " ('팟좀', 0.16554314440452422),\n",
       " ('엄재경', 0.16542684509159655),\n",
       " ('열랩', 0.16524296314303522),\n",
       " ('실레', 0.16477129328522735),\n",
       " ('우는', 0.16168950504235366),\n",
       " ('담달', 0.16168743978510755),\n",
       " ('세고', 0.16021861192783279),\n",
       " ('꺄오', 0.15961223511127068),\n",
       " ('이어지는', 0.15716315968620942),\n",
       " ('진행하구', 0.15699915795077726),\n",
       " ('엄머', 0.15596898592003902),\n",
       " ('도베르만', 0.15545761244707598),\n",
       " ('가합', 0.15509573855973435),\n",
       " ('셀링', 0.15355295515166562),\n",
       " ('신고', 0.15253767140627167),\n",
       " ('포인터', 0.15221677808683859),\n",
       " ('어럽', 0.15216221127819476),\n",
       " ('시칸', 0.15175642225391478),\n",
       " ('국내', 0.1508086847407839),\n",
       " ('배율', 0.15074551390763452),\n",
       " ('곱창', 0.15050204727984637),\n",
       " ('비싸졋', 0.14973098941908938),\n",
       " ('돌아가도', 0.14838409829894236),\n",
       " ('대문자', 0.14824316480413974),\n",
       " ('슈시', 0.14808406258739257),\n",
       " ('형퀘완', 0.14796757557999438),\n",
       " ('슴돳', 0.14701606963184272),\n",
       " ('입닥쳐', 0.14687150579967517),\n",
       " ('데이트', 0.14646903007133022),\n",
       " ('삿는데', 0.14579140598303023),\n",
       " ('엄청나', 0.14507169892743518),\n",
       " ('이야기', 0.14413533898033737),\n",
       " ('유츄', 0.14356205292372681),\n",
       " ('쌍창', 0.14355187602385167),\n",
       " ('완욤', 0.14228598252541338),\n",
       " ('막힌', 0.14152171519392817),\n",
       " ('여울', 0.13891905987450262),\n",
       " ('따름', 0.13872398222701024),\n",
       " ('부탁할', 0.13859710100123804),\n",
       " ('안심하시', 0.13858012756709015),\n",
       " ('매달리', 0.13842676263554612),\n",
       " ('돌린', 0.13804065597816606),\n",
       " ('어쩌자', 0.13760013597229065),\n",
       " ('일벌', 0.1370318923505722)]"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted_rank[:100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('이속', -0.15485028517426622),\n",
       " ('넉느데', -0.15493074521112413),\n",
       " ('필요합', -0.15494704766571321),\n",
       " ('ㅇㅈㅇ', -0.15504560929732589),\n",
       " ('크크흐콰한', -0.15552538625024429),\n",
       " ('ㅔㅔ', -0.15556035943323909),\n",
       " ('이쪽으루', -0.15559088637685181),\n",
       " ('조아할', -0.15643703163650705),\n",
       " ('꺼졍', -0.15732447239246655),\n",
       " ('오셧음', -0.15830312206948988),\n",
       " ('달려랏', -0.1584524041841901),\n",
       " ('ㅓㅂ', -0.15906661773185829),\n",
       " ('또찻어', -0.15982809585641322),\n",
       " ('빛나죠', -0.16000776982696349),\n",
       " ('인해', -0.16001734169878012),\n",
       " ('대론', -0.16028316438756623),\n",
       " ('하란', -0.16066181450703976),\n",
       " ('유지하고', -0.16153658229418535),\n",
       " ('졸다', -0.16242938117474945),\n",
       " ('햣도그', -0.1626024015706326),\n",
       " ('가소', -0.16289634278913603),\n",
       " ('온길', -0.16350651838010696),\n",
       " ('현상', -0.16495276349819513),\n",
       " ('보물', -0.16696554619983048),\n",
       " ('해설', -0.16715561173329171),\n",
       " ('병임', -0.16752098451798619),\n",
       " ('대통령', -0.16925230752869055),\n",
       " ('잠들었', -0.16925985345523903),\n",
       " ('조흐', -0.17063969072769805),\n",
       " ('뺴곤없음', -0.1708850095366056),\n",
       " ('화려한', -0.17130377209623857),\n",
       " ('안댕', -0.17358344099182599),\n",
       " ('고윤하', -0.17486932625984486),\n",
       " ('르네어딧', -0.17497755494879583),\n",
       " ('누린', -0.17557767994350665),\n",
       " ('빠랄', -0.17639429745142279),\n",
       " ('자세', -0.17805258260392914),\n",
       " ('까진', -0.17881104570541295),\n",
       " ('이햐햐', -0.1812625056465719),\n",
       " ('아이리스', -0.1813088212876949),\n",
       " ('뭔랙', -0.18400444723399056),\n",
       " ('부탁드려', -0.1844855764839971),\n",
       " ('개남으셧', -0.18562873057017493),\n",
       " ('나왓어애들', -0.18656821766161608),\n",
       " ('탱이될런', -0.18733838398824509),\n",
       " ('개쩌는거같', -0.18829491068600859),\n",
       " ('왼속', -0.1886763850032169),\n",
       " ('끝내는', -0.18875741745213412),\n",
       " ('방안', -0.18926042568380427),\n",
       " ('생각', -0.18951479910435345),\n",
       " ('손고', -0.19072186565008406),\n",
       " ('웁니', -0.19095774918182795),\n",
       " ('혁신', -0.19495779953416298),\n",
       " ('조라', -0.19581908566277434),\n",
       " ('후타쪽', -0.1976710758827131),\n",
       " ('개쉬움', -0.19983414214631215),\n",
       " ('방학', -0.20169234891225951),\n",
       " ('쟏이', -0.20530195427452205),\n",
       " ('런가', -0.20815615707877361),\n",
       " ('사사', -0.21134051147489907),\n",
       " ('송이', -0.21169879286263543),\n",
       " ('듣던', -0.21188748689873682),\n",
       " ('스콜', -0.21256140731246131),\n",
       " ('안드로메다', -0.21336182098007683),\n",
       " ('눌럿어', -0.21379926966256846),\n",
       " ('개섹히들', -0.21530268105805145),\n",
       " ('묵동', -0.21575138200291016),\n",
       " ('몰랏찌', -0.21594404154680338),\n",
       " ('모닥불', -0.21661895047451579),\n",
       " ('피똥', -0.21695474923875652),\n",
       " ('죶간', -0.21753715565183857),\n",
       " ('등집', -0.218526189876248),\n",
       " ('키우든', -0.22028937865931483),\n",
       " ('벌어짐', -0.22059653758254669),\n",
       " ('싸우냐', -0.22474498078052285),\n",
       " ('데려갈', -0.22585792334974725),\n",
       " ('어하', -0.23131936706848161),\n",
       " ('왜쪽바뤼', -0.23611236185298312),\n",
       " ('까자', -0.24004261858303755),\n",
       " ('ㅈㅋㅈㅋㅋ', -0.24247715608099257),\n",
       " ('헐넹', -0.2461931692926129),\n",
       " ('모여잇늕데', -0.24736978029145335),\n",
       " ('회복할', -0.25103993273405528),\n",
       " ('틀리니', -0.25110715575466069),\n",
       " ('사막화', -0.25136200680561432),\n",
       " ('ㅘㄴ', -0.26069962866120699),\n",
       " ('헥있음', -0.26081539831965722),\n",
       " ('막상', -0.26398853791138649),\n",
       " ('해보겠', -0.26412914276819638),\n",
       " ('날아감', -0.26674663927414544),\n",
       " ('읊어', -0.27154586039036427),\n",
       " ('읽고', -0.28310709841343856),\n",
       " ('관장', -0.28545441398777305),\n",
       " ('가입하고', -0.2971287519251814),\n",
       " ('덩키', -0.30246536478199243),\n",
       " ('도번', -0.31637335228715052),\n",
       " ('이동', -0.33362305339361853),\n",
       " ('온겜', -0.35267687240556583),\n",
       " ('비교함', -0.35393628164740054),\n",
       " ('기상', -0.39420484264544997)]"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted_rank[-100:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 10-fold cross-validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average accuracy :  0.708025604552\n",
      "Average accuracy :  0.733679468943\n",
      "Average accuracy :  0.746747273589\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import cross_val_score\n",
    "import numpy as np\n",
    "\n",
    "sgd = SGDClassifier()\n",
    "scores = cross_val_score(sgd, X,Y, cv=10)\n",
    "print (\"Average accuracy : \",np.average(scores))\n",
    "\n",
    "nb = MultinomialNB()\n",
    "scores = cross_val_score(nb, X,Y, cv=10)\n",
    "print (\"Average accuracy : \",np.average(scores))\n",
    "\n",
    "lg = LogisticRegression()\n",
    "scores = cross_val_score(lg, X,Y, cv=10)\n",
    "print (\"Average accuracy : \",np.average(scores))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# using first 3000 words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>game_id</th>\n",
       "      <th>corpus</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1001</td>\n",
       "      <td>교훈 시기 시기 계신 계신 사태 놓치는 오래 오래 오래 오래 이상 아쉬운 해주시 사...</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10014</td>\n",
       "      <td>인생 인생 만세 있다 같은 랩때 날틀 날틀 싶은 지랄 지랄 지랄 지랄 쉬발 먹엇어 ...</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10037</td>\n",
       "      <td>문제 추자 춤좀 겜톡 겜톡 겜톡 겜톡 겜톡 안되는 셔플 셔플 셔플 쩐다 맨손 마리 ...</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10185</td>\n",
       "      <td>하셧 가기 계신 보고 싶은 짜증 짜증 약간 육식 육식 육식 육식 육식 육식 육식 육...</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10230</td>\n",
       "      <td>찾기 ㅇㅋㅇㅋ 나지 개사 잡으 여기 여기 여기 여기 여기 잠긴 업데이트 파티 좀덜 ...</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   game_id                                             corpus label\n",
       "0     1001  교훈 시기 시기 계신 계신 사태 놓치는 오래 오래 오래 오래 이상 아쉬운 해주시 사...     a\n",
       "1    10014  인생 인생 만세 있다 같은 랩때 날틀 날틀 싶은 지랄 지랄 지랄 지랄 쉬발 먹엇어 ...     f\n",
       "2    10037  문제 추자 춤좀 겜톡 겜톡 겜톡 겜톡 겜톡 안되는 셔플 셔플 셔플 쩐다 맨손 마리 ...     f\n",
       "3    10185  하셧 가기 계신 보고 싶은 짜증 짜증 약간 육식 육식 육식 육식 육식 육식 육식 육...     a\n",
       "4    10230  찾기 ㅇㅋㅇㅋ 나지 개사 잡으 여기 여기 여기 여기 여기 잠긴 업데이트 파티 좀덜 ...     f"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('./dataset/cbt5_corpus3000label.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "vectorizer, X = make_review_bow(data)\n",
    "Y = data.label\n",
    "x_train, x_test, y_train, y_test = train_test_split(X,Y,test_size=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model Accuracy: 95.5271565495\n",
      "[[141   7]\n",
      " [  7 158]]\n",
      "Model Accuracy: 92.3322683706\n",
      "[[148   0]\n",
      " [ 24 141]]\n",
      "Model Accuracy: 94.8881789137\n",
      "[[138  10]\n",
      " [  6 159]]\n"
     ]
    }
   ],
   "source": [
    "sgd = SGDClassifier()\n",
    "sgd.fit(x_train, y_train)\n",
    "y_pred = sgd.predict(x_test)\n",
    "cm = confusion_matrix(y_test,y_pred)\n",
    "print (\"Model Accuracy:\", 100 * sgd.score(x_test, y_test))\n",
    "print (cm)\n",
    "nb = MultinomialNB()\n",
    "nb.fit(x_train, y_train)\n",
    "y_pred = nb.predict(x_test)\n",
    "cm = confusion_matrix(y_test,y_pred)\n",
    "print (\"Model Accuracy:\", 100 * nb.score(x_test, y_test))\n",
    "print (cm)\n",
    "lg = LogisticRegression()\n",
    "lg.fit(x_train,y_train)\n",
    "y_pred = lg.predict(x_test)\n",
    "cm = confusion_matrix(y_test,y_pred)\n",
    "print (\"Model Accuracy:\", 100 * lg.score(x_test, y_test))\n",
    "print (cm)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>교훈</th>\n",
       "      <th>시기</th>\n",
       "      <th>계신</th>\n",
       "      <th>사태</th>\n",
       "      <th>놓치는</th>\n",
       "      <th>오래</th>\n",
       "      <th>이상</th>\n",
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       "      <th>해주시</th>\n",
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      ],
      "text/plain": [
       "   교훈  시기  계신  사태  놓치는  오래  이상  아쉬운  해주시  사이좋  ...    수익금  ㅣㅓ  은괴듬  빠빠밤  명있었꼬  \\\n",
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       "\n",
       "   나다물량  ㅇㄹㄴㅇㄹ  선창  리익  ㅜㄴㅁㅇㄹ  \n",
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       "\n",
       "[5 rows x 41537 columns]"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cut TF below 10 words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "words1 = pd.read_csv('./dataset/tfidf_more10_oneday_a.csv',encoding='cp949')\n",
    "words2 = pd.read_csv('./dataset/tfidf_more10_oneday_f.csv',encoding='cp949')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>word</th>\n",
       "      <th>tf-idf</th>\n",
       "      <th>tf</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>다음</td>\n",
       "      <td>1.951173</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ㅎㅎ</td>\n",
       "      <td>2.456763</td>\n",
       "      <td>427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>어요</td>\n",
       "      <td>2.103304</td>\n",
       "      <td>178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>이제</td>\n",
       "      <td>2.387735</td>\n",
       "      <td>360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>높아</td>\n",
       "      <td>1.070046</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  word    tf-idf   tf\n",
       "0   다음  1.951173  122\n",
       "1   ㅎㅎ  2.456763  427\n",
       "2   어요  2.103304  178\n",
       "3   이제  2.387735  360\n",
       "4   높아  1.070046   13"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "words1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "words1 = set(words1.word)\n",
    "words2 = set(words2.word)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "words3 = set(X.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2578"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_list = list((words1 | words2)&words3)\n",
    "len(word_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X_2 = X[word_list]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X_2['label']= Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(750, 2578)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ahroobe\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "X_2['game_id'] = data['game_id']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X_2.to_csv('./oneday_vector.csv',index=False,encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model Accuracy: 75.1111111111\n",
      "[[ 47  26]\n",
      " [ 30 122]]\n",
      "Model Accuracy: 72.4444444444\n",
      "[[69  4]\n",
      " [58 94]]\n",
      "Model Accuracy: 76.8888888889\n",
      "[[ 44  29]\n",
      " [ 23 129]]\n"
     ]
    }
   ],
   "source": [
    "vectorizer, X_2 = make_review_bow(data)\n",
    "Y = data.label\n",
    "x_train, x_test, y_train, y_test = train_test_split(X_2,Y,test_size=0.3)\n",
    "\n",
    "sgd = SGDClassifier()\n",
    "sgd.fit(x_train, y_train)\n",
    "y_pred = sgd.predict(x_test)\n",
    "cm = confusion_matrix(y_test,y_pred)\n",
    "print (\"Model Accuracy:\", 100 * sgd.score(x_test, y_test))\n",
    "print (cm)\n",
    "nb = MultinomialNB()\n",
    "nb.fit(x_train, y_train)\n",
    "y_pred = nb.predict(x_test)\n",
    "cm = confusion_matrix(y_test,y_pred)\n",
    "print (\"Model Accuracy:\", 100 * nb.score(x_test, y_test))\n",
    "print (cm)\n",
    "lg = LogisticRegression()\n",
    "lg.fit(x_train,y_train)\n",
    "y_pred = lg.predict(x_test)\n",
    "cm = confusion_matrix(y_test,y_pred)\n",
    "print (\"Model Accuracy:\", 100 * lg.score(x_test, y_test))\n",
    "print (cm)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average accuracy :  0.708308677098\n",
      "Average accuracy :  0.733679468943\n",
      "Average accuracy :  0.746747273589\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import cross_val_score\n",
    "import numpy as np\n",
    "\n",
    "sgd = SGDClassifier()\n",
    "scores = cross_val_score(sgd, X_2,Y, cv=10)\n",
    "print (\"Average accuracy : \",np.average(scores))\n",
    "\n",
    "nb = MultinomialNB()\n",
    "scores = cross_val_score(nb, X_2,Y, cv=10)\n",
    "print (\"Average accuracy : \",np.average(scores))\n",
    "\n",
    "lg = LogisticRegression()\n",
    "scores = cross_val_score(lg, X_2,Y, cv=10)\n",
    "print (\"Average accuracy : \",np.average(scores))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import operator\n",
    "\n",
    "rank_sort = sorted(rank.items(), key=operator.itemgetter(1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('왓엇음아까', -0.36933042326327981),\n",
       " ('기억나시', -0.34176148766888553),\n",
       " ('심느', -0.31787785184912193),\n",
       " ('눌려봐', -0.27992123920726042),\n",
       " ('병헌', -0.26798251061236678),\n",
       " ('터보', -0.25918237283512491),\n",
       " ('쾌꺠', -0.25301726881625997),\n",
       " ('장의', -0.25172750277346495),\n",
       " ('돈줘잉', -0.2435215772879305),\n",
       " ('졸업', -0.24350618711943248),\n",
       " ('엄청쎔', -0.23539267526125809),\n",
       " ('찍힘', -0.22778153586599842),\n",
       " ('볼라', -0.22520670883696897),\n",
       " ('딱퍼임', -0.2244750272072227),\n",
       " ('모비', -0.22178627735941833),\n",
       " ('글픽글픽', -0.21786441721969713),\n",
       " ('보름달', -0.2172650123431013),\n",
       " ('달라짐', -0.21646262323450363),\n",
       " ('적용되는', -0.21257769956464734),\n",
       " ('스릇', -0.20410323380442313)]"
      ]
     },
     "execution_count": 225,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rank_sort[:20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('추고', 0.18597711133291603),\n",
       " ('낱틀', 0.18689764221194111),\n",
       " ('파티뎀지', 0.18896183311681691),\n",
       " ('지드래곤', 0.1891742242860926),\n",
       " ('싸우기', 0.19100943939961793),\n",
       " ('삑살', 0.19147741704721877),\n",
       " ('추가될', 0.19155956169882885),\n",
       " ('커졋', 0.19768686082593032),\n",
       " ('쓰러지', 0.20005559928220376),\n",
       " ('우걱', 0.20040974095067463),\n",
       " ('개새키', 0.20883316357774068),\n",
       " ('빡시겟군', 0.21879219234630404),\n",
       " ('왜배', 0.22424717629138832),\n",
       " ('교배', 0.23596548369521914),\n",
       " ('춤추던', 0.24923783438684174),\n",
       " ('어찌하지', 0.26240823393672036),\n",
       " ('입어봤', 0.26858836119727553),\n",
       " ('맞추셔', 0.29592821668684083),\n",
       " ('와우', 0.30521484438232521),\n",
       " ('걸렷는데', 0.40676794264676119)]"
      ]
     },
     "execution_count": 224,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rank_sort[-20:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.feature_selection import mutual_info_classif\n",
    "import operator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "res = dict(zip(X.columns, mutual_info_classif(x_train, y_train, discrete_features=True)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sorted_x = sorted(res.items(), key=operator.itemgetter(1),reverse=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# 욕설 카운트"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1480"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(allassult)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "with open('./dataset/cbt5_corpus3000label.csv','r',encoding='utf-8') as readfile:\n",
    "    reader = csv.reader(readfile)\n",
    "    next(reader)\n",
    "#     writer.writerow(['game_id','corpus','label'])\n",
    "    with open('./dataset/cbt5_assultstat.csv','w',newline='\\n') as writefile:\n",
    "        writer = csv.writer(writefile)\n",
    "        writer.writerow(['game_id','label','count'])\n",
    "        for row in reader:\n",
    "            words = row[1].split(' ')\n",
    "            count = 0\n",
    "            for word in words:\n",
    "                if word in allassult:\n",
    "                    count+=1\n",
    "            writer.writerow([row[0],row[2],count])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>game_id</th>\n",
       "      <th>label</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1001</td>\n",
       "      <td>a</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10014</td>\n",
       "      <td>f</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10037</td>\n",
       "      <td>f</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10185</td>\n",
       "      <td>a</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10230</td>\n",
       "      <td>f</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   game_id label  count\n",
       "0     1001     a      3\n",
       "1    10014     f      7\n",
       "2    10037     f      8\n",
       "3    10185     a      1\n",
       "4    10230     f      4"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "assult_data = pd.read_csv('./dataset/cbt5_assultstat.csv')\n",
    "assult_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data_a = assult_data.loc[assult_data.label=='a']\n",
    "data_f = assult_data.loc[assult_data.label=='f']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wleb6wPOOQ6GPvez8Cm7d+0MjYgK4A7gpM19cfFvbMmfmz7LzJ+t5wNsi4i1Lbm9N3oj4\nAHA4M3efaE6b8jbe2fx8r6SzBffuxTe2LO8q4DeAv8/MtwIvsWS7omV5AWhOwLwa+OrS2waVdxwK\nfVw/YuBQRKwDaC4PjzjPMSLiVXTK/NbMvLMZbnVmgMx8AbiPzmsWbc17GXB1ROyn8ymk74mIL9Pe\nvGTmgebyMJ393bfR3rxPA083f6UB3E6n4Nua96grgQcy81BzPPC841Do4/oRAzuAjc31jXT2qVsh\nIgL4PLA3Mz+96KZWZo6I10fE2ub6mXT2+x+jpXkz85bMPC8zp+j8e/1mZn6YluaNiNUR8bqj1+ns\n8z5MS/Nm5jPADyLigmbocuBRWpp3kQ/y8+0WGEbeUb9I0OMLCe8H/hP4LvBno85znHxfAQ4C/0tn\n9XAD8Et0XhTbB3wDOGfUORflfSedP+/+A3io+Xp/WzMDvw482OR9GPjzZryVeZdkn+HnL4q2Mi/w\nK8B3mq9Hjv4fa2veJtslwK7m38Q/AWe3PO9q4IfAmkVjA8/rqf+SVMQ4bLlIknpgoUtSERa6JBVh\noUtSERa6JBVhoUtSERa6JBXx/7IJzYcZHarEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20e95f3e828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/N7DNHmBPt/hG4IkRHvJi4F9G2P9cM2+/zNsv8/brbPJ+V1W9Yb2NJvZibFXtA/aN41hJ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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20e9755a860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "data_a['count'].hist(bins=range(0,70,1))\n",
    "plt.title(\"A\")\n",
    "plt.show()\n",
    "\n",
    "data_f['count'].hist(bins=range(0,70,1))\n",
    "plt.title(\"F\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "---\n",
    "## Compare with other features. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "stat = pd.read_csv('./oneday_log.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>game_id</th>\n",
       "      <th>comqu</th>\n",
       "      <th>crime</th>\n",
       "      <th>die</th>\n",
       "      <th>failq</th>\n",
       "      <th>frien</th>\n",
       "      <th>guild</th>\n",
       "      <th>harve</th>\n",
       "      <th>ind_i</th>\n",
       "      <th>level</th>\n",
       "      <th>soc_i</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1002</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>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1003</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>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1006</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>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1007</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>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1008</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>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   game_id  comqu  crime  die  failq  frien  guild  harve  ind_i  level  soc_i\n",
       "0     1002      0      0    0      0      0      0      0      1      7      0\n",
       "1     1003      0      0    0      0      0      0      0      0      4      0\n",
       "2     1006      0      0    0      0      0      0      0      0      3      0\n",
       "3     1007      0      0    0      0      0      0      1      1      8      0\n",
       "4     1008      0      0    0      0      0      0      0      0      8      0"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stat.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>game_id</th>\n",
       "      <th>corpus</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10230</td>\n",
       "      <td>쩐다 쩐다 쩐다 좀덜 초반 초반 가나 도하 그렇 개그 적용된 표시 죽자 신고하면 그...</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10231</td>\n",
       "      <td>지지 줄어 쾨적하 갑자기 채팅 똒같 똒같 그래픽 그래픽 그래픽 불탄 불럿는데 진짜 ...</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10346</td>\n",
       "      <td>다음 다음 멍떄렷네 비좀 어쩌구 편할 에이지 노딜하구 ㅎㅎ ㅎㅎ ㅎㅎ ㅎㅎ ㅎㅎ ㅎ...</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10409</td>\n",
       "      <td>기억 보사 활쏘기 가요 당시 누가 저기 페레임 마굿 즉시 호랑이 지금 지금 지금 지...</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10410</td>\n",
       "      <td>깻으 스킬 스킬 짜증 법사 법사 이런 졸려 거기 으콰봐 끈킴 끈킴 끈킴 있어 체력 ...</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   game_id                                             corpus label\n",
       "0    10230  쩐다 쩐다 쩐다 좀덜 초반 초반 가나 도하 그렇 개그 적용된 표시 죽자 신고하면 그...     f\n",
       "1    10231  지지 줄어 쾨적하 갑자기 채팅 똒같 똒같 그래픽 그래픽 그래픽 불탄 불럿는데 진짜 ...     f\n",
       "2    10346  다음 다음 멍떄렷네 비좀 어쩌구 편할 에이지 노딜하구 ㅎㅎ ㅎㅎ ㅎㅎ ㅎㅎ ㅎㅎ ㅎ...     a\n",
       "3    10409  기억 보사 활쏘기 가요 당시 누가 저기 페레임 마굿 즉시 호랑이 지금 지금 지금 지...     a\n",
       "4    10410  깻으 스킬 스킬 짜증 법사 법사 이런 졸려 거기 으콰봐 끈킴 끈킴 끈킴 있어 체력 ...     f"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels =  pd.read_csv('./dataset/cbt5_oneday_label.csv')\n",
    "labels.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "newdata = labels.set_index('game_id').join(stat.set_index('game_id'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "del newdata['corpus']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>label</th>\n",
       "      <th>comqu</th>\n",
       "      <th>crime</th>\n",
       "      <th>die</th>\n",
       "      <th>failq</th>\n",
       "      <th>frien</th>\n",
       "      <th>guild</th>\n",
       "      <th>harve</th>\n",
       "      <th>ind_i</th>\n",
       "      <th>level</th>\n",
       "      <th>soc_i</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>game_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10230</th>\n",
       "      <td>f</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10231</th>\n",
       "      <td>f</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10346</th>\n",
       "      <td>a</td>\n",
       "      <td>188</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10409</th>\n",
       "      <td>a</td>\n",
       "      <td>166</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>175</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10410</th>\n",
       "      <td>f</td>\n",
       "      <td>106</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        label  comqu  crime  die  failq  frien  guild  harve  ind_i  level  \\\n",
       "game_id                                                                      \n",
       "10230       f     60      0   12      0      0      0     22      0      5   \n",
       "10231       f     51      0    5      0      0      0     18      0      6   \n",
       "10346       a    188      0   36      0      0      0    118      0      8   \n",
       "10409       a    166      0   17      0      0      0    175      0     12   \n",
       "10410       f    106      0   11      0      0      0     39      0      4   \n",
       "\n",
       "         soc_i  \n",
       "game_id         \n",
       "10230        0  \n",
       "10231        0  \n",
       "10346        0  \n",
       "10409        0  \n",
       "10410        0  "
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newdata.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X = newdata[newdata.columns[1:]]\n",
    "Y = newdata['label']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average accuracy :  0.635863916548\n",
      "Average accuracy :  0.753324324324\n",
      "Average accuracy :  0.829487434803\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import cross_val_score\n",
    "import numpy as np\n",
    "\n",
    "sgd = SGDClassifier()\n",
    "scores = cross_val_score(sgd, X,Y, cv=10)\n",
    "print (\"Average accuracy : \",np.average(scores))\n",
    "\n",
    "nb = MultinomialNB()\n",
    "scores = cross_val_score(nb, X,Y, cv=10)\n",
    "print (\"Average accuracy : \",np.average(scores))\n",
    "\n",
    "lg = LogisticRegression()\n",
    "scores = cross_val_score(lg, X,Y, cv=10)\n",
    "print (\"Average accuracy : \",np.average(scores))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Integrate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X = X.set_index('game_id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "stat = pd.read_csv('./oneday_log.csv')\n",
    "stat = stat.set_index('game_id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "newdata = X.join(stat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average accuracy :  0.696165007112\n",
      "Average accuracy :  0.724168326221\n",
      "Average accuracy :  0.784135609294\n"
     ]
    }
   ],
   "source": [
    "X = newdata[newdata.columns[1:]]\n",
    "Y = data['label']\n",
    "\n",
    "sgd = SGDClassifier()\n",
    "scores = cross_val_score(sgd, X,Y, cv=10)\n",
    "print (\"Average accuracy : \",np.average(scores))\n",
    "\n",
    "nb = MultinomialNB()\n",
    "scores = cross_val_score(nb, X,Y, cv=10)\n",
    "print (\"Average accuracy : \",np.average(scores))\n",
    "\n",
    "lg = LogisticRegression()\n",
    "scores = cross_val_score(lg, X,Y, cv=10)\n",
    "print (\"Average accuracy : \",np.average(scores))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "73.48"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(69.61+72.42+78.41)/3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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