Decision Tree analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 데이터 불러오기와 데이터셋 나누기\n",
    "### Calling the Data and Dividing them\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_classification\n",
    "from sklearn.decomposition import PCA\n",
    "from imblearn.over_sampling import SMOTE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=pd.read_csv('상장비상장(2008_2013).csv',header=None,skiprows=1,encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = data.iloc[:,2:37].values\n",
    "y = data.iloc[:,[37]].values "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_indices = []\n",
    "test_indices = []\n",
    "\n",
    "for index,element in data.iterrows():\n",
    "    if element[1] == 2013:\n",
    "        test_indices.append(index)\n",
    "    else:\n",
    "        train_indices.append(index)\n",
    "        \n",
    "train_indices=np.array(train_indices)\n",
    "train_indices=np.int_(train_indices)\n",
    "test_indices=np.array(test_indices)\n",
    "test_indices=np.int_(test_indices)\n",
    "\n",
    "X_train = X[train_indices]\n",
    "X_test = X[test_indices]\n",
    "y_train = y[train_indices]\n",
    "y_test = y[test_indices]  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 모델설정\n",
    "sm = SMOTE(ratio='auto', kind='regular')\n",
    "\n",
    "# train데이터를 넣어 복제함\n",
    "X_train, y_train = sm.fit_sample(X_train,list(y_train))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Random Search "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import RandomizedSearchCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import randint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "param_distribs = {'max_depth': randint(low=1, high=20), \n",
    "                  'min_samples_leaf': randint(low=1, high=50)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "random_search=RandomizedSearchCV(DecisionTreeClassifier(), \n",
    "                                 param_distributions=param_distribs, cv=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomizedSearchCV(cv=5, error_score='raise',\n",
       "          estimator=DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=None,\n",
       "            max_features=None, max_leaf_nodes=None,\n",
       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "            min_samples_leaf=1, min_samples_split=2,\n",
       "            min_weight_fraction_leaf=0.0, presort=False, random_state=None,\n",
       "            splitter='best'),\n",
       "          fit_params=None, iid=True, n_iter=10, n_jobs=1,\n",
       "          param_distributions={'max_depth': <scipy.stats._distn_infrastructure.rv_frozen object at 0x000002890B16FDD8>, 'min_samples_leaf': <scipy.stats._distn_infrastructure.rv_frozen object at 0x000002890B1252B0>},\n",
       "          pre_dispatch='2*n_jobs', random_state=None, refit=True,\n",
       "          return_train_score='warn', scoring=None, verbose=0)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random_search.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best Parameter: {'max_depth': 8, 'min_samples_leaf': 21}\n"
     ]
    }
   ],
   "source": [
    "print(\"Best Parameter: {}\".format(random_search.best_params_))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best Cross-validity Score: 0.884\n"
     ]
    }
   ],
   "source": [
    "print(\"Best Cross-validity Score: {:.3f}\".format(random_search.best_score_))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test set Score: 0.905\n"
     ]
    }
   ],
   "source": [
    "print(\"Test set Score: {:.3f}\".format(random_search.score(X_test, y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "result_random = random_search.cv_results_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "tree=DecisionTreeClassifier(max_depth=10, min_samples_leaf=21)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=10,\n",
       "            max_features=None, max_leaf_nodes=None,\n",
       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "            min_samples_leaf=21, min_samples_split=2,\n",
       "            min_weight_fraction_leaf=0.0, presort=False, random_state=None,\n",
       "            splitter='best')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tree.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import graphviz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"PATH\"] += os.pathsep + 'C:/Program Files (x86)/Graphviz2.38/bin/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Build a Tree here\n",
    "t=['취약기업여부', '유명감사인', '영업현금흐름', '상장여부_비상장', '상장여부_상장', '상장여부_상장관리',\n",
    "       '상장여부_코스닥', '상장여부_코스닥관리', '감사의견_감사미필', '감사의견_부적정(기업회계기준위배-회계처리)',\n",
    "       '감사의견_의견거절', '감사의견_의견거절(감사범위제한)', '감사의견_의견거절(계속기업존속의문시)', '감사의견_적정',\n",
    "       '감사의견_한정(감사범위제한)', '감사의견_한정(기업회계기준위배)', 'KIS신용등급', 'kdb신용등급수정',\n",
    "       '자산건전성수정', '부채비율 ', '매출액영업이익율', 'LN(자산규모)', '매출액증가율', '자기자본순익',\n",
    "       '순이익증가율', '총자본회전율', '총자본순이익율', '총자산증가율', '자기자본증가율', '영업이익증가율',\n",
    "       '총자본영업이익율', '자본금순이익율', '매출액순이익율', '자기자본비율', '자기자본회전율']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import export_graphviz\n",
    "export_graphviz(tree, out_file=\"tree.dot\", class_names=[\"비연체\", \"연체\"],feature_names=t, impurity=False, filled=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
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       "<text text-anchor=\"middle\" x=\"476\" y=\"-616.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 3&#45;&gt;4 -->\r\n",
       "<g id=\"edge4\" class=\"edge\"><title>3&#45;&gt;4</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M664.291,-715.397C634.418,-704.069 600.307,-691.135 569.399,-679.415\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"570.509,-676.093 559.918,-675.82 568.027,-682.638 570.509,-676.093\"/>\r\n",
       "</g>\r\n",
       "<!-- 9 -->\r\n",
       "<g id=\"node10\" class=\"node\"><title>9</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.956863\" stroke=\"black\" points=\"827.5,-677 662.5,-677 662.5,-609 827.5,-609 827.5,-677\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"745\" y=\"-661.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">영업이익증가율 &lt;= &#45;1.674</text>\r\n",
       "<text text-anchor=\"middle\" x=\"745\" y=\"-646.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2091</text>\r\n",
       "<text text-anchor=\"middle\" x=\"745\" y=\"-631.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [2006, 85]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"745\" y=\"-616.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 3&#45;&gt;9 -->\r\n",
       "<g id=\"edge9\" class=\"edge\"><title>3&#45;&gt;9</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M745,-712.884C745,-704.778 745,-695.982 745,-687.472\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"748.5,-687.299 745,-677.299 741.5,-687.299 748.5,-687.299\"/>\r\n",
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       "<!-- 5 -->\r\n",
       "<g id=\"node6\" class=\"node\"><title>5</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.854902\" stroke=\"black\" points=\"391,-573 235,-573 235,-505 391,-505 391,-573\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"313\" y=\"-557.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">LN(자산규모) &lt;= 25.363</text>\r\n",
       "<text text-anchor=\"middle\" x=\"313\" y=\"-542.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 71</text>\r\n",
       "<text text-anchor=\"middle\" x=\"313\" y=\"-527.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [62, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"313\" y=\"-512.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 4&#45;&gt;5 -->\r\n",
       "<g id=\"edge5\" class=\"edge\"><title>4&#45;&gt;5</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M423.079,-608.884C407.627,-599.214 390.606,-588.563 374.664,-578.587\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"376.268,-575.462 365.935,-573.125 372.555,-581.396 376.268,-575.462\"/>\r\n",
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       "<!-- 8 -->\r\n",
       "<g id=\"node9\" class=\"node\"><title>8</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.600000\" stroke=\"black\" points=\"525,-565.5 427,-565.5 427,-512.5 525,-512.5 525,-565.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"476\" y=\"-550.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"476\" y=\"-535.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [6, 15]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"476\" y=\"-520.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 4&#45;&gt;8 -->\r\n",
       "<g id=\"edge8\" class=\"edge\"><title>4&#45;&gt;8</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M476,-608.884C476,-598.326 476,-586.597 476,-575.854\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"479.5,-575.52 476,-565.52 472.5,-575.52 479.5,-575.52\"/>\r\n",
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       "<!-- 6 -->\r\n",
       "<g id=\"node7\" class=\"node\"><title>6</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.250980\" stroke=\"black\" points=\"246,-461.5 148,-461.5 148,-408.5 246,-408.5 246,-461.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"197\" y=\"-446.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"197\" y=\"-431.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [12, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"197\" y=\"-416.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 5&#45;&gt;6 -->\r\n",
       "<g id=\"edge6\" class=\"edge\"><title>5&#45;&gt;6</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M275.338,-504.884C261.955,-493.116 246.918,-479.894 233.623,-468.203\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"235.844,-465.495 226.023,-461.52 231.221,-470.752 235.844,-465.495\"/>\r\n",
       "</g>\r\n",
       "<!-- 7 -->\r\n",
       "<g id=\"node8\" class=\"node\"><title>7</title>\r\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"362,-461.5 264,-461.5 264,-408.5 362,-408.5 362,-461.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"313\" y=\"-446.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 50</text>\r\n",
       "<text text-anchor=\"middle\" x=\"313\" y=\"-431.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [50, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"313\" y=\"-416.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 5&#45;&gt;7 -->\r\n",
       "<g id=\"edge7\" class=\"edge\"><title>5&#45;&gt;7</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M313,-504.884C313,-494.326 313,-482.597 313,-471.854\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"316.5,-471.52 313,-461.52 309.5,-471.52 316.5,-471.52\"/>\r\n",
       "</g>\r\n",
       "<!-- 10 -->\r\n",
       "<g id=\"node11\" class=\"node\"><title>10</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.890196\" stroke=\"black\" points=\"753,-573 605,-573 605,-505 753,-505 753,-573\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"679\" y=\"-557.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">영업현금흐름 &lt;= 0.968</text>\r\n",
       "<text text-anchor=\"middle\" x=\"679\" y=\"-542.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 702</text>\r\n",
       "<text text-anchor=\"middle\" x=\"679\" y=\"-527.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [633, 69]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"679\" y=\"-512.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 9&#45;&gt;10 -->\r\n",
       "<g id=\"edge10\" class=\"edge\"><title>9&#45;&gt;10</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M723.572,-608.884C717.981,-600.243 711.883,-590.819 706.042,-581.793\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"708.918,-579.794 700.547,-573.299 703.041,-583.596 708.918,-579.794\"/>\r\n",
       "</g>\r\n",
       "<!-- 31 -->\r\n",
       "<g id=\"node32\" class=\"node\"><title>31</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.988235\" stroke=\"black\" points=\"983.5,-573 822.5,-573 822.5,-505 983.5,-505 983.5,-573\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"903\" y=\"-557.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">매출액순이익율 &lt;= 33.47</text>\r\n",
       "<text text-anchor=\"middle\" x=\"903\" y=\"-542.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1389</text>\r\n",
       "<text text-anchor=\"middle\" x=\"903\" y=\"-527.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [1373, 16]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"903\" y=\"-512.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 9&#45;&gt;31 -->\r\n",
       "<g id=\"edge31\" class=\"edge\"><title>9&#45;&gt;31</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M796.298,-608.884C811.276,-599.214 827.774,-588.563 843.228,-578.587\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"845.186,-581.489 851.689,-573.125 841.389,-575.608 845.186,-581.489\"/>\r\n",
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       "<!-- 11 -->\r\n",
       "<g id=\"node12\" class=\"node\"><title>11</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.545098\" stroke=\"black\" points=\"528,-469 380,-469 380,-401 528,-401 528,-469\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"454\" y=\"-453.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">영업현금흐름 &lt;= 0.013</text>\r\n",
       "<text text-anchor=\"middle\" x=\"454\" y=\"-438.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 134</text>\r\n",
       "<text text-anchor=\"middle\" x=\"454\" y=\"-423.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [92, 42]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"454\" y=\"-408.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 10&#45;&gt;11 -->\r\n",
       "<g id=\"edge11\" class=\"edge\"><title>10&#45;&gt;11</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M605.949,-504.884C583.731,-494.812 559.164,-483.674 536.376,-473.344\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"537.622,-470.066 527.069,-469.125 534.732,-476.441 537.622,-470.066\"/>\r\n",
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       "<!-- 18 -->\r\n",
       "<g id=\"node19\" class=\"node\"><title>18</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.949020\" stroke=\"black\" points=\"768.5,-469 589.5,-469 589.5,-401 768.5,-401 768.5,-469\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"679\" y=\"-453.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">자본금순이익율 &lt;= &#45;156.531</text>\r\n",
       "<text text-anchor=\"middle\" x=\"679\" y=\"-438.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 568</text>\r\n",
       "<text text-anchor=\"middle\" x=\"679\" y=\"-423.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [541, 27]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"679\" y=\"-408.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 10&#45;&gt;18 -->\r\n",
       "<g id=\"edge18\" class=\"edge\"><title>10&#45;&gt;18</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M679,-504.884C679,-496.778 679,-487.982 679,-479.472\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"682.5,-479.299 679,-469.299 675.5,-479.299 682.5,-479.299\"/>\r\n",
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       "<!-- 12 -->\r\n",
       "<g id=\"node13\" class=\"node\"><title>12</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.870588\" stroke=\"black\" points=\"273.5,-365 118.5,-365 118.5,-297 273.5,-297 273.5,-365\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"196\" y=\"-349.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">자기자본비율 &lt;= 28.045</text>\r\n",
       "<text text-anchor=\"middle\" x=\"196\" y=\"-334.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 104</text>\r\n",
       "<text text-anchor=\"middle\" x=\"196\" y=\"-319.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [92, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"196\" y=\"-304.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 11&#45;&gt;12 -->\r\n",
       "<g id=\"edge12\" class=\"edge\"><title>11&#45;&gt;12</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M379.792,-404.484C376.823,-403.306 373.884,-402.142 371,-401 342.355,-389.658 311.058,-377.306 282.953,-366.228\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"284.139,-362.933 273.552,-362.523 281.573,-369.446 284.139,-362.933\"/>\r\n",
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       "<!-- 17 -->\r\n",
       "<g id=\"node18\" class=\"node\"><title>17</title>\r\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"478,-357.5 380,-357.5 380,-304.5 478,-304.5 478,-357.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"429\" y=\"-342.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 30</text>\r\n",
       "<text text-anchor=\"middle\" x=\"429\" y=\"-327.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [0, 30]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"429\" y=\"-312.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 11&#45;&gt;17 -->\r\n",
       "<g id=\"edge17\" class=\"edge\"><title>11&#45;&gt;17</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M445.883,-400.884C443.269,-390.216 440.361,-378.352 437.706,-367.519\"/>\r\n",
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       "<!-- 13 -->\r\n",
       "<g id=\"node14\" class=\"node\"><title>13</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.090196\" stroke=\"black\" points=\"104,-253.5 0,-253.5 0,-200.5 104,-200.5 104,-253.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"52\" y=\"-238.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"52\" y=\"-223.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [10, 11]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"52\" y=\"-208.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 12&#45;&gt;13 -->\r\n",
       "<g id=\"edge13\" class=\"edge\"><title>12&#45;&gt;13</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M149.247,-296.884C132.324,-284.896 113.269,-271.399 96.5404,-259.549\"/>\r\n",
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       "<g id=\"node15\" class=\"node\"><title>14</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.988235\" stroke=\"black\" points=\"270,-261 122,-261 122,-193 270,-193 270,-261\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"196\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">총자산증가율 &lt;= 5.325</text>\r\n",
       "<text text-anchor=\"middle\" x=\"196\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 83</text>\r\n",
       "<text text-anchor=\"middle\" x=\"196\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [82, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"196\" y=\"-200.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 12&#45;&gt;14 -->\r\n",
       "<g id=\"edge14\" class=\"edge\"><title>12&#45;&gt;14</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M196,-296.884C196,-288.778 196,-279.982 196,-271.472\"/>\r\n",
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       "<!-- 15 -->\r\n",
       "<g id=\"node16\" class=\"node\"><title>15</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.949020\" stroke=\"black\" points=\"129,-149.5 31,-149.5 31,-96.5 129,-96.5 129,-149.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"80\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"80\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [20, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"80\" y=\"-104.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 14&#45;&gt;15 -->\r\n",
       "<g id=\"edge15\" class=\"edge\"><title>14&#45;&gt;15</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M158.338,-192.884C144.955,-181.116 129.918,-167.894 116.623,-156.203\"/>\r\n",
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       "<!-- 16 -->\r\n",
       "<g id=\"node17\" class=\"node\"><title>16</title>\r\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"245,-149.5 147,-149.5 147,-96.5 245,-96.5 245,-149.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"196\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 62</text>\r\n",
       "<text text-anchor=\"middle\" x=\"196\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [62, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"196\" y=\"-104.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 14&#45;&gt;16 -->\r\n",
       "<g id=\"edge16\" class=\"edge\"><title>14&#45;&gt;16</title>\r\n",
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       "<g id=\"node20\" class=\"node\"><title>19</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.400000\" stroke=\"black\" points=\"594,-357.5 496,-357.5 496,-304.5 594,-304.5 594,-357.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"545\" y=\"-342.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 24</text>\r\n",
       "<text text-anchor=\"middle\" x=\"545\" y=\"-327.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [15, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"545\" y=\"-312.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 18&#45;&gt;19 -->\r\n",
       "<g id=\"edge19\" class=\"edge\"><title>18&#45;&gt;19</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M635.494,-400.884C619.89,-389.006 602.339,-375.646 586.876,-363.876\"/>\r\n",
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       "<polygon fill=\"#e58139\" fill-opacity=\"0.964706\" stroke=\"black\" points=\"784,-365 612,-365 612,-297 784,-297 784,-365\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"698\" y=\"-349.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">영업이익증가율 &lt;= &#45;62.555</text>\r\n",
       "<text text-anchor=\"middle\" x=\"698\" y=\"-334.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 544</text>\r\n",
       "<text text-anchor=\"middle\" x=\"698\" y=\"-319.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [526, 18]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"698\" y=\"-304.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 18&#45;&gt;20 -->\r\n",
       "<g id=\"edge20\" class=\"edge\"><title>18&#45;&gt;20</title>\r\n",
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       "<polygon fill=\"#e58139\" fill-opacity=\"0.866667\" stroke=\"black\" points=\"556,-261 388,-261 388,-193 556,-193 556,-261\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"472\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">상장여부_코스닥 &lt;= 0.027</text>\r\n",
       "<text text-anchor=\"middle\" x=\"472\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 101</text>\r\n",
       "<text text-anchor=\"middle\" x=\"472\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [89, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"472\" y=\"-200.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 20&#45;&gt;21 -->\r\n",
       "<g id=\"edge21\" class=\"edge\"><title>20&#45;&gt;21</title>\r\n",
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       "<g id=\"node27\" class=\"node\"><title>26</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"698\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">자기자본비율 &lt;= 21.066</text>\r\n",
       "<text text-anchor=\"middle\" x=\"698\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 443</text>\r\n",
       "<text text-anchor=\"middle\" x=\"698\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [437, 6]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"698\" y=\"-200.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 20&#45;&gt;26 -->\r\n",
       "<g id=\"edge26\" class=\"edge\"><title>20&#45;&gt;26</title>\r\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"701.5,-271.299 698,-261.299 694.5,-271.299 701.5,-271.299\"/>\r\n",
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       "<text text-anchor=\"middle\" x=\"334\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">총자본회전율 &lt;= 0.81</text>\r\n",
       "<text text-anchor=\"middle\" x=\"334\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 80</text>\r\n",
       "<text text-anchor=\"middle\" x=\"334\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [77, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"334\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
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       "<g id=\"node26\" class=\"node\"><title>25</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"472\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"472\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [12, 9]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"472\" y=\"-104.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
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       "<g id=\"edge25\" class=\"edge\"><title>21&#45;&gt;25</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M472,-192.884C472,-182.326 472,-170.597 472,-159.854\"/>\r\n",
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       "<polygon fill=\"#e58139\" fill-opacity=\"0.843137\" stroke=\"black\" points=\"325,-53 227,-53 227,-0 325,-0 325,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"276\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"276\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [19, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"276\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 22&#45;&gt;23 -->\r\n",
       "<g id=\"edge23\" class=\"edge\"><title>22&#45;&gt;23</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"392\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 58</text>\r\n",
       "<text text-anchor=\"middle\" x=\"392\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [58, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"392\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 22&#45;&gt;24 -->\r\n",
       "<g id=\"edge24\" class=\"edge\"><title>22&#45;&gt;24</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M354.286,-88.9485C359.676,-80.1664 365.508,-70.6629 370.939,-61.815\"/>\r\n",
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       "<g id=\"node28\" class=\"node\"><title>27</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"588\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [30, 5]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-104.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 26&#45;&gt;27 -->\r\n",
       "<g id=\"edge27\" class=\"edge\"><title>26&#45;&gt;27</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M662.286,-192.884C649.714,-181.226 635.603,-168.141 623.083,-156.532\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"625.234,-153.753 615.521,-149.52 620.474,-158.886 625.234,-153.753\"/>\r\n",
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       "<g id=\"node29\" class=\"node\"><title>28</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.996078\" stroke=\"black\" points=\"816.5,-157 655.5,-157 655.5,-89 816.5,-89 816.5,-157\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"736\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">자기자본증가율 &lt;= 88.94</text>\r\n",
       "<text text-anchor=\"middle\" x=\"736\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 408</text>\r\n",
       "<text text-anchor=\"middle\" x=\"736\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [407, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"736\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 26&#45;&gt;28 -->\r\n",
       "<g id=\"edge28\" class=\"edge\"><title>26&#45;&gt;28</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M710.338,-192.884C713.424,-184.6 716.778,-175.595 720.013,-166.911\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"723.383,-167.892 723.594,-157.299 716.823,-165.448 723.383,-167.892\"/>\r\n",
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       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"728,-53 624,-53 624,-0 728,-0 728,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"676\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 387</text>\r\n",
       "<text text-anchor=\"middle\" x=\"676\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [387, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"676\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 28&#45;&gt;29 -->\r\n",
       "<g id=\"edge29\" class=\"edge\"><title>28&#45;&gt;29</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M715.015,-88.9485C709.439,-80.1664 703.405,-70.6629 697.787,-61.815\"/>\r\n",
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       "<!-- 30 -->\r\n",
       "<g id=\"node31\" class=\"node\"><title>30</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.949020\" stroke=\"black\" points=\"844,-53 746,-53 746,-0 844,-0 844,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"795\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"795\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [20, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"795\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 28&#45;&gt;30 -->\r\n",
       "<g id=\"edge30\" class=\"edge\"><title>28&#45;&gt;30</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M756.635,-88.9485C762.118,-80.1664 768.052,-70.6629 773.576,-61.815\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"776.604,-63.5728 778.932,-53.2367 770.667,-59.8656 776.604,-63.5728\"/>\r\n",
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       "<polygon fill=\"#e58139\" fill-opacity=\"0.992157\" stroke=\"black\" points=\"990,-469 816,-469 816,-401 990,-401 990,-469\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"903\" y=\"-453.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">영업이익증가율 &lt;= 1346.64</text>\r\n",
       "<text text-anchor=\"middle\" x=\"903\" y=\"-438.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1368</text>\r\n",
       "<text text-anchor=\"middle\" x=\"903\" y=\"-423.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [1356, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"903\" y=\"-408.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 31&#45;&gt;32 -->\r\n",
       "<g id=\"edge32\" class=\"edge\"><title>31&#45;&gt;32</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M903,-504.884C903,-496.778 903,-487.982 903,-479.472\"/>\r\n",
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       "<polygon fill=\"#e58139\" fill-opacity=\"0.764706\" stroke=\"black\" points=\"1106,-461.5 1008,-461.5 1008,-408.5 1106,-408.5 1106,-461.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1057\" y=\"-446.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1057\" y=\"-431.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [17, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1057\" y=\"-416.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 31&#45;&gt;45 -->\r\n",
       "<g id=\"edge45\" class=\"edge\"><title>31&#45;&gt;45</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M952.999,-504.884C971.264,-492.786 991.85,-479.151 1009.86,-467.224\"/>\r\n",
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       "<g id=\"node34\" class=\"node\"><title>33</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.992157\" stroke=\"black\" points=\"981,-365 825,-365 825,-297 981,-297 981,-365\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"903\" y=\"-349.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">LN(자산규모) &lt;= 24.465</text>\r\n",
       "<text text-anchor=\"middle\" x=\"903\" y=\"-334.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1347</text>\r\n",
       "<text text-anchor=\"middle\" x=\"903\" y=\"-319.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [1337, 10]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"903\" y=\"-304.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 32&#45;&gt;33 -->\r\n",
       "<g id=\"edge33\" class=\"edge\"><title>32&#45;&gt;33</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M903,-400.884C903,-392.778 903,-383.982 903,-375.472\"/>\r\n",
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       "<text text-anchor=\"middle\" x=\"1048\" y=\"-342.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1048\" y=\"-327.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [19, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1048\" y=\"-312.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
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       "<g id=\"edge44\" class=\"edge\"><title>32&#45;&gt;44</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M950.077,-400.884C967.119,-388.896 986.306,-375.399 1003.15,-363.549\"/>\r\n",
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       "<polygon fill=\"#e58139\" fill-opacity=\"0.952941\" stroke=\"black\" points=\"983.5,-261 822.5,-261 822.5,-193 983.5,-193 983.5,-261\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"903\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">자본금순이익율 &lt;= 7.715</text>\r\n",
       "<text text-anchor=\"middle\" x=\"903\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 43</text>\r\n",
       "<text text-anchor=\"middle\" x=\"903\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [41, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"903\" y=\"-200.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
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       "<path fill=\"none\" stroke=\"black\" d=\"M903,-296.884C903,-288.778 903,-279.982 903,-271.472\"/>\r\n",
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       "<polygon fill=\"#e58139\" fill-opacity=\"0.992157\" stroke=\"black\" points=\"1214,-261 1088,-261 1088,-193 1214,-193 1214,-261\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1151\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">부채비율 &#160;&lt;= 159.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1151\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1304</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1151\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [1296, 8]</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"884\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"884\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [19, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"884\" y=\"-104.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1000\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1000\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [22, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1000\" y=\"-104.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1151\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">자기자본회전율 &lt;= 10.015</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1151\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1045</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1151\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [1042, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1151\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
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       "<!-- 37&#45;&gt;38 -->\r\n",
       "<g id=\"edge38\" class=\"edge\"><title>37&#45;&gt;38</title>\r\n",
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       "<polygon fill=\"#e58139\" fill-opacity=\"0.980392\" stroke=\"black\" points=\"1379,-157 1253,-157 1253,-89 1379,-89 1379,-157\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1316\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">부채비율 &#160;&lt;= 171.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1316\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 259</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1316\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [254, 5]</text>\r\n",
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       "<!-- 37&#45;&gt;41 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"1028\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1023</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1028\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [1021, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1028\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 38&#45;&gt;39 -->\r\n",
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       "<!-- 40 -->\r\n",
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       "<polygon fill=\"#e58139\" fill-opacity=\"0.952941\" stroke=\"black\" points=\"1200,-53 1102,-53 1102,-0 1200,-0 1200,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1151\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1151\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [21, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1151\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 38&#45;&gt;40 -->\r\n",
       "<g id=\"edge40\" class=\"edge\"><title>38&#45;&gt;40</title>\r\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"1154.5,-63.2367 1151,-53.2367 1147.5,-63.2367 1154.5,-63.2367\"/>\r\n",
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       "<g id=\"node43\" class=\"node\"><title>42</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.850980\" stroke=\"black\" points=\"1316,-53 1218,-53 1218,-0 1316,-0 1316,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1267\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 23</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1267\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [20, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1267\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
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       "<g id=\"edge42\" class=\"edge\"><title>41&#45;&gt;42</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1298.86,-88.9485C1294.4,-80.3494 1289.59,-71.0586 1285.08,-62.3689\"/>\r\n",
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       "<text text-anchor=\"middle\" x=\"1386\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 236</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1386\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [234, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1386\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 41&#45;&gt;43 -->\r\n",
       "<g id=\"edge43\" class=\"edge\"><title>41&#45;&gt;43</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1340.48,-88.9485C1347.06,-80.0749 1354.17,-70.4648 1360.79,-61.5388\"/>\r\n",
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       "<!-- 48 -->\r\n",
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       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"2754,-773.5 2650,-773.5 2650,-720.5 2754,-720.5 2754,-773.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2702\" y=\"-758.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 375</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2702\" y=\"-743.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [0, 375]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2702\" y=\"-728.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 47&#45;&gt;48 -->\r\n",
       "<g id=\"edge48\" class=\"edge\"><title>47&#45;&gt;48</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2797.22,-816.884C2780.65,-804.896 2761.99,-791.399 2745.61,-779.549\"/>\r\n",
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       "<!-- 49 -->\r\n",
       "<g id=\"node50\" class=\"node\"><title>49</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.588235\" stroke=\"black\" points=\"2942,-781 2772,-781 2772,-713 2942,-713 2942,-781\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2857\" y=\"-765.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">kdb신용등급수정 &lt;= 4.001</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2857\" y=\"-750.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 3616</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2857\" y=\"-735.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [2558, 1058]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2857\" y=\"-720.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 47&#45;&gt;49 -->\r\n",
       "<g id=\"edge49\" class=\"edge\"><title>47&#45;&gt;49</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2847.55,-816.884C2848.66,-808.778 2849.87,-799.982 2851.03,-791.472\"/>\r\n",
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       "<g id=\"node51\" class=\"node\"><title>50</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.854902\" stroke=\"black\" points=\"2393.5,-677 2238.5,-677 2238.5,-609 2393.5,-609 2393.5,-677\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2316\" y=\"-661.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">감사의견_적정 &lt;= 0.997</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2316\" y=\"-646.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1849</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2316\" y=\"-631.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [1612, 237]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2316\" y=\"-616.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 49&#45;&gt;50 -->\r\n",
       "<g id=\"edge50\" class=\"edge\"><title>49&#45;&gt;50</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2771.9,-715.356C2768.91,-714.524 2765.94,-713.735 2763,-713 2640.02,-682.202 2494.38,-662.807 2403.56,-652.681\"/>\r\n",
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       "<polygon fill=\"#e58139\" fill-opacity=\"0.133333\" stroke=\"black\" points=\"2969,-677 2813,-677 2813,-609 2969,-609 2969,-677\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2891\" y=\"-661.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">kdb신용등급수정 &lt;= 5.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2891\" y=\"-646.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1767</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2891\" y=\"-631.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [946, 821]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2891\" y=\"-616.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 49&#45;&gt;89 -->\r\n",
       "<g id=\"edge89\" class=\"edge\"><title>49&#45;&gt;89</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2868.04,-712.884C2870.8,-704.6 2873.8,-695.595 2876.7,-686.911\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2880.06,-687.893 2879.9,-677.299 2873.42,-685.679 2880.06,-687.893\"/>\r\n",
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       "<!-- 51 -->\r\n",
       "<g id=\"node52\" class=\"node\"><title>51</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.129412\" stroke=\"black\" points=\"2146.5,-573 1991.5,-573 1991.5,-505 2146.5,-505 2146.5,-573\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2069\" y=\"-557.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">감사의견_적정 &lt;= 0.017</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2069\" y=\"-542.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 174</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2069\" y=\"-527.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [81, 93]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2069\" y=\"-512.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 50&#45;&gt;51 -->\r\n",
       "<g id=\"edge51\" class=\"edge\"><title>50&#45;&gt;51</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2238.19,-609.867C2212.13,-599.106 2182.91,-587.041 2156.19,-576.004\"/>\r\n",
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       "<polygon fill=\"#e58139\" fill-opacity=\"0.905882\" stroke=\"black\" points=\"2393.5,-573 2238.5,-573 2238.5,-505 2393.5,-505 2393.5,-573\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2316\" y=\"-557.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">상장여부_상장 &lt;= 0.016</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2316\" y=\"-542.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1675</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2316\" y=\"-527.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [1531, 144]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2316\" y=\"-512.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 50&#45;&gt;58 -->\r\n",
       "<g id=\"edge58\" class=\"edge\"><title>50&#45;&gt;58</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2316,-608.884C2316,-600.778 2316,-591.982 2316,-583.472\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2319.5,-583.299 2316,-573.299 2312.5,-583.299 2319.5,-583.299\"/>\r\n",
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       "<text text-anchor=\"middle\" x=\"1860\" y=\"-453.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">LN(자산규모) &lt;= 25.86</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1860\" y=\"-438.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 101</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1860\" y=\"-423.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [81, 20]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1860\" y=\"-408.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 51&#45;&gt;52 -->\r\n",
       "<g id=\"edge52\" class=\"edge\"><title>51&#45;&gt;52</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2001.14,-504.884C1980.69,-494.901 1958.09,-483.872 1937.08,-473.619\"/>\r\n",
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       "<text text-anchor=\"middle\" x=\"2069\" y=\"-446.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 73</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2069\" y=\"-431.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [0, 73]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2069\" y=\"-416.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
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       "<g id=\"edge57\" class=\"edge\"><title>51&#45;&gt;57</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"1720\" y=\"-349.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">총자본회전율 &lt;= 1.04</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1720\" y=\"-334.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 52</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1720\" y=\"-319.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [32, 20]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1720\" y=\"-304.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
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       "<!-- 52&#45;&gt;53 -->\r\n",
       "<g id=\"edge53\" class=\"edge\"><title>52&#45;&gt;53</title>\r\n",
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       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"1909,-357.5 1811,-357.5 1811,-304.5 1909,-304.5 1909,-357.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1860\" y=\"-342.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1860\" y=\"-327.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [49, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1860\" y=\"-312.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 52&#45;&gt;56 -->\r\n",
       "<g id=\"edge56\" class=\"edge\"><title>52&#45;&gt;56</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1860,-400.884C1860,-390.326 1860,-378.597 1860,-367.854\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1863.5,-367.52 1860,-357.52 1856.5,-367.52 1863.5,-367.52\"/>\r\n",
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       "<!-- 54 -->\r\n",
       "<g id=\"node55\" class=\"node\"><title>54</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.352941\" stroke=\"black\" points=\"1653,-253.5 1549,-253.5 1549,-200.5 1653,-200.5 1653,-253.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1601\" y=\"-238.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 28</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1601\" y=\"-223.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [11, 17]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1601\" y=\"-208.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 53&#45;&gt;54 -->\r\n",
       "<g id=\"edge54\" class=\"edge\"><title>53&#45;&gt;54</title>\r\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"1640.64,-257.37 1630.77,-253.52 1636.09,-262.685 1640.64,-257.37\"/>\r\n",
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       "<!-- 55 -->\r\n",
       "<g id=\"node56\" class=\"node\"><title>55</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.858824\" stroke=\"black\" points=\"1769,-253.5 1671,-253.5 1671,-200.5 1769,-200.5 1769,-253.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1720\" y=\"-238.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 24</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1720\" y=\"-223.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [21, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1720\" y=\"-208.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 53&#45;&gt;55 -->\r\n",
       "<g id=\"edge55\" class=\"edge\"><title>53&#45;&gt;55</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1720,-296.884C1720,-286.326 1720,-274.597 1720,-263.854\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1723.5,-263.52 1720,-253.52 1716.5,-263.52 1723.5,-263.52\"/>\r\n",
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       "<!-- 59 -->\r\n",
       "<g id=\"node60\" class=\"node\"><title>59</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.952941\" stroke=\"black\" points=\"2329.5,-469 2170.5,-469 2170.5,-401 2329.5,-401 2329.5,-469\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2250\" y=\"-453.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">매출액증가율 &lt;= &#45;44.046</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2250\" y=\"-438.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1153</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2250\" y=\"-423.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [1101, 52]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2250\" y=\"-408.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 58&#45;&gt;59 -->\r\n",
       "<g id=\"edge59\" class=\"edge\"><title>58&#45;&gt;59</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2294.57,-504.884C2288.98,-496.243 2282.88,-486.819 2277.04,-477.793\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2279.92,-475.794 2271.55,-469.299 2274.04,-479.596 2279.92,-475.794\"/>\r\n",
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       "<!-- 76 -->\r\n",
       "<g id=\"node77\" class=\"node\"><title>76</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.784314\" stroke=\"black\" points=\"2510.5,-469 2355.5,-469 2355.5,-401 2510.5,-401 2510.5,-469\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2433\" y=\"-453.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">상장여부_상장 &lt;= 0.995</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2433\" y=\"-438.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 522</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2433\" y=\"-423.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [430, 92]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2433\" y=\"-408.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 58&#45;&gt;76 -->\r\n",
       "<g id=\"edge76\" class=\"edge\"><title>58&#45;&gt;76</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2353.99,-504.884C2364.51,-495.709 2376.05,-485.65 2386.98,-476.123\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2389.57,-478.509 2394.8,-469.299 2384.97,-473.233 2389.57,-478.509\"/>\r\n",
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       "<!-- 60 -->\r\n",
       "<g id=\"node61\" class=\"node\"><title>60</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.215686\" stroke=\"black\" points=\"2168,-357.5 2064,-357.5 2064,-304.5 2168,-304.5 2168,-357.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2116\" y=\"-342.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 25</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2116\" y=\"-327.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [11, 14]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2116\" y=\"-312.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 59&#45;&gt;60 -->\r\n",
       "<g id=\"edge60\" class=\"edge\"><title>59&#45;&gt;60</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2206.49,-400.884C2190.89,-389.006 2173.34,-375.646 2157.88,-363.876\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2159.6,-360.792 2149.53,-357.52 2155.36,-366.362 2159.6,-360.792\"/>\r\n",
       "</g>\r\n",
       "<!-- 61 -->\r\n",
       "<g id=\"node62\" class=\"node\"><title>61</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.964706\" stroke=\"black\" points=\"2314,-365 2186,-365 2186,-297 2314,-297 2314,-365\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2250\" y=\"-349.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">유명감사인 &lt;= 0.02</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2250\" y=\"-334.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1128</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2250\" y=\"-319.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [1090, 38]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2250\" y=\"-304.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 59&#45;&gt;61 -->\r\n",
       "<g id=\"edge61\" class=\"edge\"><title>59&#45;&gt;61</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2250,-400.884C2250,-392.778 2250,-383.982 2250,-375.472\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2253.5,-375.299 2250,-365.299 2246.5,-375.299 2253.5,-375.299\"/>\r\n",
       "</g>\r\n",
       "<!-- 62 -->\r\n",
       "<g id=\"node63\" class=\"node\"><title>62</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.988235\" stroke=\"black\" points=\"1948.5,-261 1787.5,-261 1787.5,-193 1948.5,-193 1948.5,-261\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1868\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">자기자본회전율 &lt;= 4.845</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1868\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 679</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1868\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [671, 8]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1868\" y=\"-200.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 61&#45;&gt;62 -->\r\n",
       "<g id=\"edge62\" class=\"edge\"><title>61&#45;&gt;62</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2185.8,-300.117C2182.85,-299.015 2179.9,-297.969 2177,-297 2105.14,-273.016 2021.09,-254.857 1958.8,-243.202\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1959.08,-239.694 1948.61,-241.317 1957.81,-246.577 1959.08,-239.694\"/>\r\n",
       "</g>\r\n",
       "<!-- 69 -->\r\n",
       "<g id=\"node70\" class=\"node\"><title>69</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.929412\" stroke=\"black\" points=\"2329.5,-261 2170.5,-261 2170.5,-193 2329.5,-193 2329.5,-261\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2250\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">순이익증가율 &lt;= &#45;17.621</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2250\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 449</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2250\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [419, 30]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2250\" y=\"-200.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 61&#45;&gt;69 -->\r\n",
       "<g id=\"edge69\" class=\"edge\"><title>61&#45;&gt;69</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2250,-296.884C2250,-288.778 2250,-279.982 2250,-271.472\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2253.5,-271.299 2250,-261.299 2246.5,-271.299 2253.5,-271.299\"/>\r\n",
       "</g>\r\n",
       "<!-- 63 -->\r\n",
       "<g id=\"node64\" class=\"node\"><title>63</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.996078\" stroke=\"black\" points=\"1720,-157 1540,-157 1540,-89 1720,-89 1720,-157\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1630\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">매출액영업이익율 &lt;= 11.735</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1630\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 609</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1630\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [606, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1630\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 62&#45;&gt;63 -->\r\n",
       "<g id=\"edge63\" class=\"edge\"><title>62&#45;&gt;63</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1790.73,-192.884C1767.02,-182.722 1740.78,-171.476 1716.49,-161.069\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1717.86,-157.847 1707.29,-157.125 1715.1,-164.281 1717.86,-157.847\"/>\r\n",
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       "<!-- 66 -->\r\n",
       "<g id=\"node67\" class=\"node\"><title>66</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.921569\" stroke=\"black\" points=\"1948.5,-157 1781.5,-157 1781.5,-89 1948.5,-89 1948.5,-157\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1865\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">매출액영업이익율 &lt;= 6.25</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1865\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 70</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1865\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [65, 5]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1865\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 62&#45;&gt;66 -->\r\n",
       "<g id=\"edge66\" class=\"edge\"><title>62&#45;&gt;66</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1867.03,-192.884C1866.79,-184.778 1866.53,-175.982 1866.28,-167.472\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1869.77,-167.192 1865.98,-157.299 1862.77,-167.398 1869.77,-167.192\"/>\r\n",
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       "<!-- 64 -->\r\n",
       "<g id=\"node65\" class=\"node\"><title>64</title>\r\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"1560,-53 1456,-53 1456,-0 1560,-0 1560,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1508\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 503</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1508\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [503, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1508\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 63&#45;&gt;64 -->\r\n",
       "<g id=\"edge64\" class=\"edge\"><title>63&#45;&gt;64</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1587.33,-88.9485C1575.05,-79.4346 1561.67,-69.074 1549.46,-59.6175\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1551.28,-56.5934 1541.23,-53.2367 1546.99,-62.1274 1551.28,-56.5934\"/>\r\n",
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       "<!-- 65 -->\r\n",
       "<g id=\"node66\" class=\"node\"><title>65</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.972549\" stroke=\"black\" points=\"1682,-53 1578,-53 1578,-0 1682,-0 1682,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1630\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 106</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1630\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [103, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1630\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 63&#45;&gt;65 -->\r\n",
       "<g id=\"edge65\" class=\"edge\"><title>63&#45;&gt;65</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1630,-88.9485C1630,-80.7153 1630,-71.848 1630,-63.4814\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1633.5,-63.2367 1630,-53.2367 1626.5,-63.2367 1633.5,-63.2367\"/>\r\n",
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       "<!-- 67 -->\r\n",
       "<g id=\"node68\" class=\"node\"><title>67</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.980392\" stroke=\"black\" points=\"1798,-53 1700,-53 1700,-0 1798,-0 1798,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1749\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1749\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [48, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1749\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 66&#45;&gt;67 -->\r\n",
       "<g id=\"edge67\" class=\"edge\"><title>66&#45;&gt;67</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1824.43,-88.9485C1812.75,-79.4346 1800.03,-69.074 1788.42,-59.6175\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1790.56,-56.8392 1780.59,-53.2367 1786.13,-62.2663 1790.56,-56.8392\"/>\r\n",
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       "<!-- 68 -->\r\n",
       "<g id=\"node69\" class=\"node\"><title>68</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.764706\" stroke=\"black\" points=\"1914,-53 1816,-53 1816,-0 1914,-0 1914,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1865\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1865\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [17, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1865\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 66&#45;&gt;68 -->\r\n",
       "<g id=\"edge68\" class=\"edge\"><title>66&#45;&gt;68</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1865,-88.9485C1865,-80.7153 1865,-71.848 1865,-63.4814\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1868.5,-63.2367 1865,-53.2367 1861.5,-63.2367 1868.5,-63.2367\"/>\r\n",
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       "<!-- 70 -->\r\n",
       "<g id=\"node71\" class=\"node\"><title>70</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.819608\" stroke=\"black\" points=\"2157.5,-157 1996.5,-157 1996.5,-89 2157.5,-89 2157.5,-157\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2077\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">상장여부_비상장 &lt;= 0.98</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2077\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 125</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2077\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [106, 19]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2077\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 69&#45;&gt;70 -->\r\n",
       "<g id=\"edge70\" class=\"edge\"><title>69&#45;&gt;70</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2193.83,-192.884C2177.28,-183.125 2159.03,-172.366 2141.98,-162.31\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2143.57,-159.189 2133.18,-157.125 2140.02,-165.219 2143.57,-159.189\"/>\r\n",
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       "<!-- 73 -->\r\n",
       "<g id=\"node74\" class=\"node\"><title>73</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.964706\" stroke=\"black\" points=\"2348.5,-157 2175.5,-157 2175.5,-89 2348.5,-89 2348.5,-157\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2262\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">매출액영업이익율 &lt;= 16.95</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2262\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 324</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2262\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [313, 11]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2262\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
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       "<!-- 69&#45;&gt;73 -->\r\n",
       "<g id=\"edge73\" class=\"edge\"><title>69&#45;&gt;73</title>\r\n",
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       "<polygon fill=\"#e58139\" fill-opacity=\"0.623529\" stroke=\"black\" points=\"2036,-53 1932,-53 1932,-0 2036,-0 2036,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1984\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 66</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1984\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [48, 18]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1984\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 70&#45;&gt;71 -->\r\n",
       "<g id=\"edge71\" class=\"edge\"><title>70&#45;&gt;71</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2044.47,-88.9485C2035.38,-79.709 2025.5,-69.671 2016.42,-60.4381\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2018.84,-57.9091 2009.33,-53.2367 2013.85,-62.8191 2018.84,-57.9091\"/>\r\n",
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       "<!-- 72 -->\r\n",
       "<g id=\"node73\" class=\"node\"><title>72</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.984314\" stroke=\"black\" points=\"2152,-53 2054,-53 2054,-0 2152,-0 2152,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2103\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 59</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2103\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [58, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2103\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
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       "<!-- 70&#45;&gt;72 -->\r\n",
       "<g id=\"edge72\" class=\"edge\"><title>70&#45;&gt;72</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2086.09,-88.9485C2088.41,-80.5323 2090.91,-71.4536 2093.25,-62.9243\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2096.64,-63.8069 2095.92,-53.2367 2089.89,-61.9499 2096.64,-63.8069\"/>\r\n",
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       "<!-- 74 -->\r\n",
       "<g id=\"node75\" class=\"node\"><title>74</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.980392\" stroke=\"black\" points=\"2274,-53 2170,-53 2170,-0 2274,-0 2274,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2222\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 303</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2222\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [297, 6]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2222\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 73&#45;&gt;74 -->\r\n",
       "<g id=\"edge74\" class=\"edge\"><title>73&#45;&gt;74</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2248.01,-88.9485C2244.41,-80.4408 2240.52,-71.2562 2236.88,-62.6464\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2240.02,-61.0814 2232.89,-53.2367 2233.57,-63.81 2240.02,-61.0814\"/>\r\n",
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       "<!-- 75 -->\r\n",
       "<g id=\"node76\" class=\"node\"><title>75</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.686275\" stroke=\"black\" points=\"2390,-53 2292,-53 2292,-0 2390,-0 2390,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2341\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2341\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [16, 5]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2341\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 73&#45;&gt;75 -->\r\n",
       "<g id=\"edge75\" class=\"edge\"><title>73&#45;&gt;75</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2289.63,-88.9485C2297.2,-79.892 2305.41,-70.0682 2313.01,-60.9875\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2315.76,-63.1538 2319.48,-53.2367 2310.39,-58.6641 2315.76,-63.1538\"/>\r\n",
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       "<!-- 77 -->\r\n",
       "<g id=\"node78\" class=\"node\"><title>77</title>\r\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"2482,-357.5 2384,-357.5 2384,-304.5 2482,-304.5 2482,-357.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2433\" y=\"-342.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 76</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2433\" y=\"-327.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [0, 76]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2433\" y=\"-312.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 76&#45;&gt;77 -->\r\n",
       "<g id=\"edge77\" class=\"edge\"><title>76&#45;&gt;77</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2433,-400.884C2433,-390.326 2433,-378.597 2433,-367.854\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2436.5,-367.52 2433,-357.52 2429.5,-367.52 2436.5,-367.52\"/>\r\n",
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       "<!-- 78 -->\r\n",
       "<g id=\"node79\" class=\"node\"><title>78</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.964706\" stroke=\"black\" points=\"2678.5,-365 2517.5,-365 2517.5,-297 2678.5,-297 2678.5,-365\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2598\" y=\"-349.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">자기자본회전율 &lt;= 5.555</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2598\" y=\"-334.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 446</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2598\" y=\"-319.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [430, 16]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2598\" y=\"-304.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 76&#45;&gt;78 -->\r\n",
       "<g id=\"edge78\" class=\"edge\"><title>76&#45;&gt;78</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2486.57,-400.884C2502.21,-391.214 2519.44,-380.563 2535.58,-370.587\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2537.75,-373.36 2544.42,-365.125 2534.07,-367.406 2537.75,-373.36\"/>\r\n",
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       "<!-- 79 -->\r\n",
       "<g id=\"node80\" class=\"node\"><title>79</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.980392\" stroke=\"black\" points=\"2672,-261 2524,-261 2524,-193 2672,-193 2672,-261\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2598\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">총자본회전율 &lt;= 1.515</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2598\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 404</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2598\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [396, 8]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2598\" y=\"-200.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 78&#45;&gt;79 -->\r\n",
       "<g id=\"edge79\" class=\"edge\"><title>78&#45;&gt;79</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2598,-296.884C2598,-288.778 2598,-279.982 2598,-271.472\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2601.5,-271.299 2598,-261.299 2594.5,-271.299 2601.5,-271.299\"/>\r\n",
       "</g>\r\n",
       "<!-- 86 -->\r\n",
       "<g id=\"node87\" class=\"node\"><title>86</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.764706\" stroke=\"black\" points=\"2835.5,-261 2694.5,-261 2694.5,-193 2835.5,-193 2835.5,-261\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2765\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">총자산증가율 &lt;= 5.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2765\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 42</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2765\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [34, 8]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2765\" y=\"-200.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 78&#45;&gt;86 -->\r\n",
       "<g id=\"edge86\" class=\"edge\"><title>78&#45;&gt;86</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2652.22,-296.884C2668.05,-287.214 2685.49,-276.563 2701.82,-266.587\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2704.06,-269.324 2710.77,-261.125 2700.41,-263.35 2704.06,-269.324\"/>\r\n",
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       "<!-- 80 -->\r\n",
       "<g id=\"node81\" class=\"node\"><title>80</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.988235\" stroke=\"black\" points=\"2523.5,-157 2390.5,-157 2390.5,-89 2523.5,-89 2523.5,-157\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2457\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">부채비율 &#160;&lt;= 87.065</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2457\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 344</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2457\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [340, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2457\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 79&#45;&gt;80 -->\r\n",
       "<g id=\"edge80\" class=\"edge\"><title>79&#45;&gt;80</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2552.22,-192.884C2539.17,-183.442 2524.82,-173.064 2511.31,-163.292\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2513.19,-160.325 2503.03,-157.299 2509.08,-165.996 2513.19,-160.325\"/>\r\n",
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       "<!-- 83 -->\r\n",
       "<g id=\"node84\" class=\"node\"><title>83</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.929412\" stroke=\"black\" points=\"2698,-157 2542,-157 2542,-89 2698,-89 2698,-157\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2620\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">LN(자산규모) &lt;= 26.778</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2620\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 60</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2620\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [56, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2620\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 79&#45;&gt;83 -->\r\n",
       "<g id=\"edge83\" class=\"edge\"><title>79&#45;&gt;83</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2605.14,-192.884C2606.91,-184.689 2608.83,-175.789 2610.68,-167.192\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2614.13,-167.813 2612.82,-157.299 2607.29,-166.337 2614.13,-167.813\"/>\r\n",
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       "<!-- 81 -->\r\n",
       "<g id=\"node82\" class=\"node\"><title>81</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.960784\" stroke=\"black\" points=\"2506,-53 2408,-53 2408,-0 2506,-0 2506,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2457\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 76</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2457\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [73, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2457\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 80&#45;&gt;81 -->\r\n",
       "<g id=\"edge81\" class=\"edge\"><title>80&#45;&gt;81</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2457,-88.9485C2457,-80.7153 2457,-71.848 2457,-63.4814\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2460.5,-63.2367 2457,-53.2367 2453.5,-63.2367 2460.5,-63.2367\"/>\r\n",
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       "<g id=\"node83\" class=\"node\"><title>82</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.996078\" stroke=\"black\" points=\"2628,-53 2524,-53 2524,-0 2628,-0 2628,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2576\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 268</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2576\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [267, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2576\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 80&#45;&gt;82 -->\r\n",
       "<g id=\"edge82\" class=\"edge\"><title>80&#45;&gt;82</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2498.62,-88.9485C2510.6,-79.4346 2523.65,-69.074 2535.56,-59.6175\"/>\r\n",
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       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"2744,-53 2646,-53 2646,-0 2744,-0 2744,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2695\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 39</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2695\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [39, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2695\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 83&#45;&gt;84 -->\r\n",
       "<g id=\"edge84\" class=\"edge\"><title>83&#45;&gt;84</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2646.23,-88.9485C2653.35,-79.9834 2661.06,-70.2666 2668.2,-61.2629\"/>\r\n",
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       "<g id=\"node86\" class=\"node\"><title>85</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.764706\" stroke=\"black\" points=\"2860,-53 2762,-53 2762,-0 2860,-0 2860,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2811\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2811\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [17, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2811\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 83&#45;&gt;85 -->\r\n",
       "<g id=\"edge85\" class=\"edge\"><title>83&#45;&gt;85</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2686.8,-88.9485C2708.36,-78.2848 2732.06,-66.5575 2752.93,-56.2318\"/>\r\n",
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       "<!-- 87 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"2765\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2765\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [13, 8]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2765\" y=\"-104.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 86&#45;&gt;87 -->\r\n",
       "<g id=\"edge87\" class=\"edge\"><title>86&#45;&gt;87</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2765,-192.884C2765,-182.326 2765,-170.597 2765,-159.854\"/>\r\n",
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       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"2930,-149.5 2832,-149.5 2832,-96.5 2930,-96.5 2930,-149.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2881\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2881\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [21, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2881\" y=\"-104.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 86&#45;&gt;88 -->\r\n",
       "<g id=\"edge88\" class=\"edge\"><title>86&#45;&gt;88</title>\r\n",
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       "<g id=\"node91\" class=\"node\"><title>90</title>\r\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"2943,-565.5 2839,-565.5 2839,-512.5 2943,-512.5 2943,-565.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2891\" y=\"-550.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 505</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2891\" y=\"-535.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [0, 505]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2891\" y=\"-520.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 89&#45;&gt;90 -->\r\n",
       "<g id=\"edge90\" class=\"edge\"><title>89&#45;&gt;90</title>\r\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"2894.5,-575.52 2891,-565.52 2887.5,-575.52 2894.5,-575.52\"/>\r\n",
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       "<!-- 91 -->\r\n",
       "<g id=\"node92\" class=\"node\"><title>91</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.666667\" stroke=\"black\" points=\"3570,-573 3400,-573 3400,-505 3570,-505 3570,-573\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3485\" y=\"-557.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">kdb신용등급수정 &lt;= 5.001</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3485\" y=\"-542.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1262</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3485\" y=\"-527.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [946, 316]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3485\" y=\"-512.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 89&#45;&gt;91 -->\r\n",
       "<g id=\"edge91\" class=\"edge\"><title>89&#45;&gt;91</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M2969.27,-628.56C3077.63,-609.953 3273.17,-576.375 3389.84,-556.341\"/>\r\n",
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       "<!-- 92 -->\r\n",
       "<g id=\"node93\" class=\"node\"><title>92</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.870588\" stroke=\"black\" points=\"3551.5,-469 3418.5,-469 3418.5,-401 3551.5,-401 3551.5,-469\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3485\" y=\"-453.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">부채비율 &#160;&lt;= 162.88</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3485\" y=\"-438.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 831</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3485\" y=\"-423.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [735, 96]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3485\" y=\"-408.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 91&#45;&gt;92 -->\r\n",
       "<g id=\"edge92\" class=\"edge\"><title>91&#45;&gt;92</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3485,-504.884C3485,-496.778 3485,-487.982 3485,-479.472\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3488.5,-479.299 3485,-469.299 3481.5,-479.299 3488.5,-479.299\"/>\r\n",
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       "<!-- 111 -->\r\n",
       "<g id=\"node112\" class=\"node\"><title>111</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.039216\" stroke=\"black\" points=\"3853,-469 3683,-469 3683,-401 3853,-401 3853,-469\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3768\" y=\"-453.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">kdb신용등급수정 &lt;= 5.998</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3768\" y=\"-438.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 431</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3768\" y=\"-423.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [211, 220]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3768\" y=\"-408.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 91&#45;&gt;111 -->\r\n",
       "<g id=\"edge111\" class=\"edge\"><title>91&#45;&gt;111</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3570.29,-507.258C3602.73,-495.566 3639.88,-482.178 3673.15,-470.186\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3674.66,-473.362 3682.88,-466.679 3672.29,-466.777 3674.66,-473.362\"/>\r\n",
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       "<!-- 93 -->\r\n",
       "<g id=\"node94\" class=\"node\"><title>93</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.709804\" stroke=\"black\" points=\"3463.5,-365 3302.5,-365 3302.5,-297 3463.5,-297 3463.5,-365\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3383\" y=\"-349.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">자기자본회전율 &lt;= 4.527</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3383\" y=\"-334.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 373</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3383\" y=\"-319.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [289, 84]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3383\" y=\"-304.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 92&#45;&gt;93 -->\r\n",
       "<g id=\"edge93\" class=\"edge\"><title>92&#45;&gt;93</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3451.88,-400.884C3442.8,-391.798 3432.85,-381.845 3423.4,-372.4\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3425.85,-369.896 3416.3,-365.299 3420.9,-374.845 3425.85,-369.896\"/>\r\n",
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       "<!-- 104 -->\r\n",
       "<g id=\"node105\" class=\"node\"><title>104</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.972549\" stroke=\"black\" points=\"3677,-365 3497,-365 3497,-297 3677,-297 3677,-365\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3587\" y=\"-349.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">매출액영업이익율 &lt;= 21.845</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3587\" y=\"-334.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 458</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3587\" y=\"-319.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [446, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3587\" y=\"-304.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 92&#45;&gt;104 -->\r\n",
       "<g id=\"edge104\" class=\"edge\"><title>92&#45;&gt;104</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3518.12,-400.884C3527.2,-391.798 3537.15,-381.845 3546.6,-372.4\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3549.1,-374.845 3553.7,-365.299 3544.15,-369.896 3549.1,-374.845\"/>\r\n",
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       "<!-- 94 -->\r\n",
       "<g id=\"node95\" class=\"node\"><title>94</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.815686\" stroke=\"black\" points=\"3275.5,-261 3140.5,-261 3140.5,-193 3275.5,-193 3275.5,-261\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3208\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">유명감사인 &lt;= 0.045</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3208\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 306</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3208\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [258, 48]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3208\" y=\"-200.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 93&#45;&gt;94 -->\r\n",
       "<g id=\"edge94\" class=\"edge\"><title>93&#45;&gt;94</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3326.18,-296.884C3309.44,-287.125 3290.98,-276.366 3273.73,-266.31\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3275.23,-263.137 3264.83,-261.125 3271.71,-269.184 3275.23,-263.137\"/>\r\n",
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       "<!-- 101 -->\r\n",
       "<g id=\"node102\" class=\"node\"><title>101</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.137255\" stroke=\"black\" points=\"3457,-261 3309,-261 3309,-193 3457,-193 3457,-261\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3383\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">순이익증가율 &lt;= 5.271</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3383\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 67</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3383\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [31, 36]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3383\" y=\"-200.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 93&#45;&gt;101 -->\r\n",
       "<g id=\"edge101\" class=\"edge\"><title>93&#45;&gt;101</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3383,-296.884C3383,-288.778 3383,-279.982 3383,-271.472\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3386.5,-271.299 3383,-261.299 3379.5,-271.299 3386.5,-271.299\"/>\r\n",
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       "<!-- 95 -->\r\n",
       "<g id=\"node96\" class=\"node\"><title>95</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.984314\" stroke=\"black\" points=\"3115.5,-157 2948.5,-157 2948.5,-89 3115.5,-89 3115.5,-157\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3032\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">자본금순이익율 &lt;= 128.41</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3032\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 133</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3032\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [131, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3032\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 94&#45;&gt;95 -->\r\n",
       "<g id=\"edge95\" class=\"edge\"><title>94&#45;&gt;95</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3150.86,-192.884C3134.02,-183.125 3115.46,-172.366 3098.1,-162.31\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3099.56,-159.111 3089.16,-157.125 3096.05,-165.167 3099.56,-159.111\"/>\r\n",
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       "<g id=\"node99\" class=\"node\"><title>98</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.639216\" stroke=\"black\" points=\"3282,-157 3134,-157 3134,-89 3282,-89 3282,-157\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3208\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">매출액증가율 &lt;= 8.634</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3208\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 173</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3208\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [127, 46]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3208\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 94&#45;&gt;98 -->\r\n",
       "<g id=\"edge98\" class=\"edge\"><title>94&#45;&gt;98</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3208,-192.884C3208,-184.778 3208,-175.982 3208,-167.472\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3211.5,-167.299 3208,-157.299 3204.5,-167.299 3211.5,-167.299\"/>\r\n",
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       "<!-- 96 -->\r\n",
       "<g id=\"node97\" class=\"node\"><title>96</title>\r\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"3002,-53 2898,-53 2898,-0 3002,-0 3002,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2950\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 112</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2950\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [112, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2950\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 95&#45;&gt;96 -->\r\n",
       "<g id=\"edge96\" class=\"edge\"><title>95&#45;&gt;96</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3003.32,-88.9485C2995.46,-79.892 2986.94,-70.0682 2979.06,-60.9875\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"2981.53,-58.4958 2972.33,-53.2367 2976.24,-63.0835 2981.53,-58.4958\"/>\r\n",
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       "<!-- 97 -->\r\n",
       "<g id=\"node98\" class=\"node\"><title>97</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.894118\" stroke=\"black\" points=\"3118,-53 3020,-53 3020,-0 3118,-0 3118,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3069\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3069\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [19, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3069\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 95&#45;&gt;97 -->\r\n",
       "<g id=\"edge97\" class=\"edge\"><title>95&#45;&gt;97</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3044.94,-88.9485C3048.27,-80.4408 3051.87,-71.2562 3055.24,-62.6464\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"3058.54,-63.8245 3058.92,-53.2367 3052.02,-61.2723 3058.54,-63.8245\"/>\r\n",
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       "<!-- 99 -->\r\n",
       "<g id=\"node100\" class=\"node\"><title>99</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.870588\" stroke=\"black\" points=\"3250,-53 3146,-53 3146,-0 3250,-0 3250,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3198\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 95</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3198\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [84, 11]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3198\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 98&#45;&gt;99 -->\r\n",
       "<g id=\"edge99\" class=\"edge\"><title>98&#45;&gt;99</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3204.5,-88.9485C3203.62,-80.6238 3202.67,-71.6509 3201.78,-63.2027\"/>\r\n",
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       "<!-- 100 -->\r\n",
       "<g id=\"node101\" class=\"node\"><title>100</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.184314\" stroke=\"black\" points=\"3372,-53 3268,-53 3268,-0 3372,-0 3372,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3320\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 78</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3320\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [43, 35]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3320\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 98&#45;&gt;100 -->\r\n",
       "<g id=\"edge100\" class=\"edge\"><title>98&#45;&gt;100</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3247.17,-88.9485C3258.34,-79.526 3270.49,-69.2731 3281.61,-59.8906\"/>\r\n",
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       "<!-- 102 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"3349\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 31</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3349\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [5, 26]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3349\" y=\"-104.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 101&#45;&gt;102 -->\r\n",
       "<g id=\"edge102\" class=\"edge\"><title>101&#45;&gt;102</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"3468\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 36</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3468\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [26, 10]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3468\" y=\"-104.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
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       "<!-- 101&#45;&gt;103 -->\r\n",
       "<g id=\"edge103\" class=\"edge\"><title>101&#45;&gt;103</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3410.6,-192.884C3420.04,-181.556 3430.6,-168.88 3440.07,-157.521\"/>\r\n",
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       "<polygon fill=\"#e58139\" fill-opacity=\"0.988235\" stroke=\"black\" points=\"3658,-261 3516,-261 3516,-193 3658,-193 3658,-261\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3587\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">감사의견_적정 &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3587\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 437</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3587\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [432, 5]</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"3735\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">영업이익증가율 &lt;= 159.2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3735\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 415</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"3675\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 378</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"3794\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 37</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3794\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [35, 2]</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"3768\" y=\"-342.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 143</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3768\" y=\"-327.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [0, 143]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3768\" y=\"-312.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
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       "<!-- 111&#45;&gt;112 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"3940\" y=\"-349.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">자기자본순익 &lt;= &#45;77.928</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3940\" y=\"-334.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 288</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3940\" y=\"-319.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [211, 77]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3940\" y=\"-304.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
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       "<!-- 111&#45;&gt;113 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"3940\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">자기자본비율 &lt;= 28.217</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3940\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 44</text>\r\n",
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       "</g>\r\n",
       "<!-- 113&#45;&gt;114 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"4124\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">감사의견_적정 &lt;= 0.993</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4124\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 244</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"3883\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"4002\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 23</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4002\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [11, 12]</text>\r\n",
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       "<!-- 114&#45;&gt;116 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"4124\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 31</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4124\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [12, 19]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4124\" y=\"-104.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
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       "<!-- 117&#45;&gt;118 -->\r\n",
       "<g id=\"edge118\" class=\"edge\"><title>117&#45;&gt;118</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"4272\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">상장여부_상장 &lt;= 0.021</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4272\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 213</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4272\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [188, 25]</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"4211\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [153, 7]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4211\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"4333\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [35, 18]</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"3620\" y=\"-869.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">자산건전성수정 &lt;= 5.98</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3620\" y=\"-854.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 211</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"4871\" y=\"-869.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">상장여부_상장 &lt;= 0.999</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4871\" y=\"-854.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 3560</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4871\" y=\"-839.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [217, 3343]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4871\" y=\"-824.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
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       "<!-- 122&#45;&gt;128 -->\r\n",
       "<g id=\"edge128\" class=\"edge\"><title>122&#45;&gt;128</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"3613\" y=\"-758.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 85</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3613\" y=\"-743.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [0, 85]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3613\" y=\"-728.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
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       "<!-- 123&#45;&gt;124 -->\r\n",
       "<g id=\"edge124\" class=\"edge\"><title>123&#45;&gt;124</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"3764\" y=\"-765.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">매출액영업이익율 &lt;= 0.07</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3764\" y=\"-750.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 126</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3764\" y=\"-735.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [125, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3764\" y=\"-720.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
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       "<!-- 123&#45;&gt;125 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"3704\" y=\"-654.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3704\" y=\"-639.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [20, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3704\" y=\"-624.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 125&#45;&gt;126 -->\r\n",
       "<g id=\"edge126\" class=\"edge\"><title>125&#45;&gt;126</title>\r\n",
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       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"3875,-669.5 3771,-669.5 3771,-616.5 3875,-616.5 3875,-669.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"3823\" y=\"-654.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 105</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3823\" y=\"-639.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [105, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"3823\" y=\"-624.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 125&#45;&gt;127 -->\r\n",
       "<g id=\"edge127\" class=\"edge\"><title>125&#45;&gt;127</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M3783.16,-712.884C3789.58,-701.776 3796.76,-689.372 3803.23,-678.184\"/>\r\n",
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       "<!-- 129 -->\r\n",
       "<g id=\"node130\" class=\"node\"><title>129</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.952941\" stroke=\"black\" points=\"4948.5,-781 4793.5,-781 4793.5,-713 4948.5,-713 4948.5,-781\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4871\" y=\"-765.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">상장여부_코스닥 &lt;= 1.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4871\" y=\"-750.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 3384</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4871\" y=\"-735.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [156, 3228]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4871\" y=\"-720.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 128&#45;&gt;129 -->\r\n",
       "<g id=\"edge129\" class=\"edge\"><title>128&#45;&gt;129</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4871,-816.884C4871,-808.778 4871,-799.982 4871,-791.472\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4874.5,-791.299 4871,-781.299 4867.5,-791.299 4874.5,-791.299\"/>\r\n",
       "</g>\r\n",
       "<!-- 178 -->\r\n",
       "<g id=\"node179\" class=\"node\"><title>178</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.470588\" stroke=\"black\" points=\"5689,-781 5519,-781 5519,-713 5689,-713 5689,-781\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5604\" y=\"-765.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">kdb신용등급수정 &lt;= 6.988</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5604\" y=\"-750.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 176</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5604\" y=\"-735.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [61, 115]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5604\" y=\"-720.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 128&#45;&gt;178 -->\r\n",
       "<g id=\"edge178\" class=\"edge\"><title>128&#45;&gt;178</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4948.75,-839.181C5083.95,-820.367 5361.92,-781.686 5508.57,-761.279\"/>\r\n",
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       "<!-- 130 -->\r\n",
       "<g id=\"node131\" class=\"node\"><title>130</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.972549\" stroke=\"black\" points=\"4746.5,-677 4591.5,-677 4591.5,-609 4746.5,-609 4746.5,-677\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4669\" y=\"-661.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">상장여부_비상장 &lt;= 1.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4669\" y=\"-646.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2962</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4669\" y=\"-631.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [84, 2878]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4669\" y=\"-616.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 129&#45;&gt;130 -->\r\n",
       "<g id=\"edge130\" class=\"edge\"><title>129&#45;&gt;130</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4805.42,-712.884C4785.74,-702.946 4764,-691.971 4743.77,-681.757\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4745.1,-678.508 4734.6,-677.125 4741.95,-684.757 4745.1,-678.508\"/>\r\n",
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       "<!-- 159 -->\r\n",
       "<g id=\"node160\" class=\"node\"><title>159</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.796078\" stroke=\"black\" points=\"5194.5,-677 5059.5,-677 5059.5,-609 5194.5,-609 5194.5,-677\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5127\" y=\"-661.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">유명감사인 &lt;= 0.002</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5127\" y=\"-646.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 422</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5127\" y=\"-631.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [72, 350]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5127\" y=\"-616.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 129&#45;&gt;159 -->\r\n",
       "<g id=\"edge159\" class=\"edge\"><title>129&#45;&gt;159</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4948.5,-715.12C4980.65,-702.312 5017.86,-687.487 5049.95,-674.698\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5051.31,-677.927 5059.3,-670.974 5048.71,-671.424 5051.31,-677.927\"/>\r\n",
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       "<!-- 131 -->\r\n",
       "<g id=\"node132\" class=\"node\"><title>131</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.996078\" stroke=\"black\" points=\"4522,-573 4328,-573 4328,-505 4522,-505 4522,-573\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4425\" y=\"-557.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">상장여부_코스닥관리 &lt;= 0.999</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4425\" y=\"-542.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2276</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4425\" y=\"-527.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [7, 2269]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4425\" y=\"-512.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 130&#45;&gt;131 -->\r\n",
       "<g id=\"edge131\" class=\"edge\"><title>130&#45;&gt;131</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4591.46,-609.586C4566.61,-599.196 4538.9,-587.612 4513.33,-576.924\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4514.59,-573.658 4504.01,-573.031 4511.89,-580.117 4514.59,-573.658\"/>\r\n",
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       "<!-- 134 -->\r\n",
       "<g id=\"node135\" class=\"node\"><title>134</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.874510\" stroke=\"black\" points=\"4749.5,-573 4588.5,-573 4588.5,-505 4749.5,-505 4749.5,-573\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4669\" y=\"-557.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">자기자본회전율 &lt;= 1.783</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4669\" y=\"-542.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 686</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4669\" y=\"-527.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [77, 609]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4669\" y=\"-512.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 130&#45;&gt;134 -->\r\n",
       "<g id=\"edge134\" class=\"edge\"><title>130&#45;&gt;134</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4669,-608.884C4669,-600.778 4669,-591.982 4669,-583.472\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4672.5,-583.299 4669,-573.299 4665.5,-583.299 4672.5,-583.299\"/>\r\n",
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       "<g id=\"node133\" class=\"node\"><title>132</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"4302\" y=\"-446.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2247</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4302\" y=\"-431.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [0, 2247]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4302\" y=\"-416.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 131&#45;&gt;132 -->\r\n",
       "<g id=\"edge132\" class=\"edge\"><title>131&#45;&gt;132</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4385.07,-504.884C4370.87,-493.116 4354.93,-479.894 4340.83,-468.203\"/>\r\n",
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       "<g id=\"node134\" class=\"node\"><title>133</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.682353\" stroke=\"black\" points=\"4474,-461.5 4376,-461.5 4376,-408.5 4474,-408.5 4474,-461.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4425\" y=\"-446.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 29</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4425\" y=\"-431.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [7, 22]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4425\" y=\"-416.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
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       "<!-- 131&#45;&gt;133 -->\r\n",
       "<g id=\"edge133\" class=\"edge\"><title>131&#45;&gt;133</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4425,-504.884C4425,-494.326 4425,-482.597 4425,-471.854\"/>\r\n",
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       "<g id=\"node136\" class=\"node\"><title>135</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.552941\" stroke=\"black\" points=\"4632,-469 4492,-469 4492,-401 4632,-401 4632,-469\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4562\" y=\"-453.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">부채비율 &#160;&lt;= 125.355</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4562\" y=\"-438.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 94</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4562\" y=\"-423.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [29, 65]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4562\" y=\"-408.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
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       "<!-- 134&#45;&gt;135 -->\r\n",
       "<g id=\"edge135\" class=\"edge\"><title>134&#45;&gt;135</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4634.26,-504.884C4624.73,-495.798 4614.29,-485.845 4604.38,-476.4\"/>\r\n",
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       "<text text-anchor=\"middle\" x=\"4718\" y=\"-453.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">유명감사인 &lt;= 0.999</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4718\" y=\"-438.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 592</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4718\" y=\"-423.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [48, 544]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4718\" y=\"-408.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 134&#45;&gt;142 -->\r\n",
       "<g id=\"edge142\" class=\"edge\"><title>134&#45;&gt;142</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"4424\" y=\"-342.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 30</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4424\" y=\"-327.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [1, 29]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4424\" y=\"-312.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 135&#45;&gt;136 -->\r\n",
       "<g id=\"edge136\" class=\"edge\"><title>135&#45;&gt;136</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4517.2,-400.884C4500.98,-388.896 4482.72,-375.399 4466.68,-363.549\"/>\r\n",
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       "<text text-anchor=\"middle\" x=\"4562\" y=\"-349.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">영업현금흐름 &lt;= 0.93</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4562\" y=\"-334.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 64</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4562\" y=\"-319.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [28, 36]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4562\" y=\"-304.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 135&#45;&gt;137 -->\r\n",
       "<g id=\"edge137\" class=\"edge\"><title>135&#45;&gt;137</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4562,-400.884C4562,-392.778 4562,-383.982 4562,-375.472\"/>\r\n",
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       "<text text-anchor=\"middle\" x=\"4417\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">LN(자산규모) &lt;= 26.602</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4417\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 43</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4417\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [11, 32]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4417\" y=\"-200.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 137&#45;&gt;138 -->\r\n",
       "<g id=\"edge138\" class=\"edge\"><title>137&#45;&gt;138</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"4562\" y=\"-238.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4562\" y=\"-223.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [17, 4]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4562\" y=\"-208.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 137&#45;&gt;141 -->\r\n",
       "<g id=\"edge141\" class=\"edge\"><title>137&#45;&gt;141</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4562,-296.884C4562,-286.326 4562,-274.597 4562,-263.854\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4565.5,-263.52 4562,-253.52 4558.5,-263.52 4565.5,-263.52\"/>\r\n",
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       "<!-- 139 -->\r\n",
       "<g id=\"node140\" class=\"node\"><title>139</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.250980\" stroke=\"black\" points=\"4466,-149.5 4368,-149.5 4368,-96.5 4466,-96.5 4466,-149.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4417\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4417\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [9, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4417\" y=\"-104.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 138&#45;&gt;139 -->\r\n",
       "<g id=\"edge139\" class=\"edge\"><title>138&#45;&gt;139</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4417,-192.884C4417,-182.326 4417,-170.597 4417,-159.854\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4420.5,-159.52 4417,-149.52 4413.5,-159.52 4420.5,-159.52\"/>\r\n",
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       "<!-- 140 -->\r\n",
       "<g id=\"node141\" class=\"node\"><title>140</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.901961\" stroke=\"black\" points=\"4582,-149.5 4484,-149.5 4484,-96.5 4582,-96.5 4582,-149.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4533\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4533\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [2, 20]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4533\" y=\"-104.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 138&#45;&gt;140 -->\r\n",
       "<g id=\"edge140\" class=\"edge\"><title>138&#45;&gt;140</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4454.66,-192.884C4468.04,-181.116 4483.08,-167.894 4496.38,-156.203\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4498.78,-158.752 4503.98,-149.52 4494.16,-153.495 4498.78,-158.752\"/>\r\n",
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       "<!-- 143 -->\r\n",
       "<g id=\"node144\" class=\"node\"><title>143</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.945098\" stroke=\"black\" points=\"4785.5,-365 4650.5,-365 4650.5,-297 4785.5,-297 4785.5,-365\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4718\" y=\"-349.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">유명감사인 &lt;= 0.004</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4718\" y=\"-334.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 474</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4718\" y=\"-319.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [25, 449]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4718\" y=\"-304.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 142&#45;&gt;143 -->\r\n",
       "<g id=\"edge143\" class=\"edge\"><title>142&#45;&gt;143</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4718,-400.884C4718,-392.778 4718,-383.982 4718,-375.472\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4721.5,-375.299 4718,-365.299 4714.5,-375.299 4721.5,-375.299\"/>\r\n",
       "</g>\r\n",
       "<!-- 152 -->\r\n",
       "<g id=\"node153\" class=\"node\"><title>152</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.756863\" stroke=\"black\" points=\"4962,-365 4804,-365 4804,-297 4962,-297 4962,-365\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4883\" y=\"-349.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">영업이익증가율 &lt;= &#45;1.93</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4883\" y=\"-334.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 118</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4883\" y=\"-319.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [23, 95]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4883\" y=\"-304.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 142&#45;&gt;152 -->\r\n",
       "<g id=\"edge152\" class=\"edge\"><title>142&#45;&gt;152</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4771.57,-400.884C4787.21,-391.214 4804.44,-380.563 4820.58,-370.587\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4822.75,-373.36 4829.42,-365.125 4819.07,-367.406 4822.75,-373.36\"/>\r\n",
       "</g>\r\n",
       "<!-- 144 -->\r\n",
       "<g id=\"node145\" class=\"node\"><title>144</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.843137\" stroke=\"black\" points=\"4769,-261 4629,-261 4629,-193 4769,-193 4769,-261\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4699\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">부채비율 &#160;&lt;= 177.729</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4699\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 184</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4699\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [25, 159]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4699\" y=\"-200.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 143&#45;&gt;144 -->\r\n",
       "<g id=\"edge144\" class=\"edge\"><title>143&#45;&gt;144</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4711.83,-296.884C4710.3,-288.689 4708.65,-279.789 4707.05,-271.192\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4710.47,-270.489 4705.2,-261.299 4703.59,-271.771 4710.47,-270.489\"/>\r\n",
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       "<!-- 151 -->\r\n",
       "<g id=\"node152\" class=\"node\"><title>151</title>\r\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"4891,-253.5 4787,-253.5 4787,-200.5 4891,-200.5 4891,-253.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4839\" y=\"-238.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 290</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4839\" y=\"-223.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [0, 290]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4839\" y=\"-208.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 143&#45;&gt;151 -->\r\n",
       "<g id=\"edge151\" class=\"edge\"><title>143&#45;&gt;151</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4757.29,-296.884C4771.24,-285.116 4786.93,-271.894 4800.8,-260.203\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4803.34,-262.641 4808.73,-253.52 4798.82,-257.289 4803.34,-262.641\"/>\r\n",
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       "<!-- 145 -->\r\n",
       "<g id=\"node146\" class=\"node\"><title>145</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.945098\" stroke=\"black\" points=\"4761.5,-157 4612.5,-157 4612.5,-89 4761.5,-89 4761.5,-157\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4687\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">LN(자산규모) &lt;= 27.04</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4687\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 115</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4687\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [6, 109]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4687\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 144&#45;&gt;145 -->\r\n",
       "<g id=\"edge145\" class=\"edge\"><title>144&#45;&gt;145</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4695.1,-192.884C4694.15,-184.778 4693.12,-175.982 4692.11,-167.472\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4695.56,-166.822 4690.92,-157.299 4688.61,-167.64 4695.56,-166.822\"/>\r\n",
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       "<!-- 148 -->\r\n",
       "<g id=\"node149\" class=\"node\"><title>148</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.619608\" stroke=\"black\" points=\"4928,-157 4780,-157 4780,-89 4928,-89 4928,-157\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4854\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">취약기업여부 &lt;= 0.029</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4854\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 69</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4854\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [19, 50]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4854\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 144&#45;&gt;148 -->\r\n",
       "<g id=\"edge148\" class=\"edge\"><title>144&#45;&gt;148</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4749.32,-192.884C4763.88,-183.304 4779.9,-172.761 4794.94,-162.864\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4797.23,-165.546 4803.66,-157.125 4793.39,-159.698 4797.23,-165.546\"/>\r\n",
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       "<polygon fill=\"#399de5\" fill-opacity=\"0.976471\" stroke=\"black\" points=\"4629,-53 4531,-53 4531,-0 4629,-0 4629,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4580\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 94</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4580\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [2, 92]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4580\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 145&#45;&gt;146 -->\r\n",
       "<g id=\"edge146\" class=\"edge\"><title>145&#45;&gt;146</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4649.58,-88.9485C4638.91,-79.526 4627.3,-69.2731 4616.68,-59.8906\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4618.95,-57.2331 4609.14,-53.2367 4614.32,-62.4798 4618.95,-57.2331\"/>\r\n",
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       "<polygon fill=\"#399de5\" fill-opacity=\"0.764706\" stroke=\"black\" points=\"4745,-53 4647,-53 4647,-0 4745,-0 4745,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4696\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4696\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [4, 17]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4696\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 145&#45;&gt;147 -->\r\n",
       "<g id=\"edge147\" class=\"edge\"><title>145&#45;&gt;147</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4690.15,-88.9485C4690.94,-80.6238 4691.8,-71.6509 4692.6,-63.2027\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4696.08,-63.5235 4693.55,-53.2367 4689.12,-62.8598 4696.08,-63.5235\"/>\r\n",
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       "<polygon fill=\"#e58139\" fill-opacity=\"0.466667\" stroke=\"black\" points=\"4886,-53 4788,-53 4788,-0 4886,-0 4886,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4837\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 23</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4837\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [15, 8]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4837\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 148&#45;&gt;149 -->\r\n",
       "<g id=\"edge149\" class=\"edge\"><title>148&#45;&gt;149</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4848.05,-88.9485C4846.56,-80.6238 4844.94,-71.6509 4843.42,-63.2027\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"4846.85,-62.459 4841.63,-53.2367 4839.96,-63.6984 4846.85,-62.459\"/>\r\n",
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       "<!-- 150 -->\r\n",
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       "<polygon fill=\"#399de5\" fill-opacity=\"0.905882\" stroke=\"black\" points=\"5002,-53 4904,-53 4904,-0 5002,-0 5002,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4953\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4953\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [4, 42]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4953\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 148&#45;&gt;150 -->\r\n",
       "<g id=\"edge150\" class=\"edge\"><title>148&#45;&gt;150</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4888.63,-88.9485C4898.4,-79.6175 4909.03,-69.4722 4918.78,-60.1641\"/>\r\n",
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       "<!-- 153 -->\r\n",
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       "<polygon fill=\"#399de5\" fill-opacity=\"0.082353\" stroke=\"black\" points=\"5013,-253.5 4909,-253.5 4909,-200.5 5013,-200.5 5013,-253.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"4961\" y=\"-238.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 23</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4961\" y=\"-223.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [11, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4961\" y=\"-208.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
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       "<!-- 152&#45;&gt;153 -->\r\n",
       "<g id=\"edge153\" class=\"edge\"><title>152&#45;&gt;153</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4908.32,-296.884C4916.99,-285.556 4926.68,-272.88 4935.37,-261.521\"/>\r\n",
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       "<polygon fill=\"#399de5\" fill-opacity=\"0.854902\" stroke=\"black\" points=\"5186.5,-261 5031.5,-261 5031.5,-193 5186.5,-193 5186.5,-261\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5109\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">자기자본비율 &lt;= 42.419</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5109\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 95</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5109\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [12, 83]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5109\" y=\"-200.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 152&#45;&gt;154 -->\r\n",
       "<g id=\"edge154\" class=\"edge\"><title>152&#45;&gt;154</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M4956.38,-296.884C4978.69,-286.812 5003.37,-275.674 5026.26,-265.344\"/>\r\n",
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       "<polygon fill=\"#399de5\" fill-opacity=\"0.941176\" stroke=\"black\" points=\"5178.5,-157 5005.5,-157 5005.5,-89 5178.5,-89 5178.5,-157\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5092\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">매출액영업이익율 &lt;= 3.111</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5092\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 74</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5092\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [4, 70]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5092\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
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       "<!-- 154&#45;&gt;155 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"5246\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5246\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [8, 13]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5246\" y=\"-104.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 154&#45;&gt;158 -->\r\n",
       "<g id=\"edge158\" class=\"edge\"><title>154&#45;&gt;158</title>\r\n",
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       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"5136,-53 5038,-53 5038,-0 5136,-0 5136,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5087\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 46</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5087\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [0, 46]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5087\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 155&#45;&gt;156 -->\r\n",
       "<g id=\"edge156\" class=\"edge\"><title>155&#45;&gt;156</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5090.25,-88.9485C5089.82,-80.7153 5089.35,-71.848 5088.9,-63.4814\"/>\r\n",
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       "<!-- 157 -->\r\n",
       "<g id=\"node158\" class=\"node\"><title>157</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.831373\" stroke=\"black\" points=\"5252,-53 5154,-53 5154,-0 5252,-0 5252,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5203\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 28</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5203\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [4, 24]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5203\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 155&#45;&gt;157 -->\r\n",
       "<g id=\"edge157\" class=\"edge\"><title>155&#45;&gt;157</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5130.82,-88.9485C5141.89,-79.526 5153.93,-69.2731 5164.95,-59.8906\"/>\r\n",
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       "<!-- 160 -->\r\n",
       "<g id=\"node161\" class=\"node\"><title>160</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.333333\" stroke=\"black\" points=\"5210.5,-573 5043.5,-573 5043.5,-505 5210.5,-505 5210.5,-573\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5127\" y=\"-557.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">영업이익증가율 &lt;= 15.732</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5127\" y=\"-542.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 85</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5127\" y=\"-527.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [34, 51]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5127\" y=\"-512.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 159&#45;&gt;160 -->\r\n",
       "<g id=\"edge160\" class=\"edge\"><title>159&#45;&gt;160</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5127,-608.884C5127,-600.778 5127,-591.982 5127,-583.472\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5130.5,-583.299 5127,-573.299 5123.5,-583.299 5130.5,-583.299\"/>\r\n",
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       "<g id=\"node168\" class=\"node\"><title>167</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.874510\" stroke=\"black\" points=\"5507.5,-573 5346.5,-573 5346.5,-505 5507.5,-505 5507.5,-573\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5427\" y=\"-557.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">자산건전성수정 &lt;= 5.994</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5427\" y=\"-542.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 337</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5427\" y=\"-527.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [38, 299]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5427\" y=\"-512.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 159&#45;&gt;167 -->\r\n",
       "<g id=\"edge167\" class=\"edge\"><title>159&#45;&gt;167</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5194.7,-618.982C5236.73,-604.692 5291.24,-586.157 5336.9,-570.634\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5338.16,-573.903 5346.5,-567.37 5335.91,-567.276 5338.16,-573.903\"/>\r\n",
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       "<g id=\"node162\" class=\"node\"><title>161</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.552941\" stroke=\"black\" points=\"5163,-469 5011,-469 5011,-401 5163,-401 5163,-469\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5087\" y=\"-453.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">매출액증가율 &lt;= &#45;20.19</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5087\" y=\"-438.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 42</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5087\" y=\"-423.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [29, 13]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5087\" y=\"-408.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 160&#45;&gt;161 -->\r\n",
       "<g id=\"edge161\" class=\"edge\"><title>160&#45;&gt;161</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5114.01,-504.884C5110.73,-496.511 5107.16,-487.401 5103.72,-478.631\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5106.97,-477.331 5100.06,-469.299 5100.45,-479.887 5106.97,-477.331\"/>\r\n",
       "</g>\r\n",
       "<!-- 164 -->\r\n",
       "<g id=\"node165\" class=\"node\"><title>164</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.866667\" stroke=\"black\" points=\"5366.5,-469 5181.5,-469 5181.5,-401 5366.5,-401 5366.5,-469\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5274\" y=\"-453.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">매출액영업이익율 &lt;= &#45;25.467</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5274\" y=\"-438.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 43</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5274\" y=\"-423.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [5, 38]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5274\" y=\"-408.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 160&#45;&gt;164 -->\r\n",
       "<g id=\"edge164\" class=\"edge\"><title>160&#45;&gt;164</title>\r\n",
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       "<g id=\"node163\" class=\"node\"><title>162</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.250980\" stroke=\"black\" points=\"5078,-357.5 4980,-357.5 4980,-304.5 5078,-304.5 5078,-357.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5029\" y=\"-342.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5029\" y=\"-327.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [9, 12]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5029\" y=\"-312.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 161&#45;&gt;162 -->\r\n",
       "<g id=\"edge162\" class=\"edge\"><title>161&#45;&gt;162</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5068.17,-400.884C5061.92,-389.886 5054.94,-377.617 5048.63,-366.517\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5051.5,-364.483 5043.51,-357.52 5045.41,-367.943 5051.5,-364.483\"/>\r\n",
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       "<!-- 163 -->\r\n",
       "<g id=\"node164\" class=\"node\"><title>163</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.949020\" stroke=\"black\" points=\"5194,-357.5 5096,-357.5 5096,-304.5 5194,-304.5 5194,-357.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5145\" y=\"-342.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5145\" y=\"-327.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [20, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5145\" y=\"-312.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
       "</g>\r\n",
       "<!-- 161&#45;&gt;163 -->\r\n",
       "<g id=\"edge163\" class=\"edge\"><title>161&#45;&gt;163</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5105.83,-400.884C5112.08,-389.886 5119.06,-377.617 5125.37,-366.517\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5128.59,-367.943 5130.49,-357.52 5122.5,-364.483 5128.59,-367.943\"/>\r\n",
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       "<!-- 165 -->\r\n",
       "<g id=\"node166\" class=\"node\"><title>165</title>\r\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"5310,-357.5 5212,-357.5 5212,-304.5 5310,-304.5 5310,-357.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5261\" y=\"-342.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5261\" y=\"-327.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [0, 22]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5261\" y=\"-312.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 164&#45;&gt;165 -->\r\n",
       "<g id=\"edge165\" class=\"edge\"><title>164&#45;&gt;165</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5269.78,-400.884C5268.42,-390.216 5266.91,-378.352 5265.53,-367.519\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5268.99,-366.997 5264.25,-357.52 5262.04,-367.882 5268.99,-366.997\"/>\r\n",
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       "<!-- 166 -->\r\n",
       "<g id=\"node167\" class=\"node\"><title>166</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.686275\" stroke=\"black\" points=\"5426,-357.5 5328,-357.5 5328,-304.5 5426,-304.5 5426,-357.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5377\" y=\"-342.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5377\" y=\"-327.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [5, 16]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5377\" y=\"-312.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 164&#45;&gt;166 -->\r\n",
       "<g id=\"edge166\" class=\"edge\"><title>164&#45;&gt;166</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5307.44,-400.884C5319.1,-389.336 5332.18,-376.387 5343.82,-364.86\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5346.59,-367.043 5351.23,-357.52 5341.66,-362.07 5346.59,-367.043\"/>\r\n",
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       "<!-- 168 -->\r\n",
       "<g id=\"node169\" class=\"node\"><title>168</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.913725\" stroke=\"black\" points=\"5538.5,-469 5397.5,-469 5397.5,-401 5538.5,-401 5538.5,-469\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5468\" y=\"-453.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">자기자본비율 &lt;= 19.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5468\" y=\"-438.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 297</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5468\" y=\"-423.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [24, 273]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5468\" y=\"-408.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 167&#45;&gt;168 -->\r\n",
       "<g id=\"edge168\" class=\"edge\"><title>167&#45;&gt;168</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5440.31,-504.884C5443.68,-496.511 5447.34,-487.401 5450.86,-478.631\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5454.13,-479.883 5454.61,-469.299 5447.64,-477.272 5454.13,-479.883\"/>\r\n",
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       "<!-- 177 -->\r\n",
       "<g id=\"node178\" class=\"node\"><title>177</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.462745\" stroke=\"black\" points=\"5661,-461.5 5557,-461.5 5557,-408.5 5661,-408.5 5661,-461.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5609\" y=\"-446.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 40</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5609\" y=\"-431.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [14, 26]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5609\" y=\"-416.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 167&#45;&gt;177 -->\r\n",
       "<g id=\"edge177\" class=\"edge\"><title>167&#45;&gt;177</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5486.09,-504.884C5508.17,-492.511 5533.11,-478.53 5554.73,-466.413\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5556.45,-469.462 5563.46,-461.52 5553.03,-463.356 5556.45,-469.462\"/>\r\n",
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       "<!-- 169 -->\r\n",
       "<g id=\"node170\" class=\"node\"><title>169</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.400000\" stroke=\"black\" points=\"5542,-357.5 5444,-357.5 5444,-304.5 5542,-304.5 5542,-357.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5493\" y=\"-342.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 24</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5493\" y=\"-327.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [9, 15]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5493\" y=\"-312.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
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       "<!-- 168&#45;&gt;169 -->\r\n",
       "<g id=\"edge169\" class=\"edge\"><title>168&#45;&gt;169</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5476.12,-400.884C5478.73,-390.216 5481.64,-378.352 5484.29,-367.519\"/>\r\n",
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       "<polygon fill=\"#399de5\" fill-opacity=\"0.941176\" stroke=\"black\" points=\"5732,-365 5560,-365 5560,-297 5732,-297 5732,-365\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5646\" y=\"-349.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">영업이익증가율 &lt;= &#45;22.717</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5646\" y=\"-334.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 273</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5646\" y=\"-319.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [15, 258]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5646\" y=\"-304.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
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       "<g id=\"edge170\" class=\"edge\"><title>168&#45;&gt;170</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5525.79,-400.884C5542.82,-391.125 5561.6,-380.366 5579.14,-370.31\"/>\r\n",
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       "<polygon fill=\"#399de5\" fill-opacity=\"0.686275\" stroke=\"black\" points=\"5615,-253.5 5517,-253.5 5517,-200.5 5615,-200.5 5615,-253.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5566\" y=\"-238.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5566\" y=\"-223.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [5, 16]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5566\" y=\"-208.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 170&#45;&gt;171 -->\r\n",
       "<g id=\"edge171\" class=\"edge\"><title>170&#45;&gt;171</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5620.03,-296.884C5611.14,-285.556 5601.2,-272.88 5592.29,-261.521\"/>\r\n",
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       "<g id=\"node173\" class=\"node\"><title>172</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"5726\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">매출액영업이익율 &lt;= &#45;68.257</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5726\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 252</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5726\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [10, 242]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5726\" y=\"-200.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 170&#45;&gt;172 -->\r\n",
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       "<path fill=\"none\" stroke=\"black\" d=\"M5671.97,-296.884C5678.89,-288.065 5686.45,-278.43 5693.66,-269.235\"/>\r\n",
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       "<text text-anchor=\"middle\" x=\"5657\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 22</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5657\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [4, 18]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5657\" y=\"-104.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 172&#45;&gt;173 -->\r\n",
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       "<path fill=\"none\" stroke=\"black\" d=\"M5703.6,-192.884C5696.01,-181.666 5687.53,-169.126 5679.9,-157.852\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5682.77,-155.842 5674.26,-149.52 5676.97,-159.764 5682.77,-155.842\"/>\r\n",
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       "<g id=\"node175\" class=\"node\"><title>174</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.972549\" stroke=\"black\" points=\"5864,-157 5724,-157 5724,-89 5864,-89 5864,-157\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5794\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">부채비율 &#160;&lt;= 241.607</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5794\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 230</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5794\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [6, 224]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5794\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 172&#45;&gt;174 -->\r\n",
       "<g id=\"edge174\" class=\"edge\"><title>172&#45;&gt;174</title>\r\n",
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       "<polygon fill=\"black\" stroke=\"black\" points=\"5769.17,-167.561 5771.8,-157.299 5763.34,-163.678 5769.17,-167.561\"/>\r\n",
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       "<g id=\"node176\" class=\"node\"><title>175</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.988235\" stroke=\"black\" points=\"5786,-53 5682,-53 5682,-0 5786,-0 5786,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5734\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 190</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5734\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [2, 188]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5734\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 174&#45;&gt;175 -->\r\n",
       "<g id=\"edge175\" class=\"edge\"><title>174&#45;&gt;175</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5773.01,-88.9485C5767.44,-80.1664 5761.41,-70.6629 5755.79,-61.815\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5758.66,-59.8028 5750.34,-53.2367 5752.75,-63.5549 5758.66,-59.8028\"/>\r\n",
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       "<!-- 176 -->\r\n",
       "<g id=\"node177\" class=\"node\"><title>176</title>\r\n",
       "<polygon fill=\"#399de5\" fill-opacity=\"0.890196\" stroke=\"black\" points=\"5902,-53 5804,-53 5804,-0 5902,-0 5902,-53\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5853\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 40</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5853\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [4, 36]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5853\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 174&#45;&gt;176 -->\r\n",
       "<g id=\"edge176\" class=\"edge\"><title>174&#45;&gt;176</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5814.64,-88.9485C5820.12,-80.1664 5826.05,-70.6629 5831.58,-61.815\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5834.6,-63.5728 5836.93,-53.2367 5828.67,-59.8656 5834.6,-63.5728\"/>\r\n",
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       "<polygon fill=\"#399de5\" fill-opacity=\"0.949020\" stroke=\"black\" points=\"5681.5,-677 5526.5,-677 5526.5,-609 5681.5,-609 5681.5,-677\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5604\" y=\"-661.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">자기자본비율 &lt;= 41.275</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5604\" y=\"-646.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 85</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5604\" y=\"-631.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [4, 81]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5604\" y=\"-616.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
       "</g>\r\n",
       "<!-- 178&#45;&gt;179 -->\r\n",
       "<g id=\"edge179\" class=\"edge\"><title>178&#45;&gt;179</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M5604,-712.884C5604,-704.778 5604,-695.982 5604,-687.472\"/>\r\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"5607.5,-687.299 5604,-677.299 5600.5,-687.299 5607.5,-687.299\"/>\r\n",
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       "<g id=\"node183\" class=\"node\"><title>182</title>\r\n",
       "<polygon fill=\"#e58139\" fill-opacity=\"0.403922\" stroke=\"black\" points=\"5884.5,-677 5729.5,-677 5729.5,-609 5884.5,-609 5884.5,-677\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"5807\" y=\"-661.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">자기자본비율 &lt;= 28.303</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5807\" y=\"-646.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 91</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5807\" y=\"-631.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [57, 34]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5807\" y=\"-616.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 비연체</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"5807\" y=\"-550.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 30</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5807\" y=\"-535.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [8, 22]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5807\" y=\"-520.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 연체</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"5960\" y=\"-557.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">총자본순이익율 &lt;= &#45;17.725</text>\r\n",
       "<text text-anchor=\"middle\" x=\"5960\" y=\"-542.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 61</text>\r\n",
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       "</svg>\r\n"
      ],
      "text/plain": [
       "<graphviz.files.Source at 0x2890b8a1828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with open(\"tree.dot\", encoding =\"utf-8\") as f:\n",
    "    dot_graph = f.read()\n",
    "    display(graphviz.Source(dot_graph))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "특성 중요도:\n",
      "[2.22884815e-03 6.88820032e-03 1.37464489e-02 3.78572751e-03\n",
      " 3.87347132e-02 0.00000000e+00 4.55863559e-03 7.58999986e-04\n",
      " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
      " 0.00000000e+00 2.99178801e-02 0.00000000e+00 0.00000000e+00\n",
      " 0.00000000e+00 3.51667615e-01 4.86325665e-01 6.52186425e-03\n",
      " 2.27419080e-03 3.97113223e-03 6.55361761e-03 5.50443609e-03\n",
      " 2.95657649e-03 1.57224612e-03 1.55894860e-03 7.09520481e-04\n",
      " 2.05515403e-05 9.24891168e-03 0.00000000e+00 1.33997567e-03\n",
      " 3.10703567e-04 8.14810816e-03 1.06964834e-02]\n"
     ]
    }
   ],
   "source": [
    "print(\"특성 중요도:\\n{}\".format(tree.feature_importances_))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import font_manager, rc\n",
    "font_name = font_manager.FontProperties(fname=\"c:/Windows/Fonts/malgun.ttf\").get_name()\n",
    "rc('font', family=font_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This part is to plot the most important features\n",
    "def plot_feature_importances_tree(model):\n",
    "    plt.figure(figsize=(20,20))\n",
    "    n_features = X.shape[1]\n",
    "    plt.barh(range(n_features), model.feature_importances_, align='center')\n",
    "    plt.yticks(np.arange(n_features), t)\n",
    "    plt.xlabel(\"Importance\")\n",
    "    plt.ylabel(\"Features\")\n",
    "    plt.ylim(-1, n_features)\n",
    "\n",
    "plot_feature_importances_tree(tree)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4. 모델평가"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "#tree=DecisionTreeClassifier(max_depth=7, min_samples_leaf=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=10,\n",
       "            max_features=None, max_leaf_nodes=None,\n",
       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "            min_samples_leaf=21, min_samples_split=2,\n",
       "            min_weight_fraction_leaf=0.0, presort=False, random_state=None,\n",
       "            splitter='best')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tree.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred_train=tree.predict(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "confusion_train=confusion_matrix(y_train, pred_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "훈련데이터 오차행렬:\n",
      " [[4782  201]\n",
      " [ 220 4763]]\n"
     ]
    }
   ],
   "source": [
    "print(\"훈련데이터 오차행렬:\\n\", confusion_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "테스트 데이터 오차행렬:\n",
      " [[921  71]\n",
      " [ 19  30]]\n"
     ]
    }
   ],
   "source": [
    "pred_test=tree.predict(X_test)\n",
    "confusion_test=confusion_matrix(y_test, pred_test)\n",
    "print(\"테스트 데이터 오차행렬:\\n\", confusion_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import classification_report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "cfreport=classification_report(y_test, pred_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "분류예측 레포트:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "        0.0       0.98      0.93      0.95       992\n",
      "        1.0       0.30      0.61      0.40        49\n",
      "\n",
      "avg / total       0.95      0.91      0.93      1041\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(\"분류예측 레포트:\\n\", cfreport)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}